cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.f3tjyv
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa pertusa",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027536-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ugv2n
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa pertusa",
 "Country is Jamaica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027537-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/5bab0273bc98c
title: Regolith-landscape evolution and geochemical dispersion about the Bronzewing Gold Deposit, W.A.

description: Supplementary files which accompany CRC LEME Open File Report 108.
DOI: 10.6084/m9.figshare.28465022
title: Methane and nitrous oxide fluxes in an urban wetland via open dynamic flux chamber method and static chamber method

description: We devised a dual-channel open dynamic flux chamber (DFC) method and subsequently employed it to monitor the CH₄ and N₂O emissions in both upland and waterfront plots of an urban wetland in southeast China during the period from 2022 to 2023. Meanwhile, the traditional static chamber method (SC) was used for comparison.
DOI: 10.6084/m9.figshare.28465022.v3
title: Methane and nitrous oxide fluxes in an urban wetland via open dynamic flux chamber method and static chamber method

description: We devised a dual-channel open dynamic flux chamber (DFC) method and subsequently employed it to monitor the CH₄ and N₂O emissions in both upland and waterfront plots of an urban wetland in southeast China during the period from 2022 to 2023. Meanwhile, the traditional static chamber method (SC) was used for comparison.
DOI: 10.6084/m9.figshare.28465022.v2
title: methane and nitrous oxide fluxes in an urban wetland via open dynamic flux chamber method and static chamber method

description: we devised a dual-channel open dynamic flux chamber (DFC) method and subsequently employed it to monitor the CH₄ and N₂O emissions in both upland and waterfront plots of an urban wetland in southeast China during the period from 2022 to 2023.
DOI: 10.5281/zenodo.15549693
title: Autaxys archive

description: Snapshot of existing autaxys archive as of publication date.
DOI: 10.5281/zenodo.15549694
title: Autaxys archive

description: Snapshot of existing autaxys archive as of publication date.
DOI: 10.5281/zenodo.15266140
title: Inverse Design of Catalytic Active Sites via Interpretable Topology-Based Deep Generative Models

description: This work present a persistent GLMY homology-based variational autoencoder framework (PGH-VAEs) designed to enable interpretable inverse design of catalytic active sites. PGH-VAEs integrate advanced topological algebraic analysis to mathematically quantify the three-dimensional structural sensitivity of active sites and establish intrinsic correlations with their adsorption properties. Using high-entropy alloys as a complex test case, PGH-VAEs demonstrate how the multi-channel encoding framework captures coordination and ligand effects at active sites, shaping the latent space of the generative model and significantly influencing the adsorption energies of key species. Building on the inverse design outcomes of PGH-VAEs, we propose strategies to optimize the composition and facet structures of high-entropy alloys to maximize the proportion of ideal active sites. This framework seamlessly combines catalyst design with topological analysis, offering a novel pathway for machine intelligence-driven development of efficient catalysts across diverse systems.



Keywords: Persistent GLMY homology, Deep learning Inverse design, Interpretability, Heterogeneous catalysis.

The data for this work comes from the article: Neural network-assisted development of high-554 entropy alloy catalysts: Decoupling ligand and coordination effects, please introduce the data used in this article.
DOI: 10.5281/zenodo.15266141
title: Inverse Design of Catalytic Active Sites via Interpretable Topology-Based Deep Generative Models

description: This work present a persistent GLMY homology-based variational autoencoder framework (PGH-VAEs) designed to enable interpretable inverse design of catalytic active sites. PGH-VAEs integrate advanced topological algebraic analysis to mathematically quantify the three-dimensional structural sensitivity of active sites and establish intrinsic correlations with their adsorption properties. Using high-entropy alloys as a complex test case, PGH-VAEs demonstrate how the multi-channel encoding framework captures coordination and ligand effects at active sites, shaping the latent space of the generative model and significantly influencing the adsorption energies of key species. Building on the inverse design outcomes of PGH-VAEs, we propose strategies to optimize the composition and facet structures of high-entropy alloys to maximize the proportion of ideal active sites. This framework seamlessly combines catalyst design with topological analysis, offering a novel pathway for machine intelligence-driven development of efficient catalysts across diverse systems.



Keywords: Persistent GLMY homology, Deep learning Inverse design, Interpretability, Heterogeneous catalysis.

