cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.yau32u
title: Occurrence Download

description: A dataset containing 33677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((69.37031999999999 32.097476, 69.37031999999999 49.184106666666665, 35.32496433333334 49.184106666666665, 35.32496433333334 32.097476, 69.37031999999999 32.097476))",
 "EventDate is 2016-08-01,2016-08-31"
 ]
}

 The dataset includes 33677 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048793-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2whvu
title: Occurrence Download

description: A dataset containing 25563 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Formicivora Swainson, 1824"
 ]
}

 The dataset includes 25563 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028380-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6y7642
title: Occurrence Download

description: A dataset listing the 6 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callinectes sapidus Rathbun, 1896"
 ]
}

 The dataset's 6 records were derived from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037333-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ihecpt
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dasypodidae",
 "DatasetKey is Museu de Ciències Naturals de Barcelona: MCNB-Cord"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007500-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vqej8
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Gelidiocolax margaritoides (M.T.Martin & M.A.Pocock) K.-C.Fan & Papenfuss, 1959"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017293-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yghbgu
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Planchonella stellibacca (J.F.Maxwell) Swenson"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017722-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gznqxh
title: Occurrence Download

description: A dataset containing 5380 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphagneticola O.Hoffm."
 ]
}

 The dataset includes 5380 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007500-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rufre7
title: Occurrence Download

description: A dataset containing 4189 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaetura fumosa Salvin, 1870"
 ]
}

 The dataset includes 4189 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008263-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4p9js
title: Occurrence Download

description: A dataset containing 1806 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callionymus maculatus Rafinesque, 1810"
 ]
}

 The dataset includes 1806 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035548-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tta6eo
title: Occurrence Download

description: A dataset containing 9489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chelydra serpentina (Linnaeus, 1758)"
 ]
}

 The dataset includes 9489 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007500-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pph9hk
title: Occurrence Download

description: A dataset containing 110532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 {
 "or" : [
 "GadmGid is USA.44.220_1",
 "GadmGid is USA.44.72_1",
 "GadmGid is USA.44.182_1",
 "GadmGid is USA.44.111_1",
 "GadmGid is USA.44.126_1",
 "GadmGid is USA.44.119_1",
 "GadmGid is USA.44.249_1",
 "GadmGid is USA.44.184_1",
 "GadmGid is USA.44.213_1"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 2016-2021"
 ]
}

 The dataset includes 110532 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071405-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74q5ys
title: Occurrence Download

description: A dataset containing 72947734 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 72947734 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017732-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvieqg
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leiolepis guentherpetersi Darevsky & Kupriyanova, 1993"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007500-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agdwrr
title: Occurrence Download

description: A dataset containing 2298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-13.34924 36.06444,16.34924 36.06444,16.34924 47.93556,-13.34924 47.93556,-13.34924 36.06444))",
 "HasCoordinate is true",
 "TaxonKey is Microtus cabrerae Thomas, 1906",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2298 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015036-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9mf7n
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Anfibios y Reptiles de Caño Cristales, La Macarena, Meta"
 ]
}

 The dataset includes 125 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046737-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wtltuo
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Gaudinia hispanica Stace & T.G.Tutin"
 ]
}

 The dataset includes 36 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007501-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29kwtr
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "OccurrenceStatus is Present",
 "TaxonKey is Sciurus aureogaster F.Cuvier, 1829"
 ]
}

 The dataset includes 126 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071434-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xacs8g
title: Occurrence Download

description: A dataset containing 224 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 Pterodroma axillaris (Salvin, 1893)"
 ]
}

 The dataset includes 224 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055309-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gknycl
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pachycondyla carinulata (Roger, 1861)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 176 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008740-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2geck
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eugenia naraveana Cházaro & Franc.Gut."
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161245-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7nfzzd
title: Occurrence Download

description: A dataset containing 1496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Selaginella wallacei Hieron."
 ]
}

 The dataset includes 1496 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282442-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cbds4
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Berberis heishuiensis Harber"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055266-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uebbho
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceroxylon peruvianum Galeano, Sanín & K.Mejia"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008740-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kfxme3
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erythroxylum undulatum Plowman"
 ]
}

 The dataset includes 49 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161247-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upgu9n
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adenopeltis serrata (W.T.Aiton) I.M.Johnst."
 ]
}

 The dataset includes 156 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293351-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvyfq7
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eulithidium umbilicatum (d'Orbigny, 1842)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 43 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051065-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fj4y2s
title: Occurrence Download

description: A dataset containing 853 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichilia emetica (Forssk.) Vahl",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 853 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008740-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgx5yt
title: Occurrence Download

description: A dataset containing 1147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viverricula indica (É.Geoffroy Saint-Hilaire, 1803)"
 ]
}

 The dataset includes 1147 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293354-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjqvxz
title: Occurrence Download

description: A dataset containing 43584 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cajanus cajan (L.) Huth"
 ]
}

 The dataset includes 43584 records from 459 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051141-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2t3pb
title: Occurrence Download

description: A dataset containing 26198181 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Mexico"
 ]
}

