cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/fxb9-n860
title: "Data for Emo_MoE"

description: "Emotional Intelligence (EI) of Large Language Models (LLMs) consists of emotion perception, cognition, and expression, playing a crucial role in perceiving user states, making appropriate responses, and enhancing user experience. Previous studies focus on improving emotion perception or emotion expression, but often ignore the exploration of a comprehensive improvement in EI of model. Moreover, as these studies do not take into account the conflicts between different emotional tasks, resulting in limited improvements on specific emotional tasks, we construct an emotion enhancement framework, Emo-MoE, to address the aforementioned issues. This framework consists of an inter-task routing expert and an intra-task routing expert. The inter-task routing expert enables effective cross-task knowledge integration, while the intra-task routing expert refines decision-making for internal task features. Through the collaboration of different experts, Emo-MoE comprehensively and accurately models the emotional semantics of various tasks, thereby enhancing the EI of the model. To alleviate the problem of catastrophic forgetting in models, we develop a replay module to generate high-quality replay data. Extensive experiments demonstrate that our emotion enhancement framework improves the EI of the model."
DOI: 10.15468/dl.9gn7sh
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Schoenus megalocephalus, Schoenus nigricans ambiguus, Schoenus nigricans plurisquamatus, Schoenus reflexus, Schoenus subcontortus, Schoenus vendeanus, Scirpus compressus bonannii, Tetraria capitata, Scirpus ancistrochaetus, Scirpus atrovirens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 142 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023515-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4htxyg
title: Occurrence Download

description: A dataset containing 208 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physaria schaffneri"
 ]
}

 The dataset includes 208 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023516-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3kxum
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notropis ludibundus"
 ]
}

 The dataset includes 211 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023518-250711103210423/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.29581085
title: Path-dependent evolutionary trajectories diversifies the adaptation rates to antibiotics in <i>Escherichia coli</i>

description: Although the evolution of organisms is predicted to be driven and constrained by chance, natural selection and evolutionary trajectories, specifically, how the evolutionary trajectories affect evolutionary outcomes poorly understood. Here, we report a two-step experimental evolution study showing that different kanamycin exposure regimes lead to divergent evolutionary trajectories that significantly affect the adaptation rates of <i>Escherichia coli </i>to antibiotics. Populations under mild, periodic or irregular selection regimes evolved similar level of resistance, while populations under strong selection displayed the highest level of resistance with the presence of kanamycin. Whole-genome sequencing resulted that only the populations under strong selection acquired SNP mutations in the gene <i>crl</i>. Notably, in the absence of antibiotics, populations with different selection histories exhibited significant differences in antibiotic resistance and adaptive rates. These differences were driven by divergent resistance evolutionary trajectories, even though the populations reached similar levels of resistance under different selection regimes. These results highlight that the evolutionary outcomes of bacterial antibiotic resistance were influenced by environmental change regimes, and different evolutionary trajectory diversified the adaptation rates in new environments. Together, our findings demonstrate that evolutionary trajectories—determined by historical selection regimes—play a crucial role in shaping evolutionary outcomes, offering new insights into the predictability and contingency of evolutionary processes.
DOI: 10.6084/m9.figshare.29581085.v1
title: Path-dependent evolutionary trajectories diversifies the adaptation rates to antibiotics in <i>Escherichia coli</i>

description: Although the evolution of organisms is predicted to be driven and constrained by chance, natural selection and evolutionary trajectories, specifically, how the evolutionary trajectories affect evolutionary outcomes poorly understood. Here, we report a two-step experimental evolution study showing that different kanamycin exposure regimes lead to divergent evolutionary trajectories that significantly affect the adaptation rates of <i>Escherichia coli </i>to antibiotics. Populations under mild, periodic or irregular selection regimes evolved similar level of resistance, while populations under strong selection displayed the highest level of resistance with the presence of kanamycin. Whole-genome sequencing resulted that only the populations under strong selection acquired SNP mutations in the gene <i>crl</i>. Notably, in the absence of antibiotics, populations with different selection histories exhibited significant differences in antibiotic resistance and adaptive rates. These differences were driven by divergent resistance evolutionary trajectories, even though the populations reached similar levels of resistance under different selection regimes. These results highlight that the evolutionary outcomes of bacterial antibiotic resistance were influenced by environmental change regimes, and different evolutionary trajectory diversified the adaptation rates in new environments. Together, our findings demonstrate that evolutionary trajectories—determined by historical selection regimes—play a crucial role in shaping evolutionary outcomes, offering new insights into the predictability and contingency of evolutionary processes.
DOI: 10.2908/tin00110
title: Part du chiffre d’affaires des entreprises provenant du commerce électronique
title: Share of enterprises' turnover on e-commerce
title: Anteil am Umsatz der Unternehmen aus dem elektronischen Handel

