cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/l8w-ka6-zrn
title: Acraea Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nzc-qkb-ewn
title: Telicota colon vaja Corbet, 1942

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ny6-w90-fac
title: Delias fascelis Jordan, 1912

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/va6-cln-r9p
title: Neorina crishna (Westwood)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fef-5v6-z37
title: Erionota thrax (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/frh-5x2-wt4
title: Delias ladas Grose-Smith, 1894

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ben-wn1-gjh
title: Eurema hecabe (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ssb-j5a-1aq
title: Papilio xuthus Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.we22sx
title: Occurrence Download

description: A dataset containing 1345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1345 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100308-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16937716
title: Clinical Text Imbalance Benchmark—Results (336 configurations), v2.

description: This dataset contains per-configuration test metrics for a large-scale benchmark of clinical text classification under extreme class imbalance (49,035 French breast radiology reports; minority prevalence ≈0.33%). A factorial design varied two vectorisers (BoW, TF–IDF), 12 resampling methods plus a baseline, and 15 classifiers. The file ml_experiment_results.csv reports one row per executed configuration (n=336) with: Vectorizer, Sampler, Classifier, Accuracy, Balanced_Accuracy, ROC_AUC, PR_AUC, Precision_male, Recall_male, F1_male, Precision_female, Recall_female, F1_female, F1_macro, F1_weighted, TP, FP, TN, FN.
DOI: 10.5281/zenodo.17009030
title: Clinical Text Imbalance Benchmark—Results (336 configurations), v2.

description: This dataset contains per-configuration test metrics for a large-scale benchmark of clinical text classification under extreme class imbalance (49,035 French breast radiology reports; minority prevalence ≈0.33%). A factorial design varied two vectorisers (BoW, TF–IDF), 12 resampling methods plus a baseline, and 15 classifiers. The file ml_experiment_results.csv reports one row per executed configuration (n=336) with: Vectorizer, Sampler, Classifier, Accuracy, Balanced_Accuracy, ROC_AUC, PR_AUC, Precision_male, Recall_male, F1_male, Precision_female, Recall_female, F1_female, F1_macro, F1_weighted, TP, FP, TN, FN.
DOI: 10.6084/m9.figshare.27610104.v8
title: <b>Cuttlefish under extreme flooding events</b>

description: Extreme events are becoming increasingly frequent and intense, leading to cascading negative effects on marine ecosystems. Here, we aimed to investigate the impact of ecologically relevant extreme flooding conditions (exposure to acute salinity values of 17 and 7) and non-extreme conditions (salinity values of 35, 28, and 24), during 4 days at late embryogenesis, on the survival and camouflage abilities of the European cuttlefish (<i>Sepia officinalis</i>) hatchlings.
DOI: 10.15468/dl.gyx7ky
title: Occurrence Download

description: A dataset containing 2679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Leopardus"
 ]
}

 The dataset includes 2679 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005270-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00011877
title: Relation of poverty with AMR

description: Our study seeks to elucidate the ​​longitudinal relationship between multi-dimensional poverty and antimicrobial resistance (AMR)​​ globally, building on foundational work in Pakistan. Previously, we found the Multi-Dimensional Poverty Index (MPI)—a measure of health, education, and living standards—was an independent predictor of AMR prevalence in Pakistan, highlighting poverty as a structural driver of resistance. Yet, whether this association extends to diverse global settings remains untested.
To address this gap, we will analyze ​​temporal data​​ (10+ years) from Vivli database for AMR trends, and World Bank/UN MPI datasets for poverty dynamics. Fixed-effects regression models will isolate how changes in MPI correlate with shifts in AMR prevalence, controlling for confounders like healthcare access and urbanization.
The work addresses a critical blind spot: while AMR is a global health emergency, its social determinants are poorly understood longitudinally. Findings will reveal if poverty reduction universally slows AMR emergence—providing evidence for integrated policies (e.g., linking poverty alleviation to antimicrobial stewardship) for WHO and low- middle-income countries. Ultimately, we aim to position poverty as a actionable target for sustainable AMR mitigation worldwide
DOI: 10.15468/dl.2bg3eh
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Chaptalia integerrima (Vell.) Burkhardt"
 ]
}

