cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15156/bio/sh1404741.10fu
title: SH1404741.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1404743.10fu
title: SH1404743.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.h5w5u3
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is South America",
 "Country is one of (Venezuela (Bolivarian Republic of), Guyana)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Drimys roraimensis (A.C.Sm.) Ehrend., I.Silberbauer-Gottsberger & Gottsb."
 ]
}

 The dataset includes 65 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003673-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22008/fk2/iw73uu/b3vrem
title: KAN_U_hour.csv

description: Uploaded with pyDataverse 2025-12-01 14:40
DOI: 10.22008/fk2/iw73uu/iovbit
title: KAN_L_hour.csv

description: Uploaded with pyDataverse 2025-12-01 14:41
DOI: 10.22008/fk2/iw73uu/jvsroj
title: KAN_L_month.csv

description: Uploaded with pyDataverse 2025-12-01 14:40
DOI: 10.22008/fk2/iw73uu/vriqxg
title: KAN_L_month.nc

description: Uploaded with pyDataverse 2025-12-01 14:41
DOI: 10.22008/fk2/iw73uu/2dymkn
title: KAN_L_hour.nc

description: Uploaded with pyDataverse 2025-12-01 14:41
DOI: 10.22008/fk2/iw73uu/gd7jl7
title: KAN_L_day.csv

description: Uploaded with pyDataverse 2025-12-01 14:42
DOI: 10.22008/fk2/iw73uu/gku1ls
title: SDL_month.csv

description: Uploaded with pyDataverse 2025-12-01 14:42
DOI: 10.22008/fk2/iw73uu/szclmw
title: KAN_L_day.nc

description: Uploaded with pyDataverse 2025-12-01 14:42
DOI: 10.22008/fk2/iw73uu/avr1hm
title: SDL_day.nc

description: Uploaded with pyDataverse 2025-12-01 14:43
DOI: 10.22008/fk2/iw73uu/dbyp71
title: SDL_day.csv

description: Uploaded with pyDataverse 2025-12-01 14:43
DOI: 10.22008/fk2/iw73uu/dyuwgf
title: SDL_hour.nc

description: Uploaded with pyDataverse 2025-12-01 14:43
DOI: 10.22008/fk2/iw73uu/2qfwbl
title: SDL_hour.csv

description: Uploaded with pyDataverse 2025-12-01 14:43
DOI: 10.22008/fk2/iw73uu/4hy6o9
title: QAS_A_month.nc

description: Uploaded with pyDataverse 2025-12-01 14:44
DOI: 10.22008/fk2/iw73uu/fxe31q
title: SDL_month.nc

description: Uploaded with pyDataverse 2025-12-01 14:44
DOI: 10.22008/fk2/iw73uu/impwqn
title: QAS_A_day.csv

description: Uploaded with pyDataverse 2025-12-01 14:44
DOI: 10.18112/openneuro.ds007420.v1.0.1
title: BallSqueezingHD
DOI: 10.22008/fk2/iw73uu/bnsgfl
title: QAS_A_month.csv

description: Uploaded with pyDataverse 2025-12-01 14:45
DOI: 10.22008/fk2/iw73uu/mlai0d
title: QAS_A_hour.nc

description: Uploaded with pyDataverse 2025-12-01 14:45
DOI: 10.22008/fk2/iw73uu/hownjj
title: QAS_A_day.nc

description: Uploaded with pyDataverse 2025-12-01 14:45
DOI: 10.22008/fk2/iw73uu/uoagms
title: QAS_A_hour.csv

description: Uploaded with pyDataverse 2025-12-01 14:46
DOI: 10.22008/fk2/iw73uu/3lyebw
title: UPE_U_hour.csv

description: Uploaded with pyDataverse 2025-12-01 14:46
DOI: 10.22008/fk2/iw73uu/ja6mrh
title: UPE_U_hour.nc

description: Uploaded with pyDataverse 2025-12-01 14:46
DOI: 10.22008/fk2/iw73uu/tvkhtk
title: UPE_U_day.nc

description: Uploaded with pyDataverse 2025-12-01 14:47
DOI: 10.22008/fk2/iw73uu/lofzuw
title: UPE_U_day.csv

description: Uploaded with pyDataverse 2025-12-01 14:47
DOI: 10.15468/dl.hfv5kr
title: Occurrence Download

description: A dataset containing 11077216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao)",
 "OccurrenceStatus is Present",
 "Year 1950-2025"
 ]
}

