cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id153326.2
title: StrainInfo SI-ID 153326.2

description: StrainInfo dataset 153326 about a strain of Scortechinia conferta. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id153328.2
title: StrainInfo SI-ID 153328.2

description: StrainInfo dataset 153328 about a strain of Clonostachys rosea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.6084/m9.figshare.28532465
title: One-dimensional steady-state combustion burning rate predict using neural network

description: A neural based one-dim solver for solid propellant.
DOI: 10.6084/m9.figshare.28532465.v1
title: One-dimensional steady-state combustion burning rate predict using neural network

description: A neural based one-dim solver for solid propellant.
DOI: 10.15468/dl.hvmwge
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Elevation min max swapped",
 "OccurrenceStatus is Present",
 "PublishingOrg is 64ee55c9-570a-42af-b7da-3f13c6b4e5a9"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006639-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6yppb
title: Occurrence Download

description: A dataset containing 14756 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bidens bipinnata L."
 ]
}

 The dataset includes 14756 records from 496 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006641-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pujzg
title: Occurrence Download

description: A dataset containing 610 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aeschynanthus Jack"
 ]
}

 The dataset includes 610 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006642-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13848777
title: The canine vaginal microbiome in heat does not influence fertility in healthy breeding bitches

description: A healthy and balanced vaginal microbiome is often thought to be an important prerequisite for successful breeding and healthy litters. Previous studies investigating the influence of canine vaginal bacteria on fertility mostly relied on aerobic culturing. In recent years, culture-independent methods, such as next-generation sequencing (NGS), have become popular. With the ability to analyze the microbiome as a whole, research in this field has made notable advances. This is the first study to correlate NGS data of the canine vaginal microbiome in heat with fertility data. Healthy breeding bitches (n=80) presented for routine pre-breeding examination were sampled during early heat and mated after ovulation. A vaginal sample was taken for NGS analysis and microbiological culture. Additionally, a blood sample was collected. Fertility data (mating, pregnancy, delivery, litter size) were assessed. NGS revealed a diverse microbiome in all the samples. Bioinformatics and statistical analysis did not provide evidence of larger differences in the microbiome of those bitches that became pregnant and those that did not.
DOI: 10.5281/zenodo.13848776
title: The canine vaginal microbiome in heat does not influence fertility in healthy breeding bitches

description: A healthy and balanced vaginal microbiome is often thought to be an important prerequisite for successful breeding and healthy litters. Previous studies investigating the influence of canine vaginal bacteria on fertility mostly relied on aerobic culturing. In recent years, culture-independent methods, such as next-generation sequencing (NGS), have become popular. With the ability to analyze the microbiome as a whole, research in this field has made notable advances. This is the first study to correlate NGS data of the canine vaginal microbiome in heat with fertility data. Healthy breeding bitches (n=80) presented for routine pre-breeding examination were sampled during early heat and mated after ovulation. A vaginal sample was taken for NGS analysis and microbiological culture. Additionally, a blood sample was collected. Fertility data (mating, pregnancy, delivery, litter size) were assessed. NGS revealed a diverse microbiome in all the samples. Bioinformatics and statistical analysis did not provide evidence of larger differences in the microbiome of those bitches that became pregnant and those that did not.
DOI: 10.5281/zenodo.14868890
title: The canine vaginal microbiome in heat does not influence fertility in healthy breeding bitches

description: A healthy and balanced vaginal microbiome is often thought to be an important prerequisite for successful breeding and healthy litters. Previous studies investigating the influence of canine vaginal bacteria on fertility mostly relied on aerobic culturing. In recent years, culture-independent methods, such as next-generation sequencing (NGS), have become popular. With the ability to analyze the microbiome as a whole, research in this field has made notable advances. This is the first study to correlate NGS data of the canine vaginal microbiome in heat with fertility data. Healthy breeding bitches (n=80) presented for routine pre-breeding examination were sampled during early heat and mated after ovulation. A vaginal sample was taken for NGS analysis and microbiological culture. Additionally, a blood sample was collected. Fertility data (mating, pregnancy, delivery, litter size) were assessed. NGS revealed a diverse microbiome in all the samples. Bioinformatics and statistical analysis did not provide evidence of larger differences in the microbiome of those bitches that became pregnant and those that did not.
DOI: 10.15468/dl.b4dpvn
title: Occurrence Download

description: A dataset containing 95116 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Diversidade e ocorrência de peixes em Inhambane (2009-2017)"
 ]
}

 The dataset includes 95116 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006631-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vb6q6z
title: Occurrence Download

description: A dataset containing 28435 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Diversidade e ocorrência de peixes do lago Niassa (2006-2018)"
 ]
}

 The dataset includes 28435 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006643-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7erpk
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "GadmGid is ESP.12_1",
 "TaxonKey is Chasmanthe floribunda (Salisb.) N.E.Br."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006644-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48366/r1364662
title: A Catalog of DeepMind's LLMs including their seminal Chinchilla model

description: Coming from researchers at DeepMind, in their 2022 paper "Training Compute-Optimal Large Language Models," often called the "Chinchilla paper," it explored the ideal size and training data volume for language models within a set compute budget. The study suggested that many 100B parameter models, like GPT-3, might be over-parameterized and under-trained. They proposed that smaller models could match the performance of larger ones if trained on more extensive datasets.

