cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34740/kaggle/dsv/13278245
title: ShakesPeare Works
DOI: 10.5281/zenodo.17277733
title: Data on soil penetration resistance and supplementary data from long-term experiments in European and Chinese agricultural fields

description: Data on soil penetration resistance and supplementary data (bulk density, soil organic carbon, infiltration capacity) from long-term experiments in European and Chinese agricultural fields. Measurement and soil sampling campaigns in 2023 and 2024.
DOI: 10.5281/zenodo.17277734
title: Data on soil penetration resistance and supplementary data from long-term experiments in European and Chinese agricultural fields

description: Data on soil penetration resistance and supplementary data (bulk density, soil organic carbon, infiltration capacity) from long-term experiments in European and Chinese agricultural fields. Measurement and soil sampling campaigns in 2023 and 2024.
DOI: 10.15468/dl.2r9kp8
title: Occurrence Download

description: A dataset containing 18566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sciurus vulgaris",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18566 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053569-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17226014
title: PMB-VID-parsing

description: Code and data accompanying the experiments on the proper treatment of verbal idioms in German DRS parsing described in Evang et al. (2025).
DOI: 10.5281/zenodo.17226015
title: PMB-VID-parsing

description: Code and data accompanying the experiments on the proper treatment of verbal idioms in German DRS parsing described in Evang et al. (2025).
DOI: 10.15468/dl.tafagz
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "GadmGid is ESP.12_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Delairea odorata"
 ]
}

 The dataset includes 120 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053570-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w99fks
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Aphis pomi"
 ]
}

 The dataset includes 125 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053571-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpwyby
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ESP.12_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio angulatus"
 ]
}

 The dataset includes 62 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053573-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3s2wv
title: Occurrence Download

description: A dataset containing 30101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Balaenoptera musculus"
 ]
}

 The dataset includes 30101 records from 256 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053572-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/9t22-bmex-zq12
title: DC3: GOES-13 PATMOS-x Visible Albedo 600nm Satellite Imagery. Version 1.0

description: This dataset contains PATMOS-x visible albedo 600nm imagery from the GOES-13 satellite taken during the DC3 project. The imagery are in JPEG format. The imagery cover the time span from 2012-05-01 00:00:00 to 2012-06-30 23:59:59.
DOI: 10.5281/zenodo.17276779
title: Sustainable Multifunctional Halloysite-Glutathione Composite for Solar CO2 Conversion and Pollutant Sensing
DOI: 10.5281/zenodo.17276778
title: Sustainable Multifunctional Halloysite-Glutathione Composite for Solar CO2 Conversion and Pollutant Sensing
DOI: 10.15468/dl.zxuzgk
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Cambodia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Koh Kong",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 237 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053574-250920141307145/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/13278270
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.tcwqvp
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phoenicolacerta laevis",
 "Country is Georgia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053576-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qr2sua
title: Occurrence Download

description: A dataset containing 12426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balaenoptera musculus",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2020",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)"
 ]
}

 The dataset includes 12426 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053577-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qu9b6g
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ESP.12_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio mikanoides"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053578-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/2.1.4724.5609
title: The Unavoidable Necessity of Formalising Condominium Ownership in China
DOI: 10.15468/dl.3wm9g8
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ESP.12_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio inaequidens"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053579-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2e9uf
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calonectria pseudonaviculata",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053581-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/1epy-dv89
title: "Accelerating Grokking"

description: "The grokking phenomenon\u2014where neural networks suddenly generalize after extensive training\u2014remains poorly understood and computationally expensive to achieve. We intro duce a novel layer-dependent spectral analysis framework that accelerates grokking by up to 21% across mathematical tasks while improving accuracy to 99.97%. Our approach dynamically adjusts attention head weights based on frequency domain characteristics, demonstrating that different transformer layers require distinct spectral processing strategies. Through rigorous ablation studies, we established that early layers benefit from focusing on low-frequency patterns while deeper layers require high-frequency details, with layer-specific processing providing 34.3% performance improvement. This framework offers both practical training efficiency for resource-constrained environ ments and theoretical insights into neural network generalization mechanisms. Beyond accelerating grokking, our findings suggest a fundamental connection between frequency domain charac teristics and abstract rule learning, opening new avenues for understanding deep learning\u2019s generalization capabilities."
DOI: 10.60893/figshare.jcp.30680534
title: Supplemental Information

