cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ypn9bc
title: Occurrence Download

description: A dataset containing 394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-104.05245 41.39323,-104.05321 41.00164,-102.92572 41.00227,-102.05176 41.00233,-102.05171 40.00317,-100.64621 40.00194,-99.81381 40.0015,-98.74515 40.00227,-97.48183 40.00195,-96.59564 40.00114,-95.30809 39.99995,-95.39767 40.02858,-95.39703 40.12506,-95.47585 40.24103,-95.60353 40.31184,-95.69449 40.47205,-95.76367 40.52861,-95.74899 40.60447,-95.88426 40.71957,-95.81443 40.90283,-95.95679 41.35093,-95.92847 41.46139,-96.07945 41.5239,-96.12204 41.68268,-96.06449 41.79504,-96.16219 41.90263,-96.32297 42.23098,-96.40949 42.33916,-96.38579 42.47528,-96.59962 42.50361,-96.70867 42.60204,-96.69741 42.6528,-96.96886 42.75417,-97.12961 42.77147,-97.21724 42.84354,-97.35157 42.87369,-97.46814 42.84932,-97.76566 42.83774,-97.87397 42.85935,-98.01567 42.76224,-98.14674 42.83954,-98.46801 42.94886,-98.49857 42.99867,-99.78795 42.99765,-100.88737 42.99804,-101.69035 42.99608,-102.73316 42.99997,-104.05308 43.00056,-104.05273 42.30447,-104.05245 41.39323))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cirsium Mill."
 ]
}

 The dataset includes 394 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012293-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp39kn
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Pericopsis angolensis (Baker) Meeuwen",
 "Continent is Africa"
 ]
}

 The dataset includes 964 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012294-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kxqa9
title: Occurrence Download

description: A dataset containing 596 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros de ocurrencia de Citronella mucronata entre las regiones de Coquimbo y La Araucanía, Chile"
 ]
}

 The dataset includes 596 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012295-240906103802322/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.26736175
title: vaccination hesitancy dataset.xlsx

description: Survey-based data on "Determinants of COVID-19 vaccine hesitancy in university students and support staff in Pakistan: a machine learning and statistical analysis"
DOI: 10.6084/m9.figshare.26736175.v1
title: vaccination hesitancy dataset.xlsx

description: Survey-based data on "Determinants of COVID-19 vaccine hesitancy in university students and support staff in Pakistan: a machine learning and statistical analysis"
DOI: 10.15468/dl.4sj9yg
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Pericopsis angolensis (Baker) Meeuwen",
 "Continent is Africa"
 ]
}

 The dataset includes 964 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012296-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kb6r4s
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Pericopsis angolensis (Baker) Meeuwen",
 "Continent is Africa"
 ]
}

 The dataset includes 964 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012297-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nkzr3g
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Pericopsis angolensis (Baker) Meeuwen",
 "Continent is Africa"
 ]
}

 The dataset includes 964 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012298-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12193412
title: Data from: Species-soil relationships across Amazonia: niche specificity and consistency in understory ferns

description: One of the two data files contains occurrence and abundance information for Adiantum and Lindsaea fern species in 1215 sampling units distributed across Amazonia. The other data file contains metadata and soil base cation concentration values. Explanations of the data columns are in the README.txt file.
DOI: 10.5281/zenodo.12193413
title: Data from: Species-soil relationships across Amazonia: niche specificity and consistency in understory ferns

description: One of the two data files contains occurrence and abundance information for Adiantum and Lindsaea fern species in 1215 sampling units distributed across Amazonia. The other data file contains metadata and soil base cation concentration values. Explanations of the data columns are in the README.txt file.
DOI: 10.15468/dl.ggkgyc
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Pericopsis angolensis (Baker) Meeuwen",
 "Continent is Africa"
 ]
}

 The dataset includes 964 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012299-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.st7fg8
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Pericopsis angolensis (Baker) Meeuwen",
 "Continent is Africa"
 ]
}

