cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bbk5eb
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllotreta cruciferae (Goeze, 1777)",
 "Country is Canada",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 373 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019683-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dznxt3
title: Occurrence Download

description: A dataset containing 1058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Sesbania sericea (Willd.) Link"
 ]
}

 The dataset includes 1058 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019685-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eedpdm
title: Occurrence Download

description: A dataset containing 32493 records in GBIF matching the query:
SELECT "year", GBIF_EEARGCode( 1000, decimalLatitude, decimalLongitude, COALESCE(coordinateUncertaintyInMeters, 1000) ) AS eeaCellCode, classKey, class, genusKey, genus, COUNT(*) AS occurrences, MIN(COALESCE(coordinateUncertaintyInMeters, 1000)) AS minCoordinateUncertaintyInMeters, MIN(GBIF_TemporalUncertainty(eventDate)) AS minTemporalUncertainty, IF(ISNULL(classKey), NULL, SUM(COUNT(*)) OVER (PARTITION BY classKey)) AS classCount FROM occurrence WHERE occurrenceStatus = 'PRESENT' AND genusKey IN (2284443, 2202786, 2162003, 2161911, 2161467, 7652364, 2176168, 2149911, 3092125, 2771094, 8782549, 2457378, 2453882, 2457825, 2454645, 2465626, 2466496, 2459675, 2444141, 2444221, 2447418, 2441658, 2442664, 3266899, 2473221, 2445496, 5221394, 2443339, 4553469) AND continent = 'EUROPE' AND "year" &gt;= 1900 AND hasCoordinate = TRUE AND genusKey IS NOT NULL AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID') AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') AND LOWER(identificationVerificationStatus) NOT IN ( 'unverified', 'unvalidated', 'not validated', 'under validation', 'not able to validate', 'control could not be conclusive due to insufficient knowledge', 'uncertain', 'unconfirmed', 'unconfirmed - not reviewed', 'validation requested' ) GROUP BY "year", eeaCellCode, classKey, class, genusKey, genus ORDER BY "year" DESC, eeaCellCode ASC, genusKey ASC;

 The dataset's 32493 records were derived from 649 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019652-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5evbd
title: Occurrence Download

description: A dataset containing 3093 records in GBIF matching the query:
SELECT "year", GBIF_EEARGCode( 1000, decimalLatitude, decimalLongitude, COALESCE(coordinateUncertaintyInMeters, 1000) ) AS eeaCellCode, classKey, class, familyKey, family, COUNT(*) AS occurrences, MIN(COALESCE(coordinateUncertaintyInMeters, 1000)) AS minCoordinateUncertaintyInMeters, MIN(GBIF_TemporalUncertainty(eventDate)) AS minTemporalUncertainty, IF(ISNULL(classKey), NULL, SUM(COUNT(*)) OVER (PARTITION BY classKey)) AS classCount FROM occurrence WHERE occurrenceStatus = 'PRESENT' AND continent = 'EUROPE' AND "year" &gt;= 1900 AND hasCoordinate = TRUE AND familyKey IS NOT NULL AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID') AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') AND LOWER(identificationVerificationStatus) NOT IN ( 'unverified', 'unvalidated', 'not validated', 'under validation', 'not able to validate', 'control could not be conclusive due to insufficient knowledge', 'uncertain', 'unconfirmed', 'unconfirmed - not reviewed', 'validation requested' )AND familyKey IN (5666)GROUP BY "year", eeaCellCode, classKey, class, familyKey, family ORDER BY "year" DESC, eeaCellCode ASC, familyKey ASC;

 The dataset's 3093 records were derived from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019653-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26049061
title: Figure 3 raw data: Mitochondrial metabolism and substrate preference

description: These datasets contain raw data obtained from the Omnilog instrument.
DOI: 10.6084/m9.figshare.26049061.v1
title: Figure 3 raw data: Mitochondrial metabolism and substrate preference

description: These datasets contain raw data obtained from the Omnilog instrument.
DOI: 10.15468/dl.hmwn2s
title: Occurrence Download

description: A dataset containing 4307 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nymphaea nouchali Burm.fil."
 ]
}