The data for this work comes from the article: Neural network-assisted development of high-554 entropy alloy catalysts: Decoupling ligand and coordination effects, please introduce the data used in this article.
DOI: 10.15468/dl.xgn7ya
title: Occurrence Download

description: A dataset containing 241589280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliopsida",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is Europe"
 ]
}

 The dataset includes 241589280 records from 8274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010970-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/a8k-ynf-jca
title: Belemnites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9rn-z66-dv9
title: Pseudothurmannia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kbd-neq-ewm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rwd-v1g-mzw
title: Teschenites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1te-sab-sdl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t18-mkm-q5e
title: †Quinqueloculina carinata d'Orbigny, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/29m-drx-h2x
title: Sigmoilopsis schlumbergeri (Silvestri, 1904)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zhr-2b7-16k
title: Amphistegina gibbosa d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fet-6ml-n0x
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pp6-qb6-j8q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.cy2uev
title: Occurrence Download

description: A dataset containing 1313181 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is NPL"
 ]
}

 The dataset includes 1313181 records from 498 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023230-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ctl-631-jk1
title: Calcarina spengleri (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vcg-3dx-7aa
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cfv-v9q-097
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ng9-lxy-hnk
title: Neocomites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ltz-9t0-07w
title: Echinolampas Gray, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ztb-wd3-dkf
title: Peneroplis (Peneroplis) carinatus d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3gd-h1n-w0j
title: Teschenites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ezm-wbc-1cg
title: †Goniocidaris paraplu Donovan, Renema & Lewis, 2010

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z63-s3b-zeh
title: †Krithe bonnemai Deroo, 1966

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b28-fr6-stc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hgr-nwd-4jg
title: Ammonia beccarii (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mxm-f1d-kz4
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w1c-3bb-k58
title: Calcarina quoyi d'Orbigny in Fornasini, 1908

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/98r-3c2-4qq
title: Cibicides refulgens Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c31-hre-fyn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hgw-g6x-mpp
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wr3-qcq-cb3
title: Pyramidulina raphanus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/25z-exw-l0d
title: Globorotalia truncatulinoides (d'Orbigny, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5517/ccdc.csd.cc2kkn1v
title: CCDC 2370447: Experimental Crystal Structure Determination

description: Related Article: Jian Chen, Zhuoer Cai, Yinan Zhang, Xiaofan He, Xiu-Ni Hua, Baiwang Sun|2024|Dalton Trans.|53|15725|doi:10.1039/D4DT02112F
description: Related Article: jian chen|2024|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: 10.15468/dl.6nwbss
title: Occurrence Download

description: A dataset containing 1256 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anoplophora malasiaca (Thomson, 1865)"
 ]
}

 The dataset includes 1256 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005993-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cacgxq
title: Occurrence Download

description: A dataset containing 35887 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fulica atra",
 "HasCoordinate is true",
 "Country is Türkiye",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 35887 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028743-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtwb9m
title: Occurrence Download

description: A dataset containing 31011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Claytonia perfoliata",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31011 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085248-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88h8ft
title: Occurrence Download

description: A dataset containing 1364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhus typhina",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1364 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085250-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krq5dz
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085249-250717081556266/datasets/export for details.
DOI: 10.15468/dl.rajv3w
title: Occurrence Download

description: A dataset containing 485 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhizoprionodon porosus (Poey, 1861)"
 ]
}

 The dataset includes 485 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000146-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rr9338
title: Occurrence Download

description: A dataset containing 4484907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Material citation, Material sample, Human Observation, Machine Observation, Observation)",
 "Geometry POLYGON((-180 -58,180 -58,180 84,-180 84,-180 -58))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is CC-BY-NC 4.0",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Animalia, Plantae)",
 "Year is 2000"
 ]
}

 The dataset includes 4484907 records from 527 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027282-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15392600
title: Neural-Machine-Translation

description: The WMT 2014 English-German dataset is a cornerstone resource for researchers developing and evaluating machine translation (MT) systems. It's widely used in the annual WMT shared task, serving as a standard benchmark to compare different approaches and track progress in the field.

Key Features



Size: 4.5 million parallel sentence pairs, providing ample data for training and testing MT models

Origin: Comprises high-quality news articles from Europarl, News Commentary, and TED Talks, offering realistic and diverse text domains.

