cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bujs3j
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinopithecus bieti A.Milne-Edwards, 1897"
 ]
}

 The dataset includes 70 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004499-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/guummh
title: A hard X-ray burst from natural lightning

description: The lightning X-ray burst data, together with the associated electric field change data.
DOI: 10.5281/zenodo.15285005
title: Surface Rupture Database of the 2025 M7.7 Mandalay Earthquake along the Sagaing Fault in Myanmar
title: Surface Rupture Mapping of the 2025 M7.7 Mandalay Earthquake on the Sagaing Fault

description: This work presents a preliminary earthquake geology study and surface rupture database associated with the 2025 M7.7 Mandalay earthquake along the Sagaing Fault in Myanmar. The purpose of this work is to document coseismic surface deformation, understand fault behavior, and support seismic hazard assessment in the region. Field investigations were conducted seven days after the mainshock, focusing on three main zones: Sagaing–Mandalay, Yamethin–Pyawbwe, and Naypyidaw. Surface ruptures and deformation features were identified through comparison of pre- and post-earthquake satellite imagery and verified by field observations. Data collection was carried out using the Field Move mobile application, and the results were processed and visualized in ArcGIS Pro. This is part of an ongoing project, and some areas remain unmapped due to fieldwork limitations. The expected outcome is to provide a detailed record of surface deformation associated with the 2025 event, contributing valuable information for earthquake geology research and risk reduction strategies in Myanmar.
DOI: 10.15468/dl.34xzua
title: Occurrence Download

description: A dataset containing 1845320 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 Lamium L."
 ]
}

 The dataset includes 1845320 records from 3759 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004489-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpywj7
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-117.77192 13.00254,-86.49856 13.00254,-86.49856 31.91304,-117.77192 31.91304,-117.77192 13.00254))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chiropterotriton orculus"
 ]
}

 The dataset includes 155 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038162-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4btkfs
title: Occurrence Download

description: A dataset containing 51282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Icterus wagleri",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 51282 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038144-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8u4ak
title: Occurrence Download

description: A dataset containing 5236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Leptonycteris yerbabuenae"
 ]
}

 The dataset includes 5236 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038163-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/7013
title: finrebut-1100
DOI: 10.15468/dl.qrurg8
title: Occurrence Download

description: A dataset containing 1435671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Icterus spurius",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1435671 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038142-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jd6gx4
title: Occurrence Download

description: A dataset containing 4659 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyalophora euryalus"
 ]
}

 The dataset includes 4659 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038164-251025141854904/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/13758921
title: Berita UNDIP
DOI: 10.15468/dl.9tr4hm
title: Occurrence Download

description: A dataset containing 22252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "OccurrenceStatus is Present",
 "TaxonKey is Cyperus",
 "Year 1000-2025"
 ]
}

 The dataset includes 22252 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038165-251025141854904/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/13758942
title: Berita UNNES
DOI: 10.15468/dl.6a9bta
title: Occurrence Download

description: A dataset containing 1794 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Xanthosoma sagittifolium",
 "Year 1999-2025"
 ]
}

 The dataset includes 1794 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038166-251025141854904/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/13758952
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.px5gpe
title: Occurrence Download

description: A dataset containing 19287370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "Year is greater than or equal to 2000",
 "FamilyKey is one of (Coccinellidae, Cerambycidae, Chrysomelidae, Scarabaeidae, Carabidae, Nymphalidae, Geometridae, Noctuidae, Erebidae, Lycaenidae)"
 ]
}

 The dataset includes 19287370 records from 296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038150-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/fe96dbe
title: Time-lapse documentation of S. scabiei embryogenesis

description: Time-lapse microscopy was performed in two independent experiments. Two independent batches of 20 freshly laid eggs each (n = 40) were analysed. Twenty individual eggs were loaded into a microwell device at a time. Phase contrast images were captured using a 20× objective lens (N.A. 0.40) on the EVOSTM FL Auto 2 inverted microscope (Invitrogen, Thermo Fischer Scientific Corporation, USA) equipped with a motorized X-Y-Z stage. The microscope was housed in a commercial incubator (HeraCell VIOS 160i, Thermo Fisher) with capability to actively maintain embryos at 37 oC temperature, 5% CO2, 20% O2 with 85-90% humidity. Time-lapse images of 40 eggs were analyzed to identify the embryonic stages and morphological events in the S. scabiei eggs. Identified embryonic stages and morphological events were recorded in relation to time.
DOI: 10.15468/dl.hz6qkp
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dermophis oaxacae"
 ]
}

