cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.p5hqbzkp4
title: Orchis nuclear microsatellite data

description: Premise of the study The genetic structure of hybrid zones provides an
 insight into the potential for gene flow to occur between plant taxa. Four
 closely related European orchid species (Orchis anthropophora, O.
 militaris, O. purpurea and O. simia) hybridize when they co-occur. We
 aimed to characterize patterns of hybridization in O. militaris – O.
 purpurea, O. purpurea – O. simia and O. anthropophora – O. simia hybrid
 zones using molecular and morphological data. Methods We used 11 newly
 isolated nuclear microsatellites to genotype 695 individuals collected
 from seven hybrid zones and six allopatric parental populations in France.
 Geometric morphometric analysis was conducted using 15 labellum landmarks
 to capture the main aspects of petal shape. Key Results Backcrossing was
 asymmetric towards O. militaris in multiple O. militaris – O. purpurea
 hybrid zones. Hybrids in O. purpurea – O. simia and O. anthropophora – O.
 simia hybrid zones were largely limited to F1 and F2 generations, but
 further admixture had occurred. These patterns were reflected in labellum
 geometric morphometric data which correlated strongly with nuclear
 microsatellite data in all three species combinations. Conclusions The
 co-existence of parental and admixed individuals in these Orchis hybrid
 zones implies they are likely to be tension zones being maintained by a
 balance between gene flow into the hybrid zone and selection acting
 against admixed individuals. The pattern of admixture in the three species
 combinations suggests intrinsic selection acting on the hybrids is weaker
 in more closely related taxa.
DOI: 10.5061/dryad.8931zcrq7
title: Dorsal raphe nucleus to anterior cingulate cortex 5-HTergic neural circuit modulates consolation and sociability

description: Consolation is a common response to the distress of others in humans and
 some social animals, but the neural mechanisms underlying this behavior
 are not well characterized. By using socially monogamous mandarin voles,
 we found that optogenetic or chemogenetic inhibition of 5-HTergic neurons
 in the dorsal raphe nucleus (DR) or optogenetic inhibition of 5-HT
 terminals in the anterior cingulate cortex (ACC) significantly decreased
 allogrooming time in the consolation test and reduced sociability in the
 three-chamber test. The release of 5-HT within the ACC and the activity of
 DR neurons were significantly increased during allogrooming, sniffing and
 social approaching. Finally, we found that the activation of 5-HT1A
 receptors in the ACC was sufficient to reverse consolation and sociability
 deficits induced by the chemogenetic inhibition of 5-HTergic neurons in
 the DR. Our study provided the first direct evidence that DR-ACC 5-HTergic
 neural circuit is implicated in consolation-like behaviors and
 sociability.
description: In the manuscript submitted
 to e-Life (<b>Dorsal raphe nucleus to anterior cingulate cortex
 5-HTergic neural circuit modulates consolation and sociability</b>),
 all data are represented as the mean ± SE. All data were assessed for
 normality using a one-sample Kolmogorov-Smirnov test, and the Levene’s
 test was used to confirm homogeneity of variance. Comparisons between two
 groups were performed by unpaired or paired t tests. Comparisons among
 three or more groups of different animals were performed using one-way
 ANOVA. Two-way ANOVAs or two-way repeated measures ANOVAs were used to
 compare multiple groups under multiple testing conditions when
 appropriate. Post hoc comparisons were conducted using Tukey. To confirm
 the significance and calculate the effect size, Bayesian t test (paired or
 unpaired) and Bayesian ANOVA were conducted for all the comparisons using
 default priors. For more detailed information about the Bayesian test,
 please refer to Dr. Keysers’s work (Keysers et al., 2020). The data were
 analyzed using JASP 14.0 (https://jasp-stats.org/) and are presented as
 the mean ± SE. The significant level was set at <i>P</i>
 &lt; 0.05. The detailed analysis method in each figure and the
 statistical quantifications are presented in Supplementary 2.
 Citations: Keysers, C., Gazzola, V.,
 Wagenmakers, E.J., 2020. Using Bayes factor hypothesis testing in
 neuroscience to establish evidence of absence. Nature neuroscience 23,
 788-799.
DOI: 10.5281/zenodo.18396286
title: Case Study Data for City2Graph: Clustering Urban Functions in Liverpool

description: This is a dataset bundling the processed inputs and derived artifacts used in the Liverpool case study, including features, graphs, embeddings, model parapeters, clusters, tables, and figures.