 The dataset includes 197 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098331-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bg2k44
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-105.064 21.8298,-104.585 21.585,-104.422 21.0788,-103.977 21.0826,-103.672 20.8428,-103.42 20.9946,-103.232 20.79,-102.886 21.4546,-102.724 21.4637,-102.809 21.5263,-102.815 21.6271,-102.669 21.5357,-102.616 21.731,-102.298 21.8159,-102.361 21.6479,-102.19 21.5148,-101.652 21.642,-101.79 21.3269,-100.949 20.6425,-100.806 20.6478,-100.727 20.9008,-100.227 20.7751,-100.003 20.9542,-99.5692 20.6838,-99.2954 20.8279,-99.3349 20.6096,-99.1333 20.6257,-99.1366 20.4377,-98.8726 20.2886,-98.6957 20.3203,-98.7247 20.5398,-98.0072 20.2098,-97.9785 19.8486,-97.7477 19.6641,-97.3841 19.9586,-97.4256 20.1293,-97.1282 20.1586,-97.1469 19.9591,-96.5483 19.9505,-96.3721 19.5549,-96.7446 19.5523,-96.8676 19.3811,-96.7843 18.9779,-97.0088 18.8011,-97.1764 18.9481,-97.3967 18.7219,-97.7065 18.8898,-97.3887 18.4727,-97.8411 18.6898,-97.5399 18.3412,-97.7119 18.2466,-97.554 18.1276,-97.5213 18.0034,-97.6602 18.0971,-97.8078 17.8807,-98.0192 18.0009,-98.514 17.9298,-98.793 18.2555,-98.9414 18.1403,-99.1689 18.4028,-98.9742 18.6812,-99.1028 18.9504,-99.4829 19.0118,-99.8996 18.8678,-99.9136 19.0544,-100.146 19.0659,-100.235 19.3131,-100.465 19.0567,-100.536 19.6786,-100.612 19.5104,-100.747 19.6669,-101.052 19.6352,-101.365 19.1727,-101.343 18.9694,-101.723 19.0673,-101.735 18.9009,-102.01 19.0487,-101.887 19.2106,-102.144 19.0227,-102.205 19.1586,-102.521 19.1666,-102.647 19.6664,-102.86 19.8577,-103.181 19.8639,-103.744 19.0831,-104.007 19.7299,-104.402 19.7692,-104.341 20.3814,-104.576 20.2762,-104.512 20.6135,-104.691 20.968,-104.389 20.833,-104.315 20.9481,-105.078 21.2018,-105.16 21.0336,-105.278 21.0185,-105.242 21.6021,-105.064 21.8298))",
 "TaxonKey is one of (Polygonum aviculare L.)"
 ]
}

 The dataset includes 266 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000663-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8ah58
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polystichum formosanum Rosenst.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 214 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007453-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d59m32
title: Occurrence Download

description: A dataset containing 476171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ficus L."
 ]
}

 The dataset includes 476171 records from 1680 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016275-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbmq2k
title: Occurrence Download

description: A dataset containing 2395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polycarpaea linearifolia (DC.) DC.",
 "Continent is Africa"
 ]
}

 The dataset includes 2395 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005188-250402121839773/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.28813259.v1
title: Social media images of China's terraces

description: This dataset contains geotagged social media images of China's terraces, sourced from the Sina Weibo microblogging platform (https://weibo.com). Geo-tagged images were collected using Weibo cookies and Python-based scraping tools (available at: https://github.com/dataabc/weibo-search). The search keyword used was "terraces", and the collection timeframe spanned from July 2022 to June 2024. We included only images with clear geographic information located within China. Images of poor quality (e.g., synthesized from multiple images, excessively cluttered, or blurry) and irrelevant content such as advertisements, paintings, or text were removed.This dataset classified the images into seven distinct categories to represent different types of cultural ecosystem services (CES): landscape, species, structures, indoor, food, activities, and posing. Specifically: (1) Landscape images depict open natural landscapes, such as rice terraces, often with a visible sky. (2) Species images consist of close-up shots of animals or plants. (3) Structures images mainly feature man-made structures, often traditional houses. (4) Indoor images show the interiors of buildings, including dining rooms, bedrooms, etc.. (5) Food images are classified as images depicting food, dishes, and beverages. (6) Activities images capture people physically interacting with the environment, including group photos and folkloric activities. (7) Posing images show people looking into the camera.This dataset includes a subset of 2,720 randomly selected and manually labeled images, accounting for approximately 5% of the total collected images. Among them, landscape images were the most numerous (1,347), followed by structures (408), activities (480), posing (146), food (153), species (111), and indoor (75).These images can be used for training classification models. All code used for model training and testing is available at: https://github.com/chen7092/Deep-learning-for-cultural-ecosystem-services-of-terraces.<br>
DOI: 10.6084/m9.figshare.28813259.v2
title: Social media images of China's terraces

