cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18701951
title: Intrusion Detection System Using Fuzzy Clustring Algorithm.

description: Nowadays Intrusion Detection System (IDS) which is increasingly a key elementof system security is used to identify the malicious activities in a computer system and-network. There are different approaches being employed in intrusion detection systems,but unluckily each of the technique so far is not entirely ideal. The prediction processmay produce false alarms in many anomaly based intrusion detection systems. To achievethat, this paper proposes IDS model based on Fuzzy Logic. Proposed model consists ofthree parts Client side model which include simple bank application, IDS model in whichpreviously defined testing set and training set are defined with Fuzzy algorithm andApriori algorithm and Admin model which are define some rule for user and show systemresult. Also IDS model contain Artificial Neural Network which is useful for self-intrusiondetection system. This manually update database we discover self-detection and updat-ing technique by using artificial neural network algorithm. Intrusion Detection System,can detect, prevent and react to the attacks. In our system when client attacks on serversystem our system detects that attack and blocks that client and that pattern of attackis stored at admin side. If another client attacks with same pattern then that client isdetected and blocked. Admin performs Turing test for client by generating questions.
DOI: 10.5281/zenodo.18701950
title: Intrusion Detection System Using Fuzzy Clustring Algorithm.

description: Nowadays Intrusion Detection System (IDS) which is increasingly a key elementof system security is used to identify the malicious activities in a computer system and-network. There are different approaches being employed in intrusion detection systems,but unluckily each of the technique so far is not entirely ideal. The prediction processmay produce false alarms in many anomaly based intrusion detection systems. To achievethat, this paper proposes IDS model based on Fuzzy Logic. Proposed model consists ofthree parts Client side model which include simple bank application, IDS model in whichpreviously defined testing set and training set are defined with Fuzzy algorithm andApriori algorithm and Admin model which are define some rule for user and show systemresult. Also IDS model contain Artificial Neural Network which is useful for self-intrusiondetection system. This manually update database we discover self-detection and updat-ing technique by using artificial neural network algorithm. Intrusion Detection System,can detect, prevent and react to the attacks. In our system when client attacks on serversystem our system detects that attack and blocks that client and that pattern of attackis stored at admin side. If another client attacks with same pattern then that client isdetected and blocked. Admin performs Turing test for client by generating questions.
DOI: 10.5281/zenodo.18681538
title: Dataset from Reese et al.: "The role of the shoal - salt mixing mechanisms in a partially mixed tidal estuary with channel-shoal geometry" - PART 2

description: Model data from the numerical setup of the tidal Elbe presented in Reese et al. (2026): "The role of the shoal - salt mixing mechanisms in a partially mixed tidal estuary with channel-shoal geometry" [1]

PART 2

The numerical model uses adaptive vertical coordinates, with the number of each vertical grid layer given in the output coordinate "level". level=1 corresponds to the bottommost layer, level=40 is the surface layer.

Explanation of the data sets:



20240417_Basic__allvars.*.reduced_precision.nc4:



3D-resolved variables used for basic analyses and vertical salinity variance decomposition; all in Euclidean space; spatially covering the estuarine section of the Elbe setup from 2024-04-17 15:00:00 to 2024-04-18 05:00:00 (tidal cycle of strongest mixing)



Grid metrics

buoyancy frequency squared (NN, 1/s2)

salt flux in local x- (Sfluxu) and y-direction (Sfluxy, g/kg*m3/s)

local physical (phymix_Sv) and numerical (nummix_Sv) vertical salt mixing, integrated over the vertical height of each grid cell (m*(g/kg)^2/s) and salinity (salt, g/kg)

vertically resolved volume transport in local x- (uu) and y-direction (vv, m2/s)

vertically resolved, local velocity in global x- (velx3d) and y-direction (vely3d, m/s)

vertical velocity (w, m/s)



5 min temporal resolution; averaged over each 5 min block

Due to the large file size...



...the original float precision in this dataset was reduced to single-point accuracy. The analyses presented in [1] use the original, non-reduced dataset. In case the original version is needed, please contact the authors.

...the dateset was split into subsets covering one hour each.



Fig. 1, 5, 6, 7, 8




Further documentation, including all provided variables, their respective meaning and physical dimensions, can be found in the header of each netcdf file.