It is built from authoritative sources from UK Office for National Statistics Output Areas, Overture Maps Foundation Places/Base/Transportation layers, and UK DfT GTFS bus timetables, with supplemental GTFS and ridership data used only in sample notebooks. The archive is intended to be unzipped at the repository root so the data/ directory matches the expected project structure.

Please retain the following attributions and licenses: 





Office for National Statistics Output Areas (Dec 2021) boundaries and population‑weighted centroids, Open Government Licence v3.0 Contains OS data © Crown copyright and database right 2023 (boundaries) and © Crown copyright and database right 2024 (centroids), see https://www.ons.gov.uk/methodology/geography/licences

Overture Maps Foundation Places/Base/Transportation (release 2025‑12‑17.0), © OpenStreetMap contributors, Overture Maps Foundation, see https://docs.overturemaps.org/attribution/

UK Department for Transport Bus Open Data (GTFS timetables, North West feed, accessed Dec 10, 2025), Open Government Licence v3.0, © Crown copyright, see https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/.
DOI: 10.5281/zenodo.18396285
title: Case Study Data for City2Graph: Clustering Urban Functions in Liverpool

description: This is a dataset bundling the processed inputs and derived artifacts used in the Liverpool case study, including features, graphs, embeddings, model parapeters, clusters, tables, and figures.

It is built from authoritative sources from UK Office for National Statistics Output Areas, Overture Maps Foundation Places/Base/Transportation layers, and UK DfT GTFS bus timetables, with supplemental GTFS and ridership data used only in sample notebooks. The archive is intended to be unzipped at the repository root so the data/ directory matches the expected project structure.

Please retain the following attributions and licenses: 





Office for National Statistics Output Areas (Dec 2021) boundaries and population‑weighted centroids, Open Government Licence v3.0 Contains OS data © Crown copyright and database right 2023 (boundaries) and © Crown copyright and database right 2024 (centroids), see https://www.ons.gov.uk/methodology/geography/licences

Overture Maps Foundation Places/Base/Transportation (release 2025‑12‑17.0), © OpenStreetMap contributors, Overture Maps Foundation, see https://docs.overturemaps.org/attribution/

UK Department for Transport Bus Open Data (GTFS timetables, North West feed, accessed Dec 10, 2025), Open Government Licence v3.0, © Crown copyright, see https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/.
DOI: 10.5281/zenodo.18396674
title: GREEN ENERGY BASED LOAN_APPROVAL_SYNTHETIC_DATA SET
DOI: 10.5281/zenodo.16528042
title: GREEN ENERGY BASED LOAN_APPROVAL_SYNTHETIC_DATA SET
DOI: 10.5061/dryad.zcrjdfnb0
title: Evidence for an Allee effect in a declining fur seal population

description: Allee effects play an important role in the dynamics of many populations
 and can increase the risk of local extinction. However, some authors have
 questioned the weight of evidence for Allee effects in wild populations.
 We therefore exploited a natural experiment provided by two adjacent
 breeding colonies of contrasting density to investigate the potential for
 Allee effects in an Antarctic fur seal (Arctocephalus gazella) population
 that is declining in response to climate-change induced reductions in food
 availability. Biometric time-series data were collected from 25 pups per
 colony during two consecutive breeding seasons, the first of which was
 amongst the worst on record in terms of breeding female numbers, pup birth
 weights and foraging trip durations. In previous decades when population
 densities were higher, pup mortality was consistently negatively
 density-dependent, with rates of trauma and starvation scaling positively
 with density. However, we found the opposite, with higher pup mortality at
 low density and the majority of deaths attributable to predation. In
 parallel, body condition was also depressed at low density, particularly
 in the poor-quality season. Our findings shed light on Allee effects in
 wild populations and highlight a potential emerging role of predators in
 the ongoing decline of a pinniped species.
DOI: 10.5061/dryad.pzgmsbck8
title: Data from: Mosaic metabolic ageing: Basal and standard metabolic rate age in opposite directions and independent of environmental quality, sex and lifespan in a passerine

