cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.nta6cx
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clarias gariepinus (Burchell, 1822)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 55 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022264-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnkmts
title: Occurrence Download

description: A dataset containing 395029 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Pinus L."
 ]
}

 The dataset includes 395029 records from 550 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021085-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhxwke
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cirsium nivale (Kunth) Sch.Bip."
 ]
}

 The dataset includes 419 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021096-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efrbpu
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Charinus sillami Réveillion & Maquart, 2015"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021097-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sc2f5b
title: Occurrence Download

description: A dataset containing 222785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gasterosteus aculeatus Linnaeus, 1758",
 "HasCoordinate is true"
 ]
}

 The dataset includes 222785 records from 607 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021088-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hs9xwu
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Armitermes percutiens Emerson, 1925"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021098-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2tzxj
title: Occurrence Download

description: A dataset containing 15420411 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Argentina"
 ]
}

 The dataset includes 15420411 records from 2327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021083-250525065834625/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.29949842.v2
title: Data for All Figures

description: This collection includes the data used in the publication titled "Fast-Charging of Solid-State Batteries Enabled by Functional Additives Infused into High-Mass-Loading NMC Cathodes" and authored by Glomb, P.J., Mitchell, M. M., et al.
DOI: 10.15468/dl.6vcxqm
title: Occurrence Download

description: A dataset containing 914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.6.4_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Lanius schach"
 ]
}

 The dataset includes 914 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000283-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25502/mdfv-0882/d
title: HYDROPONICS AMENABILITY EXPERIMENT
DOI: 10.15468/dl.qs5hkr
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Muellera laticifera (M.J.Silva, A.M.G.Azevedo & G.P.Lewis) M.J.Silva & A.M.G.Azevedo"
 ]
}

 The dataset includes 15 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020348-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqh9j6
title: Occurrence Download

description: A dataset containing 685 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Digitalis ×fucata Ehrh."
 ]
}

 The dataset includes 685 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020347-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhewqv
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neptunia windleriana Santos-Silva & Mansano"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020350-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3p6u3
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Piptadenia irwinii G.P.Lewis"
 ]
}

 The dataset includes 29 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020353-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w45v9a
title: Occurrence Download

description: A dataset containing 21795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lasioglossum malachurum (Kirby, 1802)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 21795 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020349-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqrkpw
title: Occurrence Download

description: A dataset containing 252827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Asclepias L."
 ]
}

 The dataset includes 252827 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020335-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6eqsm
title: Occurrence Download

description: A dataset containing 2 records in GBIF matching the query:
SELECT "year", GBIF_EEARGCode( 1000, decimalLatitude, decimalLongitude, COALESCE(coordinateUncertaintyInMeters, 1000) ) AS eeaCellCode, classKey, class, familyKey, family, COUNT(*) AS occurrences, MIN(COALESCE(coordinateUncertaintyInMeters, 1000)) AS minCoordinateUncertaintyInMeters, MIN(GBIF_TemporalUncertainty(eventDate, null)) AS minTemporalUncertainty FROM occurrence WHERE occurrenceStatus = 'PRESENT' AND countrycode = 'BE' AND "year" &gt;= 1900 AND hasCoordinate = TRUE AND familyKey IS NOT NULL AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID') AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') AND (LOWER(identificationVerificationStatus) NOT IN ( 'unverified', 'unvalidated', 'not validated', 'under validation', 'not able to validate', 'control could not be conclusive due to insufficient knowledge', 'uncertain', 'unconfirmed', 'unconfirmed - not reviewed', 'validation requested' ) OR identificationVerificationStatus IS NULL)AND familyKey IN (5666)AND COALESCE(coordinateUncertaintyInMeters, 1000) &lt;= 10000GROUP BY "year", eeaCellCode, classKey, class, familyKey, family ORDER BY "year" DESC, eeaCellCode ASC, familyKey ASC;

