cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.n4tze8
title: Occurrence Download

description: A dataset containing 2732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Urophora quadrifasciata (Meigen, 1826)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2732 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004578-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14916925
title: Effects of Rhizophagus irregularis on growth and zinc transport pathways in diverse rice cultivars
DOI: 10.5281/zenodo.14916926
title: Effects of Rhizophagus irregularis on growth and zinc transport pathways in diverse rice cultivars
DOI: 10.5281/zenodo.15011472
title: Effects of Rhizophagus irregularis on growth and zinc transport pathways in diverse rice cultivars
DOI: 10.5281/zenodo.15011539
title: Effects of Rhizophagus irregularis on growth and zinc transport pathways in diverse rice cultivars
DOI: 10.6084/m9.figshare.28517324
title: Supplementary Table 2

description: Supplementary Table 2. Checklist of genera and species of the <i>Platydracus</i> group of Staphylinina with new taxonomic acts implemented in this paper.
DOI: 10.6084/m9.figshare.28517324.v1
title: Supplementary Table 2

description: Supplementary Table 2. Checklist of genera and species of the <i>Platydracus</i> group of Staphylinina with new taxonomic acts implemented in this paper.
DOI: 10.15468/chqxig
title: Abundances and biological traits of the juveniles salmon sampled in the survey of Salmon abundance Indices in the Bresle river (France)

description: A survey started in 2016 is conducted every year in early autumn (September to early october) to quantify the abundance of juvenile Atlantic salmon in the Bresle In Normandy. The electrofishing protocol of Prévost and Baglinière (1995) is used. It targets Atlantic salmon young of the year (0+ parr), but older fish (juvenile salmon ≥1+) are also caught and included in this dataset. Sampling is restricted to areas with shallow running water flowing on coarse bottom substrate, i.e. the preferred habitat of young of the year salmon. The data consist of abundance indices and biological traits measured on the fish sampled: length, weight and age. The latter is ascertained from scale samples taken from the fish which size does not allow to determine their age unambiguously.
The survey is carried out under the Research Observatory on Diadromes Fishes in Coastal Streamss (ERO DiaPFC) program. The data are stored in the database of the ERO. They are used to develop predictive models and tools for providing scientific advice to improve the management of this heritage species.
DOI: 10.58073/sruc.28581164
title: Cognitive performance of pigs under contrasting developmental and environmental conditions

description: Two datasets describing the effect on cognitive performance of developmental experience (early life socialisation with an alien litter pre-weaning - yes/no) and environmental conditions (standard commercial level of enrichment versus enhanced enrichment with additional space, straw bedding and manipulable objects). Cognitive performance was assessed based on:Learning speed in a test in which pigs were required to choose a left or right side of an arena to obtain a food reward and avoid a mild punishment (a fan blowing air).Reversal learning of the above task whereby the rewarded location was reversed from its previous position. Explanations of column headings are given in the appropriate sheets.
DOI: 10.58073/sruc.28581164.v1
title: Cognitive performance of pigs under contrasting developmental and environmental conditions

description: Two datasets describing the effect on cognitive performance of developmental experience (early life socialisation with an alien litter pre-weaning - yes/no) and environmental conditions (standard commercial level of enrichment versus enhanced enrichment with additional space, straw bedding and manipulable objects). Cognitive performance was assessed based on:Learning speed in a test in which pigs were required to choose a left or right side of an arena to obtain a food reward and avoid a mild punishment (a fan blowing air).Reversal learning of the above task whereby the rewarded location was reversed from its previous position. Explanations of column headings are given in the appropriate sheets.
DOI: 10.15468/dl.zfm8xv
title: Occurrence Download

description: A dataset containing 3156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trachelospermum jasminoides (Lindl.) Lem.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 3156 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004579-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15011368
title: Chaff from the Wheat: Characterizing and Detecting Risky Pre-trained Models

description: Introduction

This is the replication package for the paper "Chaff from the Wheat: Characterizing and Detecting Risky Pre-trained Models".

Task Definition

Given the information of pre-trained models (PTMs), the task is to identify whether it is a risky PTM. We treat the task as binary classification (0/1), where 1 stands for risky PTMs and 0 for benign PTMs.

