cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10124593
title: Tensile2d: 2D quasistatic non-linear structural mechanics solutions, under geometrical variations

description: This dataset contains 2D quasistatic non-linear structural mechanics solutions, under geometrical variations. 

A Description is provided in the MMGP paper Sections 4.1 and A.2.

The file format is PLAID, see the plaid documentation.

The variablity in the samples are 6 input scalars and the geometry (mesh). Outputs of interest are 4 scalars and 6 fields.

Seven nested training sets of sizes 8 to 500 are provided, with complete input-output data. A testing set of size 200, as well as two out-of-distribution sample, are provided, for which outputs are not provided.  

 

Tips to access the data:

After decompressing the downloaded file:

from plaid.containers.dataset import Datasetfrom plaid.problem_definition import ProblemDefinition

dataset = Dataset()problem = ProblemDefinition()

problem._load_from_dir_(os.path.join(/path/to/data,'problem_definition'))dataset._load_from_dir_(os.path.join(/path/to/data,'dataset'), verbose = True)

print("problem =", problem)print("dataset =", dataset)

sample = dataset[0]print("sample =", sample)

for fn in sample.get_field_names():    print(f"{fn} =", sample.get_field(fn))for sn in sample.get_scalar_names():    print(f"{sn} =", sample.get_scalar(sn))

print("nodes =", sample.get_nodes())print("elements =", sample.get_elements())print("nodal_tags =", sample.get_nodal_tags())
DOI: 10.5281/zenodo.14840177
title: Tensile2d: 2D quasistatic non-linear structural mechanics solutions, under geometrical variations

description: This dataset contains 2D quasistatic non-linear structural mechanics solutions, under geometrical variations. 

A Description is provided in the MMGP paper Sections 4.1 and A.2.

The file format is PLAID, see the plaid documentation.

The variablity in the samples are 6 input scalars and the geometry (mesh). Outputs of interest are 4 scalars and 6 fields.

Seven nested training sets of sizes 8 to 500 are provided, with complete input-output data. A testing set of size 200, as well as two out-of-distribution sample, are provided, for which outputs are not provided.  

 

Tips to access the data:

After decompressing the downloaded file:

from plaid.containers.dataset import Datasetfrom plaid.problem_definition import ProblemDefinition

dataset = Dataset()problem = ProblemDefinition()

problem._load_from_dir_(os.path.join(/path/to/data,'problem_definition'))dataset._load_from_dir_(os.path.join(/path/to/data,'dataset'), verbose = True)

print("problem =", problem)print("dataset =", dataset)

sample = dataset[0]print("sample =", sample)

for fn in sample.get_field_names():    print(f"{fn} =", sample.get_field(fn))for sn in sample.get_scalar_names():    print(f"{sn} =", sample.get_scalar(sn))

print("nodes =", sample.get_nodes())print("elements =", sample.get_elements())print("nodal_tags =", sample.get_nodal_tags())
DOI: 10.15468/dl.xwxece
title: Occurrence Download

description: A dataset containing 247387 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cameraria ohridella Deschka & Dimić, 1986"
 ]
}

 The dataset includes 247387 records from 239 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021537-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5w4n4k
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Cicindela maroccana Fabricius, 1801"
 ]
}

 The dataset includes 81 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021542-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6e4xm
title: Occurrence Download

description: A dataset containing 3871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, Hong Kong, China, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ageratum conyzoides L."
 ]
}

 The dataset includes 3871 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021543-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twwqgq
title: Occurrence Download

description: A dataset containing 10278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Apteryx Shaw, 1813"
 ]
}

 The dataset includes 10278 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021544-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.np82dn
title: Occurrence Download

description: A dataset containing 250969 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Verbascum thapsus L."
 ]
}