 The dataset includes 4307 records from 160 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019687-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25381/cput.27678594
title: Adoption of combined assurance within supply chain management in the Cape Winelands District of South Africa

description: Ethics Clearance reference: 2021_FBMSREC_070 Once consent was obtained from the ten participants, they then completed the structured interview questionnaire, and returned it to the researcher via email. When the researcher had received all of the participants’ completed questionnaires, each one was reviewed to determine whether or not the subject had answered all of the questions correctly and thoroughly. The data were organised and the participants’ perceptions and comments were subsequently categorised after an in-depth analysis of the data in an excel spreadsheet. After analysing the demography of study’s participants, the analysis categorised responses into assessing the IAF and its involvement in the internal audit process in the Cape Winelands District Municipality. Next, the policies, practice guides and procedures that inform this municipality were considered with recommendations relating to the internal audit from the last municipal audit. Then, risk management was assessed within the SCM function, focusing on the IAF’s role. The analysis then shifted to the Cape Winelands District Municipality's last internal audit and concluded with participant thoughts on adopting combined assurance models to mitigate risk in SCM.<br>
DOI: 10.25381/cput.27678594.v1
title: Adoption of combined assurance within supply chain management in the Cape Winelands District of South Africa

description: Ethics Clearance reference: 2021_FBMSREC_070 Once consent was obtained from the ten participants, they then completed the structured interview questionnaire, and returned it to the researcher via email. When the researcher had received all of the participants’ completed questionnaires, each one was reviewed to determine whether or not the subject had answered all of the questions correctly and thoroughly. The data were organised and the participants’ perceptions and comments were subsequently categorised after an in-depth analysis of the data in an excel spreadsheet. After analysing the demography of study’s participants, the analysis categorised responses into assessing the IAF and its involvement in the internal audit process in the Cape Winelands District Municipality. Next, the policies, practice guides and procedures that inform this municipality were considered with recommendations relating to the internal audit from the last municipal audit. Then, risk management was assessed within the SCM function, focusing on the IAF’s role. The analysis then shifted to the Cape Winelands District Municipality's last internal audit and concluded with participant thoughts on adopting combined assurance models to mitigate risk in SCM.<br>
DOI: 10.15468/dl.ey9pt4
title: Occurrence Download

description: A dataset containing 1438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((51.36036 -19.58143,58.37334 -34.12131,77.07464 -22.8497,66.55516 -8.2571,51.36036 -19.58143))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia heterophylla (Lam.) Willd."
 ]
}

 The dataset includes 1438 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019688-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21343/pp5z-qa22
title: High Resolution LiDAR point cloud Longyearbreen March 2024
DOI: 10.5281/zenodo.14174666
title: Real-bogus scores for active anomaly detection

description: Data description for Semenikhin et al., 2024

The dataset consists of the following files:

feature_snad4_r_100.dat contains light curve feature data for objects, where each object is represented by 54 feature values. These values are encoded as little-endian single-precision IEEE-754 floating-point numbers (32-bit floats). Feature names are listed in the plain text file feature_snad4_r_100.name, with one name per line.sid_snad4_r_100.dat contains ZTF DR object identifiers, encoded as little-endian 64-bit unsigned integers.

exp_feature_snad4_r_100.dat contains the same features as feature_snad4_r_100.dat, but with an additional column representing the real-bogus classifier prediction. Each object in this file corresponds to 55 features: the original 54 features plus 1 additional feature. Feature names for this file are provided in exp_feature_snad4_r_100.name.

The files sid_snad4_r_100.dat, feature_snad4_r_100.dat, and exp_feature_snad4_r_100.dat share the same object order.

Below is a sample Python script for accessing the data using NumPy:

import numpy as np

# Load object IDsoid     =  np.memmap('sid_snad4_r_100.dat', mode='c', dtype=np.uint64)

# Load features and reshapefeature = np.memmap('feature_snad4_r_100.dat', mode='c', dtype=np.float32).reshape(oid.shape[0], -1)

# Print dataset informationprint(f'Number of objects: {len(oid)}')print(f'Features shape: {feature.shape}')
DOI: 10.5281/zenodo.14174667
title: Real-bogus scores for active anomaly detection

description: Data description for Semenikhin et al., 2024

The dataset consists of the following files:

feature_snad4_r_100.dat contains light curve feature data for objects, where each object is represented by 54 feature values. These values are encoded as little-endian single-precision IEEE-754 floating-point numbers (32-bit floats). Feature names are listed in the plain text file feature_snad4_r_100.name, with one name per line.sid_snad4_r_100.dat contains ZTF DR object identifiers, encoded as little-endian 64-bit unsigned integers.

exp_feature_snad4_r_100.dat contains the same features as feature_snad4_r_100.dat, but with an additional column representing the real-bogus classifier prediction. Each object in this file corresponds to 55 features: the original 54 features plus 1 additional feature. Feature names for this file are provided in exp_feature_snad4_r_100.name.

The files sid_snad4_r_100.dat, feature_snad4_r_100.dat, and exp_feature_snad4_r_100.dat share the same object order.