File Information Description



dataset.zip: This folder contains the dataset, which includes the collected dataset, real-world dataset, and sample dataset.

evaluation.zip: This folder includes the performance evaluation scripts.

models.zip: This folder includes the weight of codebert and codet5, used to train the RPTMHunter.

result.zip: This folder includes the experimental results.

script.zip: This folder includes the scripts of proposed automated risky PTM detection framework (RPTMHunter) and the dataset collection script.

interviews.zip: This folder contains the content of interviews.

readme.md: This is a readme file, including the detailed information of dataset and script steps to conduct the experiment.
DOI: 10.5281/zenodo.15011369
title: Chaff from the Wheat: Characterizing and Detecting Risky Pre-trained Models

description: Introduction

This is the replication package for the paper "Chaff from the Wheat: Characterizing and Detecting Risky Pre-trained Models".

Task Definition

Given the information of pre-trained models (PTMs), the task is to identify whether it is a risky PTM. We treat the task as binary classification (0/1), where 1 stands for risky PTMs and 0 for benign PTMs.

File Information Description



dataset.zip: This folder contains the dataset, which includes the collected dataset, real-world dataset, and sample dataset.

evaluation.zip: This folder includes the performance evaluation scripts.

models.zip: This folder includes the weight of codebert and codet5, used to train the RPTMHunter.

result.zip: This folder includes the experimental results.

script.zip: This folder includes the scripts of proposed automated risky PTM detection framework (RPTMHunter) and the dataset collection script.

interviews.zip: This folder contains the content of interviews.

readme.md: This is a readme file, including the detailed information of dataset and script steps to conduct the experiment.
DOI: 10.2908/tag00037
title: Collection of cow's milk
title: Collecte de lait de vache
title: Erzeugung von Kuhmilch

description: Lait de vache collecté dans les fermes par les laiteries. On doit distinguer le "lait collecté par les laiteries" du "lait produit dans les fermes". La collecte de lait ne représente qu'une partie de l'utilisation de lait à la ferme et le lait est aussi utilisé directement pour l'autoconsommation, la vente directe et l'alimentation des animaux, ou la transformation en produits laitiers fermiers.
description: Data covers cow's milk collected in farms by dairies. A distinction should be made between "milk collected by dairies" and "milk produced on the farm". The collected milk is only a part of the milk produced on farms and milk is also directly used on farms for own consumption, direct sale, animal feeding feed and processing into farm milk products.
description: Kuhmilch, die in den landwirtschaftlichen Betrieben von zugelassenen Molkereien gesammelt wird. Es muss zwischen „von Molkereien gesammelter Milch“ und „auf Bauernhöfen erzeugter Milch“ unterschieden werden. Die gesammelte Milch ist lediglich ein Teil der gesamten Milchverwendung im landwirtschaftlichen Betrieb; die Milch wird auch direkt für den Eigenverbrauch, den Direktverkauf und die Tierfütterung oder die Verarbeitung zu landwirtschaftlichen Milchprodukten verwendet.
DOI: 10.2908/tag00038
title: Production of butter
title: Production de beurre
title: Buttererzeugung

description: Total production of butter and other yellow fat dairy products, such as dehydrated butter, butter oil, and other milk fat products or dairy spreads. Expressed in 82%-fat butter weight (1000 t) equivalent.
description: Butterproduktion insgesamt und andere Streichfetterzeugnisse, wie entwässerte Butter und Butterschmalz, sowie andere Fettstoffe aus der Milch oder Brotaufstriche. Angaben in Gewicht (in 1000 t) Butteräquivalent mit 82 % Fett.
description: Production totale de beurre et autres produits laitiers jaunes, comme le beurre déshydraté, anhydre, et autres produits laitiers gras ou à tartiner. Exprimé en poids (en 1000 t) d'équivalent beurre à 82% de matières grasses.
DOI: 10.2908/tag00039
title: Production of milk powder
title: Production de poudre de lait
title: Erzeugung von Milchpulver

description: Milch- und Rahmpulver. Angaben in Gewicht (in 1000 t) der erhaltenen Erzeugnisse.
description: Lait et crème en poudre, exprimé en poids (en 1000 t) de produits obtenus.
description: Milk and cream powders, expressed in the weight (in 1000 t) of the products obtained.
DOI: 10.2908/tag00040
title: Production of cheese
title: Production de fromage
title: Käseerzeugung