 The dataset includes 11077216 records from 4229 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011755-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9yysr
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hygrophila incana Nees"
 ]
}

 The dataset includes 33 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031459-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4tq377
title: Occurrence Download

description: A dataset listing the 123 species recorded in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oplismenus undulatifolius (Ard.) Roem. & Schult., Panicum maximum Jacq., Miscanthus sinensis Andersson, Agrostis capillaris L., Agrostis gigantea Roth, Oxycaryum cubense (Poepp. & Kunth) Palla, Archontophoenix cunninghamiana (H.Wendl.) H.Wendl. & Drude, Livistona chinensis (Jacq.) R.Br. ex Mart., Nypa fruticans Wurmb, Trachycarpus fortunei (Hook.) H.Wendl., Dioscorea oppositifolia L.)",
 "HasCoordinate is true"
 ]
}

 The dataset's 123 records were derived from 1091 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0207319-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsjlly
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029745-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6czxhi
title: Occurrence Download

description: A dataset containing 1008472192 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1008472192 records from 20193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042164-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyccx5
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galium pamphylicum Boiss. & Heldr."
 ]
}

 The dataset includes 12 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223637-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3ptwwgvs4f.1
title: IBGEPM2024

description: This dataset contains raw data collected for the study titled "Immobilization of the β-galactosidase enzyme by encapsulation in polymeric matrices for application in the dairy industry"
DOI: 10.15468/dl.c4n2qk
title: Occurrence Download

description: A dataset containing 44275 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carcharhinus limbatus (Müller & Henle, 1839)"
 ]
}

 The dataset includes 44275 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125011-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c72u6g
title: Occurrence Download

description: A dataset containing 310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Paspalum laxum Lam.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 310 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068696-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q2rbeu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platyhelminthes",
 "DatasetKey is Sudeniederung (Amt Neuhaus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211517-230224095556074/datasets/export for details.
DOI: 10.5281/zenodo.11563267
title: ARTIFICIAL INTELLIGENCE IN DIGITAL TRANSFORMATION OF UZBEKISTAN
DOI: 10.5281/zenodo.11563266
title: ARTIFICIAL INTELLIGENCE IN DIGITAL TRANSFORMATION OF UZBEKISTAN
DOI: 10.15468/dl.6wn4jb
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galium pennellii Dempster"
 ]
}

 The dataset includes 18 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223657-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jwseg
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchospora cordatachenia M.T.Strong"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103475-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tcz4z7hhcc.1
title: Effects of ozone pretreatment and caffeic acid composite modification on the structure and properties of banana starch

description: Data table summary contains XRD, FTIR, DSC, TGA and other chart data
DOI: 10.15468/dl.jsbvtf
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bubalus mindorensis Heude, 1888"
 ]
}

 The dataset includes 74 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223658-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pnpaj
title: Occurrence Download

description: A dataset containing 8107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchospora colorata (L.) H.Pfeiff."
 ]
}

 The dataset includes 8107 records from 245 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103466-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/pcfccfnvj2.1
title: A DoS Attack Detection Method Based on Adversarial Neural Network

description: : In order to analyze the influence of deep learning model on detecting denial-of-service (DoS) attacks, this paper first examines the concepts and attack strategies of DoS assaults before looking into the present detection methodologies for DoS attacks. A distributed DoS attack detection system based on deep learning is established in response to the investigation's limitations. This system can quickly and accurately identify the traffic of distributed DoS attacks in the network that needs to be detected and then promptly send an alarm signal to the system. Then, a model called the Improved Conditional Wasserstein Generative Adversarial Network with Inverter (ICWGANInverter) is proposed in response to the characteristics of incomplete network traffic in DoS attacks. This model automatically learns the advanced abstract information of the original data and then employs the method of reconstruction error to identify the best classification label. It is then tested on the intrusion detection dataset NSL-KDD. The findings demonstrate that the mean square error of continuous feature reconstruction in the sub-datasets KDDTest+ and KDDTest-21 steadily increases as the noise factor increases. All of the receiver operating characteristic (ROC) curves are shown at the top of the diagonal, and the overall Area Under the ROC Curve (AUC) values of the Macro-average and Micro-average are above 0.8, which demonstrates that the ICWGANInverter model has excellent detection performance in both single category attack detection and overall attack detection. This model has a greater detection accuracy than other models, reaching 87.79%. This demonstrates that the approach suggested in this paper offers higher benefits for detecting DoS attacks.
DOI: 10.15468/dl.4s8zt3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platyhelminthes",
 "DatasetKey is Shire Group IDB species data 2004 to present",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211520-230224095556074/datasets/export for details.
DOI: 10.15468/dl.axsvts
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Annelida",
 "DatasetKey is Estonian Nature Observations Database",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213626-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mzvmmt67hx.1
title: Original data for "KIF22 regulates mitosis and proliferation of chondrocyte cells"

