cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18537815
title: CAFUC1

description: OverView

This repository hosts a high-fidelity benchmark dataset for General Aviation (GA) anomaly detection, named CAFUC1 Dataset. It comprises approximately hundreds of thousands multivariate time-series data points derived from 120 real flight sorties collected by the Civil Aviation Flight University of China (CAFUC).This dataset covers four different flight training subjects:



”Eight“ Turn

Circle 

Rentange 

TearDrop 


The dataset is designed to support research in aviation safety.

Dataset Content & Structure

The data is stored in standard .csv format with a 1 Hz sampling rate. The root directory is CAFUC1/, organized as follows:

CAFUC1/
├── CircleDatasets/          # Data source: Cessna SR20 aircraft
└── EightTurnDatasets/       # Data source: Cessna SR20 aircraft├── RectangeDatasets/        # Data source: Cessna 172R aircraft       └── data/       # CSV type data       └── picture/      # Rectange Flight Trajectory Picture
└── TeardropDatasets/        # Data source: Cessna SR20 aircraft

Key Variables

Each CSV file contains multivariate time-series data, including:





Kinematic: Latitude, Longitude, Altitude, Vertical Speed, Pitch, Roll, Normal Acceleration.




Navigation: Heading (HDG), Track (TRK).




Engine: RPM, Fuel Flow, Oil Temperature, Cylinder Head Temperature (CHT), Exhaust Gas Temperature (EGT).



Access & License





License: CC BY 4.0 International.




Citation: If you use this dataset, please cite the associated Data Descriptor published in Scientific Data (DOI will be updated upon publication).
DOI: 10.5281/zenodo.18483938
title: The data and code for 'Relating functional traits within and across species to the stabilization of grassland productivity'
DOI: 10.5281/zenodo.18483939
title: The data and code for 'Relating functional traits within and across species to the stabilization of grassland productivity'
DOI: 10.25326/369
title: ISLAS-2022_SAFIRE-ATR42_SAFIRE_CORE_NAV_1HZ_L2 Navigation and platform characteristics

description: Core navigation and platform attitude data post-processed at 1Hz including position, heading, course, pitch and roll, ground speed and platform speed components
DOI: 10.25326/370
title: ISLAS-2022_SAFIRE-ATR42_SAFIRE_CORE_NAV_10HZ_L2  Navigation and platform characteristics

description: Core navigation and platform attitude data post-processed at 10Hz including position, heading, course, pitch and roll, ground speed and platform speed components
DOI: 10.25326/372
title: ISLAS-2022_SAFIRE_ATR42_SAFIRE_RADIATION_1HZ_L2 radiation data

description: Radiation Data post-processed at 1Hz including longwave radiation, shortwave radiation (upwelling and downwelling) and brigthness temperature and radiance from CE332-CLIMAT radiometer
DOI: 10.25326/371
title: ISLAS-2022_SAFIRE-ATR42_SAFIRE_CORE_TDYN  thermodynamic and dynamic data 1Hz

description: Thermodynamic and dynamic Core Data including, pressure, temperature, humidity, TAS, wind, noseboom sideslip and AOA post-processed at 1Hz
DOI: 10.6084/m9.figshare.30615956
title: TCM-BEST4SDT

description: A benchmark dataset for evaluating Syndrome Differentiation and Treatment in large language models
DOI: 10.6084/m9.figshare.30615956.v8
title: TCM-BEST4SDT

description: A benchmark dataset for evaluating Syndrome Differentiation and Treatment in large language models
DOI: 10.25326/375
title: CADDIWA-2021_SAFIRE-F20_SAFIRE_DROPSONDE dropsonde data

description: dropsonde data  post-processed including position, pressure, temperature, humidity, wind
DOI: 10.6084/m9.figshare.30615956.v7
title: TCM-BEST4SDT

description: A benchmark dataset for evaluating Syndrome Differentiation and Treatment in large language models
DOI: 10.25326/373
title: ISLAS-2022_SAFIRE-ATR42_SAFIRE_CHEMISTRY-PICARRO_1MN CH4, CO2 and CO measurements

description: CH4, CO2 and CO from Picarro (g2401m). One data every 1 minute.
DOI: 10.15468/dl.wmdjte
title: Occurrence Download

description: A dataset containing 100636 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cucumis"
 ]
}