 The dataset includes 250969 records from 1969 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021541-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15192993
title: 홀수 완전수 존재 부정적 증명
DOI: 10.5281/zenodo.15192994
title: 홀수 완전수 존재 부정적 증명
DOI: 10.15468/byq5fk
title: Rediscovery of Perlodinella microlobata Wu, 1938, with notes on Tibetisoperla sclerotica Yan, Chen, Bozdogan & Li, 2022 (Plecoptera: Perlodidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Huo, Qing-Bo, Rehman, Abdur, Du, Yu-Zhou, Chen, Zhen-Ning (2022): Rediscovery of Perlodinella microlobata Wu, 1938, with notes on Tibetisoperla sclerotica Yan, Chen, Bozdogan & Li, 2022 (Plecoptera: Perlodidae). Zootaxa 5205 (1): 26-34, DOI: 10.11646/zootaxa.5205.1.2AbstractPerlodinella microlobata Wu, 1938 is rediscovered in Qinghai and Sichuan provinces with a supplementary description in this paper. Another species collected from Qinghai at the same time, Tibetisoperla sclerotica Yan, Chen, Bozdogan & Li, 2022, is partially revised because the adult female belongs to the chloroperlid genus Sweltsa Ricker, 1943.
DOI: 10.15468/yh6hty
title: Conamomum vietnamense (Zingiberaceae), a new species from Tay Nguyen, Vietnam

description: This dataset contains the digitized treatments in Plazi based on the original journal article Ly, Ngoc-Sam, Hoang, Thanh-Son, Insisiengmay, Oudomphone, Haevermans, Thomas, Newman, Mark F. (2022): Conamomum vietnamense (Zingiberaceae), a new species from Tay Nguyen, Vietnam. Phytotaxa 531 (2): 129-135, DOI: 10.11646/phytotaxa.531.2.5AbstractConamomum vietnamense, a new species of Zingiberaceae, is described and illustrated from Tay Nguyen (Central Highlands), Vietnam. It is most similar to C. odorum and C. rubidum, but differs in having well-developed stilt roots, elliptic leaf blades, narrowly ovate bracts, abaxially pubescent bracteoles, longer calyx with 2 truncate lobes, broadly obovate to orbicular glabrous labellum, longer filament and glabrous style. Data on distribution, habitat, vernacular name, conservation status and a colour plate of the new species, along with a key to distinguish the species of Conamomum in Cambodia and Vietnam are given.
DOI: 10.15468/rjrfgs
title: Hidden in plain sight: Lindauera gen. nov.: a new genus of Dictyotales from New Zealand

description: This dataset contains the digitized treatments in Plazi based on the original journal article Nelson, Wendy A., Sutherland, Judy E. (2023): Hidden in plain sight: Lindauera gen. nov.: a new genus of Dictyotales from New Zealand. Australian Systematic Botany 36 (2): 157-166, DOI: 10.1071/SB22032, URL: http://dx.doi.org/10.1071/sb22032ABSTRACTA new genus in the Dictyotales, Lindauera, is described based on the species Dictyota papenfussii Lindauer from Taranaki, North Island, New Zealand. Lindauera is distinguished from Dictyota by both molecular data and by the possession of primary, prostrate dichotomously branched axes that attach thalli to substrates. We present data extending the known distribution of this species within New Zealand and confirm its occurrence in Australia.
DOI: 10.15468/hxvpe8
title: Two new species of the Euconnus taiwanus group from Zhejiang, China (Coleoptera, Staphylinidae, Scydmaeninae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Jałoszyński, Paweł (2023): Two new species of the Euconnus taiwanus group from Zhejiang, China (Coleoptera, Staphylinidae, Scydmaeninae). Zootaxa 5343 (3): 296-300, DOI: 10.11646/zootaxa.5343.3.5, URL: http://dx.doi.org/10.11646/zootaxa.5343.3.5AbstractThe recently established Euconnus taiwanus group within Euconnus s. str. includes six species known to inhabit Taiwan, China and Japan. Two more members of this group are described based on specimens collected in eastern China (Zhejiang Province): E. (s. str.) bibaculoides sp. n., and E. (s. str.) mimicus sp. n.
DOI: 10.15468/uw4zk4
title: A new species of Russula subgenus Russula (Russulaceae, Russulales) from Yanshan Mountains, North China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Zhou, Hao, Shen, Xiao-Ye, Hou, Cheng-Lin (2023): A new species of Russula subgenus Russula (Russulaceae, Russulales) from Yanshan Mountains, North China. Phytotaxa 609 (3): 195-208, DOI: 10.11646/phytotaxa.609.3.3, URL: http://dx.doi.org/10.11646/phytotaxa.609.3.3AbstractA new species of Russula subgenus Russula, Russula pseudosinoparva, is described from the Yanshan Mountains in northern China based on morphology and phylogenetic analysis of the nrITS and nrLSU- rpb2- mtSSU- tef1α gene regions. Russula pseudosinoparva is characterized macroscopically by small basidiomata with a dark red to dark pink pileus; lamellae usually forked near the stipe, with a small number of lamellulae; and microscopically by a suprapellis made up of loose and upright hyphae. Phylogenetic and morphological analyses placed the new species in the lineages of subsect. Puellarinae. As well as an illustrated description we provide a key to the species of Russula subgenus Russula distributed in China.
DOI: 10.15468/x4szfv
title: Morphological, ontogenetic, and molecular investigations of freshwater hypotrich ciliates from China revealed a new genus Heterodeviata gen. nov. (Protista: Ciliophora), and a novel limnetic population of Deviata multilineae