 The dataset includes 52 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038169-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15556389
title: Raw and processed data for the paper "A computational framework for mapping isoform landscape and regulatory mechanisms from spatial transcriptomics data"

description: This directory contains all spatial transcriptomics datasets analyzed in the "A computational framework for mapping isoform landscape and regulatory mechanisms from spatial transcriptomics data". Associated scripts are available at https://github.com/JiayuSuPKU/SPLISOSM_paper.
DOI: 10.5281/zenodo.17625643
title: Raw and processed data for the paper "A computational framework for mapping isoform landscape and regulatory mechanisms from spatial transcriptomics data"

description: This directory contains all spatial transcriptomics datasets analyzed in the "A computational framework for mapping isoform landscape and regulatory mechanisms from spatial transcriptomics data". Associated scripts are available at https://github.com/JiayuSuPKU/SPLISOSM_paper.
DOI: 10.15468/dl.v48hsv
title: Occurrence Download

description: A dataset containing 4206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acrocomia aculeata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample, Occurrence evidence)"
 ]
}

 The dataset includes 4206 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038170-251025141854904/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.28503227
title: Source data and codes for High-Throughput Automated Discovery of Temperature-Benign Dion-Jacobson Quasi-2D Halide Perovskites

description: Source data and analysis codes for High-Throughput Automated Discovery of Temperature-Benign Dion-Jacobson Quasi-2D Halide Perovskites
DOI: 10.6084/m9.figshare.28503227.v2
title: Source data and codes for Understanding temperature-dependent phase transformation in Dion-Jacobson quasi-2D halide perovskites via automated spectral diagnosis in high-throughput experimentation

description: Source data and analysis codes for Understanding temperature-dependent phase transformation in Dion-Jacobson quasi-2D halide perovskites via automated spectral diagnosis in high-throughput experimentation
DOI: 10.6084/m9.figshare.28503227.v3
title: Source data and codes for High-Throughput Automated Discovery of Temperature-Benign Dion-Jacobson Quasi-2D Halide Perovskites

description: Source data and analysis codes for High-Throughput Automated Discovery of Temperature-Benign Dion-Jacobson Quasi-2D Halide Perovskites
DOI: 10.5281/zenodo.17625656
title: EECONE WP5.2
DOI: 10.5281/zenodo.17625657
title: EECONE WP5.2
DOI: 10.5281/zenodo.16685038
title: ESDD_2026_Audio_test_1_2

description: This repo contains audio files for ESDD Challenge 2026 (test_track1 & test_track2).
DOI: 10.5281/zenodo.16685039
title: ESDD_2026_Audio_test_1_2

description: This repo contains audio files for ESDD Challenge 2026 (test_track1 & test_track2).
DOI: 10.15468/dl.gcp7yb
title: Occurrence Download

description: A dataset containing 1437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Puma concolor",
 "HasCoordinate is True",
 "Year is 2023"
 ]
}

 The dataset includes 1437 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038171-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3was7
title: Occurrence Download

description: A dataset containing 4376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ambystoma maculatum",
 "Year 2025-2025"
 ]
}

 The dataset includes 4376 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038172-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/qc4x-5f57
title: "UAV-Post-Disaster-SAR-Localization-Dataset"

description: "This dataset contains 40,000+ NYUSIM-generated UAV\u2013to-target propagation samples for LOS\/NLOS classification and localization. Each entry includes CSI, received power, AOA\/ZOA, range, UAV\/target geometry, and link labels. Designed for deep learning\u2013assisted UAV SAR localization research."
DOI: 10.15468/dl.ytpu6h
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Seseli leucospermum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 51 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038173-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqbbq2
title: Occurrence Download

description: A dataset containing 319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dermophis mexicanus"
 ]
}

 The dataset includes 319 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038174-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nv6jrg
title: Occurrence Download

description: A dataset containing 735105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Accipiter striatus",
 "Year 1000-2015"
 ]
}

 The dataset includes 735105 records from 231 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038168-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2eaw4
title: Occurrence Download

description: A dataset containing 2513682154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample, Machine Observation)",
 {
 "or" : [
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "Geometry POLYGON((-42.7725 -20.74469,-42.66577 -20.74469,-42.66577 -20.66596,-42.7725 -20.66596,-42.7725 -20.74469))"
 ]
 },
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2000-2025"
 ]
}

 The dataset includes 2513682154 records from 33605 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037983-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qc6knh
title: Occurrence Download

description: A dataset containing 40721 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-109.99873 21.37844,-103.42368 21.37844,-103.42368 26.56268,-109.99873 26.56268,-109.99873 21.37844))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea Linnaeus, 1758"
 ]
}