 

[1] L. Reese, M. Becker, P. Holtermann, X. Li, H. Burchard, 2026: The role of the shoal - salt mixing mechanisms in a partially mixed tidal estuary with channel-shoal geometry. Cont. Shelf Res., under review.
DOI: 10.5281/zenodo.18681537
title: Dataset from Reese et al.: "The role of the shoal - salt mixing mechanisms in a partially mixed tidal estuary with channel-shoal geometry" - PART 2

description: Model data from the numerical setup of the tidal Elbe presented in Reese et al. (2026): "The role of the shoal - salt mixing mechanisms in a partially mixed tidal estuary with channel-shoal geometry" [1]

PART 2

The numerical model uses adaptive vertical coordinates, with the number of each vertical grid layer given in the output coordinate "level". level=1 corresponds to the bottommost layer, level=40 is the surface layer.

Explanation of the data sets:



20240417_Basic__allvars.*.reduced_precision.nc4:



3D-resolved variables used for basic analyses and vertical salinity variance decomposition; all in Euclidean space; spatially covering the estuarine section of the Elbe setup from 2024-04-17 15:00:00 to 2024-04-18 05:00:00 (tidal cycle of strongest mixing)



Grid metrics

buoyancy frequency squared (NN, 1/s2)

salt flux in local x- (Sfluxu) and y-direction (Sfluxy, g/kg*m3/s)

local physical (phymix_Sv) and numerical (nummix_Sv) vertical salt mixing, integrated over the vertical height of each grid cell (m*(g/kg)^2/s) and salinity (salt, g/kg)

vertically resolved volume transport in local x- (uu) and y-direction (vv, m2/s)

vertically resolved, local velocity in global x- (velx3d) and y-direction (vely3d, m/s)

vertical velocity (w, m/s)



5 min temporal resolution; averaged over each 5 min block

Due to the large file size...



...the original float precision in this dataset was reduced to single-point accuracy. The analyses presented in [1] use the original, non-reduced dataset. In case the original version is needed, please contact the authors.

...the dateset was split into subsets covering one hour each.



Fig. 1, 5, 6, 7, 8




Further documentation, including all provided variables, their respective meaning and physical dimensions, can be found in the header of each netcdf file.

 

[1] L. Reese, M. Becker, P. Holtermann, X. Li, H. Burchard, 2026: The role of the shoal - salt mixing mechanisms in a partially mixed tidal estuary with channel-shoal geometry. Cont. Shelf Res., under review.
DOI: 10.15468/dl.nasmvn
title: Occurrence Download

description: A dataset containing 2896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrysopelea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam, Timor-Leste, Chinese Taipei, China)",
 "Geometry POLYGON((90 -15, 90 35, 135 35, 135 -15, 90 -15))"
 ]
}

 The dataset includes 2896 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029901-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nm7ubm
title: Occurrence Download

description: A dataset containing 3999 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhacophorus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam, Timor-Leste, Chinese Taipei, China)",
 "Geometry POLYGON((90 -15, 90 35, 135 35, 135 -15, 90 -15))"
 ]
}

 The dataset includes 3999 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029902-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30609671.v6
title: Digitized maps of vascular plant species distributions in Denmark in the early 20th century

