cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vjf3a7
title: Occurrence Download

description: A dataset containing 217 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((37.33004 73.23186,-10.68786 72.07781,-31.59887 61.59503,-20.75612 31.34064,8.6742 31.99978,45.07486 33.94878,48.94727 65.7115,37.33004 73.23186))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Myriophyllum aquaticum (Vell.) Verdc."
 ]
}

 The dataset includes 217 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0384706-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nrht3
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ameerega petersi (Silverstone, 1976), Ameerega pepperi Brown & Twomey, 2009)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 59 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059641-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nz3k8
title: Occurrence Download

description: A dataset containing 353 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Lontra longicaudis (Olfers, 1818))"
 ]
}

 The dataset includes 353 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144885-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-42464
title: Redemption tidings, vol. 10, nos. 1-24, 1 Jan. - 15 Dec. 1934

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Missionary supplement to Redemption tidings (1 Jan. - 15 Apr. 1934) and Tidings from our missionaries (1 May - 15 Dec. 1934) in each issue.
DOI: 10.15468/dl.gbnht3
title: Occurrence Download

description: A dataset containing 3396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lasioglossum sabulosum (Warncke, 1986), Lasioglossum sexnotatum (Kirby, 1802), Lasioglossum subfasciatum (Imhoff, 1832))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 3396 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0320533-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eadjc7
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nyctimantis brunoi (Miranda-Ribeiro, 1920))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 86 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059670-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phtxmz
title: Occurrence Download

description: A dataset containing 551 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saperda calcarata Say, 1824"
 ]
}

 The dataset includes 551 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190875-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-42496
title: Redemption tidings, vol. 10, nos. 1-24, 1 Jan. - 15 Dec. 1934

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Missionary supplement to Redemption tidings (1 Jan. - 15 Apr. 1934) and Tidings from our missionaries (1 May - 15 Dec. 1934) in each issue.
DOI: 10.15468/dl.7ahc7n
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nymphargus pluvialis (Cannatella & Duellman, 1982))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059648-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4zw7v
title: Occurrence Download

description: A dataset containing 1926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-78.36182 -47.63916,-76.0669 -53.93799,-67.66113 -57.48535,-56.48682 -53.10791,-47.75208 -26.48499,-47.88117 -25.11597,-49.37653 -24.21051,-49.5221 -22.99378,-51.0846 -22.70081,-53.39173 -22.40784,-54.27063 -23.86047,-55.11963 -23.66455,-55.44068 -22.03735,-57.78443 -21.9397,-57.61353 -20.81665,-58.04932 -19.51416,-60.1001 -18.78174,-61.90003 -19.50256,-62.81372 -21.30493,-64.49829 -22.18384,-66.52466 -21.67114,-67.35474 -22.55005,-67.88147 -21.67542,-67.96692 -19.99085,-69.11255 -17.52075,-69.91455 -17.41455,-70.45166 -18.39111,-78.36182 -47.63916))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mutisia L.f."
 ]
}

 The dataset includes 1926 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0342553-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqtycy
title: Occurrence Download

description: A dataset containing 3548 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Urocitellus columbianus (Ord, 1815)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3548 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265740-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2wm8fe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dendropsophus allenorum (Duellman & Trueb, 1989))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059730-230224095556074/datasets/export for details.
DOI: 10.25549/pcra-c14-42610
title: Redemption tidings, vol. 10, nos. 1-24, 1 Jan. - 15 Dec. 1934

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Missionary supplement to Redemption tidings (1 Jan. - 15 Apr. 1934) and Tidings from our missionaries (1 May - 15 Dec. 1934) in each issue.
DOI: 10.15468/dl.3h5e46
title: Occurrence Download

description: A dataset containing 89096 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lantana camara L."
 ]
}

 The dataset includes 89096 records from 718 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0349230-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tryth
title: Occurrence Download

description: A dataset containing 498016 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus idaeus L."
 ]
}

 The dataset includes 498016 records from 1149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106169-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzmbfe
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055295-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gem39
title: Occurrence Download

description: A dataset containing 1861 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Banc de Germoplasma Vegetal de les Illes Balears-JBS"
 ]
}

 The dataset includes 1861 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061359-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phgmzr
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Banco de Germoplasma de la Universidad de Salamanca"
 ]
}

 The dataset includes 30 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061360-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.stpm7a
title: Occurrence Download

description: A dataset containing 37384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euthystira brachyptera (Ocskay, 1826)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37384 records from 295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061355-241126133413365/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.28156697.v2
title: Planted forests in China have higher drought risk than natural forests

description: Drought resistance and resilience data for natural and planted forests and Extreme Gradient Boosting (XGBoost) and Shapley Additive Properties Interpretation (SHAP) modelling codes used in ‘Drought Risks of Planted Forests are Higher than Natural Forests in China’
DOI: 10.15468/dl.mmw5qd
title: Occurrence Download

description: A dataset containing 4862 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is HACAM - Herbário da Universidade Estadual da Paraíba. Jabot - Banco de Dados da Flora Brasileira"
 ]
}