 The dataset includes 40721 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012992-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48324/dandi.001345/0.250521.2344
title: Cortical Circuits for the integration of short-latency auditory pathways: MGN retrograde tracing

description: Retrograde tracers were injected in specific subdivisions of the mouse medial geniculate nucleus. Images were taken from the ipsilateral inferior colliculus. The experiments correspond to the data reported in manuscript PMID: 39829930
DOI: 10.15468/dl.ec7ss2
title: Occurrence Download

description: A dataset containing 1209 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 Aythya valisineria (A.Wilson, 1814)",
 "Year is less than or equal to 2024",
 "Year is greater than or equal to 2021",
 "Continent is Europe"
 ]
}

 The dataset includes 1209 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012994-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tp2gcr
title: Occurrence Download

description: A dataset containing 26198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus agrifolia Née"
 ]
}

 The dataset includes 26198 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012993-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ykwue
title: Occurrence Download

description: A dataset containing 1387552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Year is 2007",
 "Month is July"
 ]
}

 The dataset includes 1387552 records from 557 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002559-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyxb42
title: Occurrence Download

description: A dataset containing 134574 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dolycoris baccarum (Linnaeus, 1758)"
 ]
}

 The dataset includes 134574 records from 947 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002557-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14288/1.0398009
title: Data from: Strong and consistent natural selection associated with armour reduction in sticklebacks

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;Measuring the strength of natural selection is tremendously important in evolutionary biology, but remains a challenging task. In this work, we analyse the characteristics of selection for a morphological change (lateral-plate reduction) in the threespine stickleback Gasterosteus aculeatus. Adaptation to freshwater, leading to the reduction or loss of the bony lateral armor, has indeed occurred in parallel on numerous occasions in this species. Completely-plated and low-plated sticklebacks were introduced into a pond, and the phenotypic changes were tracked for twenty years. Fish from the last generation were genotyped for the Ectodysplasin-A (Eda) locus, the major gene involved in armor development. We found a strong fitness advantage for the freshwater-type fish (in average, 20% for the freshwater morph, and 92% for the freshwater genotype). The trend is best explained by assuming that this fitness advantage is maximum at the beginning of the invasion and decreases with time. Such fitness differences provide a quantifiable example of rapid selection-driven phenotypic evolution associated to environmental change in a natural population.
DOI: 10.14288/1.0398010
title: Data from: A Poissonian model of indel rate variation for phylogenetic tree inference

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;While indel rate variation has been observed and analyzed in detail, it is not taken into account by current indel-aware phylogenetic reconstruction methods. In this work, we introduce a continuous time stochastic process, the geometric Poisson indel process, that generalizes the Poisson indel process by allowing insertion and deletion rates to vary across sites. We design an efficient algorithm for computing the probability of a given multiple sequence alignment based on our new indel model. We describe a method to construct phylogeny estimates from a fixed alignment using neighbor joining. Using simulation studies, we show that ignoring indel rate variation may have a detrimental effect on the accuracy of the inferred phylogenies, and that our proposed method can sidestep this issue by inferring latent indel rate categories. We also show that our phylogenetic inference method may be more stable to taxa subsampling than methods that either ignore indels or indel rate variation.
DOI: 10.14288/1.0398011
title: Data from: Measuring agreement among experts in classifying camera images of similar species

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;Camera trapping and solicitation of wildlife images through citizen science have become common tools in ecological research. Such studies collect many wildlife images for which correct species classification is crucial; even low misclassification rates can result in erroneous estimation of the geographic range or habitat use of a species, potentially hindering conservation or management efforts. However, some species are difficult to tell apart, making species classification challenging - but the literature on classification agreement rates among experts remains sparse. Here, we measure agreement among experts in distinguishing between images of two similar congeneric species, bobcats (Lynx rufus) and Canada lynx (L. canadensis). We asked experts to classify the species in selected images to test whether the season, background habitat, time of day, and the visible features of each animal (e.g., face, legs, tail) affected agreement among experts about the species in each image. Overall, experts had moderate agreement (Fleiss’ kappa = 0.64), but experts had varying levels of agreement depending on these image characteristics. Most images (71%) had ≥1 expert classification of ‘unknown’, and many images (39%) had some experts classify the image as ‘bobcat’ while others classified it as ‘lynx’. Further, experts were inconsistent even with themselves, changing their classifications of numerous images when they were asked to reclassify the same images months later. These results suggest that classification of images by a single expert is unreliable for similar-looking species. Most of the images did obtain a clear majority classification from the experts, although we emphasize that even majority classifications may be incorrect. We recommend that researchers using wildlife images consult multiple species experts to increase confidence in their image classifications of similar sympatric species. Still, when the presence of a species with similar sympatrics must be conclusive, physical or genetic evidence should be required.