 The dataset includes 964 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012300-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11087207
title: What can we learn from 100,000 freshwater forecasts? A synthesis from the NEON Ecological Forecasting Challenge: scores and targets

description: This data publication contains the zipped scores parquet database and the targets used in the analysis for the NEON Challenge aquatics synthesis: scores.zip contains evaluated forecast scores, targets.zip contains in-situ water temperature and dissolved oxygen data generated for the Challenge, and Model_descriptions.csv contains the meta data for the submitted models used in the analysis. 

scores: this is the primary dataset used in the manuscript. The database includes the scores (forecasts evaluated against observations).

targets: these are the data used to evaluate the forecast (observations) and were also available to forecast teams in near-real time.  The R script included in this folder (aquatics_targets.R) is intended for reference only and cannot be run. 

Model_descriptions.csv: table of summarised meta data on forecast model approaches submitted by forecast teams. This includes whether the forecasts include (1) or exclude (0) each source of uncertainty/initial conditions/model updating, which covariates are included, and the reported model class.
DOI: 10.5281/zenodo.11087208
title: What can we learn from 100,000 freshwater forecasts? A synthesis from the NEON Ecological Forecasting Challenge: scores and targets

description: This data publication contains the zipped scores parquet database and the targets used in the analysis for the NEON Challenge aquatics synthesis: scores.zip contains evaluated forecast scores, targets.zip contains in-situ water temperature and dissolved oxygen data generated for the Challenge, and Model_descriptions.csv contains the meta data for the submitted models used in the analysis. 

scores: this is the primary dataset used in the manuscript. The database includes the scores (forecasts evaluated against observations).

targets: these are the data used to evaluate the forecast (observations) and were also available to forecast teams in near-real time.  The R script included in this folder (aquatics_targets.R) is intended for reference only and cannot be run. 

Model_descriptions.csv: table of summarised meta data on forecast model approaches submitted by forecast teams. This includes whether the forecasts include (1) or exclude (0) each source of uncertainty/initial conditions/model updating, which covariates are included, and the reported model class.
DOI: 10.15468/dl.j9vjy3
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Pericopsis angolensis (Baker) Meeuwen",
 "Continent is Africa"
 ]
}

 The dataset includes 964 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012302-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7h6kp
title: Occurrence Download

description: A dataset containing 96249 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Waarnemingen.be - Hemiptera occurrences in Flanders and the Brussels Capital Region, Belgium"
 ]
}

 The dataset includes 96249 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012301-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gdec7
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Protea angolensis Welw.",
 "Continent is Africa"
 ]
}

 The dataset includes 564 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012303-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62sysy
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Protea angolensis Welw.",
 "Continent is Africa"
 ]
}

 The dataset includes 564 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012304-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwvjnj
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Protea angolensis Welw.",
 "Continent is Africa"
 ]
}

 The dataset includes 564 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012305-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyqzku
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Protea angolensis Welw.",
 "Continent is Africa"
 ]
}

 The dataset includes 564 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012306-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgx8dv
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Protea angolensis Welw.",
 "Continent is Africa"
 ]
}

 The dataset includes 564 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012307-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13362424
title: ScO: A-X band system PGOPHER simulation, Lavy et al 2024

description: ================================================================================Title: The A^2^{Pi} - X^2^{Sigma}^+ band system of ScO forM-type star spectral analysis Authors: Lavy L., Pastorek A, Bernath P.F. ================================================================================Description of contents: file "ScO.pgo".

System requirements: This file is a text file. It is also readable by    the program PGOPHER (C. M. Western, Journal of Quantitative    Spectroscopy and Radiative Transfer, 186 221-242 (2017)    doi:10.1016/j.jqsrt.2016.04.010).

Additional comments: The file contains the published spectroscopic    constants, band strengths assigned lines. In PGOPHER, the user     can use this file to determine the algebraic formulas of the matrix     elements of the Hamiltonian and simulate the spectrum of ScO.

