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

description: A dataset containing 4408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Colección Entomológica - Museo de Historia Natural UniLlanos"
 ]
}

 The dataset includes 4408 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046637-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.olylbj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011902-180730143533302/datasets/export for details.
DOI: 10.15468/dl.cwqqyf
title: Occurrence Download

description: A dataset containing 179589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Quercus L."
 ]
}

 The dataset includes 179589 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047889-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5upbax
title: Occurrence Download

description: A dataset containing 1208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Biodiversidad íctica de la Isla Cayos de Albuquerque Reserva de Biosfera Seaflower-Proyecto Colombia BIO"
 ]
}

 The dataset includes 1208 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046630-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hb4cab
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crocodylus moreletii (Duméril & Bibron, 1851)"
 ]
}

 The dataset includes 241 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002860-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r523gj
title: Occurrence Download

description: A dataset containing 3343 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muraenesocidae"
 ]
}

 The dataset includes 3343 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055190-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8u4nz5
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Soda acutifolia (Bunge) Mosyakin, Freitag & Rilke"
 ]
}

 The dataset includes 125 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110828-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10092393
title: ML-Enabled Systems Model Deployment and Monitoring: Status Quo and Problems

description: Contained within this directory is the latest dataset utilized in the research titled 'ML-Enabled Systems Model Deployment and Monitoring: Status Quo and Problems'. We are providing a downloadable ZIP file that includes the survey questionnaire, the amassed data, and the Jupyter Notebooks utilized for our analytical process.
DOI: 10.5281/zenodo.10092394
title: ML-Enabled Systems Model Deployment and Monitoring: Status Quo and Problems

description: Contained within this directory is the latest dataset utilized in the research titled 'ML-Enabled Systems Model Deployment and Monitoring: Status Quo and Problems'. We are providing a downloadable ZIP file that includes the survey questionnaire, the amassed data, and the Jupyter Notebooks utilized for our analytical process.
DOI: 10.5281/zenodo.10041907
title: NEON Tree Species Predictions

description: Individual Tree Predictions for 80 million trees in the National Ecological Observatory Network
For site abbreviations see: https://www.neonscience.org/field-sites/explore-field-sites
For each site, there is a .zip and .csv. The .zip is a set 1km .shp tiles. The .csv is all trees in a single file.
Please see the manuscript for detailed methods.
Summary
We use the DeepForest python package to predict individual crown location in the RGB camera mosaic (Weinstein et al. 2020a). Tree crowns with less than 3m maximum height in the LiDAR derived canopy height model are removed. At this stage in the workflow each individual tree has a unique ID, predicted crown location, crown area and confidence score from the DeepForest tree detection model. Following individual tree detection, we classify each individual as Alive or Dead based on the appearance in the RGB data. Since NEON captures airborne data during the leaf-on season, any standing tree with no leaf cover was annotated as 'dead'. During prediction, the location of each predicted crown is cropped and passed to the Alive-Dead model for labeling as each Alive (0) or Dead (1) with a confidence score for each class. To classify each tree crown to species we use the multi-temporal hierarchical model in Weinstein et al. 2023. Using the best trained model for each site we predict all available areas within the NEON AOP footprint that have overlapping RGB data for crown prediction and hyperspectral data for species prediction. The predicted species label confidence score, as well labels from the higher levels are included in the shapefile. 
Column Name
Definition
Geometry
A four pointed bounding box location in utm coordinates.
indiv_id
A unique crown identifier that combines the year, site and geoindex of the NEON airborne tile (e.g. 732000_4707000) is the utm coordinate of the top left of the tile. 
sci_name
The full latin name of predicted species aligned with NEON's taxonomic nomenclature. 
ens_score
The confidence score of the species prediction. This score is the output of the multi-temporal model for the ensemble hierarchical model. 
bleaf_taxa
Highest predicted category for the broadleaf model
bleaf_score
The confidence score for the broadleaf taxa submodel 
oak_taxa
Highest predicted category for the oak model 
dead_label
A two class alive/dead classification based on the RGB data. 0=Alive/1=Dead.
dead_score
The confidence score of the Alive/Dead prediction. 
site_id
The four letter code for the NEON site. See https://www.neonscience.org/field-sites/explore-field-sites for site locations.
conif_taxa
Highest predicted category for the conifer model
conif_score
The confidence score for the conifer taxa submodel
dom_taxa
Highest predicted category for the dominant taxa mode submodel
dom_score
The confidence score for the dominant taxa submodel
DOI: 10.5281/zenodo.10067302
title: NEON Tree Species Predictions

