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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"3981913","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"lessThan","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"in","key":"YEAR","values":["2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN OBSERVATION","OBSERVATION","OCCURRENCE","MACHINE_OBSERVATION"],"matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024083-241024112534372/datasets/export for details.
DOI: 10.15468/dl.58wzfv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"3981914","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"lessThan","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"in","key":"YEAR","values":["2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN OBSERVATION","OBSERVATION","OCCURRENCE","MACHINE_OBSERVATION"],"matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024085-241024112534372/datasets/export for details.
DOI: 10.15468/dl.fxvkb5
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Nothosmyrnium japonicum Miq.)",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 283 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024087-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dddphq
title: Occurrence Download

description: A dataset containing 14909 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cuscuta campestris Yunck."
 ]
}

 The dataset includes 14909 records from 488 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024078-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14035735
title: EURO-CORDEX Precipitation Intensity-Duration-Frequency Curves

description: This dataset provides preliminary precipitation intensity-duration-frequency (IDF) values calculated from the CMIP5 based EURO-CORDEX regional climate model simulations. Values for the cities of Logroño, Spain; Gdynia, Poland; Milan Italy; and Athens Greece are provided for a historical and future period for the RCP 2.6, 4.5 and RCP 8.5 atmospheric greenhouse gas concentration scenarios for a total of 123 simulations.

Technical Info

The return period values are computed for exceedance periods of 2, 5, 10, 25, 50, 100, 200, and 500-years and durations of 3, 6, 12, and 24-hours using the generalized extreme value (GEV) distribution with the scipy.stats.genextreme function from the Python SciPy library. Computations are performed from the output of a combination of 123 regional climate models (RCMs), global climate models (GCMs), climate change scenarios, and ensemble members. The historical data cover the period 1976 through 2005 and the future 2041 through 2070 for the RCP 2.6, 4.5 and 8.5 atmospheric greenhouse gas concentration scenarios. Included in the analysis, there are 39 unique RCM-GCM combinations with outputs from 48 historical, 15 RCP 2.6, 13 RCP 4.5, and 47 RCP 8.5 simulations.

Data description: This dataset contains EURO CORDEX return period estimates computed for exceedance periods of 2-, 5-, 10-, 25-, 50-, 100-, 200-, and 500-years and 3-, 6-, 12-, and 24-hour durations using the generalized extreme value (GEV) distribution. The data includes values based on outputs from a total of 123 simulation combinations, including 39 RCM–GCM configurations, three climate change scenario combinations for a historical period (1976-2005) and future period (2041-2070), and three ensemble members.

Format:

The format of this dataset is organized in one ZIP files: IDF_{Cityname}.zip. The zip file contains 48 csv files for each RCM-GCM combination and ensemble member that include IDFs for each available RCP scenario.
DOI: 10.5281/zenodo.14035736
title: EURO-CORDEX Precipitation Intensity-Duration-Frequency Curves

description: This dataset provides preliminary precipitation intensity-duration-frequency (IDF) values calculated from the CMIP5 based EURO-CORDEX regional climate model simulations. Values for the cities of Logroño, Spain; Gdynia, Poland; Milan Italy; and Athens Greece are provided for a historical and future period for the RCP 2.6, 4.5 and RCP 8.5 atmospheric greenhouse gas concentration scenarios for a total of 123 simulations.

Technical Info

The return period values are computed for exceedance periods of 2, 5, 10, 25, 50, 100, 200, and 500-years and durations of 3, 6, 12, and 24-hours using the generalized extreme value (GEV) distribution with the scipy.stats.genextreme function from the Python SciPy library. Computations are performed from the output of a combination of 123 regional climate models (RCMs), global climate models (GCMs), climate change scenarios, and ensemble members. The historical data cover the period 1976 through 2005 and the future 2041 through 2070 for the RCP 2.6, 4.5 and 8.5 atmospheric greenhouse gas concentration scenarios. Included in the analysis, there are 39 unique RCM-GCM combinations with outputs from 48 historical, 15 RCP 2.6, 13 RCP 4.5, and 47 RCP 8.5 simulations.

Data description: This dataset contains EURO CORDEX return period estimates computed for exceedance periods of 2-, 5-, 10-, 25-, 50-, 100-, 200-, and 500-years and 3-, 6-, 12-, and 24-hour durations using the generalized extreme value (GEV) distribution. The data includes values based on outputs from a total of 123 simulation combinations, including 39 RCM–GCM configurations, three climate change scenario combinations for a historical period (1976-2005) and future period (2041-2070), and three ensemble members.