description: Original data for "KIF22 regulates mitosis and proliferation of chondrocyte cells"
iScience 2024
DOI:https://doi.org/10.1016/j.isci.2024.110151
DOI: 10.15468/dl.jzd9tf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platyhelminthes",
 "DatasetKey is Estonian Nature Observations Database",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211525-230224095556074/datasets/export for details.
DOI: 10.15468/dl.re7q3y
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchospora davidsei W.W.Thomas"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103490-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.taytu2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galium patzkeanum G.H.Loos"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223650-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ffsbjbkkvx.3
title: KAP1 negatively regulates Pol II elongation kinetics to activate signal-induced transcription

description: These are westerns blots corresponding to 5 figures in figure 1.
DOI: 10.15468/dl.cex4qy
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Annelida",
 "DatasetKey is Hatikka.fi observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 47 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213620-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q94ynd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platyhelminthes",
 "DatasetKey is Fish damage at pump stations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211521-230224095556074/datasets/export for details.
DOI: 10.17632/tcp2g9wgfg.2
title: Hydrodynamics_Jeungdo tidla flat

description: Research data
DOI: 10.15468/dl.re6ek4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platyhelminthes",
 "DatasetKey is Yorkshire Wildlife Trust Shoresearch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211526-230224095556074/datasets/export for details.
DOI: 10.15468/dl.w6nyg8
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchospora coriifolia Boeckeler"
 ]
}

 The dataset includes 25 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103476-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yc4pq6
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galium peloponnesiacum Ehrend. & Krendl"
 ]
}

 The dataset includes 69 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223651-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hkpw54csyg.1
title: Meditation and effects on the Brain

description: Description of the Brain Activity Simulation and Visualization Script
This Python script simulates time series data to study the impact of meditation on various neurological metrics such as brain wave coherence, prefrontal cortex activation, and stress levels. The simulation and visualization are carried out using the numpy library for data generation and matplotlib.pyplot for plotting the results.

Simulated Data Generation
Time Series Generation:

The script creates a time array representing a 10-second period divided into 500 equally spaced points. This array serves as the time axis for the simulated data.
Brain Wave Coherence:

Pre-Meditation (first 2 seconds): Brain wave coherence is generated using a normal distribution centered around a mean value, simulating a baseline level of brain activity before meditation.
During Meditation (next 6 seconds): The coherence data is modeled as a sine wave with added random noise to represent periodic fluctuations in brain activity during meditation.
Post-Meditation (last 2 seconds): Similar to the pre-meditation phase, coherence data is generated using a normal distribution to reflect the return to baseline activity.
Prefrontal Cortex Activation:

Pre-Meditation: Activation levels are simulated using a normal distribution to establish baseline activity.
During Meditation: Activation data follows a sine wave pattern, indicating changes in prefrontal cortex activity during meditation, with added noise for realism.
Post-Meditation: Similar to the pre-meditation phase, the activation data returns to baseline levels.
Stress Levels:

Pre-Meditation: Stress levels are generated using a normal distribution to reflect baseline stress.
During Meditation: Stress levels are modeled as a negative sine wave to indicate stress reduction during meditation, with random noise added.
Post-Meditation: Stress levels return to baseline, similar to the pre-meditation phase.
Visualization
The script plots the three metrics (brain wave coherence, prefrontal cortex activation, and stress levels) in a single figure with three vertically aligned subplots. Each subplot shares the same time axis for consistency and ease of comparison.

Brain Wave Coherence Plot:

Displays the coherence data over time, with vertical lines indicating the start and end of the meditation period. The plot includes labels, titles, and a legend to identify the different phases of the experiment.
Prefrontal Cortex Activation Plot:

Shows the activation levels of the prefrontal cortex, with similar annotations to mark the meditation period. This plot helps visualize changes in brain activity associated with meditation.
Stress Levels Plot:

Illustrates the variations in stress levels over time, highlighting the reduction in stress during meditation. Annotations and labels provide clarity on the different phases.