cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ucx5nw
title: Occurrence Download

description: A dataset containing 784 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-48.09755 -15.73268,-48.10587 -15.73918,-48.1099 -15.7618,-48.09833 -15.78235,-48.06205 -15.79249,-48.0523 -15.78937,-48.04281 -15.76298,-48.05022 -15.74594,-48.07154 -15.73398,-48.09755 -15.73268))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 784 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000075-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xm6wpm
title: Occurrence Download

description: A dataset containing 93018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is True",
 "HasGeospatialIssue is False",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters 0.0-250.0",
 "BasisOfRecord is Human Observation",
 "GadmGid is BRA",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 93018 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137742-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8t5jv
title: Occurrence Download

description: A dataset containing 10742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-9839.0",
 "Geometry POLYGON((-150.66096 5.41683,-48.25641 5.41683,-48.25641 49.62606,-150.66096 49.62606,-150.66096 5.41683))",
 "TaxonKey is Larus occidentalis Audubon, 1839"
 ]
}

 The dataset includes 10742 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0198281-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxzbbx
title: Occurrence Download

description: A dataset containing 204282 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Nyctanassa violacea (Linnaeus, 1758)"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 204282 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015595-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jg8ctw
title: Occurrence Download

description: A dataset containing 24679 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Oregon Bee Atlas Survey Data: 2019"
 ]
}

 The dataset includes 24679 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000098-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yz6vha
title: Occurrence Download

description: A dataset containing 735 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor (Linnaeus, 1771)",
 "Year 2000-2021"
 ]
}

 The dataset includes 735 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274285-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptyhdz
title: Occurrence Download

description: A dataset containing 87669 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is URM - Herbário Pe. Camille Torrand"
 ]
}

 The dataset includes 87669 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015596-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhuxbx
title: Occurrence Download

description: A dataset containing 3 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 Amphisbaena hastata Vanzolini, 1991"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000095-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghwvzd
title: Occurrence Download

description: A dataset containing 829 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Panthera onca (Linnaeus, 1758)",
 "Year 2000-2020"
 ]
}

 The dataset includes 829 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097629-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5nsph
title: Occurrence Download

description: A dataset containing 56586 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex humilis Leyss."
 ]
}

 The dataset includes 56586 records from 439 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000135-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfjluo
title: Occurrence Download

description: A dataset containing 403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is November",
 "MediaType is Image",
 "Year 2016-2018",
 "HasCoordinate is true",
 "TaxonKey is Circus hudsonius (Linnaeus, 1766)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 403 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015596-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xc3t9m
title: Occurrence Download

description: A dataset containing 486 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnorhamphichthys rondoni (Miranda Ribeiro, 1920)"
 ]
}

 The dataset includes 486 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106461-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xq2xa5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cissus glandulosa (Forssk. ex J.F.Gmel.) J.F.Gmel."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000156-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jquonx
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prepona claudina"
 ]
}

 The dataset includes 159 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015593-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.du4dek
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Kelp rafts in the Southern Ocean"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097630-200613084148143/datasets/export for details.
DOI: 10.15468/dl.u26j1u
title: Occurrence Download

description: A dataset containing 502224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 502224 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015598-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umpkgj
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Protobothrops elegans (Gray, 1849)"
 ]
}

 The dataset includes 123 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000177-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxyy5y
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Orcinus orca (Linnaeus, 1758)"
 ]
}

 The dataset includes 64 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0346604-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbw38j
title: Occurrence Download

description: A dataset containing 287456 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ptyonoprogne rupestris (Scopoli, 1769)"
 ]
}

 The dataset includes 287456 records from 577 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000234-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wdgef
title: Occurrence Download

description: A dataset containing 9887 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "Country is United States of America",
 "Country is Korea, Republic of",
 "Country is China",
 "Country is Japan",
 "Country is Chinese Taipei",
 "Country is Thailand"
 ]
 },
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycorma delicatula (White, 1845)"
 ]
}

 The dataset includes 9887 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0412803-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8v64m
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseuderanthemum coudercii Benoist"
 ]
}

 The dataset includes 80 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096419-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4773rt
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Morone saxatilis (Walbaum, 1792)"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074710-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97fzqj
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhinella major (Müller & Hellmich, 1936)"
 ]
}

 The dataset includes 121 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0412808-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmrgrm
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseuderanthemum dispermum Milne-Redh."
 ]
}

 The dataset includes 26 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096422-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdz3p4
title: Occurrence Download

description: A dataset containing 1345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1635-1933",
 "HasCoordinate is true",
 "TaxonKey is Castanea Mill.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1345 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002566-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twr8x6
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Geranium cataractarum Coss."
 ]
}

 The dataset includes 76 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026097-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwzykz
title: Occurrence Download

description: A dataset containing 53130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ardea cinerea Linnaeus, 1758",
 "Year is greater than 2013",
 "Geometry MULTIPOLYGON (((19.51 47.46,19.51 36.21,6.41 36.21,6.41 47.46,19.51 47.46)))"
 ]
}

 The dataset includes 53130 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036189-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xsk8fy
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Axonopus carajasensis M.Bastos"
 ]
}