description: <b>Historic data are essential for quantifying changes in biodiversity and drivers thereof. A large part of such legacy data are stored undigitized in archives at e.g., natural history museums, and make up significant untapped resources for insights into past biodiversity patterns. In 1904, the Danish Botanical Society initiated the first systematic survey of species distribution within Denmark of the entire Danish flora. The largest part of the field surveys was conducted during the early decades of the 20th century. Results were published as black and white printed maps during the years 1931-1976, using dots for accurate records and hatchings for expert-assessed local abundance. We used automated georeferencing and an image classification algorithm to extract the distribution data from all published maps. Here, we present 1340 maps of historic distribution patterns of vascular plant species and subspecies in Denmark at a 10 x 10 km resolution. These maps represent the Danish flora of native and archaeophyte species known at the time, except a few of the most common native species that were not mapped. These digital maps can be used to assess historic patterns of species distributions and occupancy. By comparing with modern distribution data, species increases and decreases can be determined, contributing to large-scale synthesis of national, European or worldwide plant diversity changes in the modern era.</b><br><b>Data description</b><b>Data are described in detail in "</b><b>From paper to pixels - digitized maps of vascular plant distributions in Denmark in the early 20th century".</b><b>Data consists of 1340 shapefile maps collected in the zipfile "shp_maps".</b><b>Each map consists of 4 columns:</b><b>list_name refers to the species name</b><b>category (0 for "absence", 1 for "present", 2 for expert-estimated abundance "here and there", 3 for "absent, but has been found there in the past").</b><b>idgrid that links each observation to a standard grid map, "gridshp.shp".</b><b>geometry</b>All maps are collated into one shapefile in "shpmaps_list_2025_2.shp"<b>Georeferenced image maps are in the folder "tiff_maps".</b><b>specieslist_info.csv includes overview of species names, shapefile names, image map names, taxonomy synonyms and comparisons to World Flora Online, Dansk Feltflora (1981). It also includes information of nativeness status and TBU publication.</b>translate.csv includes an overview of species names used in the modern systematic survey in Denmark, Atlas Flora Danica, with a translate column for the TBU mapped species - tbu_translatedname - which is also found in the specieslist.csv. Thus, this column should be used to link TBU taxonomy with the taxonomy used in Atlas Flora Danica (AFD).The file TBU_HansenDanskFeltflora_alignment includes explanations and alignment for the species mentioned in Hansen et al 1981 of the Danish Flora that are not mentioned in the TBU mapped or text treated species.<br>Please cite preprint: https://doi.org/10.21203/rs.3.rs-8277973/v1
DOI: 10.15468/dl.udvjac
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diachrysia zosimi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 252 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029903-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18701968
title: FAYNBERG SHE'RIYATIDA TOSHKENTNING TARIXIY JOYLARI

description: Ushbu maqolada Aleksandr Faynberg she’riyatida Toshkentning tarixiy joylari badiiy tasvirlar orqali tahlil qilinadi. Maqolada shoirning shahar manzaralarini, tarixiy yodgorlik va madaniy obidalarni qanday badiiy talqin qilishi, bu tasvirlarning o‘quvchiga ma’naviy va hissiy ta’siri ko‘rib chiqiladi. Faynberg ijodida tarixiy joylar inson ruhiyati va ma’naviy uyg‘unlik bilan chambarchas bog‘langan.
DOI: 10.5281/zenodo.18701967
title: FAYNBERG SHE'RIYATIDA TOSHKENTNING TARIXIY JOYLARI

description: Ushbu maqolada Aleksandr Faynberg she’riyatida Toshkentning tarixiy joylari badiiy tasvirlar orqali tahlil qilinadi. Maqolada shoirning shahar manzaralarini, tarixiy yodgorlik va madaniy obidalarni qanday badiiy talqin qilishi, bu tasvirlarning o‘quvchiga ma’naviy va hissiy ta’siri ko‘rib chiqiladi. Faynberg ijodida tarixiy joylar inson ruhiyati va ma’naviy uyg‘unlik bilan chambarchas bog‘langan.
DOI: 10.57903/uj/iy06g6
title: Physicochemical characterization of Ti-MWW derivatives modified with copper cations and verification of their catalytic activity in the NH3-SCR process - research data
title: Charakterystyka fizykochemiczna pochodnych Ti-MWW modyfikowanych kationami miedzi i weryfikacja ich aktywności katalitycznej w procesie NH3-SCR - dane badawcze

description: Data related to the manuscript titled: "NO conversion with NH3 by catalysts derived from Ti-MWW layered zeolites with tailored porosity". The results of physicochemical characterization (P-XRD, low-temperature N2-sorption, UV-vis-DR, NH3-TPD, H2-TPR) and catalytic studies in the process of selective catalytic reduction of NO with ammonia, as well as associated reactions: ammonia oxidation and NO-to-NO2 oxidation.
DOI: 10.5517/ccdc.csd.cc2l5802
title: CCDC 2388333: Experimental Crystal Structure Determination

description: Related Article: Xuan Pang, Leyan Nian, Yongzhang Wang, Chunmei Huang|2025|Jiegou Huaxue||100847|doi:10.1016/j.cjsc.2025.100847
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.cc2q5f4h
title: CCDC 2507656: Experimental Crystal Structure Determination

description: Related Article: Randi Zhang, Tian Liu, Rong Gao, Qingqiang Gou, Gang Zheng, Jingjing Lai, Ying Wang, Qiang Yue|2026|Eur.Polym.J.|247||doi:10.1016/j.eurpolymj.2026.114583
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.mb7tjd
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Melita panda, a new species of Melitidae (Crustacea, Amphipoda) from Japan"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029906-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmh6an
title: Occurrence Download

description: A dataset containing 31177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pandemis heparana"
 ]
}