description: This dataset contains the digitized treatments in Plazi based on the original journal article Song, Wenya, Dong, Jingyi, Lu, Xiaoteng, Al-Farraj, Saleh A., Song, Weibo, Hines, Hunter N., Luo, Xiaotian (2023): Morphological, ontogenetic, and molecular investigations of freshwater hypotrich ciliates from China revealed a new genus Heterodeviata gen. nov. (Protista: Ciliophora), and a novel limnetic population of Deviata multilineae. Zoological Journal of the Linnean Society 199 (1): 263-279, DOI: 10.1093/zoolinnean/zlad044, URL: http://dx.doi.org/10.1093/zoolinnean/zlad044
DOI: 10.15468/dl.v6ra7s
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Basedowena hinsbyi)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065145-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/zchsqm
title: Campylocentrum luzmariae (Vandeae, Orchidaceae), a new species from the Andean cloud forest of Colombia

description: This dataset contains the digitized treatments in Plazi based on the original journal article Perdomo, Oscar, Singer, Rodrigo B., Pessoa, Edlley M. (2024): Campylocentrum luzmariae (Vandeae, Orchidaceae), a new species from the Andean cloud forest of Colombia. Phytotaxa 642 (4): 279-284, DOI: 10.11646/phytotaxa.642.4.6, URL: http://dx.doi.org/10.11646/phytotaxa.642.4.6AbstractThe Andean forests of Colombia harbor high plant biodiversity, especially orchids. Here, we propose and describe a new species of Campylocentrum from the cloud forests of the eastern Andean slopes of Caquetá, Colombia. The new species resembles C. alvesii, from which it differs by the longer lip with obtuse lateral lobes, and C. asplundii, from which it differs by inflorescences shorter than the leaves, trilobed lip, and strongly recurved spur.
DOI: 10.5281/zenodo.18050900
title: Marked Heterogeneity in Micronutrient Composition of Multivitamin–Mineral Supplements

description: Background: Dietary research frequently assesses multivitamin–mineral (MVI) supplement use through broad categorical questions without specifying formulation details. This approach assumes substantial homogeneity across MVI products. This study quantified variation in micronutrient composition across commercially available MVI formulations to assess whether generic “MVI use” categorization is scientifically defensible.

Methods: Fifty commercially available MVI formulations from major U.S. online retailers were analyzed. For each formulation, the percent daily value (%DV) for 25 micronutrients was recorded (absent nutrients coded as 0% DV). For each micronutrient, inclusion rates, medians with interquartile ranges (Q1–Q3), and minimum–maximum ranges were calculated.

Results: MVI formulations exhibited marked heterogeneity in nutrient inclusion and dosing. Only folate and vitamin B12 were present in all 50 formulations. Several nutrients were absent in most products (e.g., choline absent in 78%, iron in 68%, phosphorus in 64%). Among included nutrients, ranges were often extraordinary, from 0% DV in some products to very high values in others (e.g., vitamin B12 up to 27,792% DV; thiamin up to 6,250% DV; vitamin E up to 893% DV).