 The dataset includes 26198181 records from 3589 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025743-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zamyzx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.80369 5.87381,-75.24021 5.87381,-75.24021 6.50206,-75.80369 6.50206,-75.80369 5.87381))",
 "HasGeospatialIssue is false",
 "TaxonKey is Cochlospermum orinocense"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026383-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6u75m3
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silurus aristotelis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((40.81373 29.26705, 40.81373 50.94, -6.6 50.94, -6.6 29.26705, 40.81373 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026384-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3ua48
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pachymetopon grande"
 ]
}

 The dataset's 3 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026371-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16927370
title: Reconstructing Educational Attainment from the UN's Age and Sex Distribution (1950–2015)

description: We have updated the data on the historical reconstruction of population by sex, age, and education, as well as the mean years of schooling, for 147 countries covering the period from 1950 to 2015. Due to some changes in our methodology, the results differ across all countries. Our analysis relies on validated and harmonized historical data used in the 2018 version (Speringer et al., 2019). This back-projection is consistent with the 2023 update of the WIC population and human capital projections (K.C. et al., 2024).

The back-projection utilizes a multidimensional cohort component model. The fundamental hypothesis for reconstructing past educational levels is that educational attainment is typically acquired in earlier stages of life and remains stable thereafter. Consequently, the educational composition of the population reflects historical trends in educational attainment by cohorts, adjusted for the effects of mortality and migration differentials based on education.

We begin with the initial educational composition from the last available year. Furthermore, we extend the age structure of the population to include individuals aged 170 and above and incorporate historical education data. We back-project educational levels along cohorts for those aged 35 and older, assuming no further changes in educational attainment for this group. For these ages, the distribution of education primarily varies due to mortality differentials related to education.

For the population aged 15-34, we back-project educational dynamics by calculating cohort-specific education attainment progression ratios (EAPR) and then reverse the progression ratio as we move backward in time.

While projecting backwards, we apply mortality differentials (also used in the projections) to the population by splitting the overall survival ratio into six education-specific survival ratios. Finally, we apply the resulting education distribution by age and sex to the United Nations population estimates (United Nations, 2022) for the period from 1950 to 2020. 

This version number V01 used here corresponds to the version number V15 of the forward projection (updated soon).

References

 K.C., S., Dhakad, M., Potančoková, M., Adhikari, S., Yildiz, D., Mamolo, M., Sobotka, T., Zeman, K., et al. Updating the Shared Socioeconomic Pathways (SSPs) Global Population and Human Capital Projections. IIASA Working Paper. Laxenburg, Austria: WP-24-003, February 2024.

 Speringer, M., Goujon, A., K.C., S., Potančoková, M., Reiter, C., Jurasszovich, S., Eder, J., Global Reconstruction of Educational Attainment, 1950 to 2015: Methodology and Assessment. VID Working Paper 02/2019.
DOI: 10.5281/zenodo.16927371
title: Reconstructing Educational Attainment from the UN's Age and Sex Distribution (1950–2015)

description: We have updated the data on the historical reconstruction of population by sex, age, and education, as well as the mean years of schooling, for 147 countries covering the period from 1950 to 2015. Due to some changes in our methodology, the results differ across all countries. Our analysis relies on validated and harmonized historical data used in the 2018 version (Speringer et al., 2019). This back-projection is consistent with the 2023 update of the WIC population and human capital projections (K.C. et al., 2024).

The back-projection utilizes a multidimensional cohort component model. The fundamental hypothesis for reconstructing past educational levels is that educational attainment is typically acquired in earlier stages of life and remains stable thereafter. Consequently, the educational composition of the population reflects historical trends in educational attainment by cohorts, adjusted for the effects of mortality and migration differentials based on education.

We begin with the initial educational composition from the last available year. Furthermore, we extend the age structure of the population to include individuals aged 170 and above and incorporate historical education data. We back-project educational levels along cohorts for those aged 35 and older, assuming no further changes in educational attainment for this group. For these ages, the distribution of education primarily varies due to mortality differentials related to education.

For the population aged 15-34, we back-project educational dynamics by calculating cohort-specific education attainment progression ratios (EAPR) and then reverse the progression ratio as we move backward in time.

While projecting backwards, we apply mortality differentials (also used in the projections) to the population by splitting the overall survival ratio into six education-specific survival ratios. Finally, we apply the resulting education distribution by age and sex to the United Nations population estimates (United Nations, 2022) for the period from 1950 to 2020. 

This version number V01 used here corresponds to the version number V15 of the forward projection (updated soon).

References

 K.C., S., Dhakad, M., Potančoková, M., Adhikari, S., Yildiz, D., Mamolo, M., Sobotka, T., Zeman, K., et al. Updating the Shared Socioeconomic Pathways (SSPs) Global Population and Human Capital Projections. IIASA Working Paper. Laxenburg, Austria: WP-24-003, February 2024.

 Speringer, M., Goujon, A., K.C., S., Potančoková, M., Reiter, C., Jurasszovich, S., Eder, J., Global Reconstruction of Educational Attainment, 1950 to 2015: Methodology and Assessment. VID Working Paper 02/2019.
DOI: 10.15468/dl.su8dcs
title: Occurrence Download

description: A dataset containing 1381 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus tigrinus"
 ]
}

 The dataset includes 1381 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026385-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.