Format:

The format of this dataset is organized in one ZIP files: IDF_{Cityname}.zip. The zip file contains 48 csv files for each RCM-GCM combination and ensemble member that include IDFs for each available RCP scenario.
DOI: 10.15468/dl.ub392y
title: Occurrence Download

description: A dataset containing 226101758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "License is CC-BY 4.0",
 "OccurrenceStatus is Present",
 "Year 2022-2022"
 ]
}

 The dataset includes 226101758 records from 6407 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024007-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqtg2b
title: Occurrence Download

description: A dataset containing 75614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-124.10156 39.90974,-129.72656 34.30714,-114.25781 15.96133,-81.91406 0.70311,-74.88281 10.48781,-86.13281 36.59789,-124.10156 39.90974))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Glaucidium brasilianum (J.F.Gmelin, 1788)"
 ]
}

 The dataset includes 75614 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042067-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ncmnh
title: Occurrence Download

description: A dataset containing 223340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.75238 52.10988,13.96637 52.10988,13.96637 52.81604,12.75238 52.81604,12.75238 52.10988))",
 "HasCoordinate is true",
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 223340 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003703-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfjhdm
title: Occurrence Download

description: A dataset containing 995307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Repatriated is TRUE",
 "Country is Norway"
 ]
}

 The dataset includes 995307 records from 1127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0338470-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zfvxn
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Oophaga granulifera (Taylor, 1958)"
 ]
}

 The dataset includes 247 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076603-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w55m24
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Acidilobus saccharovorans Prokofeva et al., 2009, Thermoproteaceae)"
 ]
}

 The dataset includes 257 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034911-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpgqrs
title: Occurrence Download

description: A dataset containing 1913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.16088 39.9439,-4.26168 39.9439,-4.26168 41.52835,-7.16088 41.52835,-7.16088 39.9439))",
 "TaxonKey is Cistus ladanifer L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1913 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003706-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cp8ey4
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melanoplus withlacoocheensis Squitier & Deyrup, 1998"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079272-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwfqsh
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimoa altioculata (Keyserling, 1886)"
 ]
}

 The dataset includes 150 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056304-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqr2ju
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Description of a new species of Characidium Reinhardt, 1867 (Characiformes: Crenuchidae) from the Chapada Diamantina, Bahia, and redescription of Characidium bimaculatum Fowler, 1941"
 ]
}

 The dataset includes 53 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033072-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2yzvl
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Year 2006-2006",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Contopus cooperi (Nuttall, 1831)"
 ]
}

 The dataset includes 35 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003713-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwugxe
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kinosternon alamosae Berry & Legler, 1980"
 ]
}

 The dataset includes 108 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077740-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bvqct
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aurelia aurita (Linnaeus, 1758)"
 ]
}

 The dataset's 3 records were derived from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0111736-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.382y95
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chaetocercus berlepschi",
 "Year 2023-2025"
 ]
}

 The dataset includes 239 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012367-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yndjt9
title: Occurrence Download

description: A dataset containing 2604 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blighia sapida",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2604 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012369-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmd6ac
title: Occurrence Download

description: A dataset containing 19133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Parma"
 ]
}

 The dataset includes 19133 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012371-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2wjw6
title: Occurrence Download

description: A dataset containing 266854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-90.307 14.589, -89.599 14.589, -89.599 15.292, -90.307 15.292, -90.307 14.589))",
 "EventDate is greater than or equal to 1900-01-01",
 "EventDate is less than or equal to 2025-09-25"
 ]
}

 The dataset includes 266854 records from 287 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012303-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jw6pw
title: Occurrence Download

description: A dataset containing 418794 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-91.608 16.541, -90.588 16.541, -90.588 17.517, -91.608 17.517, -91.608 16.541))",
 "EventDate is greater than or equal to 1900-01-01",
 "EventDate is less than or equal to 2025-09-25"
 ]
}

 The dataset includes 418794 records from 347 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012305-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/23719fc153c42199cba32fafcd010ed8
title: GRIME AI Water Segmentation Model for the USGS Monitoring Site East Branch Brandywine Creek below Downingtown, PA, 2023-2024

description: Ground-based observations from fixed-mount cameras have the potential to fill an important role in environmental sensing, including direct measurement of water levels and qualitative observation of ecohydrological research sites. All of this is theoretically possible for anyone who can install a trail camera. Easy acquisition of ground-based imagery has resulted in millions of environmental images stored, some of which are public data, and many of which contain information that has yet to be used for scientific purposes. The goal of this project was to develop and document key image processing and machine learning workflows, primarily related to semi-automated image labeling, to increase the use and value of existing and emerging archives of imagery that is relevant to ecohydrological processes.
 
