cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6073/pasta/453d2f956466467f3e870259de21e882
title: GRIME AI Water Segmentation Model for the USGS Monitoring Site at Kearney Outdoor Learning Area, NE, 2024-2024

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 the USGS Monitoring Site at Kearney Outdoor Learning Area, NE, 2024-2024. All imagery was acquired from the USGS Hydrologic Imagery Visualization and Information System (HIVIS; see https://apps.usgs.gov/hivis/camera/NE_Kearney_Outdoor_Learning_Area 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.8wfjez
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "TaxonKey is Neogale"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012432-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvt7q7
title: Occurrence Download

description: A dataset containing 3833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium macrorrhizum",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3833 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012430-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y64us9
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lindapecten exasperatus",
 "Year 2000-2025"
 ]
}

 The dataset includes 61 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012434-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnn454
title: Occurrence Download

description: A dataset containing 493 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lindapecten muscosus",
 "Year 2000-2025"
 ]
}

 The dataset includes 493 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012435-250920141307145/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.30200023
title: Психологічні особливості сприйняття продукції Apple

description: Шатілова О. Психологічні особливості сприйняття продукції Apple. <i>Грааль науки</i>. 2025. № 56. С. 33–36. URL: https://doi.org/10.6084/m9.figshare.30200023.
DOI: 10.6084/m9.figshare.30200023.v1
title: Психологічні особливості сприйняття продукції Apple

description: Шатілова О. Психологічні особливості сприйняття продукції Apple. <i>Грааль науки</i>. 2025. № 56. С. 33–36. URL: https://doi.org/10.6084/m9.figshare.30200023.
DOI: 10.6073/pasta/9851734435fc3dc104ee136dfeb29a05
title: GRIME AI Water Segmentation Model for the USGS Monitoring Site at Pecos River near Acme, NM, 2022-2024

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) USGS Monitoring Site at Pecos River near Acme, NM, 2022-2024. All imagery was acquired from the USGS Hydrologic Imagery Visualization and Information System (HIVIS; see https://apps.usgs.gov/hivis/camera/NM_Pecos_River_near_Acme 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.4zfafw
title: Occurrence Download

description: A dataset containing 2902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium nodosum",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2902 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012437-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3sn4x
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium nodosum",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012438-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6bhd6
title: Occurrence Download

description: A dataset containing 1271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium nodosum",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1271 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012436-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y65rxq
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tulipa ivasczenkoae"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012439-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13160440
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.peed49
title: Occurrence Download

description: A dataset containing 494 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-136.31757 -30.24874,-12.68243 -30.24874,-12.68243 19.24874,-136.31757 19.24874,-136.31757 -30.24874))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bartramia angustifolia"
 ]
}

 The dataset includes 494 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012441-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17189665
title: zol - comprehensive testing dataset

description: Expected results from running comprehensive tests using zol v1.6.9.

Script for running tests also included (but is primarily updated/tracked on zol's GitHub repo).

Updated testing dataset also included, now includes data for testing zol-scape.
DOI: 10.15468/dl.uxp3ub
title: Occurrence Download

description: A dataset containing 1290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "DatasetKey is Vertebrate Zoology Division - Ornithology, Yale Peabody Museum"
 ]
}

 The dataset includes 1290 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012440-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8fpke
title: Occurrence Download

description: A dataset containing 83831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "HasCoordinate is true",
 "Year is 1954"
 ]
}

 The dataset includes 83831 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012315-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmh99y
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium nodosum",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 192 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012442-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pht9g6
title: Occurrence Download

description: A dataset containing 1218336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Human Observation, Observation)",
 "Country is Austria",
 "Geometry POLYGON((17.50029 48.45843,16.39124 48.66183,15.10849 48.73238,13.63867 48.91712,13.25117 48.57349,13.17099 48.36086,13.78565 48.03131,14.90806 47.81641,16.03047 47.97767,16.60503 47.86125,17.36667 47.53751,17.71408 47.96872,17.50029 48.45843))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 1990-2025"
 ]
}

 The dataset includes 1218336 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012370-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpb63f
title: Occurrence Download

description: A dataset containing 799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium nodosum",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 799 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012443-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17194049
title: Transcriptions of the Prologues to the Gospels in GA 713

description: Gregory-Aland 713, also known as Peckover Greek 7 (Birmingham):

fol. 6v: Matthew

fol. 112v: Mark

fol. 181v: Luke

fols. 281v–282r: John
DOI: 10.15468/dl.42f2v4
title: Occurrence Download

description: A dataset containing 5819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Chile",
 "TaxonKey is Myrtaceae"
 ]
}

 The dataset includes 5819 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024154-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9zkd3
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":"3982125","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/0024156-241024112534372/datasets/export for details.
DOI: 10.21227/qj95-z395
title: Experiment data for metaheuristic search behaviour calculation

description: Contains experiment data for six simple variations of particle swarm optimisation (PSO) algorithms, run on 18 benchmark functions. For use in a research paper (to be published). Use of this data is given in the supplementary material of the paper. In short, it contains data collected during the optimisation process that is intended to calculate search behaviour indicators. The indicators can be compared in reference to the different PSOs, which have specific differences that should be reflected in the search behaviour indicators. Based on whether these differences can be observed in the search behaviour indicators, it can be determined whether the indicators are effective.
DOI: 10.15468/dl.3b84e9
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":"3982147","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/0024158-241024112534372/datasets/export for details.
DOI: 10.15468/dl.9yf5tg
title: Occurrence Download

description: A dataset containing 46 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 (Physospermopsis obtusiuscula (DC.) C.Norman)",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 46 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024157-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mf9nxq
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":"3982153","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/0024159-241024112534372/datasets/export for details.
DOI: 10.15468/dl.sef8pz
title: Occurrence Download

description: A dataset containing 980 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.9_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Araneae"
 ]
}

 The dataset includes 980 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024160-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwud9n
title: Occurrence Download

description: A dataset containing 1714 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ketupa flavipes (Hodgson, 1836)"
 ]
}

 The dataset includes 1714 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024162-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjrnxx
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":"3982163","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/0024163-241024112534372/datasets/export for details.
DOI: 10.15468/dl.x4uyn2
title: Occurrence Download

description: A dataset containing 412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is GBR.1_1",
 "TaxonKey is Sus Linnaeus, 1758"
 ]
}

 The dataset includes 412 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024161-241024112534372/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.27316170
title: Mining-inducd Seismicity Dataset.xlsx

description: Mining-induced Seismicity in DCM, From February 2020 to February 2024
DOI: 10.6084/m9.figshare.27316170.v1
title: Mining-inducd Seismicity Dataset.xlsx

description: Mining-induced Seismicity in DCM, From February 2020 to February 2024