The Chinchilla paper highlights that the best training dataset size for a model is roughly 20 times its parameter count. For instance, a 70B parameter model needs 1.4 trillion tokens for optimal training. Models like GPT-3, OPT, and BLOOM, with 175B parameters, were trained on suboptimal dataset sizes, potentially under-training them. In comparison, LLaMA 65B was trained near the Chinchilla's recommended size. Notably, the compute-optimal Chinchilla model surpassed models like GPT-3 in various tasks. Given these findings, there's a shift towards developing efficient smaller models, challenging the previous "bigger is always better" trend.

This comparison characteristically describes Chinchilla as well as other models from DeepMind on certain salient properties of LLMs.
DOI: 10.15468/dl.84bumb
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Keteleeria pubescens W.C.Cheng & L.K.Fu"
 ]
}

 The dataset includes 21 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006646-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kf6gz
title: Occurrence Download

description: A dataset containing 503 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hagenomyia micans (McLachlan, 1875)"
 ]
}

 The dataset includes 503 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006648-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4bmcxw
title: Occurrence Download

description: A dataset containing 21884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "Geometry POLYGON((-7.45718 41.7307,-5.00169 41.73897,-5.06335 43.35578,-5.06335 43.38869,-7.53043 43.38869,-7.45718 41.7307))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 21884 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006650-250310093411724/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/11017534
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.kuazv9
title: Occurrence Download

description: A dataset containing 108847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Euphorbiaceae"
 ]
}

 The dataset includes 108847 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006640-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqfv4e
title: Occurrence Download

description: A dataset containing 3631 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caulerpa cylindracea Sonder, 1845"
 ]
}

 The dataset includes 3631 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006651-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kftxze
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is SWE.13.19_1",
 "Month is January",
 "OccurrenceStatus is Present",
 "TaxonKey is Chloris chloris (Linnaeus, 1758)",
 "Year 2025-2025"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006647-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.du9db5
title: Occurrence Download

description: A dataset containing 582 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hagenomyia tristis (Walker, 1853)"
 ]
}

 The dataset includes 582 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006652-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhh6hv
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "GadmGid is ESP.12_1",
 "TaxonKey is Chasmanthe floribunda (Salisb.) N.E.Br."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006653-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46rff2
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Keteleeria davidiana var. calcarea (W.C.Cheng & L.K.Fu) Silba"
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006654-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26190/unsworks/30937
title: Fixel-based diffusion measures for white matter tracts in CRPS and healthy controls

description: Fixel-based diffusion measures of Fibre Density Cross Section (FDC) were obtained for 21 participants with Chronic Regional Pain Syndrome and 21 healthy controls. The dataset (in CSV format) contains the group, age, gender, intracranial volume, and mean FDC value for each participant in the four white matter tracts of interest to the study: corticospinal tract (CST), uncinate fasciculus (UF), cingulum (CG), and corpus callosum (CC).
description: Using MRtrix v3.03 the fixel-based measures were obtained following the "Fibre density and cross-section - Single-tissue CSD" guidelines. The MRI scans were acquired on a 3T scanner (Philips Achieva TX, Best, The Netherlands) at Neuroscience Research Australia using a 32-channel receiver coil. High angular resolution diffusion imaging (HARDI) data were acquired in the axial plane using a single-shot spin-echo planar imaging (EPI) sequence with the following parameters: 61 gradient directions at b-values of 0 and 2400 mm/s2, isotropic resolution of 2.5mm3, TR/TE = 8000ms/79ms, 55 slices, SENSE factor = 2, flip angle = 90o, FOV = 240mm2.
DOI: 10.5281/zenodo.15014433
title: Assessing the virulence potential of different Listeria monocytogenes Clonal Complexes with in vivo and in vitro models (genome assembly and annotation dataset)

description: This dataset includes the assembled contigs (.fasta and .gbk files), the nucleotide sequences of the prediction genes and the respective amino acid sequences of the translated CDS sequences for 16 Listeria monocytogenes isolates.

All raw sequence reads used in this study were deposited in the European Nucleotide Archive (ENA) (BioProjects PRJEB31216 and PRJEB26065).

The associated article can be found here: TO BE ADDED
DOI: 10.5281/zenodo.15014434
title: Assessing the virulence potential of different Listeria monocytogenes Clonal Complexes with in vivo and in vitro models (genome assembly and annotation dataset)

description: This dataset includes the assembled contigs (.fasta and .gbk files), the nucleotide sequences of the prediction genes and the respective amino acid sequences of the translated CDS sequences for 16 Listeria monocytogenes isolates.