description: 1. Crucial to our understanding of the ageing process is identifying how
 traits change with age, which variables alter their ageing process and how
 these traits associate with fitness. 2. Here we investigated metabolic
 ageing in outdoor-living captive zebra finches experiencing foraging
 costs. We longitudinally monitored 407 individuals over six years and
 collected 3213 measurements of two independent mass-adjusted metabolic
 traits: basal metabolic rate (BMRm) at thermoneutral temperatures and
 standard metabolic rate (SMRm), measured as BMRm but at ambient
 temperatures below thermoneutrality. 3. We define mosaic or asynchronous
 ageing as the difference in standardized absolute ageing rates between
 traits, and we estimate the degree of asynchrony using the
 within-individual correlation of change in trait values with age. 4. BMRm
 decreased linearly with age, consistent with earlier reports. In contrast,
 SMRm increased linearly with age. The absolute standardized change with
 age was significantly faster for BMRm compared to SMRm, and the
 within-individual correlation of age related change was negligible. To the
 best of our knowledge, this is the first quantification of SMRm ageing,
 and the finding that SMRm and BMRm age in opposite directions. 5. Neither
 metabolic rate nor metabolic ageing rate were associated with variation in
 lifespan between individuals. Moreover, experimental manipulations of
 environmental quality that decreased BMRm and SMRm and shortened lifespan
 by 6 months (12%) did not affect the ageing of either metabolic trait.
 Females lived 2 months (4%) shorter than males, but none of the metabolic
 traits showed sex-specific differences at any age. 6. Our findings
 indicate, in contrast to the current view, that baseline energy
 requirements increase with age, because animals do not generally live in
 thermoneutral conditions, and illustrate the importance of studying the
 ageing phenotype in an ecologically realistic setting.
DOI: 10.5281/zenodo.18396726
title: THE ROLE OF CRITICAL THINKING IN TEACHING ENGLISH

description: Critical thinking has become one of the most essential competencies in modern education, particularly in the field of English language teaching. As English is no longer taught merely as a linguistic system but as a tool for communication, interaction, and global participation, learners are expected to analyze, evaluate, and synthesize information rather than memorize isolated grammar rules or vocabulary lists. This article explores the role of critical thinking in teaching English and highlights its significance in enhancing learners’ language proficiency, autonomy, and communicative competence. The study examines how critical thinking skills can be integrated into English language instruction through learner-centered approaches, problem-solving activities, and reflective practices. It also reviews existing literature to identify theoretical foundations and classroom strategies that promote higher-order thinking skills. Furthermore, the article discusses the impact of critical thinking on students’ motivation and academic performance. By emphasizing the role of teachers as facilitators rather than knowledge transmitters, the paper argues that critical thinking fosters deeper learning and prepares students to use English effectively in real-life contexts. The findings suggest that integrating critical thinking into English teaching contributes to meaningful learning experiences and supports learners in becoming independent and confident language users in an increasingly complex world.
DOI: 10.3886/e230462v1
title: Data and Code for "Trade Sanctions Against Russia: Stylized Facts"

description: Using a novel comprehensive dataset on sanctions imposed on the exports to Russia after 2022, we document four stylized facts. First, these sanctions covered 33% of Russia’s pre-2022 imports in value. Second, though most of the sanctions were concentrated in a few high-tech product categories, at least as much import within these categories remained unsanctioned. Third, substantial variation exists in the specific sets of banned products across countries, despite coordinating efforts. Fourth, most sanctioning countries have already prohibited most of their pre-2022 exports to Russia, limiting their future ability to impose additional trade sanctions.
DOI: 10.3886/e230462
title: Data and Code for "Trade Sanctions Against Russia: Stylized Facts"

description: Using a novel comprehensive dataset on sanctions imposed on the exports to Russia after 2022, we document four stylized facts. First, these sanctions covered 33% of Russia’s pre-2022 imports in value. Second, though most of the sanctions were concentrated in a few high-tech product categories, at least as much import within these categories remained unsanctioned. Third, substantial variation exists in the specific sets of banned products across countries, despite coordinating efforts. Fourth, most sanctioning countries have already prohibited most of their pre-2022 exports to Russia, limiting their future ability to impose additional trade sanctions.
DOI: 10.15468/dl.fhrtu4
title: Occurrence Download

