cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.cz1h4t
title: Occurrence Download

description: A dataset containing 632 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aspergillus ochraceus G.Wilh."
 ]
}

 The dataset includes 632 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013433-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjfs27
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrops rhombeatus Garcia, 1896"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231325-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyjg49
title: Occurrence Download

description: A dataset containing 1662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 13.3346993231077",
 "DecimalLongitude is less than 13.3377588762921",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1662 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014879-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syait2
title: Occurrence Download

description: A dataset containing 1493 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aspergillus terreus Thom"
 ]
}

 The dataset includes 1493 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013440-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dmwhh
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zeiraphera griseana (Hübner, 1796-1799)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0393487-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5tdr4
title: Occurrence Download

description: A dataset containing 323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vicia balansae Boiss.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 323 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076293-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i2vkba
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caladenia gardneri Hopper & A.P.Br."
 ]
}

 The dataset includes 70 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006337-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfydqa
title: Occurrence Download

description: A dataset containing 1214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Lysichiton americanus Hultén & H.St.John"
 ]
}

 The dataset includes 1214 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231321-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ze9g6
title: Occurrence Download

description: A dataset containing 553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aegilops tauschii Coss.",
 "Year 1970-2021"
 ]
}

 The dataset includes 553 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015288-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sh5e4z
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Archidendron scutiferum (Blanco) I.C.Nielsen"
 ]
}

 The dataset includes 224 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014885-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ihzego
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Lymnaea Lamarck, 1799"
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013445-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r57p6j
title: Occurrence Download

description: A dataset containing 271 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Flaveria floridana Johnst."
 ]
}

 The dataset includes 271 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014901-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swldqx
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xerocomus fennicus (Harmaja) H.Ladurner & Simonini"
 ]
}

 The dataset includes 19 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006337-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3b6t4c
title: Occurrence Download

description: A dataset containing 1069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex michelii Host",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1069 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076289-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pb75rz
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melanotaenia kamaka Allen & Renyaan, 1996"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231327-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tatiiv
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stylosanthes biflora (L.) Britton, Sterns & Poggenb.",
 "Geometry POLYGON((-106.87 13.78,-106.87 43.92,-51.77 43.92,-51.77 13.78,-106.87 13.78))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 284 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006337-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vs2ehs
title: Occurrence Download

description: A dataset containing 893 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Lithuania",
 "TaxonKey is Papilionidae"
 ]
}

 The dataset includes 893 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009496-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yejkp4
title: Occurrence Download

description: A dataset containing 126626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carlina vulgaris L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 126626 records from 824 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076755-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s1l74l
title: Occurrence Download

description: A dataset containing 8044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-3.37 48.86,-3.37 54.30,10.40 54.30,10.40 48.86,-3.37 48.86))",
 "DatasetKey is Invasive species - American bullfrog (Lithobates catesbeianus) in Flanders, Belgium"
 ]
}

 The dataset includes 8044 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006337-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb7yhe
title: Occurrence Download

description: A dataset containing 5032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "MediaType is Image",
 "TaxonKey is Cannabis sativa L."
 ]
}

 The dataset includes 5032 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076745-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4oug0q
title: Occurrence Download

description: A dataset containing 5000 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Lichen specimens of National Museum of Nature and Science (TNS)"
 ]
}

 The dataset includes 5000 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006337-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwq7uk
title: Occurrence Download

description: A dataset listing the 545689 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 545689 records were derived from 12282 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016129-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsz2sq
title: Occurrence Download

description: A dataset containing 659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Engelhardia Lesch. ex Blume"
 ]
}

 The dataset includes 659 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004215-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwgnyx
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "TaxonKey is Batrachuperus Boulenger, 1878"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014920-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pn67qw
title: Occurrence Download

description: A dataset containing 632 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 Ficus altissima Blume"
 ]
}

 The dataset includes 632 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014922-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyf55e
title: Occurrence Download

description: A dataset containing 1339711 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is EBCC Atlas of European Breeding Birds"
 ]
}

 The dataset includes 1339711 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014910-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75jkzm
title: Occurrence Download

description: A dataset containing 2534524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 2534524 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260615-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym7x3y
title: Occurrence Download

description: A dataset containing 596 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchornea trewioides (Benth.) Müll.Arg."
 ]
}

 The dataset includes 596 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232883-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7bujg
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Sicyos polyacanthus Cogn."
 ]
}

