cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15722478
title: Synthetic Wireless Network Dataset for AI-Enhanced Predictive Analytics in Next-Generation Network Simulations

description: This dataset was developed in support of the research project titled “Integrating Artificial Intelligence into Network Simulation for Enhanced Predictive Analytics.” The project focuses on improving network monitoring and outage prediction by incorporating AI techniques into simulated wireless environments. To facilitate this, synthetic data was generated using MATLAB to model a multi-user wireless network under varying signal conditions and resource constraints.

The simulation captures key communication metrics such as distance from the transmitter, received signal strength (RSSI), signal-to-noise ratio (SNR), and time steps representing different moments in network activity. These variables are intended to reflect realistic fluctuations in signal behavior, making the dataset useful for evaluating predictive analytics models.

Two versions of the dataset are included. The first file, Simulated_WirelessMetrics_Step1 (available in both .csv and .xlsx formats), contains the raw synthetic wireless data without labels. The second file, LabeledWirelessData_Step2, includes the same features as the first but with an added binary label “Outage” that indicates whether a communication failure occurred at a given point. This labeling was based on predefined thresholds for RSSI and SNR and is suitable for supervised learning tasks such as classification or anomaly detection.

The dataset can be used for training and evaluating machine learning models, benchmarking AI-assisted simulations, or exploring how signal conditions impact network performance. Both versions are provided in CSV and Excel formats to accommodate different tools and user preferences.
DOI: 10.15468/dl.cz4k8j
title: Occurrence Download

description: A dataset containing 36865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Circus ranivorus (Daudin, 1800)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 36865 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065664-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4jyub7
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria construens (Ehrenberg) Grunow, 1862",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065665-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5v5anc
title: Occurrence Download

description: A dataset containing 2035 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Material sample",
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Phaeophyceae, Rhodophyta, Ulvophyceae)"
 ]
}

 The dataset includes 2035 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065666-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15723616
title: THE IMPORTANCE OF FINANCIAL SECURITY IN ENSURING THE STABILITY OF ENTERPRISES
DOI: 10.5281/zenodo.15723617
title: THE IMPORTANCE OF FINANCIAL SECURITY IN ENSURING THE STABILITY OF ENTERPRISES
DOI: 10.15468/dl.rvhg5h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria construens (Ehrenberg) Grunow, 1862",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065667-250525065834625/datasets/export for details.
DOI: 10.25824/redu/1ptvly
title: Conjunto de dados referente à pesquisa de simulação de produção e purificação de biolubrificantes por meio de destilação molecular

description: Dados referentes à pesquisa de simulação de produção e purificação de biolubrificantes por meio de destilação molecular, incluindo dados utilizados para elaboração dos artigos publicados e/ou submetidos.
DOI: 10.15468/dl.hcf2hd
title: Occurrence Download

description: A dataset containing 47693 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Hyla cinerea (Schneider, 1799), Hyla cinerea cinerea, Hyla cinerea evittata Miller, 1899, Hyla cinerea semifasciata Hallowell, 1857, Hyla cinerea semifasciata Garman, 1890, Dryophytes cinereus (Schneider, 1799))"
 ]
}

 The dataset includes 47693 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065668-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewg48n
title: Occurrence Download

description: A dataset containing 1413 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Metallura baroni Salvin, 1893"
 ]
}

 The dataset includes 1413 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065670-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ex3mga
title: Occurrence Download

description: A dataset containing 457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Cisticola aberdare Lynes, 1930",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 457 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065669-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3zag5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria construens (Ehrenberg) Grunow, 1862",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065671-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7y9pj
title: Occurrence Download

description: A dataset containing 2035 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Material sample",
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Phaeophyceae, Rhodophyta, Ulvophyceae)"
 ]
}

 The dataset includes 2035 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065673-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsxs3e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria construens (Ehrenberg) Grunow, 1862",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065674-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.28378157
title: ESM2_AMP

description: The feature files for all proteins in the dataset required for the protein-protein interaction prediction framework (i.e., ESM2 embeddings) and the weight files for the models.real_test_dataset_embedding.zip is the feature representation of proteins and protein pair samples in the real_test dataset.ESM2_AMPS.pth is the weight file for the ESM2_AMPS model (Trainning on Pan_dataset);ESM2_AMP_CSE.pth is the weight file for the ESM2_AMP_CSE model;ESM2_DPM.pth is the weight file for the ESM2_DPM model;ESM2_AMPS_Bernett.zip is the weight file for the ESM2_AMPS model (Trainning on Bernett dataset);ESM2_GRU_Bernett.zip is the weight file for the ESM2_GRU model (Trainning on Bernett dataset);ESM2_AMPS and ESM2_AMP_CSE attention_weights.zip are the extracted attention weights when the input dataset is real_test dataset for the ESM2_AMPS and ESM2_AMP_CSE models.segment_model_weights.zip contains feature attribution-related models for "segment 0-9", including the autoencoder model, AE_DNN model, and AE_RF model.cls_segment_eos_model_weights.zip contains feature attribution-related models for "cls_segment 0-9_eos", including the autoencoder model, AE_DNN model, and AE_RF model.10.pan_pairs_features.zip contains cls, segment0-9, and eos features, which are used for training the ESM2_AMPS and ESM2_AMP_CSE models.11.pan_pairs_mean_feature.zip contains ESM2_mean features, which are used for training the ESM2_DPM model.<br>The following are the protein characteristics provided in the three datasets:Pan_dataset_protein_features.npy contains the ESM2 embedding features of all proteins in the Pan_dataset; Bernett_dataset_protein_features.zip is a collection of ESM2 embedding features for all proteins in the Bernett dataset;<br>Multi_species_dataset_protein_features.zip is a collection of ESM2 embedding features for all proteins in the Multi_species_dataset;<br>
DOI: 10.6084/m9.figshare.28378157.v6
title: ESM2_AMP