description: Includes the various categories (essentially differentiated by their moisture content) of cheese. Expressed in 1000 t of products obtained. 
description: Umfasst mehrere Kategorien Käse (die sich im Wesentlichen durch ihren Feuchtigkeitsgehalt unterscheiden). Angaben in Gewicht (1000 t) der erhaltenen Produkte.
description: Comprend les diverses catégories (essentiellement différenciées par leur teneur en humidité) de fromage. Exprimé en poids (1000 t) de produits obtenus.
DOI: 10.2908/tag00041
title: Production of milk on farms
title: Production du lait à la ferme
title: Erzeugung von Milch in den landwirtschaftlichen Betrieben

description: Production totale de lait cru de vaches, brebis, chèvres et buffles dans les exploitations. Peu ou pas d'autre lait que de vache est produits dans certains pays. Les valeurs sont exprimées en 1000 t.
description: Gesamte Rohmilcherzeugung in den landwirtschaftlichen Betrieben von Kuh-, Schaf-, Ziegen- und Büffelkuhmilch. In bestimmten Ländern wird wenig oder keine Milch von anderen Tieren als Kühen produziert. Die Werte werden in 1000 t angegeben.
description: Total raw milk production on farms from cows, ewes, goats and buffaloes. Little or no milk other than from cows is produced in certain countries. Values are expressed in 1000 t.
DOI: 10.15468/dl.qnarsp
title: Occurrence Download

description: A dataset containing 8735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Triglochin palustris L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8735 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004580-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5258/soton/d3409
title: Datasets supporting the thesis: Impact of banker-directors on corporate governance

description: This dataset contains data supporting Chapters 2, 3, and 4 of the thesis "Impact of Banker-Directors on Corporate Governance." It includes data on director quality, R&D investments, and ESG performance of firms with banker-directors, specifically analysing the impact of regulatory enforcement actions and the Dodd-Frank Act.
DOI: 10.5281/zenodo.15011361
title: Data for "Precursors to Anderson Localization in the Holstein Model: Quantum and Quantum-Classical Solutions"

description:  Data files for all figures presented in the paper.
DOI: 10.5281/zenodo.15011516
title: Influence of Anshin-kan and Familiarity on Acceptance of Technologies

description: The dataset contains the 120 participant's evaluations on anshin-kan, familiarity, and acceptance for 50 technology related words. In addition, demographic data such as educational level, specialization field, age, gender, and nationality are included.
DOI: 10.5281/zenodo.15011517
title: Influence of Anshin-kan and Familiarity on Acceptance of Technologies

description: The dataset contains the 120 participant's evaluations on anshin-kan, familiarity, and acceptance for 50 technology related words. In addition, demographic data such as educational level, specialization field, age, gender, and nationality are included.
DOI: 10.15468/dl.9dvg58
title: Occurrence Download

description: A dataset containing 1824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paratrechina bourbonica (Forel, 1886)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1824 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004584-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.csxh3h
title: Occurrence Download

description: A dataset containing 30813 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "TaxonKey is Formicidae"
 ]
}

 The dataset includes 30813 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004585-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hn8gwu
title: Occurrence Download

description: A dataset containing 9439 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trachycarpus fortunei (Hook.) H.Wendl.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 9439 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004586-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25375/uct.28542665
title: Using a living lab approach to determine pathways towards a water sensitive campus - University of Cape Town as a case study

description: The attached excel sheets contain the Yield After Spillage and Yield Before Spillage models which were used as part of the analysis in the research. I have also attached the water quality test results and the questionnaire and interview schedule that was used for collecting the data from living lab interviews.
DOI: 10.25375/uct.28542665.v1
title: Using a living lab approach to determine pathways towards a water sensitive campus - University of Cape Town as a case study

description: The attached excel sheets contain the Yield After Spillage and Yield Before Spillage models which were used as part of the analysis in the research. I have also attached the water quality test results and the questionnaire and interview schedule that was used for collecting the data from living lab interviews.
DOI: 10.15468/dl.557vtx
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Magnolia cathcartii (Hook.f. & Thomson) Noot."
 ]
}