Preprocessing: Cleaned and normalized for consistency, ensuring model compatibility and training efficiency.

Task Diversity: Originally used for the WMT 2014 News Translation Task, but applicable to various MT research areas
DOI: 10.5281/zenodo.15392601
title: Neural-Machine-Translation

description: The WMT 2014 English-German dataset is a cornerstone resource for researchers developing and evaluating machine translation (MT) systems. It's widely used in the annual WMT shared task, serving as a standard benchmark to compare different approaches and track progress in the field.

Key Features



Size: 4.5 million parallel sentence pairs, providing ample data for training and testing MT models

Origin: Comprises high-quality news articles from Europarl, News Commentary, and TED Talks, offering realistic and diverse text domains.

Preprocessing: Cleaned and normalized for consistency, ensuring model compatibility and training efficiency.

Task Diversity: Originally used for the WMT 2014 News Translation Task, but applicable to various MT research areas
DOI: 10.15468/dl.7mkg6g
title: Occurrence Download

description: A dataset containing 1024190 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biome of Australia Soil Environments"
 ]
}

 The dataset includes 1024190 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027291-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cegweg
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.5_1",
 "OccurrenceStatus is Present",
 "StartDayOfYear 1-181",
 "TaxonKey is Antrozous pallidus (LeConte, 1856)",
 "Year is 2024"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027297-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j55svc
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.5_1",
 "OccurrenceStatus is Present",
 "StartDayOfYear 117-366",
 "TaxonKey is Antrozous pallidus (LeConte, 1856)",
 "Year is 2023"
 ]
}

 The dataset includes 40 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027296-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwsbx3
title: Occurrence Download

description: A dataset containing 14584577 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fabales)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 14584577 records from 5763 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027289-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/4g9-3np-bdz
title: Abra segmentum (Récluz, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7s5-58r-4hp
title: Eulimella Forbes & M'Andrew, 1846

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hyt-w4l-cbp
title: Carychium minimum O. F. Müller, 1774

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ah-zty-stq
title: Purpura bufo Lamarck, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/slf-vkp-mbb
title: Anadara antiquata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mgd-s7z-nc5
title: Lepidochitona cinerea (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sfr-lsz-hl0
title: Dischides politus (S. V. Wood, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16826513
title: Molecular characteristics of halogenated disinfection byproducts elucidated by Fourier transform ion cyclotron resonance mass spectrometry

description: The formula results of FT-ICR MS spectra in our manuscript entitled "Molecular characteristics of halogenated disinfection byproducts elucidated by Fourier transform ion cyclotron resonance mass spectrometry".
DOI: 10.5281/zenodo.16826514
title: Molecular characteristics of halogenated disinfection byproducts elucidated by Fourier transform ion cyclotron resonance mass spectrometry

description: The formula results of FT-ICR MS spectra in our manuscript entitled "Molecular characteristics of halogenated disinfection byproducts elucidated by Fourier transform ion cyclotron resonance mass spectrometry".
DOI: 10.3535/8as-6d8-yrc
title: Ischnochiton alascensis Thiele, 1909

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9j4-kqf-l64
title: Patella rustica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9we-6c9-ph5
title: Coralliophila meyendorffii (Calcara, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0rg-pdj-p2r
title: Similipecten similis (Laskey, 1811)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3kv-stz-dml
title: Turbonilla vincula (Laseron, 1959)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bj4-l8l-h0k
title: Odostomella pupina (Saurin, 1959)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m9q-1bl-lgj
title: Syrnola exserta Laseron, 1959

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jbl-3gf-qs9
title: Acanthochitona hemphilli (Pilsbry, 1893)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3x5-bcg-kr3
title: Myurella pertusa (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bv1-dsy-1pe
title: Pseudodaphnella nexa (Reeve, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p1n-wh2-f3n
title: Veprichlamys africana Dijkstra & Kilburn, 2001

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2x8-zrh-ev6
title: Partecosta macandrewii (E. A. Smith, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/edp-88v-5gx
title: Granata imbricata (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/47s-r7a-406
title: Lyromangelia taeniata (Deshayes, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xm0-w6g-35s
title: Tricolia pullus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.