description: Supplemental Information
DOI: 10.60893/figshare.jcp.30680534.v1
title: Supplemental Information

description: Supplemental Information
DOI: 10.60893/figshare.jcp.30680540
title: EOS Data

description: EOS Data
DOI: 10.60893/figshare.jcp.30680540.v1
title: EOS Data

description: EOS Data
DOI: 10.60893/figshare.jcp.30824297
title: Supplemental Material 1

description: Additional data for RPA response to electric fields, data on dipole moments induced by electric fields, potentials, polarizabilities and hyperpolarizabilities of polyacetylene, data for individual molecules underlying figures
DOI: 10.60893/figshare.jcp.30824297.v1
title: Supplemental Material 1

description: Additional data for RPA response to electric fields, data on dipole moments induced by electric fields, potentials, polarizabilities and hyperpolarizabilities of polyacetylene, data for individual molecules underlying figures
DOI: 10.5281/zenodo.18115903
title: dendrocygna_guttata_spades_01.fasta.gz
DOI: 10.5281/zenodo.18115904
title: dendrocygna_guttata_spades_01.fasta.gz
DOI: 10.5281/zenodo.18115924
title: cyclemys_atripons_spades_01.fasta.gz
DOI: 10.5281/zenodo.18115925
title: cyclemys_atripons_spades_01.fasta.gz
DOI: 10.5281/zenodo.18115612
title: dataset for the DeepKoopFormer, Learnable DeepKoopFormer, DeepNeuralODEFormer, DeepLiquidFormer

description: These dataset consiste of climarte, energy, and cryptocurrency used in the forecasting task in different articles
DOI: 10.5281/zenodo.18115611
title: dataset for the DeepKoopFormer, Learnable DeepKoopFormer, DeepNeuralODEFormer, DeepLiquidFormer

description: These dataset consiste of climarte, energy, and cryptocurrency used in the forecasting task in different articles
DOI: 10.5281/zenodo.18115870
title: Balancing Scientific Progress, Ethical Integrity, and Informed Consent in Psychiatric Drug Clinical Trials: A Systematic Review

description: Methodology: A thorough search of all pertinent electronic databases such as PubMed, PsycINFO, EMBASE, and Web of Science was conducted using keywords and Medical Subject Headings (MeSH) terms. The search terms used in the literature review. Our initial search identified a large number of articles (7,168). After applying our inclusion and exclusion criteria, most of the studies were removed, and the remaining 573 studies were included in the review.
DOI: 10.5281/zenodo.18115871
title: Balancing Scientific Progress, Ethical Integrity, and Informed Consent in Psychiatric Drug Clinical Trials: A Systematic Review

description: Methodology: A thorough search of all pertinent electronic databases such as PubMed, PsycINFO, EMBASE, and Web of Science was conducted using keywords and Medical Subject Headings (MeSH) terms. The search terms used in the literature review. Our initial search identified a large number of articles (7,168). After applying our inclusion and exclusion criteria, most of the studies were removed, and the remaining 573 studies were included in the review.
DOI: 10.5281/zenodo.18115953
title: dendrocygna_javanica_spades_01.fasta.gz
DOI: 10.5281/zenodo.18115952
title: dendrocygna_javanica_spades_01.fasta.gz
DOI: 10.5281/zenodo.17956753
title: A Semi-Synthetic Social and Clinical Survival Dataset with Structured Dependence and Informative Censoring

description: This repository provides a semi-synthetic survival dataset designed for methodological research in survival analysis under structured dependence, informative censoring, and latent heterogeneity. The dataset is constructed by combining empirically grounded covariate structures with synthetically generated time-to-event and censoring processes, preserving realistic dependence patterns while ensuring full reproducibility and data privacy.