description: Individual Tree Predictions for 100 million trees in the National Ecological Observatory Network
For site abbreviations see: https://www.neonscience.org/field-sites/explore-field-sites
For each site, there is a .zip and .csv. The .zip is a set 1km .shp tiles. The .csv is all trees in a single file.
Please see the manuscript for detailed methods.
Summary
We use the DeepForest python package to predict individual crown location in the RGB camera mosaic (Weinstein et al. 2020a). Tree crowns with less than 3m maximum height in the LiDAR derived canopy height model are removed. At this stage in the workflow each individual tree has a unique ID, predicted crown location, crown area and confidence score from the DeepForest tree detection model. Following individual tree detection, we classify each individual as Alive or Dead based on the appearance in the RGB data. Since NEON captures airborne data during the leaf-on season, any standing tree with no leaf cover was annotated as 'dead'. During prediction, the location of each predicted crown is cropped and passed to the Alive-Dead model for labeling as each Alive (0) or Dead (1) with a confidence score for each class. To classify each tree crown to species we use the multi-temporal hierarchical model in Weinstein et al. 2023. Using the best trained model for each site we predict all available areas within the NEON AOP footprint that have overlapping RGB data for crown prediction and hyperspectral data for species prediction. The predicted species label confidence score, as well labels from the higher levels are included in the shapefile. 
Column Name
Definition
Geometry
A four pointed bounding box location in utm coordinates.
indiv_id
A unique crown identifier that combines the year, site and geoindex of the NEON airborne tile (e.g. 732000_4707000) is the utm coordinate of the top left of the tile. 
sci_name
The full latin name of predicted species aligned with NEON's taxonomic nomenclature. 
ens_score
The confidence score of the species prediction. This score is the output of the multi-temporal model for the ensemble hierarchical model. 
bleaf_taxa
Highest predicted category for the broadleaf model
bleaf_score
The confidence score for the broadleaf taxa submodel 
oak_taxa
Highest predicted category for the oak model 
dead_label
A two class alive/dead classification based on the RGB data. 0=Alive/1=Dead.
dead_score
The confidence score of the Alive/Dead prediction. 
site_id
The four letter code for the NEON site. See https://www.neonscience.org/field-sites/explore-field-sites for site locations.
conif_taxa
Highest predicted category for the conifer model
conif_score
The confidence score for the conifer taxa submodel
dom_taxa
Highest predicted category for the dominant taxa mode submodel
dom_score
The confidence score for the dominant taxa submodel
DOI: 10.15468/dl.r3kfb2
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Soda foliosa (L.) Akhani"
 ]
}

 The dataset includes 274 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110830-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dnu74
title: Occurrence Download

description: A dataset containing 3884 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Soda inermis (Moench) Fourr."
 ]
}

 The dataset includes 3884 records from 251 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110831-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10936376
title: Metamorphic Relation Prioritization

description: This is the replication package for prioritizing MR. The instructions to execute and prioritize is provided inside the repication  folder.
DOI: 10.5281/zenodo.10936377
title: Metamorphic Relation Prioritization

description: This is the replication package for prioritizing MR. The instructions to execute and prioritize is provided inside the repication  folder.
DOI: 10.15468/dl.n2z6tn
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Soejatmia ridleyi (Gamble) K.M.Wong"
 ]
}

 The dataset includes 16 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110832-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zdvn5
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sogerianthe cupuliformis Barlow"
 ]
}