description: This dataset contains geotagged social media images of China's terraces, sourced from the Sina Weibo microblogging platform (https://weibo.com). Geo-tagged images were collected using Weibo cookies and Python-based scraping tools (available at: https://github.com/dataabc/weibo-search). The search keyword used was "terraces", and the collection timeframe spanned from July 2022 to June 2024. We included only images with clear geographic information located within China. Images of poor quality (e.g., synthesized from multiple images, excessively cluttered, or blurry) and irrelevant content such as advertisements, paintings, or text were removed.This dataset classified the images into seven distinct categories to represent different types of cultural ecosystem services (CES): landscape, species, structures, indoor, food, activities, and posing. Specifically: (1) Landscape images depict open natural landscapes, such as rice terraces, often with a visible sky. (2) Species images consist of close-up shots of animals or plants. (3) Structures images mainly feature man-made structures, often traditional houses. (4) Indoor images show the interiors of buildings, including dining rooms, bedrooms, etc.. (5) Food images are classified as images depicting food, dishes, and beverages. (6) Activities images capture people physically interacting with the environment, including group photos and folkloric activities. (7) Posing images show people looking into the camera.This dataset includes a subset of 2,720 randomly selected and manually labeled images, accounting for approximately 5% of the total collected images. Among them, landscape images were the most numerous (1,347), followed by structures (408), activities (480), posing (146), food (153), species (111), and indoor (75).These images can be used for training classification models. All code used for model training and testing is available at: https://github.com/chen7092/Deep-learning-for-cultural-ecosystem-services-of-terraces.<br>
DOI: 10.5281/zenodo.15245056
title: DashboardDuck Experiment Handout and Results

description: In terms of my master thesis "A digital knowledge infrastructure to provide information on scientific videos and podcasts" I conducted an experiment to evaluate the usability of the dashboard search page in terms of efficiency, effectiveness, satisfaction and adressed user requirements.The dataset consists of a handout for the experiment and the raw data which was collected.
DOI: 10.5281/zenodo.15245057
title: DashboardDuck Experiment Handout and Results

description: In terms of my master thesis "A digital knowledge infrastructure to provide information on scientific videos and podcasts" I conducted an experiment to evaluate the usability of the dashboard search page in terms of efficiency, effectiveness, satisfaction and adressed user requirements.The dataset consists of a handout for the experiment and the raw data which was collected.
DOI: 10.15468/dl.kw4shk
title: Occurrence Download

description: A dataset containing 151 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.decimallatitude &gt;= 31.26807
 AND occurrence.decimallatitude &lt;= 31.29157
 AND (occurrence.decimallongitude &gt;= 32.18495 AND occurrence.decimallongitude &lt;= 32.22372)
 AND GBIF_WITHIN('POLYGON ((32.22029 31.26807, 32.22372 31.28308, 32.21403 31.28651, 32.20417 31.28883, 32.20099 31.28849, 32.18881 31.29157, 32.18495 31.2818, 32.20459 31.27211, 32.22029 31.26807))', occurrence.decimallatitude, occurrence.decimallongitude) = TRUE
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 151 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006514-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctpdsw
title: Occurrence Download

description: A dataset listing the 15478 species recorded in GBIF matching the query:
{
 "GadmGid" : [
 "is USA.46_1"
 ]
}

 The dataset's 15478 records were derived from 377 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0197143-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c0mzqr
title: Occurrence Download

description: A dataset containing 110480 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microhylidae"
 ]
}

 The dataset includes 110480 records from 245 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013292-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kv79ea
title: Occurrence Download

description: A dataset containing 2613044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Japan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2613044 records from 900 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225098-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckcfxn
title: Occurrence Download

description: A dataset containing 476 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Achatina fulica (Bowdich, 1822)"
 ]
}

 The dataset includes 476 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220668-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qft9dh
title: Occurrence Download

description: A dataset containing 2730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Geomys breviceps Baird, 1855"
 ]
}

 The dataset includes 2730 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227708-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9izaz
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Charaxes pelias (Cramer)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 134 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013292-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkzd2b
title: Occurrence Download

description: A dataset containing 470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "OccurrenceStatus is Present",
 "TaxonKey is Saimiri oerstedii (Reinhardt, 1872)"
 ]
}

 The dataset includes 470 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230179-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8d44s
title: Occurrence Download

description: A dataset containing 4477516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quiscalus quiscula (Linnaeus, 1758)",
 "Year 2010-2020"
 ]
}

 The dataset includes 4477516 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217976-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive158677.20251217.10
title: Marmoricola endophyticus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158678.20250331.9.3
title: Massilia buxea

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158678.20251217.10
title: Massilia buxea

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158679.20250331.9.3
title: Methyloterricola oryzae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158679.20251217.10
title: Methyloterricola oryzae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158680.20250331.9.3
title: Photobacterium toruni

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158680.20251217.10
title: Photobacterium toruni

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158681.20250331.9.3
title: Polaribacter tangerinus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158681.20251217.10
title: Polaribacter tangerinus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158682.20240510.9
title: Psychrosphaera aquimarina

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158682.20251217.10
title: Psychrosphaera aquimarina

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.