 The dataset's 2 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020336-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15587622
title: eSIMplicity or eSIMplification? Privacy and Security Risks in the eSIM Ecosystem
DOI: 10.5281/zenodo.15587623
title: eSIMplicity or eSIMplification? Privacy and Security Risks in the eSIM Ecosystem
DOI: 10.5281/zenodo.15238035
title: Figure Data for "Intermediate band analysis in Green's function calculations of quasiparticle interference"
DOI: 10.5281/zenodo.15238036
title: Figure Data for "Intermediate band analysis in Green's function calculations of quasiparticle interference"
DOI: 10.15468/dl.guhtrq
title: Occurrence Download

description: A dataset containing 443 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pithecellobium diversifolium Benth."
 ]
}

 The dataset includes 443 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020354-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14724584
title: Amitis simulation data

description: This data set contains the data provided in the publication Krämer et al. "On the Kinetic Energy Input of Magnetosheath Jets into the Magnetosheath".
DOI: 10.5281/zenodo.14724585
title: Amitis simulation data

description: This data set contains the data provided in the publication Krämer et al. "On the Kinetic Energy Input of Magnetosheath Jets into the Magnetosheath".
DOI: 10.5281/zenodo.15593178
title: Amitis simulation data

description: This data set contains the data provided in the publication Krämer et al. "On the Kinetic Energy Input of Magnetosheath Jets into the Magnetosheath".
DOI: 10.15468/dl.z56ukw
title: Occurrence Download

description: A dataset containing 21745308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Chinese Taipei",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 21745308 records from 1402 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020326-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13325197
title: Photoacoustic data annotations supplementing the paper: "A study on the adequacy of common IQA measures for medical images"

description: We have decided to make the data set available to the research community free of charge under the Creative Commons Attribution 4.0 International license. If you use these images in your research, we kindly ask that you reference this website and our papers listed below.

 



[1] A. Breger, C. Karner, I. Selby, J. Gröhl, S. Dittmer, E. Lilley, J. Babar, J. Beckford, T. J Sadler, S. Shahipasand, A. Thavakumar, M. Roberts, C.-B. Schönlieb: A study on the adequacy of common IQA measures for medical images. Springer Lecture Notes in Electrical Engineering, Proceedings of MICAD 2024. DOI: 10.1007/978-981-96-3863-5_41





 



[2] Gröhl, J., Else, T.R., Hacker, L., Bunce, E.V., Sweeney, P.W., Bohndiek, S.E.: Moving beyond simulation: data-driven quantitative photoacoustic imaging using tissue-mimicking phantoms. IEEE Trans Med Imaging PP (Nov 2023). https:// doi.org/10.1109/TMI.2023.3331198





 



Before matching the images with the provided expert ratings, please scale the images in the following way 

 

import numpy as np

def normalize(arr: np.ndarray)-> np.ndarray:    arr = arr.astype(float)    min_val, max_val = np.min(arr), np.max(arr)    return (255 * (arr - min_val) / (max_val - min_val)).astype(np.uint8)
DOI: 10.15468/dl.tbyfbk
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pterocryptis berdmorei)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025353-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvdfwp
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thomasomys vestitus (Thomas, 1898)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019458-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqrha2
title: Occurrence Download

description: A dataset containing 4823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladonia rangiferina (L.) Weber ex F.H.Wigg.",
 "Country is Norway"
 ]
}

 The dataset includes 4823 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019457-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hkb9w
title: Occurrence Download

description: A dataset containing 23771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pseudonocardia Henssen, 1957"
 ]
}

 The dataset includes 23771 records from 347 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019460-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26188/29232611
title: Visual Enjoyment Workshop Data

description: Participant data (eye condition, age, sex, visual acuity and Impact of Visual Impairment survey responses) for a study involving facilitated group discussions about visual enjoyment (The University of Melbourne Human Research Ethics Committee ID #28687).
DOI: 10.26188/29232611.v1
title: Visual Enjoyment Workshop Data

description: Participant data (eye condition, age, sex, visual acuity and Impact of Visual Impairment survey responses) for a study involving facilitated group discussions about visual enjoyment (The University of Melbourne Human Research Ethics Committee ID #28687).
DOI: 10.15468/dl.8a8ywf
title: Occurrence Download

description: A dataset containing 4823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladonia rangiferina (L.) Weber ex F.H.Wigg.",
 "Country is Norway"
 ]
}