Conclusions: MVI formulations constitute a highly heterogeneous exposure. Research that treats “multivitamin use” as a homogeneous category risks substantial exposure misclassification and attenuation of formulation-specific associations. Studies examining the health effects of MVI supplementation should specify the exact formulations or stratify by nutrient composition. This work motivates formulation-specific exposure definitions and composition-stratified analyses in nutritional epidemiology.
DOI: 10.15468/s6d5wh
title: Aplodontiidae

description: This dataset contains the digitized treatments in Plazi based on the original book chapter Don E. Wilson, Thomas E. Lacher, Jr, Russell A. Mittermeier (2016): Aplodontiidae. In: Handbook of the Mammals of the World – Volume 6 Lagomorphs and Rodents I. Barcelona: Lynx Edicions: 642-647, ISBN: 978-84-941892-3-4, DOI: 10.5281/zenodo.6584467
DOI: 10.15468/knjner
title: One new species of the genus Xiphidiopsis Redtenbacher, 1891 (Orthoptera: Tettigoniidae: Meconematinae) from Sichuan, China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Zhou, Tinghong, Wang, Haijian, Shi, Fuming (2025): One new species of the genus Xiphidiopsis Redtenbacher, 1891 (Orthoptera: Tettigoniidae: Meconematinae) from Sichuan, China. Zootaxa 5661 (1): 132-136, DOI: 10.11646/zootaxa.5661.1.8, URL: https://doi.org/10.11646/zootaxa.5661.1.8AbstractThe paper describes one new species from Sichuan, China, i.e. Xiphidiopsis (Xiphidiopsis) brachysis sp. nov., with a photograph of Xiphidiopsis appendiculata Tinkham, 1944 from China (Sichuan, Guizhou and Hunan). The specimens examined are deposited in the Museum of Hebei University, Baoding, China.
DOI: 10.15468/rf7kya
title: A new species of Passiflora section Dysosmia (Passifloraceae s. s.) from the Atlantic Forest, southeast Brazil

description: This dataset contains the digitized treatments in Plazi based on the original journal article Moraes, Andreza M., Milward-De-Azevedo, Michaele A., De Faria, Ana Paula G. (2022): A new species of Passiflora section Dysosmia (Passifloraceae s. s.) from the Atlantic Forest, southeast Brazil. Phytotaxa 545 (2): 139-150, DOI: 10.11646/phytotaxa.545.2.3, URL: http://dx.doi.org/10.11646/phytotaxa.545.2.3AbstractPassiflora caparaoensis, a new species of Passiflora (Passifloraceae s.s.), is described and illustrated from the northern portion of the Serra da Mantiqueira, Minas Gerais state, Brazil. This new species is similar to P. campanulata in having a villous stem, hirsute petioles and sepals, 3-lobed leaf blades, sepals and bracts with central vein, aristate at apex and triseriate corona. However, it is clearly distinguishable by the absence of glands in petioles, stipules with one central vein, aristate at apex, slightly dentate and gland-tipped at margin, with sparse indument abaxially and glabrous adaxially, corona filaments white with vinaceous to purple bands, and glabrous ovary and fruit. A taxonomic key to the similar species of P. section Dysosmia in the Serra da Mantiqueira is provided, based on flower and vegetative characters.
DOI: 10.15468/24rsxe
title: Description of Amischa paolettii sp. nov. and Thamiaraea tsitsilasi sp. nov. from the Australian region (Coleoptera, Staphylinidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Pace, Roberto (2007): Description of Amischa paolettii sp. nov. and Thamiaraea tsitsilasi sp. nov. from the Australian region (Coleoptera, Staphylinidae). Memoirs of Museum Victoria 64: 7-11, DOI: 10.24199/j.mmv.2007.64.2, URL: https://museumsvictoria.com.au/collections-research/journals/memoirs-of-museum-victoria/volume-64-2007/pages-7-11/Abstract Pace, R. 2007. Description of Amischa paolettii sp. nov. and Thamiaraea tsitsilasi sp. nov. from the Australian region. Memoirs of Museum Victoria 64: 7–11Two new species of Aleocharinae from Australia are described and illustrated: Amischa paolettii sp. nov. of the tribe Athetini and Thamiaraea tsitsilasi sp. nov. of the tribe Thamiaraeini. The genus Amischa Thomson is new for the Australian region.
DOI: 10.15468/u32nu3
title: Papiliomyces puniceum and Metarhizium lymantriidae: two new species from the Gaoligong Mountains in southwestern China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Chen, Zi-Hong, Dai, Yong-Dong, Chen, Kai, Zhang, Yi-Fei, Xu, Ling, Wang, Yuan-Bing (2023): Papiliomyces puniceum and Metarhizium lymantriidae: two new species from the Gaoligong Mountains in southwestern China. Phytotaxa 594 (1): 53-63, DOI: 10.11646/phytotaxa.594.1.3, URL: http://dx.doi.org/10.11646/phytotaxa.594.1.3AbstractTwo new species, Papiliomyces puniceum and Metarhizium lymantriidae, collected from the Gaoligong Mountains in Baoshan City, Yunnan Province, southwestern China, were determined by both morphological character and multilocus phylogenetic analysis. P. puniceum was confirmed to be phylogenetically related to P. shibinense and P. liangshanense, while obviously separated from them to be a unique lineage. The diagnostic features of P. puniceum were its spherical conidia and puniceus stromata solitarily on the head of Hepialidae larva. M. lymantriidae was the sister species of M. dendrolimatilis, but it was supported as a single distinct lineage. It was apparently distinguished M. lymantriidae from M. dendrolimatilis by its smaller conidia and more slender phialides Moreover, the host of M. lymantriidae was the larva of tussock moth and that of M. dendrolimatilis was the larva of Dendrolimus sp ..
DOI: 10.5281/zenodo.15686820
title: Dataset for CTS-OD: A Cascaded Two-Stage Framework for High-Throughput Obfs4 Detection