 This data package includes imagery, annotation files, water segmentation model and model performance plots, and model test results (overlay images and masks) for USGS Monitoring Site East Branch Brandywine Creek below Downingtown, PA. All imagery was acquired from the USGS Hydrologic Imagery Visualization and Information System (HIVIS; see https://apps.usgs.gov/hivis/camera/PA_East_Branch_Brandywine_Creek_below_Downingtown for this specific data set) and/or the National Imagery Management System (NIMS) API.
 
 Water segmentation models were created by tuning the open-source Segment Anything Model 2 (SAM2, https://github.com/facebookresearch/sam2) using images that were annotated by team members on this project. The models were trained on the "water" annotations, but annotation files may include additional labels, such as "snow", "sky", and "unknown". Image annotation was done in Computer Vision Annotation Tool (CVAT) and exported in COCO format (.json).
 
 All model training and testing was completed in GaugeCam Remote Image Manager Educational Artificial Intelligence (GRIME AI, https://gaugecam.org/) software (Version: Beta 16). Model performance plots were automatically generated during this process.
 
 This project was conducted in 2023-2025 by collaborators at the University of Nebraska-Lincoln, University of Nebraska at Kearney, and the U.S. Geological Survey.
 
 This material is based upon work supported by the U.S. Geological Survey under Grant/Cooperative Agreement No. G23AC00141-00. The views and conclusions contained in this document are those of the authors and should not be interpreted as representing the opinions or policies of the U.S. Geological Survey. Mention of trade names or commercial products does not constitute their endorsement by the U.S. Geological Survey. We gratefully acknowledge graduate student support from Daugherty Water for Food Global Institute at the University of Nebraska.
DOI: 10.15468/dl.5bse4v
title: Occurrence Download

description: A dataset containing 95290 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Lichen herbarium, UiB"
 ]
}

 The dataset includes 95290 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012332-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14891270
title: Dataset for "Biogeography and evolutionary patterns of temperate deciduous forests in the Northern Hemisphere"

description: ## Data and code to accompany the research entitled " Biogeography and evolutionary patterns of temperate deciduous forests in the Northern Hemisphere"

# There are two folders with (1) "data" and (2) "scripts".

# The "data" folder contains two additional folders ("Input" and "Output") with CSV and XLSX files with all the data used for analysis and produced from them. These data files are accompanied by a "metadata.xlsx" file with data descriptions.

# The "scripts" folder contains three scripts for the analyses described in the manuscript:

# Figure2.R -> Analyses to produce Figure 2# Figure3.R -> Analyses to produce Figure 3# Figure4.R -> Analyses to produce Figure 4

# If anything is unclear, please contact the corresponding author (padullesj@gmail.com).
DOI: 10.5281/zenodo.15629790
title: Dataset for "Biogeography and evolutionary patterns of temperate deciduous forests in the Northern Hemisphere"

description: ## Data and code to accompany the research entitled " Biogeography and evolutionary patterns of temperate deciduous forests in the Northern Hemisphere"

# There are two folders with (1) "data" and (2) "scripts".

# The "data" folder contains two additional folders ("Input" and "Output") with CSV and XLSX files with all the data used for analysis and produced from them. These data files are accompanied by a "metadata.xlsx" file with data descriptions.

# The "scripts" folder contains three scripts for the analyses described in the manuscript:

# Figure2.R -> Analyses to produce Figure 2# Figure3.R -> Analyses to produce Figure 3# Figure4.R -> Analyses to produce Figure 4

# If anything is unclear, please contact the corresponding author (padullesj@gmail.com).
DOI: 10.15468/dl.m2tjhv
title: Occurrence Download

description: A dataset containing 405280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polemoniaceae",
 "HasCoordinate is true"
 ]
}

 The dataset includes 405280 records from 995 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012306-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.