Below is a sample Python script for accessing the data using NumPy:

import numpy as np

# Load object IDsoid     =  np.memmap('sid_snad4_r_100.dat', mode='c', dtype=np.uint64)

# Load features and reshapefeature = np.memmap('feature_snad4_r_100.dat', mode='c', dtype=np.float32).reshape(oid.shape[0], -1)

# Print dataset informationprint(f'Number of objects: {len(oid)}')print(f'Features shape: {feature.shape}')
DOI: 10.15468/dl.4k7prx
title: Occurrence Download

description: A dataset containing 21792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Stachys annua (L.) L."
 ]
}

 The dataset includes 21792 records from 582 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019686-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3bqnvd
title: Occurrence Download

description: A dataset containing 9754 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is SILENE-FAUNE-PACA - Parc_Naturel_Régional_du_Luberon_2017_12_18",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 9754 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227122-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cs9uge
title: Occurrence Download

description: A dataset containing 271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetrastigma hypoglaucum Planch.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 271 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271712-220831081235567/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/8265156
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.15468/dl.ug79g6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is Projet de parc photovoltaïque au sol de Cabanac-et-Villagrains au lieudit A Bernacaille - Crustacés",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227179-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kz5q92
title: Occurrence Download

description: A dataset containing 35378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Penaeus setiferus (Linnaeus, 1767)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year 1970-2022"
 ]
}

 The dataset includes 35378 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256450-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3wmkx
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ecuador, Argentina)",
 "TaxonKey is Trypanosomatida"
 ]
}

 The dataset includes 154 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248400-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h852uj
title: Occurrence Download

description: A dataset containing 550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((0.63111 42.98262,0.35066 42.70845,0.24549 41.89605,0.17538 41.59963,0.19875 41.13483,0.24549 40.71101,0.3974 40.44475,0.73628 40.43586,1.04011 40.45364,1.34393 40.68444,2.29046 40.96739,3.08508 41.37203,3.54082 41.85255,3.61093 42.22573,3.44733 42.57951,2.54754 42.68268,1.63607 42.80283,0.63111 42.98262))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio lividus L."
 ]
}

 The dataset includes 550 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262469-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9myv3
title: Occurrence Download

description: A dataset containing 587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is Plan de gestion 2015-2020 de la tourbière de Passeben-Inventaire et suivi Faune",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 587 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227197-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9839r
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thalictrum acutifolium (Hand.-Mazz.) B.Boivin",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 189 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271720-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mw3zwx
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isachne brassii Hitchc."
 ]
}

 The dataset includes 31 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254729-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4wwcv7
title: Occurrence Download

description: A dataset containing 319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "DatasetKey is one of (Natural History Museum Rotterdam - Observations, Nijmegen Natural History Museum (NL) - Entomological Collection, Natural History Museum Rotterdam - Specimens)",
 "TaxonKey is Lymantria Hübner"
 ]
}

 The dataset includes 319 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267006-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5qzum
title: Occurrence Download

description: A dataset containing 17903 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "Geometry POLYGON((-31.75899 36.44037,-23.06245 36.44037,-23.06245 39.97129,-31.75899 39.97129,-31.75899 36.44037))",
 "HasGeospatialIssue is false",
 "Year 2022-2022"
 ]
}

 The dataset includes 17903 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001788-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c4esq9
title: Occurrence Download

description: A dataset containing 8632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Andigena laminirostris Gould, 1851"
 ]
}

 The dataset includes 8632 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248396-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdhk6q
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes rupicola Schltr."
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007176-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ana5y
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Paronychia bryoides Hochst. ex A.Rich."
 ]
}

 The dataset includes 26 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239621-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zjbd62
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-5.29792 33.50383,-5.15934 33.50383,-5.15934 33.61512,-5.29792 33.61512,-5.29792 33.50383))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (June, May)",
 "PublishingCountry is Morocco"
 ]
}

 The dataset includes 219 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227181-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8jfcg
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callophrys polios maritima (J.Emmel, T.Emmel & Mattoon, 1998)"
 ]
}

 The dataset includes 42 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256455-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adkyh4
title: Occurrence Download

description: A dataset containing 9745 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is CardObs : Observations naturalistes issues de l'outil CardObs-Observations naturalistes et collection entomologique de Julien TOUROULT",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 9745 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227152-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89t77y
title: Occurrence Download

description: A dataset containing 1429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Oriolus oriolus (Linnaeus, 1758)",
 "Year 2018-2023"
 ]
}

 The dataset includes 1429 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222997-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.