The covariate space and hierarchical identifiers are calibrated to reflect properties commonly observed in real-world observational data, including multilevel clustering and shared latent risk across individuals. Event times and censoring times are then generated through controlled stochastic mechanisms that allow systematic violations of the independent censoring assumption.

No row in the dataset corresponds to a real individual, and no real outcomes are included. The dataset is intended exclusively for methodological development, benchmarking, replication, and teaching, particularly in contexts involving hierarchical survival models, network-aware survival methods, and machine learning approaches.

Methods: Semi-Synthetic Data-Generating Process

The construction of the dataset proceeds in two stages. First, the covariate space and hierarchical identifiers are calibrated to reflect empirical properties commonly observed in applied survival data, including marginal distributions, correlation structure, and multilevel grouping. These components define the structural backbone of the dataset.

Second, event times are generated from a hazard function that depends on observed covariates and latent group-level effects. Censoring times are generated from a separate stochastic process that is also conditionally dependent on covariates and latent structure, inducing informative censoring. This design allows explicit control over the strength of dependence and the degree of censoring informativeness.

The resulting dataset consists of individual-level observations nested within higher-level units, with survival outcomes that reflect realistic follow-up dynamics while remaining fully reproducible.
DOI: 10.5281/zenodo.17956752
title: A Semi-Synthetic Social and Clinical Survival Dataset with Structured Dependence and Informative Censoring

description: This repository provides a semi-synthetic survival dataset designed for methodological research in survival analysis under structured dependence, informative censoring, and latent heterogeneity. The dataset is constructed by combining empirically grounded covariate structures with synthetically generated time-to-event and censoring processes, preserving realistic dependence patterns while ensuring full reproducibility and data privacy.

The covariate space and hierarchical identifiers are calibrated to reflect properties commonly observed in real-world observational data, including multilevel clustering and shared latent risk across individuals. Event times and censoring times are then generated through controlled stochastic mechanisms that allow systematic violations of the independent censoring assumption.

No row in the dataset corresponds to a real individual, and no real outcomes are included. The dataset is intended exclusively for methodological development, benchmarking, replication, and teaching, particularly in contexts involving hierarchical survival models, network-aware survival methods, and machine learning approaches.

Methods: Semi-Synthetic Data-Generating Process

The construction of the dataset proceeds in two stages. First, the covariate space and hierarchical identifiers are calibrated to reflect empirical properties commonly observed in applied survival data, including marginal distributions, correlation structure, and multilevel grouping. These components define the structural backbone of the dataset.

Second, event times are generated from a hazard function that depends on observed covariates and latent group-level effects. Censoring times are generated from a separate stochastic process that is also conditionally dependent on covariates and latent structure, inducing informative censoring. This design allows explicit control over the strength of dependence and the degree of censoring informativeness.

The resulting dataset consists of individual-level observations nested within higher-level units, with survival outcomes that reflect realistic follow-up dynamics while remaining fully reproducible.
DOI: 10.6084/m9.figshare.29094170
title: Supplementary Material

description: Land use changes are a global concern influencing biodiversity and species distribution. Habitat modification along with the elevational shifts exert significant influence on the diversity and distribution of species within a community. However, the concurrent influences of both remains undocumented in arthropods in the Indian Himalayan Region. The current study uses spiders as a model taxon to address this critical knowledge gap by assessing parallel influences of elevation and land-use changes on spider functional diversity, along a gradient of 1500-4500m at 500m elevational intervals in a North-Western Himalayan landscape. We assessed trait variabilities across three broad land-use categories: forests, agricultural lands, and human-dominated regions, at 500m elevational intervals. We found non-general variations with significant discrepancies in managed habitats compared to forests and overall trends. We also found higher abundance of synanthropic species inhabiting human-dominated regions. The study also documented directional trait shifts associated with elevational changes, highlighting the transition between 3000-3500m as crucial functional and community limits for Himalayan spider communities. Overall, the research offers novel insights into the functional variabilities of spider communities under simultaneous natural and anthropogenic influences, a facet hitherto undocumented from the Himalaya. Our findings also raises concerns about the ecological consequences of habitat homogenization driven by large-scale agro-production strategies in climate-vulnerable Himalayan regions, shifting biodiversity patterns towards new functional regimes.
DOI: 10.6084/m9.figshare.29094170.v2
title: Supplementary Material