 The dataset includes 48 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004587-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5r66v
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vicia cracca subsp. cracca",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 215 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004588-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14783185
title: NREL Standard Scenarios

description: NREL's Standard Scenarios are a suite of forward-looking scenarios of the U.S. power sector that are updated annually to support and inform energy analysis. The Standard Scenarios are simulated using the Regional Energy Deployment Systemand Distributed Generation Market Demand Model capacity expansion models and are updated each year to provide timely information regarding power sector evolution. The scenarios have been designed to capture a range of possible power system futures and consider a variety of factors from high vehicle electrification to major cost declines for electricity generation technologies (e.g., using costinputs from the Annual Technology Baseline). For select scenarios, the models are run using the PLEXOS software and the Cambium tool that assembles structured data sets of hourly cost, emissions, andoperational data for modeled futures. Results are available using the Scenario Viewer and Data Downloader. Archived from https://www.nrel.gov/analysis/standard-scenarios.html

This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:



The PUDL Repository on GitHub

PUDL Documentation

Other Catalyst Cooperative data archives
DOI: 10.5281/zenodo.14998455
title: NREL Standard Scenarios

description: NREL's Standard Scenarios are a suite of forward-looking scenarios of the U.S. power sector that are updated annually to support and inform energy analysis. The Standard Scenarios are simulated using the Regional Energy Deployment Systemand Distributed Generation Market Demand Model capacity expansion models and are updated each year to provide timely information regarding power sector evolution. The scenarios have been designed to capture a range of possible power system futures and consider a variety of factors from high vehicle electrification to major cost declines for electricity generation technologies (e.g., using costinputs from the Annual Technology Baseline). For select scenarios, the models are run using the PLEXOS software and the Cambium tool that assembles structured data sets of hourly cost, emissions, andoperational data for modeled futures. Results are available using the Scenario Viewer and Data Downloader. Archived from https://www.nrel.gov/analysis/standard-scenarios.html

This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:



The PUDL Repository on GitHub

PUDL Documentation

Other Catalyst Cooperative data archives
DOI: 10.15468/dl.wxa687
title: Occurrence Download

description: A dataset containing 4236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trachypogon spicatus (L.f.) Kuntze)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 4236 records from 229 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004589-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15006665
title: 1H-NMR model trainig checkpoints based on https://github.com/rxn4chemistry/multimodal-spectroscopic-dataset

description: These are .pt checkpoints generated by OpenNMT during training of the 1H-NMR - to - SMILES model roughly as defined in this repository [no affiliation].

Once the Python environment is activated you should be able to use the checkpoints as follows. Tested with OpenNMT-py==3.5.1.

onmt_translate \  --model model_step_110000.pt \  --src src-test_samples.txt \  --output predictions.txt \  --gpu -1 \  --verbose

Further documentation is forthcoming.

Note that licenses from the cited repository might apply. 

Training took ~40h on an NVIDIA A10. Many thanks to the generous support of Lambda "On-Demand Cloud".
DOI: 10.5281/zenodo.15006666
title: 1H-NMR model trainig checkpoints based on https://github.com/rxn4chemistry/multimodal-spectroscopic-dataset

description: These are .pt checkpoints generated by OpenNMT during training of the 1H-NMR - to - SMILES model roughly as defined in this repository [no affiliation].

Once the Python environment is activated you should be able to use the checkpoints as follows. Tested with OpenNMT-py==3.5.1.

onmt_translate \  --model model_step_110000.pt \  --src src-test_samples.txt \  --output predictions.txt \  --gpu -1 \  --verbose

Further documentation is forthcoming.

Note that licenses from the cited repository might apply. 

Training took ~40h on an NVIDIA A10. Many thanks to the generous support of Lambda "On-Demand Cloud".
DOI: 10.15468/dl.uuv297
title: Occurrence Download

description: A dataset containing 4303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pachycondyla harpax (Fabricius, 1804)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4303 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004590-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpznux
title: Occurrence Download

description: A dataset containing 129832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (Netherlands, Germany)",
 "TaxonKey is Corvus corax Linnaeus, 1758",
 "Year 1990-2025"
 ]
}

 The dataset includes 129832 records from 158 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004569-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id19229.1
title: StrainInfo SI-ID 19229.1

description: StrainInfo dataset 19229 about a strain of Trichophyton rubrum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.