 The dataset includes 8 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002566-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdcbew
title: Occurrence Download

description: A dataset listing the 857 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 "Geometry POLYGON((100 20,145 20,145 55,100 55,100 20))",
 "OccurrenceStatus is Present",
 "TaxonKey is Reptilia"
 ]
}

 The dataset's 857 records were derived from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0412817-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jxvhr
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Cicerbita alpina (L.) Wallr.",
 "Year 2000-2023"
 ]
}

 The dataset includes 88 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036208-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rdnph
title: Occurrence Download

description: A dataset containing 7689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-10.45459 35.01123,3.91553 35.01123,3.91553 44.1958,-10.45459 44.1958,-10.45459 35.01123))",
 {
 "or" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "DatasetKey is Anillamiento SEO_Bird ringing",
 "DatasetKey is Naturalis Biodiversity Center (NL) - Aves",
 "DatasetKey is NMNH Extant Specimen Records (USNM, US)",
 "DatasetKey is iNaturalist Research-grade Observations",
 "DatasetKey is AMNH Bird Collection",
 "DatasetKey is University of Michigan Museum of Zoology, Division of Birds",
 "DatasetKey is Inventario Español de Especies Terrestres (MAGRAMA)",
 "DatasetKey is Ministerio de Medio Ambiente, y Medio Rural y Marino. Dirección General de Medio Natural y Política Forestal. Inventario Nacional de Biodiversidad 2007, Aves Reproductoras"
 ]
 },
 "TaxonKey is Amandava amandava (Linnaeus, 1758)"
 ]
}

 The dataset includes 7689 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076326-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzedkp
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scopimera longidactyla Shen, 1932",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((108.080642 16.439832, 121.84182 16.084389, 123.975906 41.313386, 108.669355 40.867975, 108.080642 16.439832))"
 ]
}

 The dataset includes 22 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012285-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q88r83
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((122.91366 49.04899,132.33993 49.04899,132.33993 54.37735,122.91366 54.37735,122.91366 49.04899))",
 "HasCoordinate is true",
 "TaxonKey is Geometridae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 63 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066877-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7assq
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is MSB Mammal Collection (Arctos)",
 "TaxonKey is Pongo Lacépède, 1799",
 "Year 2012-2024"
 ]
}

 The dataset includes 50 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009048-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enzzmc
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cactoblastis cactorum (Berg, 1885)"
 ]
}

 The dataset includes 312 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003438-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eplxfd
title: Occurrence Download

description: A dataset containing 8218 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhipicephalus sanguineus Latreille, 1806"
 ]
}

 The dataset includes 8218 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002566-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8111992
title: YJMob100K: City-Scale and Longitudinal Dataset of Anonymized Human Mobility Trajectories

description: The YJMob100K human mobility datasets (YJMob100K_dataset1.csv.gz and YJMob100K_dataset1.csv.gz) contain the movement of a total of 100,000 individuals across a 75 day period, discretized into 30-minute intervals and 500 meter grid cells. The first dataset contains the movement of 80,000 individuals across a 75-day business-as-usual period, while the second dataset contains the movement of 20,000 individuals across a 75-day period (including the last 15 days during an emergency) with unusual behavior. 

While the name or location of the city is not disclosed, the participants are provided with points-of-interest (POIs; e.g., restaurants, parks) data for each grid cell (~85 dimensional vector) as supplementary information (cell_POIcat.csv.gz). The list of 85 POI categories can be found in POI_datacategories.csv. 

For details of the dataset, see Data Descriptor: 



Yabe, T., Tsubouchi, K., Shimizu, T., Sekimoto, Y., Sezaki, K., Moro, E., & Pentland, A. (2024). YJMob100K: City-scale and longitudinal dataset of anonymized human mobility trajectories. Scientific Data, 11(1), 397. https://www.nature.com/articles/s41597-024-03237-9  


 

 

--- Details about the Human Mobility Prediction Challenge 2023 (ended November 13, 2023) --- 

The challenge takes place in a mid-sized and highly populated metropolitan area, somewhere in Japan. The area is divided into 500 meters x 500 meters grid cells, resulting in a 200 x 200 grid cell space.

The human mobility datasets (task1_dataset.csv.gz and task2_dataset.csv.gz) contain the movement of a total of 100,000 individuals across a 90 day period, discretized into 30-minute intervals and 500 meter grid cells. The first dataset contains the movement of a 75 day business-as-usual period, while the second dataset contains the movement of a 75 day period during an emergency with unusual behavior.

There are 2 tasks in the Human Mobility Prediction Challenge.

In task 1, participants are provided with the full time series data (75 days) for 80,000 individuals, and partial (only 60 days) time series movement data for the remaining 20,000 individuals (task1_dataset.csv.gz). Given the provided data, Task 1 of the challenge is to predict the movement patterns of the individuals in the 20,000 individuals during days 60-74. Task 2 is similar task but uses a smaller dataset of 25,000 individuals in total, 2,500 of which have the locations during days 60-74 masked and need to be predicted (task2_dataset.csv.gz).

While the name or location of the city is not disclosed, the participants are provided with points-of-interest (POIs; e.g., restaurants, parks) data for each grid cell (~85 dimensional vector) as supplementary information (which is optional for use in the challenge) (cell_POIcat.csv.gz).

For more details, see https://connection.mit.edu/humob-challenge-2023