description: A dataset containing 8025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erythmelus gracilis (Howard, 1881), Selitrichodes globulus Girault, 1913, Australsecodes latiscapus Girault, 1929, Enoggera reticulata Naumann, 1991, Neopolycystus insectifurax Girault, 1915, Baeoanusia albifunicle Girault, 1932, Enoggera nassaui (Girault, 1926), Chrysonotomyia mira (Girault, 1934), Eurymeloides walkeri Distant, 1908, Glycaspis occidentalis (Solomon, 1936), Lepidosaphes lidgetti (Cockerell, 1899), Glycaspis flavilabris (Froggatt, 1903), Euselasia hygenius (Stoll, 1787), Cardiaspina maniformis Taylor, 1962, Kahaono montana Evans, 1966, Selitrichodes neseri Kelly & La Salle, 1913, Holocryphia capensis S.F.Chen & Jol.Roux, Chrysoporthe austroafricana Gryzenh. & M.J.Wingf., Glena unipennaria (Guenée), Trichogramma maxacalii Voegele & Pointel, 1980, Trichogramma demoraesi Nagaraja, 1983, Actias isis Sonthonnax, 1899, Gelonus tasmanicus (Le Guillou, 1841), Pachyneuron emersoni Girault, 1916, Doratifera quadriguttata (Walker, 1855), Paralaea ochrosoma (Felder & Rogenhofer, 1875), Schedotrioza orbiculata (Froggatt, 1901), Cardiaspina artifex (Schwarz, 1898), Anoeconeossa unicornuta Taylor, 1987, Cerocrompus typicus Scudder, 1958, Glycaspis schwarzi Moore, 1970, Trachymela sloanei (Blackburn, 1896), Paropsis charybdis, Encarsia whittieri Girault, 1915, Terobiella nigriceps (Ashmead, 1904), Eurymeloides punctata (Signoret, 1850), Grevillea fasciculata R.Br., Sporothrix eucalyptigena (P.A.Barber & Crous) Z.W.de Beer, T.A.Duong & M.J.Wingf., Glycaspis icterica Moore, 1970, Callipappus farinosus Fuller, 1897, Blepharocosta marginaticola Taylor, 1992, Balyadimetopia krahalla Löcker & Larivière, 2006, Cryptoneossa occidentalis Taylor, 1990, Amorbus bispinus (Westwood, 1842), Castiarina praetermissa (Carter, 1921), Blastopsylla bivittata Taylor, 1985, Amorbus rhombifer (Westwood, 1842), Ceratocystis pirilliformis I.Barnes & M.J.Wingf., Teratosphaeria eucalypti (Cooke & Massee) Crous, Ctenomorpha marginipennis Gray, 1833)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8025 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009669-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcwyt2
title: Occurrence Download

description: A dataset containing 9922 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elodea densa (Planch.) Casp."
 ]
}

 The dataset includes 9922 records from 611 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010142-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tt79sg
title: Occurrence Download

description: A dataset containing 191 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 Boerhavia spicata Choisy",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 191 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011056-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjw9u5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus Vaillant, 1888",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.0623 31.9334,26.9648 31.9498,26.9648 28.8496,35.2246 28.8496,35.4082 29.442,34.5107 31.7446,34.2089 31.83,33.6449 31.6171,32.7153 31.5989,32.1134 31.9914,31.0159 32.1003,30.233 31.9935,29.1426 31.3343,27.0623 31.9334))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011057-250525065834625/datasets/export for details.
DOI: 10.5517/ccdc.csd.cc2frnwr
title: CCDC 2257075: Experimental Crystal Structure Determination

description: Related Article: guo zhenwei|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.15559547
title: РАННИЕ ПРИЗНАКИ НЕВРОЛОГИЧЕСКИХ РАССТРОЙСТВ У ДЕТЕЙ
DOI: 10.5281/zenodo.15559548
title: РАННИЕ ПРИЗНАКИ НЕВРОЛОГИЧЕСКИХ РАССТРОЙСТВ У ДЕТЕЙ
DOI: 10.15468/dl.nyyydh
title: Occurrence Download

description: A dataset containing 7581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bryonia alba L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 7581 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011058-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zvae4m
title: Occurrence Download

description: A dataset containing 1373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, Oceania)",
 "TaxonKey is Ligularia sibirica (L.) Cass."
 ]
}

 The dataset includes 1373 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011059-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jurh3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus Vaillant, 1888",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((34.9038 27.8147,35.2246 28.8496,26.9648 28.8496,26.9648 19.8496,35.9648 19.8496,35.9648 24.4806,35.4928 25.0593,34.4963 26.7709,34.4829 27.231,34.9038 27.8147))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011061-250525065834625/datasets/export for details.
DOI: 10.15468/dl.s7pmax
title: Occurrence Download

description: A dataset containing 11931 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 Botrychium lunaria (L.) Sw.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 11931 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011060-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9t3s2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus Vaillant, 1888",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((26.6413 -34.1504,26.9648 -34.0826,26.9648 -25.1504,17.9648 -25.1504,17.9648 -34.1504,26.6413 -34.1504))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011062-250525065834625/datasets/export for details.