 The dataset includes 31177 records from 297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029904-260208012135463/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/14891224
title: Intrusion Detection System Using Fuzzy Clustring.
DOI: 10.15468/dl.4a2tfx
title: Occurrence Download

description: A dataset containing 17729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypentelium nigricans",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 17729 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029907-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/swwesv
title: A species-discriminatory single-nucleotide polymorphism set reveals maintenance of species integrity in hybridizing European white oaks (Quercus spp.) despite high levels of admixture

description: Data : https://www.gbif.org/occurrence/search?dataset_id=https://doi.org/10.15468/swwesvhttps://doi.org/10.1093/aob/mcaa001
DOI: 10.34740/kaggle/dsv/14891258
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18702004
title: The Decoupling Mechanism as a Boundary Condition: Geometric Resolution to the Dark Sector and Hubble Tensions

description: Macroscopic astrophysical parameters are operationally inferred at radiative decoupling surfaces. We define a dimensionless boundary invariant, , coupling measurable radiative observables with Newtonian surface gravity. Under standard macroscopic closures, reduces identically to a geometric capacity . Using strictly independent solar measurements yields . Evaluating for a benchmark sample of 190 detached eclipsing-binary components shows tight clustering at , with no systematic trend over . We then project this empirically established local decoupling normalization to the vacuum boundary of the cosmic horizon, obtaining the unified boundary relation . This yields as a parameter-free geometric fraction. In this boundary formulation, the canonical vacuum discrepancy is a dimensional mismatch between a surface capacity and a bulk density, consistent with the holographic scaling . Finally, treating the late-time transition from a continuous early-universe fluid to a discretized void network as a topological packing offset suggests a fixed kinematic mapping , placing for .
DOI: 10.15468/dl.pnjgzc
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mentzelia desertorum"
 ]
}

 The dataset includes 231 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029908-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00004892.0
title: Available IPD datapackage for study 'A group comparative, placebo-controlled, double-blind trial of the efficacy and safety of galantamine hydrobromide, 7.5 mg (6 mg galantamine base) TID, 10 mg (8 mg galantamine base) TID and 15 mg (12 mg galantamine base) TID taken orally for 12 weeks in patients with a diagnosis of senile dementia of the Alzheimer’s type'

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.15468/u73kfu
title: Population genomic footprints of selection and associations with climate in natural populations of Arabidopsis halleri from the Alps

description: Data : https://www.gbif.org/occurrence/search?dataset_id=https://doi.org/10.15468/u73kfuhttps://doi.org/10.1111/mec.12521
DOI: 10.57903/uj/pnhj1p
title: Raman spectroscopy of proteins: a review - research data

description: The raw data are referenced to the selected figures in the manuscript entitled "Raman spectroscopy of proteins: a review". Data analysis within this research was conducted using the presented dataset.
DOI: 10.15468/dl.c4t57h
title: Occurrence Download

description: A dataset containing 104079 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Continent is Europe",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 100",
 "Year is greater than or equal to 1970",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Material citation"
 ]
 }
 }
 ]
}

 The dataset includes 104079 records from 311 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029860-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18613877
title: The effect of the terms "dyslexia" and "reading learning disability" on the teacher self-efficacy

description: This database corresponds to the paper:Tárraga-Mínguez, R., Sanz-Cervera, P. & Lacruz-Pérez, I. (2022). Repercusión en la autoeficacia docente de los términos “dislexia” y “dificultad específica del aprendizaje en lectura”. Interdisciplinaria, 39(3), 263-274. https://doi.org/10.16888/interd.2022.39.3.15
DOI: 10.5281/zenodo.18613876
title: The effect of the terms "dyslexia" and "reading learning disability" on the teacher self-efficacy

description: This database corresponds to the paper:Tárraga-Mínguez, R., Sanz-Cervera, P. & Lacruz-Pérez, I. (2022). Repercusión en la autoeficacia docente de los términos “dislexia” y “dificultad específica del aprendizaje en lectura”. Interdisciplinaria, 39(3), 263-274. https://doi.org/10.16888/interd.2022.39.3.15
DOI: 10.15468/dl.88hjx3
title: Occurrence Download

description: A dataset containing 4981 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Chlamydotis undulata"
 ]
}

 The dataset includes 4981 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029909-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z55yt9
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ferme éolienne de Lion-en-Beauce - Flore"
 ]
}

 The dataset includes 150 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029910-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.