 The dataset includes 51 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047074-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q57e9f
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Acrocephalus schoenobaenus (Linnaeus, 1758)",
 "Year 1990-2022"
 ]
}

 The dataset's 1 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234573-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zu364t
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria vermeuleniana Geerinck & Schaijes"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236689-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmqr85
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolomedes pegasus Tanikawa, 2012",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219766-220831081235567/datasets/export for details.
DOI: 10.15468/dl.7j8s6y
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chalinolobus tuberculatus (Forster, 1844)"
 ]
}

 The dataset includes 184 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021602-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcw9ys
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trigonia cipoensis Fromm & E.Santos"
 ]
}

 The dataset includes 51 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021603-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpd7dx
title: Occurrence Download

description: A dataset listing the 49284 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Geometry POLYGON((-63 -40,-54 -40,-54 -26,-63 -26,-63 -40))"
 ]
}

 The dataset's 49284 records were derived from 1014 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021552-241024112534372/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.25908820
title: Codes:Understanding of the Predictability and Uncertainty in Population Distributions Empowered by Visual Analytics

description: This is the codes and the example data for the manuscript submitted to IJGIS entitled:<b><i>Understanding of the Predictability and Uncertainty in Population Distributions Empowered by Visual Analytics</i></b><sup>Project Overview</sup><sup>This project aims to perform data preprocessing, population estimation, SHAP explanation of population estimation, uncertainty estimation, SHAP explanation of uncertainty, and result analysis. The source code is organized into multiple modules, and sample data files are provided.</sup><sup>Modules Description</sup><sup>Data Preprocessing</sup><sup>The module contains functions and classes to clean, transform, and prepare the data for further analysis and modeling.</sup><sup>Population Estimation</sup><sup>The module provides methods for estimating population size based on the preprocessed data. This includes various statistical and machine learning techniques.</sup><sup>SHAP Explanation of Population Estimation</sup><sup>The module uses SHAP (SHapley Additive exPlanations) to interpret and explain the results of the population estimation. It helps in understanding the contribution of each feature to the prediction.</sup><sup>Uncertainty Estimation</sup><sup>The module focuses on estimating the uncertainty in the population estimates. This is crucial for understanding the confidence level of the predictions.</sup><sup>SHAP Explanation of Uncertainty</sup><sup>The module applies SHAP to explain the uncertainty estimates, providing insights into the factors contributing to the uncertainty.</sup><sup>Result Analysis</sup><sup>The module is responsible for analyzing the results of the population estimation and uncertainty estimation. It includes various statistical analyses and visualization techniques to interpret the findings.</sup><br>
DOI: 10.6084/m9.figshare.25908820.v2
title: Codes:Undertanding of the Predictability and Uncertainty in Population Distributions Empowered by Visual Analytics

description: This is the codes and the example data for the manuscript submitted to IJGIS entitled: <b><i>Undertanding of the Predictability and Uncertainty in Population Distributions Empowered by Visual Analytics</i></b><sup>Project Overview</sup><sup>This project aims to perform data preprocessing, population estimation, SHAP explanation of population estimation, uncertainty estimation, SHAP explanation of uncertainty, and result analysis. The source code is organized into multiple modules, and sample data files are provided.</sup><sup>Modules Description</sup><sup> Data Preprocessing</sup><sup> The module contains functions and classes to clean, transform, and prepare the data for further analysis and modeling.</sup><sup> Population Estimation</sup><sup> The module provides methods for estimating population size based on the preprocessed data. This includes various statistical and machine learning techniques.</sup><sup> SHAP Explanation of Population Estimation</sup><sup> The module uses SHAP (SHapley Additive exPlanations) to interpret and explain the results of the population estimation. It helps in understanding the contribution of each feature to the prediction.</sup><sup> Uncertainty Estimation</sup><sup> The module focuses on estimating the uncertainty in the population estimates. This is crucial for understanding the confidence level of the predictions.</sup><sup> SHAP Explanation of Uncertainty</sup><sup> The module applies SHAP to explain the uncertainty estimates, providing insights into the factors contributing to the uncertainty.</sup><sup> Result Analysis</sup><sup> The module is responsible for analyzing the results of the population estimation and uncertainty estimation. It includes various statistical analyses and visualization techniques to interpret the findings.</sup><br>