description: Dataset Description

The dataset is organized into two main directories: clearnet and darknet.

Clearnet:The clearnet directory contains nine subfolders named clearnet_collect1 through clearnet_collect9. Inside each clearnet_collectN folder, all packet capture files and log files have been reorganized into two flat subfolders:





pcap/ — contains all packet capture files (*.pcap) collected under this mode, such as 1.pcap, 2.pcap, …




log/ — contains the corresponding traffic log files (*.log), such as 1.log, 2.log, …



The numeric filenames in pcap/ and log/ match one-to-one, meaning that for every N.pcap there is a corresponding N.log representing the same traffic sample.

Darknet:The darknet directory consists of three subfolders: s0, s1, and s2. Each sN folder contains three client-mode subfolders: c0_sN, c1_sN, and c2_sN. The prefix cX indicates the client's Inter-Arrival-Time (IAT) mode, and the suffix sN indicates the bridge node’s IAT mode.

Each cX_sN folder follows the same reorganized structure as the clearnet folders:





pcap/ — stores captured packets for this specific client/bridge IAT-mode combination.




log/ — stores the corresponding textual traffic logs.



Again, filenames are purely numeric and consistent across the two subfolders.

Because the full dataset is extremely large, only the first 100 paired samples (N.pcap and N.log) from each mode are included in the uploaded version, together with the processed statistical feature files extracted from them. Researchers who require access to the complete dataset may contact the corresponding author for data availability and transfer details.
DOI: 10.5281/zenodo.17218125
title: Dataset for CTS-OD: A Cascaded Two-Stage Framework for High-Throughput Obfs4 Detection

description: Dataset Description

The dataset is organized into two main directories: clearnet and darknet.

Clearnet:The clearnet directory contains nine subfolders named clearnet_collect1 through clearnet_collect9. Inside each clearnet_collectN folder, all packet capture files and log files have been reorganized into two flat subfolders:





pcap/ — contains all packet capture files (*.pcap) collected under this mode, such as 1.pcap, 2.pcap, …




log/ — contains the corresponding traffic log files (*.log), such as 1.log, 2.log, …



The numeric filenames in pcap/ and log/ match one-to-one, meaning that for every N.pcap there is a corresponding N.log representing the same traffic sample.

Darknet:The darknet directory consists of three subfolders: s0, s1, and s2. Each sN folder contains three client-mode subfolders: c0_sN, c1_sN, and c2_sN. The prefix cX indicates the client's Inter-Arrival-Time (IAT) mode, and the suffix sN indicates the bridge node’s IAT mode.

Each cX_sN folder follows the same reorganized structure as the clearnet folders:





pcap/ — stores captured packets for this specific client/bridge IAT-mode combination.




log/ — stores the corresponding textual traffic logs.



Again, filenames are purely numeric and consistent across the two subfolders.

Because the full dataset is extremely large, only the first 100 paired samples (N.pcap and N.log) from each mode are included in the uploaded version, together with the processed statistical feature files extracted from them. Researchers who require access to the complete dataset may contact the corresponding author for data availability and transfer details.
DOI: 10.15468/dl.cnkmub
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carinotrachia carsoniana)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065146-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.