================================================================================
DOI: 10.15468/dl.2rq3kk
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Protea angolensis Welw.",
 "Continent is Africa"
 ]
}

 The dataset includes 564 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012308-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myy3f6
title: Occurrence Download

description: A dataset containing 919237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2024-07-17",
 "EventDate is less than or equal to 2024-08-16",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 919237 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012206-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6u74hf
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Protea angolensis Welw.",
 "Continent is Africa"
 ]
}

 The dataset includes 564 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012309-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbfjz4
title: Occurrence Download

description: A dataset containing 33029509 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Colombia"
 ]
}

 The dataset includes 33029509 records from 4817 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012253-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfwa5x
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocimum basilicum",
 "Country is Burundi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039162-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcvqnb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chalcolestes viridis, Chalcostephia, Chalcostephia flavifrons, Chlorocypha, Chlorocypha aphrodite, Chlorocypha aurora, Chlorocypha cancellata, Chlorocypha consueta, Chlorocypha curta, Chlorocypha cyanifrons, Chlorocypha dahli, Chlorocypha dispar, Chlorocypha fabamacula, Chlorocypha flammea, Chlorocypha frigida, Chlorocypha ghesquierei, Chlorocypha glauca, Chlorocypha granata, Chlorocypha helenae, Chlorocypha jejuna, Chlorocypha luminosa, Chlorocypha maxima, Chlorocypha neptunus, Chlorocypha pyriformosa, Chlorocypha radix, Chlorocypha rubida, Chlorocypha schmidti, Chlorocypha selysi, Chlorocypha seydeli, Chlorocypha, Chlorocypha trifaria, Chlorocypha victoriae, Chlorocypha wittei, Chlorolestes, Chlorolestes apricans, Chlorolestes conspicuus, Chlorolestes draconicus, Chlorolestes elegans, Chlorolestes fasciatus, Chlorolestes tessellatus, Chlorolestes umbratus, Coenagriocnemis, Coenagriocnemis insularis, Coenagriocnemis reuniensis, Coenagriocnemis rufipes, Coenagrion, Coenagrion caerulescens, Coenagrion mercuriale, Coenagrion puella, Coenagrion scitulum, Copera, Copera congolensis, Copera guttifera, Copera nyansana, Copera rufipes, Copera sikassoensis, Cordulegaster, Cordulegaster boltonii, Cordulegaster boltonii algirica, Cordulegaster princeps, Cordulia, Cordulia aenea, Cornigomphus, Cornigomphus guineensis, Cornigomphus mariannae, Coryphaeschna, Coryphaeschna adnexa, Coryphagrion, Coryphagrion grandis, Crenigomphus, Crenigomphus abyssinicus, Crenigomphus cornutus, Crenigomphus hartmanni, Crenigomphus kavangoensis, Crenigomphus renei, Crocothemis, Crocothemis brevistigma, Crocothemis divisa, Crocothemis erythraea, Crocothemis sanguinolenta, Crocothemis saxicolor, Crocothemis servilia, Crocothemis striata, Cyanothemis, Cyanothemis simpsoni, Diastatomma, Diastatomma bicolor, Diastatomma gamblesi, Diastatomma multilineatum, Diastatomma selysi, Diastatomma soror, Diastatomma tricolor, Diplacodes, Diplacodes deminuta, Diplacodes exilis, Diplacodes lefebvrii, Diplacodes luminans, Diplacodes pumila, Diplacodes trivialis, Ecchlorolestes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((59.2345 -15.8834,59.2192 -15.9401,59.9717 -15.9401,59.949 -15.8852,59.5935 -15.7371,59.2345 -15.8834))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039159-250827131500795/datasets/export for details.
DOI: 10.15468/dl.8ua73g
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocimum basilicum",
 "Country is Burkina Faso",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039161-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vknqhj
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sternarchorhynchus roseni)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 36 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039160-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7dsfw
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocimum basilicum",
 "Country is Chad",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039163-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nyhujr
title: Occurrence Download

description: A dataset containing 1037 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Copernicia alba"
 ]
}

 The dataset includes 1037 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039164-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5ra5k
title: Occurrence Download

description: A dataset containing 4830628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2008-2025"
 ]
}

 The dataset includes 4830628 records from 2279 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039043-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.