 The dataset includes 100636 records from 913 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002350-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25326/380
title: ACROSS-2022_SAFIRE-ATR42_SAFIRE_CORE_TDYN thermodynamic and dynamic data 1Hz

description: Thermodynamic and dynamic Core Data including, pressure, temperature, humidity, TAS, wind, noseboom sideslip and AOA post-processed at 1HZ
DOI: 10.25326/379
title: ACROSS-2022_SAFIRE-ATR42_SAFIRE_CORE_NAV_1HZ_L2 Navigation and platform characteristics 1hz

description: Core navigation and platform attitude data post-processed at 1Hz including position, heading, course, pitch and roll, ground speed and platform speed components
DOI: 10.25326/378
title: ACROSS-2022_SAFIRE-ATR42_SAFIRE_CORE_NAV_10HZ_L2 Navigation and platform characteristics 10HZ

description: Core navigation and platform attitude data post-processed at 10Hz including position, heading, course, pitch and roll, ground speed and platform speed components
DOI: 10.25326/381
title: ACROSS-2022_SAFIRE_ATR42_SAFIRE_RADIATION_1HZ_L2 radiation data 1hz

description: Radiation Data post-processed at 1Hz including longwave radiation, shortwave radiation (upwelling and downwelling) and brigthness temperature and radiance from CE332-CLIMAT radiometer
DOI: 10.25326/414
title: RALI-THINICE-2022_SAFIRE-ATR42_SAFIRE_CORE_NAV_10HZ_L2 Navigation and platform characteristics

description: Core navigation and platform attitude data post-processed at 10Hz including position, heading, course, pitch and roll, ground speed and platform speed components
DOI: 10.25326/412
title: RALI-THINICE-2022_SAFIRE-ATR42_SAFIRE_CORE_TDYN_1HZ Thermodynamic and dynamic data

description: Thermodynamic and dynamic Core Data including, pressure, temperature, humidity, TAS, wind, noseboom sideslip and AOA post-processed at 1HZ
DOI: 10.25326/413
title: RALI-THINICE-2022_SAFIRE-ATR42_SAFIRE_CORE_NAV_1HZ_L2 Navigation and platform characteristics

description: Core navigation and platform attitude data post-processed at 1Hz including position, heading, course, pitch and roll, ground speed and platform speed components
DOI: 10.25326/411
title: RALI-THINICE-2022_SAFIRE_ATR42_SAFIRE_RADIATION_1HZ_L2 radiation data

description: Radiation Data post-processed at 1Hz including longwave radiation, shortwave radiation (upwelling and downwelling) and brigthness temperature and radiance from CE332-CLIMAT radiometer
DOI: 10.15468/dl.6xg7rb
title: Occurrence Download

description: A dataset containing 1352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.13_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Siparuna Aubl."
 ]
}

 The dataset includes 1352 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006789-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2edm0e
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015293-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72htjm
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008206-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sk2ut2
title: Occurrence Download

description: A dataset containing 1332917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2024-04-17",
 "EventDate is less than or equal to 2024-05-17",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 1332917 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071657-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kuhv59
title: Occurrence Download

description: A dataset containing 1799542535 species occurrences available in GBIF matching the query:
{
 "Year" : [
 "2000-2023"
 ]
}

 The dataset includes 1799542535 records from 39314 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0263601-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zp9ske
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Adromischus sphenophyllus C.A.Sm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 60 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0315509-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7hxmq
title: Occurrence Download

description: A dataset containing 1091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pinus aristata Engelm."
 ]
}

 The dataset includes 1091 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055188-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnpzyu
title: Occurrence Download

description: A dataset containing 2228 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cayratia trifolia (L.) Domin"
 ]
}

 The dataset includes 2228 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006145-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u689d3
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symplocos itatiaiae Wawra"
 ]
}

 The dataset includes 110 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0301734-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxf6q4
title: Occurrence Download

description: A dataset containing 6686 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((4.575 51.575,4.625 51.575,4.625 51.625,4.575 51.625,4.575 51.575))",
 "DatasetKey is Observation.org, Nature data from around the World",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 6686 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0305090-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9i5fj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Mesocricetus auratus (Waterhouse, 1839)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006145-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ek72cs
title: Occurrence Download

description: A dataset containing 9751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ctenopharyngodon idella (Valenciennes, 1844)"
 ]
}

