cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26050/wdcc/pmmxmc1tdir1131
title: PalMod2 MPI-M MPI-ESM1-2-1-CR transient-deglaciation-interactive (r1i1p3f1)

description: Project: PalMod2 - From the last interglacial to the anthropocene - modeling a complete glacial cycle.
The PalMod project (https://www.palmod.de/) aims for a better understanding of how slow feedbacks in the Earth system operate.
Using the new insights into Earth system dynamics, PalMod will also make projections of the future
climate over the next few millennia. The project PalMod is in the second phase and funded by the German Federal Ministry of Education and Research as a Research for Sustainability Initiative.
Summary: The transient simulation was performed with the Max Planck Institute for Meteorology Earth System Model version 1.2 in coarse resolution (MPI-ESM-CR) coupled to the ice-sheet model mPISM and the solid-earth model VILMA. MPI-ESM includes the spectral atmospheric model ECHAM6.3 at T31 horizontal resolution (approx. 3.75°) and 31 vertical levels, the land surface vegetation model JSBACH3.2, and the primitive equation ocean model MPIOM1.6 with a nominal resolution of 3°. Embedded into MPIOM1.6 is an Eulerian iceberg model (Erokhina and Mikolajewicz 2024). mPISM is based on PISM0.7.3. and was employed using a polar stereographic grid with a resolution of 10 km in the northern hemisphere and 15 km for Antarctica. VILMA was used in its 1D configuration and discretized on a Gaussian F128 grid with a nominal resolution of 0.7°. The applied setup was introduced in detail in Mikolajewicz et al. (2024).
Following an asynchronous spin-up from 46 ka to 26ka during which MPI-ESM was run with an acceleration factor of 10, the model was integrated without acceleration from a glacial state at 26 ka to the year 1950 with prescribed atmospheric greenhouse gas concentrations (Köhler et al., 2017) and insolation (Berger & Loutre, 1991). This simulation used climatological volcanic forcing representing PI conditions. Forcing fields between MPI-ESM, mPISM, and VILMA as well as changes in the topography, glacier mask, river pathways, ocean bathymetry, and land-sea mask were updated every 10 years. The experiment was performed as part of a model ensemble that contains simulations differing in terms of their tuning parameters, parameterizations, bug fixes and volcanic boundary forcing. These differences are described according to the CMIP6 nomenclature, where r denotes the realization, i the initialization method, p differences in the physics and f in the forcing. The ensemble is described in detail in Mikolajewicz et al. (2024). This particular simulation corresponds to the simulation D1.3 in Mikolajewicz et al. (2024).
Note that the time runs with an offset of +25001 years, meaning that the year range 1-25000 of the data set equals the years 25000-1 BP (Before Present). All data are global datasets with the exception of output from the ice sheet model where regional northern hemispheric and southern hemispheric domains are used. Please note that 10 years of model output from MPI-ESM, spanning the time from 381-370 BP are missing. The corresponding files only contain missing values.
DOI: 10.15468/dl.gcg4cn
title: Occurrence Download

description: A dataset containing 1406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polypogon interruptus Kunth",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1406 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000560-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwhqj5
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Narcissus nevadensis Pugsley)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 74 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000561-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctex7y
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is United Arab Emirates",
 "GadmGid is ARE.4_1",
 "Geometry POLYGON((56.37184 25.4312,56.36327 25.4295,56.36256 25.41842,56.37464 25.41927,56.37755 25.43129,56.37184 25.4312))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000541-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfyspm
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Narcissus triandrus subsp. triandrus, Narcissus triandrus var. triandrus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 124 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000562-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/exf1ms
title: Transcriptomic MeRIP-Seq data of Lupinus angustifolius roots