 The dataset includes 26 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110833-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e122804
title: Data and Code for the 1918 Influenza Pandemic and Its Lessons for COVID-19

description: This article reviews the global health and economic consequences of the 1918 influenza pandemic, with a particular focus on topics that have seen a renewed interest because of COVID-19. We begin by providing an overview of key contextual and epidemiological details as well as the data that are available to researchers. We then examine the effects on mortality, fertility, and the economy in the short and medium run. The role of non-pharmaceutical interventions in shaping those outcomes is discussed throughout. We then examine longer-lasting health consequences and their impact on human capital accumulation and socioeconomic status. Throughout the paper we highlight important areas for future work.
DOI: 10.3886/e122804v1-148042
title: Data and Code for the 1918 Influenza Pandemic and Its Lessons for COVID-19

description: This article reviews the global health and economic consequences of the 1918 influenza pandemic, with a particular focus on topics that have seen a renewed interest because of COVID-19. We begin by providing an overview of key contextual and epidemiological details as well as the data that are available to researchers. We then examine the effects on mortality, fertility, and the economy in the short and medium run. The role of non-pharmaceutical interventions in shaping those outcomes is discussed throughout. We then examine longer-lasting health consequences and their impact on human capital accumulation and socioeconomic status. Throughout the paper we highlight important areas for future work.
DOI: 10.15468/dl.y6ymcu
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sogerianthe ferruginea Danser"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110834-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f84tyh
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sogerianthe sessiliflora (Danser) Danser"
 ]
}

 The dataset includes 65 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110835-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pm22td
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sogerianthe sogerensis (S.Moore) Danser"
 ]
}

 The dataset includes 80 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110836-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgwwmr
title: Occurrence Download

description: A dataset containing 50647298 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 50647298 records from 9431 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110829-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybqkxa
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium arvense",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016364-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyrbx3
title: Occurrence Download

description: A dataset containing 730 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Avifauna asociada a la ciénaga de Montaño, Carmen del Darién, 2020"
 ]
}

 The dataset includes 730 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016366-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nt7ugv
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((26.64218 22.47962,62.88794 22.47962,62.88794 23.61984,26.64218 23.61984,26.64218 22.47962))",
 "Geometry POLYGON((35.20936 8.8245,47.07161 8.8245,47.07161 18.37443,35.20936 18.37443,35.20936 8.8245))"
 ]
 },
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lissotis melanogaster"
 ]
}

 The dataset includes 41 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016367-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qstfsf
title: Occurrence Download

description: A dataset containing 12869 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptodactylus fuscus"
 ]
}

 The dataset includes 12869 records from 330 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016368-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sj2p2k
title: Occurrence Download

description: A dataset containing 62383 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bellidiastrum michelii"
 ]
}

 The dataset includes 62383 records from 237 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016331-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17021646
title: Quantitative Proteomics and Phosphoproteomics Datasets from Gill and Muscle of the Mira Chub (Squalius torgalensis)
DOI: 10.5281/zenodo.17021647
title: Quantitative Proteomics and Phosphoproteomics Datasets from Gill and Muscle of the Mira Chub (Squalius torgalensis)
DOI: 10.15468/dl.5h2bnd
title: Occurrence Download

description: A dataset containing 454647730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Occurrence evidence, Human Observation, Material citation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 454647730 records from 14737 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016283-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x78ngr
title: Occurrence Download

description: A dataset containing 1768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((69.37031999999999 65.07073733333334, 69.37031999999999 82.15736799999999, 35.32496433333334 82.15736799999999, 35.32496433333334 65.07073733333334, 69.37031999999999 65.07073733333334))",
 "EventDate is 2021-07-01,2021-07-31"
 ]
}

 The dataset includes 1768 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024521-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74hsah
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Libya",
 "TaxonKey is Acinonyx Brookes, 1828"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006761-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8at9mu
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "TaxonKey is Dasypus novemcinctus Linnaeus, 1758",
 "Year is 2023"
 ]
}

 The dataset includes 137 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024529-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgtf6g
title: Occurrence Download

description: A dataset containing 3338 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Collembola in the soil of different forest formations in protected areas of Moscow and the Moscow region"
 ]
}

 The dataset includes 3338 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066629-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ilbnbf
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolinopsis infundibulum (O.F.Müller, 1776)"
 ]
}

 The dataset includes 105 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006762-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmnenm
title: Occurrence Download

description: A dataset containing 898 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Canis rufus Audubon & Bachman, 1851"
 ]
}

 The dataset includes 898 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018645-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qafsu4
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centrotus chloroticus Fairmaire"
 ]
}

 The dataset includes 18 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031278-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aq20l2
title: Occurrence Download

description: A dataset containing 442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus oleoides Schltdl. & Cham.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 442 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006762-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.