 The dataset includes 4823 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019463-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skxk6c
title: Occurrence Download

description: A dataset containing 618 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Actualización de las bases de datos de las colecciones de plantas vasculares y macromicetos del herbario de la UJAT (Pteridofitas)"
 ]
}

 The dataset includes 618 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019466-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epkvtu
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019465-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14959504
title: Cardiac and hepatic vascularized organoid data and metadata

description: This data set includes the RScript used in conjunction with Seurat and RStudio to analyze single-cell RNA-sequencing (scRNA-seq) data from three (3) cardiac vascularized organoid (cVO) samples, to annotate cVO cell clusters using the Azimuth adult heart database, and to compare cVO cell populations with those of a 6.5 post-conception week (PCW) heart.

All transcriptomic data of human pluripotent stem cell (hPSC), Control, cVO, and hepatic vascularized organoid (hVO) samples are deposited in the NIH Gene Expression Omnibus (GEO) under GSE185194.

In addition, this data set includes the images from the thirty-four (34) screening conditions used to identify the optimal combination of growth factors/small molecules that resulted in cVO formation.
DOI: 10.5281/zenodo.14959505
title: Cardiac and hepatic vascularized organoid data and metadata

description: This data set includes the RScript used in conjunction with Seurat and RStudio to analyze single-cell RNA-sequencing (scRNA-seq) data from three (3) cardiac vascularized organoid (cVO) samples, to annotate cVO cell clusters using the Azimuth adult heart database, and to compare cVO cell populations with those of a 6.5 post-conception week (PCW) heart.

All transcriptomic data of human pluripotent stem cell (hPSC), Control, cVO, and hepatic vascularized organoid (hVO) samples are deposited in the NIH Gene Expression Omnibus (GEO) under GSE185194.

In addition, this data set includes the images from the thirty-four (34) screening conditions used to identify the optimal combination of growth factors/small molecules that resulted in cVO formation.
DOI: 10.15468/dl.2vae5b
title: Occurrence Download

description: A dataset listing the 171 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Actualización de las bases de datos de las colecciones de plantas vasculares y macromicetos del herbario de la UJAT (Pteridofitas)"
 ]
}

 The dataset's 171 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019464-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2u4dh
title: Occurrence Download

description: A dataset containing 4823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladonia rangiferina (L.) Weber ex F.H.Wigg.",
 "Country is Norway"
 ]
}

 The dataset includes 4823 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019468-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7r46py
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019469-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15583831
title: Data for Zhao et al 2025 – SAI and tipping elements (1)

description: This repository contains the SAI+1.0 (EQ, 15N+15S, and 30N+30S) data needed to run the analysis in Zhao et al. 2025 - Tipping elements response to different strategies of stratospheric aerosol injection. For questions and other SAI experimental data please contact the author.
DOI: 10.5281/zenodo.15583832
title: Data for Zhao et al 2025 – SAI and tipping elements (1)

description: This repository contains the SAI+1.0 (EQ, 15N+15S, and 30N+30S) data needed to run the analysis in Zhao et al. 2025 - Tipping elements response to different strategies of stratospheric aerosol injection. For questions and other SAI experimental data please contact the author.
DOI: 10.17909/gvpc-0504
title: RVxTESS HD5562 TESS Photometry

description: Photometric time series from the TESS mission used in the RVxTESS I paper on the asteroseismic signals of HD 5562.
DOI: 10.15468/dl.s96svd
title: Occurrence Download

description: A dataset containing 4900 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Buddleja L.",
 "Year 2025-2025"
 ]
}

 The dataset includes 4900 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019471-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.