description: GENERAL INFORMATIONTitle of Dataset: Transcriptomic MeRIP-Seq data of Lupinus angustifolius rootsThe datasets contain the results of MeRIP-Seq analysis of 24 libraries, including three biological replicates for input samples [I] and after m6A immunoprecipitation [dM], obtained from the roots of narrow-leafed lupin (Lupinus angustifolius) grown under physiological conditions, 6-hour hypoxia, 15-hour hypoxia, and 6-hour reoxygenationAuthor:Dawid Jakub Kubiak, (dawidk@doktorant.umk.pl)Institution:Department of Cellular and Molecular Biology, Nicolaus Copernicus University, Lwowska 1, 87-100, Torun, PolandDate of data collection: 2024Geographic location of data collection: PolandKeywords: stress granules, hypoxia, lupinus, transcriptome, m6A, MeRIPLanguage information: EnglishInformation about funding sources that supported the collection of the data: Polish National Science Center, grant PRELUDIUM; 2022/45/N/NZ9/04015SHARING/ACCESS INFORMATIONLicenses/restrictions placed on the data: CC0DATA & FILE OVERVIEWFile List:1_Fastqc (Archive containing quality report results for raw sequencing reads of analyzed samples)2_multiqc_trimmed (Summary report of read quality analysis after adapter filtering and trimming using the BBDuk tool) 3_multiqc_bowtie2 (Summary report of read mapping to rRNA using the Bowtie2 tool)4_multiqc_clean (Quality analysis report of sequencing reads after rRNA removal)5_multiqc_raw (Summary quality report of raw sequencing reads)6_multiqc_STAR (Summary report of read mapping to the Lupinus genome using the STAR tool)METHODOLOGICAL INFORMATIONDescription of methods used for collection/generation of data: Quality control of raw sequencing reads was performed using FastQC software and then read filtering and adaptor pruning were performed using the BBDUK tool from the BBMAP package. Reads corresponding to rRNAs were knocked down using Bowtie2, using L. angustifolius ribosomal RNA sequences available in the Ensembl Plants 56 database.Purified reads were mapped to the reference genome using the STAR program.Abbreviation list: I - Input, dM - m6A immunoprecipiation, K - control condition, 6 - 6h hypoxia H - 15h hypoxia, R - 15h hypoxia followed by 6h reoxygenation
DOI: 10.15468/dl.9ct9yd
title: Occurrence Download

description: A dataset containing 710 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mass mortality events in Mediterranean marine coastal ecosystems"
 ]
}

 The dataset includes 710 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000563-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxzuey
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Castanopsis paucispina Soepadmo, Castanopsis pathakii Shankh.Mitra, Ranjan & D.Maity)"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000543-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9m3bn
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Narcissus viridiflorus Schousb.)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000565-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2pdamy
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Castanopsis philipensis (Blanco) Vidal"
 ]
}

 The dataset includes 79 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000544-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qn32g
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is RUS.2_1",
 "TaxonKey is one of (Vespertilio murinus Linnaeus, 1758, Myotis petax Hollister, 1912, Murina leucogaster A.Milne-Edwards, 1872, Eptesicus nilssonii (Keyserling & Blasius, 1839), Plecotus ognevi Kishida, 1927, Nyctalus noctula (Schreber, 1774), Myotis frater G.M.Allen, 1923, Myotis ikonnikovi Ognev, 1912, Myotis sibiricus Kastschenko, 1905, Myotis dasycneme (Boie, 1825), Myotis blythii (Tomes, 1857))"
 ]
}

 The dataset includes 162 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000545-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6tntkf
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Castanopsis pedunculata Soepadmo"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000566-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pshwra
title: Occurrence Download

description: A dataset containing 94647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Continent is Europe",
 "TaxonKey is Alces alces (Linnaeus, 1758)"
 ]
}

 The dataset includes 94647 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000515-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/hrdu-dn3n
title: Measurement of Aerosol_optical_depth at Abashiri

description: Measurement of Aerosol_optical_depth at Abashiri
DOI: 10.48597/wwbb-cz73
title: Measurement of Aerosol_optical_depth at Abashiri

description: Measurement of Aerosol_optical_depth at Abashiri
DOI: 10.48597/h7hf-bnzu
title: Measurement of Aerosol_optical_depth at Abashiri

description: Measurement of Aerosol_optical_depth at Abashiri
DOI: 10.15468/dl.eda3kr
title: Occurrence Download

description: A dataset containing 3227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calamagrostis breviligulata (Fernald) Saarela",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3227 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000567-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc29lxd7
title: CCDC 2133339: Experimental Crystal Structure Determination

description: Related Article: Xiao Han, Di Zhang, Xiaolei Li, Xiaobin Li, Xuli Tang, Guoqiang Li|2025|Phytochemistry|234|114416|doi:10.1016/j.phytochem.2025.114416
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: 10.5517/ccdc.csd.cc2gwhkf
title: CCDC 2290545: Experimental Crystal Structure Determination

description: Related Article: Kurt Bentley, Mishra Deepak Hareram, Gang-Wei Wang, Alexander A. V. Millman, Ignacio Perez-Ortega, Luke M. Nichols, Cassandre C. Bories, Lauren E. Walker, Adam W. Woodward, Alexander P. Golovanov, Louise S. Natrajan, Igor Larrosa|2025|J.Am.Chem.Soc.|147|5035|doi:10.1021/jacs.4c14835
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: 10.5517/ccdc.csd.cc2gwhlg
title: CCDC 2290546: Experimental Crystal Structure Determination