description: <em>Percentage of enterprises' turnover from e-commerce sales in the year prior to the survey. Data refer to enterprises with at least 10 employees and self-employed persons in all activities in the business economy (except agriculture, forestry and fishing, and mining and quarrying, financial sector).</em>
description: <em>Prozentsatz des Umsatzes der Unternehmen mit Verkäufen im elektronischen Handel im Jahr vor der Erhebung. Die Daten beziehen sich auf Unternehmen mit mindestens 10 Lohn- und Gehaltsempfängern und Selbstständigen in allen Wirtschaftszweigen der gewerblichen Wirtschaft (außer Land- und Forstwirtschaft und Fischerei sowie Bergbau und Gewinnung von Steinen und Erden, Finanzsektor).</em>
description: <em>Pourcentage du chiffre d’affaires des entreprises tiré des ventes par voie électronique au cours de l’année précédant l’enquête. Les données se rapportent aux entreprises comptant au moins 10 salariés et travailleurs indépendants dans toutes les activités de l’économie marchande (à l’exception de l’agriculture, de la sylviculture et de la pêche, ainsi que des industries extractives et du secteur financier).</em>
DOI: 10.2908/tin00116
title: Share of enterprises using any business software (ERP, CRM or BI)
title: Part des entreprises utilisant n’importe quel logiciel commercial (ERP, CRM ou BI)
title: Anteil der Unternehmen, die Unternehmenssoftware (ERP, CRM oder BI) verwenden

description: <em>Share of enterprises using any business software (Enterprises Resource Planning (ERP), Customer Relationship Management (CRM) or Business Intelligence (BI) in the year of the survey. Data refer to enterprises with at least 10 employees and self-employed persons in all activities in the business economy (except agriculture, forestry and fishing, and mining and quarrying, financial sector).</em>
description: <em>Anteil der Unternehmen, die im Jahr der Erhebung Unternehmenssoftware (Enterprises Resource Planning (ERP), Customer Relationship Management (CRM) oder Business Intelligence (BI)) verwenden. Die Daten beziehen sich auf Unternehmen mit mindestens 10 Lohn- und Gehaltsempfängern und Selbstständigen in allen Wirtschaftszweigen der gewerblichen Wirtschaft (außer Land- und Forstwirtschaft und Fischerei sowie Bergbau und Gewinnung von Steinen und Erden, Finanzsektor).</em>
description: <em>Part des entreprises utilisant n’importe quel logiciel commercial (Enterprise Resource Planning (ERP), Gestion des relations avec la clientèle (CRM) ou l'intelligence économique (BI) au cours de l’année de l’enquête. Les données se rapportent aux entreprises comptant au moins 10 salariés et travailleurs indépendants dans toutes les activités de l’économie marchande (à l’exception de l’agriculture, de la sylviculture et de la pêche, ainsi que des industries extractives et du secteur financier).</em>
DOI: 10.15468/dl.7ycg6j
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023522-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87gbpv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Stelgidopteryx serripennis)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023520-250711103210423/datasets/export for details.
DOI: 10.15468/dl.zrzare
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is Kuwait",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023523-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rz2jg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is Lesotho",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023524-250711103210423/datasets/export for details.
DOI: 10.15468/dl.2xth6t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Holoschoenus atrovirens, Scirpus atrovirens angustispicatus, Scirpus atrovirens atrovirens, Scirpus atrovirens cephalanthus, Scirpus atrovirens prolifer, Scirpus atrovirens proliferus, Scirpus atrovirens sychnocephalus, Scirpus atrovirens viviparus, Scirpus atrovirens atrovirens, Scirpus atrovirens pycnocephalus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023526-250711103210423/datasets/export for details.
DOI: 10.15468/dl.pfqhcw
title: Occurrence Download

description: A dataset containing 3907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "TaxonKey is Stachyurus chinensis"
 ]
}