All raw sequence reads used in this study were deposited in the European Nucleotide Archive (ENA) (BioProjects PRJEB31216 and PRJEB26065).

The associated article can be found here: TO BE ADDED
DOI: 10.15468/dl.33r2ea
title: Occurrence Download

description: A dataset containing 14414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Malus Mill."
 ]
}

 The dataset includes 14414 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006655-250310093411724/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/11017636
title: World Stock Prices ( Daily Updating )
DOI: 10.5281/zenodo.15016852
title: CoBRA_pose_behaviour_youngstock

description: This dataset was created within the CoBRA project (Cow Behaviour Recording and Analysis) and contains over 500 images of a youngstock pen which was continuously monitored for over a year. For all animals of interest, the pose and behaviour were annotated. Animals in the background were occluded using masks. The pose of the animals was quantified using a skeleton which is focussed on the dorsal axis of the animals and contains six keypoints: tail implant, left hip, right hip, withers, top of the head and nose.

Each image is accompanied by a .json file containing: 1) keypoint coordinates of annotated skeletons 2) behaviours of animals for which the skeleton was annotated and 3) coordinates of annotated masks. In the "project" folder, more information can be found with regard to the numerical encoding of the behaviour (ethogram.json) and the skeleton definition (skeleton.json)

Annotations were made using the Kantool_behaviour software (https://github.com/mperneel/CoBRA_segmentor)
DOI: 10.5281/zenodo.15016853
title: CoBRA_pose_behaviour_youngstock

description: This dataset was created within the CoBRA project (Cow Behaviour Recording and Analysis) and contains over 500 images of a youngstock pen which was continuously monitored for over a year. For all animals of interest, the pose and behaviour were annotated. Animals in the background were occluded using masks. The pose of the animals was quantified using a skeleton which is focussed on the dorsal axis of the animals and contains six keypoints: tail implant, left hip, right hip, withers, top of the head and nose.

Each image is accompanied by a .json file containing: 1) keypoint coordinates of annotated skeletons 2) behaviours of animals for which the skeleton was annotated and 3) coordinates of annotated masks. In the "project" folder, more information can be found with regard to the numerical encoding of the behaviour (ethogram.json) and the skeleton definition (skeleton.json)

Annotations were made using the Kantool_behaviour software (https://github.com/mperneel/CoBRA_segmentor)
DOI: 10.15468/dl.y3cw2u
title: Occurrence Download

description: A dataset containing 116086 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bidens frondosa L."
 ]
}

 The dataset includes 116086 records from 1299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006645-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23668/psycharchives.7760
title: Dataset for: Saccadic landing positions reveal that eye movements are affected by distractor-based retrieval

description: Dataset for: Schöpper, L.-M., Lappe, M., & Frings, C. (2022). Saccadic landing positions reveal that eye movements are affected by distractor-based retrieval. Attention, Perception, & Psychophysics, 84, 2219–2235. https://doi.org/10.3758/s13414-022-02538-8 For further information please refer to the aforementioned paper. The aggregated data files can be analyzed by using the respective SPSS-Syntax available under "Code for: Saccadic landing positions reveal that eye movements are affected by distractor-based retrieval".
description: Binding theories assume that stimulus and response features are integrated into short-lasting episodes and that upon repetition of any feature the whole episode is retrieved, thereby affecting performance. Such binding theories are nowadays the standard explanation for a wide range of action control tasks and aim to explain all simple actions, without making assumptions of effector specificity. Yet, it is unclear if eye movements are affected by integration and retrieval in the same way as manual responses. We asked participants to discriminate letters framed by irrelevant shapes. In Experiment 1, participants gave their responses with eye movements. Saccade landing positions showed a spatial error pattern consistent with predictions of binding theories. Saccadic latencies were not affected. In Experiment 2 with an increased interval between prime and probe, the error pattern diminished, again congruent with predictions of binding theories presuming quickly decaying retrieval effects. Experiment 3 used the same task as in Experiment 1, but participants executed their responses with manual key presses; again, we found a binding pattern in response accuracy. We conclude that eye movements and manual responses are affected by the same integration and retrieval processes, supporting the tacit assumption of binding theories to apply to any effector.
DOI: 10.15468/dl.s6hjvt
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sebastes baramenuke (Wakiya, 1917)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022483-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4u7uu
title: Occurrence Download

description: A dataset containing 97781 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen, Living Specimen, Machine Observation, Observation)",
 "Continent is Africa",
 "Country is Angola",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (LC, VU)"
 ]
}

 The dataset includes 97781 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022480-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23668/psycharchives.7769
title: Datasets for: Understanding and Adjusting for Bias in cross-national Parent Reports: The role of socialization goals

description: Raw data for preregistration "Understanding and Adjusting for Bias in cross-national Parent Reports: The role of socialization goals"