 The dataset includes 4862 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061361-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g44jqy
title: Occurrence Download

description: A dataset containing 3463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eyprepocnemis plorans (Charpentier, 1825)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3463 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061362-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwgr9c
title: Occurrence Download

description: A dataset containing 3747102 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Lotus L., Ornithopus L., Scorpiurus L., Hippocrepis L., Securigera DC., Coronilla L., Anthyllis L., Hymenocarpos Savi, Acmispon Raf., Tripodion Medik., Hammatolobium Fenzl, Tetragonolobus Scop., Sesbania Adans., Sesbania Scop., Lennea Klotzsch, Hebestigma Urb., Gliricidia Kunth, Poitea Vent., Robinia L., Sphinctospermum Rose, Olneya A.Gray, Coursetia DC., Genistidium I.M.Johnst., Peteria A.Gray)"
 ]
}

 The dataset includes 3747102 records from 6378 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061311-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8555x
title: Occurrence Download

description: A dataset containing 444 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psammodromus occidentalis Fitze, Gonzalez-Jimena, San-Jose, San Mauro & Zardoya, 2012"
 ]
}

 The dataset includes 444 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019796-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13944283
title: Bioinformatics Jobs 2024: Trends, Top Locations and In-Demand Skills

description: Foreword


This report provides a comprehensive analysis of the bioinformatics job market in 2024. It offers insights into job trends, industry diversity, skill demand, and the qualifications needed to succeed in this competitive field.



Table of Contents


Navigate through various sections of the report to explore global market insights, recruitment trends, skill demand, popular job titles, and more.



Executive Summary


The bioinformatics sector is experiencing rapid growth, with significant demand for both computational and research-focused roles. AI and machine learning technologies, alongside analytical tools such as R and Python, are key drivers in the job market. Advanced degrees, especially Doctorates and Masters, are highly preferred for mid to senior-level positions.



How to Read This Report


The report is structured into logical sections, making it easy to navigate through global market insights, job trends, and skill requirements. Each section includes detailed data to help job seekers, recruiters, and organizations understand the current bioinformatics landscape.
DOI: 10.15468/dl.29bycx
title: Occurrence Download

description: A dataset containing 40671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Issue is one of (Zero coordinate, Coordinate out of range, Coordinate invalid, Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate uncertainty meters invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT mismatch, Footprint WKT invalid, Country coordinate mismatch, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date mismatch, Recorded date invalid, Recorded date unlikely, Taxon match fuzzy, Taxon match higher rank, Taxon match aggregate, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, The scientific name differs on the record from that found in the checklist, Taxon match none, The backbone match found using the taxon IDs differs from what would be found if using the scientific names , Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, ccurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "TaxonKey is Erebia euryale Esper, 1777"
 ]
}

 The dataset includes 40671 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019792-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/cyf9p3y86s.1
title: Hemp seed protein exerts its hypoglycemic and hypolipidemic effects through degradation into short peptides

description: Hemp seed protein exerts its hypoglycemic and hypolipidemic effects through degradation into short peptides
DOI: 10.15468/dl.rsc8jm
title: Occurrence Download

description: A dataset containing 19809 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Vallisneria natans (Lour.) H.Hara, Vallisneria P.Micheli ex L.)"
 ]
}

 The dataset includes 19809 records from 619 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019790-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8t7h26
title: Occurrence Download

description: A dataset containing 2036 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Eurygaster testudinaria (Geoffroy, 1785)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 2036 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019797-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7tt88
title: Occurrence Download

description: A dataset containing 47127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than 50000",
 "Year is greater than 2008",
 "DecimalLongitude is greater than or equal to 10.04",
 "DecimalLongitude is less than or equal to 10.15",
 "DecimalLatitude is greater than or equal to 55.84",
 "DecimalLatitude is less than or equal to 55.87"
 ]
}

 The dataset includes 47127 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019795-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6rymk
title: Occurrence Download

description: A dataset containing 2248 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepus saxatilis F.Cuvier, 1823"
 ]
}

 The dataset includes 2248 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019801-241007104925546/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.27247935
title: scGraphformer's numerical source data for graphs and charts

description: This is the repository for numerical source data for graphs and charts of scGraphformer.
DOI: 10.15468/dl.rrhrtq
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is India",
 "TaxonKey is Prosopis juliflora (Sw.) DC."
 ]
}

 The dataset includes 495 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019800-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89yh2z
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Euryopicoris nitidus (Meyer-Dur, 1843)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 29 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019799-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7v3ra5
title: Occurrence Download

description: A dataset containing 2248 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepus saxatilis F.Cuvier, 1823"
 ]
}

 The dataset includes 2248 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019802-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.