description: Related Article: Kurt Bentley, Mishra Deepak Hareram, Gang-Wei Wang, Alexander A. V. Millman, Ignacio Perez-Ortega, Luke M. Nichols, Cassandre C. Bories, Lauren E. Walker, Adam W. Woodward, Alexander P. Golovanov, Louise S. Natrajan, Igor Larrosa|2025|J.Am.Chem.Soc.|147|5035|doi:10.1021/jacs.4c14835
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: 10.5517/ccdc.csd.cc2h6l9m
title: CCDC 2300240: Experimental Crystal Structure Determination

description: Related Article: Suvam Saha, Stutee Mohapatra, Manish Kumar, Dibya Yadav, Sundargopal Ghosh|2025|Inorg.Chem.|64|2618|doi:10.1021/acs.inorgchem.4c03546
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: 10.5517/ccdc.csd.cc2h84c9
title: CCDC 2301730: Experimental Crystal Structure Determination

description: Related Article: Suvam Saha, Stutee Mohapatra, Manish Kumar, Dibya Yadav, Sundargopal Ghosh|2025|Inorg.Chem.|64|2618|doi:10.1021/acs.inorgchem.4c03546
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: 10.5517/ccdc.csd.cc2kq83p
title: CCDC 2374882: Experimental Crystal Structure Determination

description: Related Article: Suvam Saha, Stutee Mohapatra, Manish Kumar, Dibya Yadav, Sundargopal Ghosh|2025|Inorg.Chem.|64|2618|doi:10.1021/acs.inorgchem.4c03546
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: 10.5517/ccdc.csd.cc2kqf3v
title: CCDC 2375037: Experimental Crystal Structure Determination

description: Related Article: Daniel Kovari, Louise Male, Kimberley A. Roper, Christian P. Mang, Oliver Kunz, Liam R. Cox|2025|J.Org.Chem.|90|2652|doi:10.1021/acs.joc.4c02690
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: 10.5517/ccdc.csd.cc2kqf4w
title: CCDC 2375038: Experimental Crystal Structure Determination

description: Related Article: Daniel Kovari, Louise Male, Kimberley A. Roper, Christian P. Mang, Oliver Kunz, Liam R. Cox|2025|J.Org.Chem.|90|2652|doi:10.1021/acs.joc.4c02690
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: 10.15468/dl.ubwt4x
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Naufraga balearica Constance & Cannon)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000546-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jeqqsr
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Castanopsis pierrei Hance, Castanopsis phuthoensis Luong)"
 ]
}

 The dataset includes 100 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000547-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y93uk3
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Castanopsis piriformis Hickel & A.Camus"
 ]
}

 The dataset includes 144 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000548-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.engcnw
title: Occurrence Download

description: A dataset containing 129527 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyla arborea (Linnaeus, 1758)"
 ]
}

 The dataset includes 129527 records from 1005 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000514-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmnwcu
title: Occurrence Download

description: A dataset containing 2177 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-81.41454 -34.15168,-78.10591 -34.15168,-78.10591 -33.12155,-81.41454 -33.12155,-81.41454 -34.15168))",
 "Geometry POLYGON((-80.22113 -26.45683,-79.71442 -26.45683,-79.71442 -26.20169,-80.22113 -26.20169,-80.22113 -26.45683))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 2177 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010014-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hm5knz
title: Occurrence Download

description: A dataset containing 10376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Congo, Democratic Republic of the",
 "TaxonKey is Gastropoda"
 ]
}

 The dataset includes 10376 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010015-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/d25s-4c14
title: Cifar10

description: Federated learning is a distributed machine learning paradigm where a global server iteratively aggregates model parameters of local users without directly accessing their data. However, the heterogeneity of user models and Non-Independently and Identically Distributed (non-IID) data poses significant challenges to federated learning, potentially leading to high communication costs for model parameters and degraded model performance. To address these challenges, this paper proposes a novel heterogeneous federated learning method based on trainable class prototypes, termed FedTCP. The method addresses model heterogeneity and ensures user privacy by sharing only class prototypes among heterogeneous clients. Additionally, a generative model is introduced to enable the trainability of global class prototypes, and contrastive learning is utilized to adaptively enlarge the boundary distance between different class prototypes. Guided by the global class prototypes, users conduct model training by integrating contrastive learning with class prototype learning, thereby enhancing the separability of class prototypes, preserving semantic information, and effectively mitigating performance degradation caused by data heterogeneity. Extensive experiments on various heterogeneous federated frameworks demonstrate that FedTCP significantly outperforms state-of-the-art methods in terms of accuracy while maintaining advantages in communication efficiency and privacy preservation.