 The dataset includes 3907 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023525-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpp7g6
title: Occurrence Download

description: A dataset containing 1388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cotula coronopifolia",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1388 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023528-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w73jhx
title: Occurrence Download

description: A dataset containing 3964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cotula coronopifolia",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3964 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023529-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.runvsd
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAD1558"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023527-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxst5e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Stelgidopteryx serripennis)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023530-250711103210423/datasets/export for details.
DOI: 10.5281/zenodo.14905627
title: German Scholarly Blogs and their Attributes

description: This document describes a dataset that contains information on 866 German scholarly blogs. The data were aggregated through various sources, including scholarly blogging platforms, the German National Library and blogrolls. The dataset contains general data (research field, activity status, language, authors’ institutional affiliation), data on ways that scholarly blogs are already being integrated into digital research and information infrastructure (DNB entry, ISSN, DOI, citation proposal, platform used), and data on the efforts of scholarly bloggers that make their blogs accessible and reusable (blog archive, blogroll, Creative Commons, RSS/Atom feed, comments).
DOI: 10.5281/zenodo.14905628
title: German Scholarly Blogs and their Attributes

description: This document describes a dataset that contains information on 866 German scholarly blogs. The data were aggregated through various sources, including scholarly blogging platforms, the German National Library and blogrolls. The dataset contains general data (research field, activity status, language, authors’ institutional affiliation), data on ways that scholarly blogs are already being integrated into digital research and information infrastructure (DNB entry, ISSN, DOI, citation proposal, platform used), and data on the efforts of scholarly bloggers that make their blogs accessible and reusable (blog archive, blogroll, Creative Commons, RSS/Atom feed, comments).
DOI: 10.5281/zenodo.15971154
title: Dynamical field theories for biaxial liquid crystals - Supplementary Data

description: Phase field crystal (PFC) models constitute central tools for a microscopic understanding of the dynamics of complex systems in soft matter physics. They have found widespread application in the modeling of the uniaxial orientational ordering of liquid crystals. However, only very limited progress has been made in applying them to the more complex cases of biaxial phases and biaxial particles. Here, we discuss the microscopic derivation of PFC models for biaxial liquid crystals. We illustrate it by presenting two models, one involving four scalar orientational order parameters relevant for the dynamics of biaxial particles, and one involving two scalar order parameters and a director field to describe biaxial phases in a three-dimensional uniaxial nematic liquid crystal. These models allow for an efficient simulation of spatially inhomogeneous  biaxial orientational ordering dynamics.  We also combine a microscopic and macroscopic approach to extract  model coefficients for a full biaxial model from the microscopic derivation for a simple special case. This universal method also enables to perform derivations for other low-symmetry particles where, due to the complexity of the general case, this has not been previously attempted. 

 

 

This file contains data related to and supplementing our original study, which can be found with the following DOI: https://doi.org/10.1103/nxs2-79pt
DOI: 10.5281/zenodo.15971155
title: Dynamical field theories for biaxial liquid crystals - Supplementary Data

description: Phase field crystal (PFC) models constitute central tools for a microscopic understanding of the dynamics of complex systems in soft matter physics. They have found widespread application in the modeling of the uniaxial orientational ordering of liquid crystals. However, only very limited progress has been made in applying them to the more complex cases of biaxial phases and biaxial particles. Here, we discuss the microscopic derivation of PFC models for biaxial liquid crystals. We illustrate it by presenting two models, one involving four scalar orientational order parameters relevant for the dynamics of biaxial particles, and one involving two scalar order parameters and a director field to describe biaxial phases in a three-dimensional uniaxial nematic liquid crystal. These models allow for an efficient simulation of spatially inhomogeneous  biaxial orientational ordering dynamics.  We also combine a microscopic and macroscopic approach to extract  model coefficients for a full biaxial model from the microscopic derivation for a simple special case. This universal method also enables to perform derivations for other low-symmetry particles where, due to the complexity of the general case, this has not been previously attempted. 

 

 

This file contains data related to and supplementing our original study, which can be found with the following DOI: https://doi.org/10.1103/nxs2-79pt
DOI: 10.5281/zenodo.15974197
title: Wateragri - Farm Data

description: The directory contains  fo each Wateragri sites the Farm data extracted by the Agricolus Farm Management information System.
DOI: 10.15468/dl.mbj52s
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Beilschmiedia mannii"
 ]
}

 The dataset includes 167 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023531-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15974196
title: Wateragri - Farm Data

description: The directory contains  fo each Wateragri sites the Farm data extracted by the Agricolus Farm Management information System.
DOI: 10.15468/dl.8kxjj9
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023532-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ug3yse
title: Occurrence Download

description: A dataset containing 826 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Beilschmiedia mannii"
 ]
}

 The dataset includes 826 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023533-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2dhwm
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crepis capillaris",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023535-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rj8pcp
title: Occurrence Download

description: A dataset containing 6678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crepis capillaris",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6678 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023537-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.