 The dataset includes 9751 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021041-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j98fk7
title: Occurrence Download

description: A dataset containing 125266 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((5.598907470703125 43.481822852999905,5.511016845703125 43.509717009288075,5.400552749633789 43.51127322324609,5.412139892578125 43.54257572246922,5.4547119140625 43.563476493226595,5.480804443359375 43.61122246320032,5.483551025390625 43.6499881760459,5.503549575805664 43.66644361490711,5.598907470703125 43.66985832954972,5.69091796875 43.70362249839005,5.763702392578124 43.661911057260674,5.79254150390625 43.625141236940564,5.804901123046875 43.601278509333646,5.799407958984375 43.5734266934657,5.76507568359375 43.52565074189047,5.71563720703125 43.52166770320007,5.598907470703125 43.481822852999905)))"
 ]
}

 The dataset includes 125266 records from 387 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034299-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xruxk4
title: Occurrence Download

description: A dataset containing 20240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((4.575 51.925,4.625 51.925,4.625 51.975,4.575 51.975,4.575 51.925))",
 "DatasetKey is Observation.org, Nature data from around the World",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 20240 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0305076-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gh86yy
title: Occurrence Download

description: A dataset containing 21980 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Peprilus triacanthus (Peck, 1804)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21980 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068324-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkhtf3
title: Occurrence Download

description: A dataset containing 1140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tsuga dumosa (D.Don) Eichler"
 ]
}

 The dataset includes 1140 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238327-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tubvz3
title: Occurrence Download

description: A dataset containing 7205 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spheniscus demersus (Linnaeus, 1758)"
 ]
}

 The dataset includes 7205 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293185-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5k657g
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Amaranthus retroflexus L.",
 "Year 1970-2021"
 ]
}

 The dataset includes 70 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005671-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmge5b
title: Occurrence Download

description: A dataset containing 6094718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acipenser baerii Brandt, 1869, Acipenser ruthenus Linnaeus, 1758, Acipenser sturio Linnaeus, 1758, Acipenser transmontanus Richardson, 1836, Anguilla anguilla (Linnaeus, 1758), Lepomis gibbosus (Linnaeus, 1758), Micropterus salmoides (Lacepède, 1802), Oreochromis mossambicus (Peters, 1852), Alosa alosa (Linnaeus, 1758), Alosa fallax (Lacepède, 1803), Misgurnus fossilis (Linnaeus, 1758), Abramis brama (Linnaeus, 1758), Alburnus alburnus (Linnaeus, 1758), Blicca bjoerkna (Linnaeus, 1758), Carassius auratus (Linnaeus, 1758), Carassius carassius (Linnaeus, 1758), Carassius gibelio (Bloch, 1782), Ctenopharyngodon idella (Valenciennes, 1844), Cyprinus carpio Linnaeus, 1758, Gobio gobio (Linnaeus, 1758), Hypophthalmichthys molitrix (Valenciennes, 1844), Hypophthalmichthys nobilis (Richardson, 1845), Leucaspius delineatus (Heckel, 1843), Leuciscus idus (Linnaeus, 1758), Leuciscus leuciscus (Linnaeus, 1758), Pseudorasbora parva (Temminck & Schlegel, 1846), Rhodeus amarus (Bloch, 1782), Rutilus rutilus (Linnaeus, 1758), Scardinius erythrophthalmus (Linnaeus, 1758), Squalius cephalus (Linnaeus, 1758), Tinca tinca (Linnaeus, 1758), Esox lucius Linnaeus, 1758, Gasterosteus aculeatus Linnaeus, 1758, Pungitius laevis (Cuvier, 1829), Ameiurus melas (Rafinesque, 1820), Chelon auratus (Risso, 1810), Mugil cephalus Linnaeus, 1758, Chelon labrosus (Risso, 1827), Gymnocephalus cernua (Linnaeus, 1758), Perca fluviatilis Linnaeus, 1758, Sander lucioperca (Linnaeus, 1758), Polyodon spathula (Walbaum, 1792), Silurus glanis Linnaeus, 1758, Cobitis taenia Linnaeus, 1758, Phoxinus phoxinus (Linnaeus, 1758), Barbatula barbatula (Linnaeus, 1758), Coregonus lavaretus (Linnaeus, 1758), Oncorhynchus mykiss (Walbaum, 1792), Salmo trutta Linnaeus, 1758, Salvelinus alpinus (Linnaeus, 1758), Salvelinus fontinalis (Mitchill, 1814), Thymallus thymallus (Linnaeus, 1758))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6094718 records from 1067 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262642-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8skktn
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haliclona tubifera",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008365-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v48txe
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nasa dillonii"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008366-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh0166523.10fu
title: SH0166523.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0166524.10fu
title: SH0166524.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0166525.10fu
title: SH0166525.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.