description: Land use changes are a global concern influencing biodiversity and species distribution. Habitat modification along with the elevational shifts exert significant influence on the diversity and distribution of species within a community. However, the concurrent influences of both remains undocumented in arthropods in the Indian Himalayan Region. The current study uses spiders as a model taxon to address this critical knowledge gap by assessing parallel influences of elevation and land-use changes on spider functional diversity, along a gradient of 1500-4500m at 500m elevational intervals in a North-Western Himalayan landscape. We assessed trait variabilities across three broad land-use categories: forests, agricultural lands, and human-dominated regions, at 500m elevational intervals. We found non-general variations with significant discrepancies in managed habitats compared to forests and overall trends. We also found higher abundance of synanthropic species inhabiting human-dominated regions. The study also documented directional trait shifts associated with elevational changes, highlighting the transition between 3000-3500m as crucial functional and community limits for Himalayan spider communities. Overall, the research offers novel insights into the functional variabilities of spider communities under simultaneous natural and anthropogenic influences, a facet hitherto undocumented from the Himalaya. Our findings also raises concerns about the ecological consequences of habitat homogenization driven by large-scale agro-production strategies in climate-vulnerable Himalayan regions, shifting biodiversity patterns towards new functional regimes.
DOI: 10.6084/m9.figshare.29094170.v1
title: Supplementary Material

description: Land use changes are a global concern influencing biodiversity and species distribution. Habitat modification along with the elevational shifts exert significant influence on the diversity and distribution of species within a community. However, the concurrent influences of both remains undocumented in arthropods in the Indian Himalayan Region. The current study uses spiders as a model taxon to address this critical knowledge gap by assessing parallel influences of elevation and land-use changes on spider functional diversity, along a gradient of 1500-4500m at 500m elevational intervals in a North-Western Himalayan landscape. We assessed trait variabilities across three broad land-use categories: forests, agricultural lands, and human-dominated regions, at 500m elevational intervals. We found non-general variations with significant discrepancies in managed habitats compared to forests and overall trends. We also found higher abundance of synanthropic species inhabiting human-dominated regions. The study also documented directional trait shifts associated with elevational changes, highlighting the transition between 3000-3500m as crucial functional and community limits for Himalayan spider communities. Overall, the research offers novel insights into the functional variabilities of spider communities under simultaneous natural and anthropogenic influences, a facet hitherto undocumented from the Himalaya. Our findings also raises concerns about the ecological consequences of habitat homogenization driven by large-scale agro-production strategies in climate-vulnerable Himalayan regions, shifting biodiversity patterns towards new functional regimes.
DOI: 10.15468/dl.swsmxa
title: Occurrence Download

description: A dataset containing 7255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Chrysolina americana"
 ]
}

 The dataset includes 7255 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070306-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18115932
title: Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland

description: Der Datensatz "Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland" des Robert Koch-Instituts dokumentiert die tägliche intensivmedizinische Versorgungslage seit der COVID-19-Pandemie. Basierend auf Meldungen aller intensivbettenführenden Krankenhäuser in Deutschland erfasst das DIVI-Intensivregister Echtzeitdaten zu belegten und freien Intensivbetten. Die Erhebung differenziert nach Altersgruppen, Regionen und Versorgungsstufen. COVID-19-Fälle auf Intensivstationen werden gesondert ausgewiesen. Die Daten stehen aggregiert auf Bundes-, Landes- und Kreisebene zur Verfügung. Damit bildet der Datensatz eine Grundlage für die Überwachung von Kapazitäten, die Koordination von Behandlungskapazitäten und politische Entscheidungsprozesse während der Pandemie und darüber hinaus.