description: The feature files for all proteins in the dataset required for the protein-protein interaction prediction framework (i.e., ESM2 embeddings) and the weight files for the models.real_test_dataset_embedding.zip is the feature representation of proteins and protein pair samples in the real_test dataset.ESM2_AMPS.pth is the weight file for the ESM2_AMPS model (Trainning on Pan_dataset);ESM2_AMP_CSE.pth is the weight file for the ESM2_AMP_CSE model;ESM2_DPM.pth is the weight file for the ESM2_DPM model;ESM2_AMPS_Bernett.zip is the weight file for the ESM2_AMPS model (Trainning on Bernett dataset);ESM2_GRU_Bernett.zip is the weight file for the ESM2_GRU model (Trainning on Bernett dataset);ESM2_AMPS and ESM2_AMP_CSE attention_weights.zip are the extracted attention weights when the input dataset is real_test dataset for the ESM2_AMPS and ESM2_AMP_CSE models.segment_model_weights.zip contains feature attribution-related models for "segment 0-9", including the autoencoder model, AE_DNN model, and AE_RF model.cls_segment_eos_model_weights.zip contains feature attribution-related models for "cls_segment 0-9_eos", including the autoencoder model, AE_DNN model, and AE_RF model.Pan_dataset_protein_features.npy contains the ESM2 embedding features of all proteins in the Pan_dataset; Bernett_dataset_protein_features.zip is a collection of ESM2 embedding features for all proteins in the Bernett dataset;<br>Multi_species_dataset_protein_features.zip is a collection of ESM2 embedding features for all proteins in the Multi_species_dataset;<br>real_test dataset.zip contains the features of all samples in the real_test dataset;
DOI: 10.6084/m9.figshare.28378157.v7
title: ESM2_AMP

description: The feature files for all proteins in the dataset required for the protein-protein interaction prediction framework (i.e., ESM2 embeddings) and the weight files for the models.real_test_dataset_embedding.zip is the feature representation of proteins and protein pair samples in the real_test dataset.ESM2_AMPS.pth is the weight file for the ESM2_AMPS model (Trainning on Pan_dataset);ESM2_AMP_CSE.pth is the weight file for the ESM2_AMP_CSE model;ESM2_DPM.pth is the weight file for the ESM2_DPM model;ESM2_AMPS_Bernett.zip is the weight file for the ESM2_AMPS model (Trainning on Bernett dataset);ESM2_GRU_Bernett.zip is the weight file for the ESM2_GRU model (Trainning on Bernett dataset);ESM2_AMPS and ESM2_AMP_CSE attention_weights.zip are the extracted attention weights when the input dataset is real_test dataset for the ESM2_AMPS and ESM2_AMP_CSE models.segment_model_weights.zip contains feature attribution-related models for "segment 0-9", including the autoencoder model, AE_DNN model, and AE_RF model.cls_segment_eos_model_weights.zip contains feature attribution-related models for "cls_segment 0-9_eos", including the autoencoder model, AE_DNN model, and AE_RF model.10.pan_pairs_features.zip contains cls, segment0-9, and eos features, which are used for training the ESM2_AMPS and ESM2_AMP_CSE models.11.pan_pairs_mean_feature.zip contains ESM2_mean features, which are used for training the ESM2_DPM model.<br>The following are the protein characteristics provided in the three datasets:Pan_dataset_protein_features.npy contains the ESM2 embedding features of all proteins in the Pan_dataset; Bernett_dataset_protein_features.zip is a collection of ESM2 embedding features for all proteins in the Bernett dataset;<br>Multi_species_dataset_protein_features.zip is a collection of ESM2 embedding features for all proteins in the Multi_species_dataset;<br>
DOI: 10.15468/dl.53ev6t
title: Occurrence Download

description: A dataset containing 27946 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Cisticola aberrans (A.Smith, 1843)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 27946 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065675-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7c3qd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria construens (Ehrenberg) Grunow, 1862",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065676-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29386463
title: Simulated data for fast calculation of diffraction patterns from an ensemble of aligned molecules

description: This work presents an algorithm to calculate electron diffraction patterns for molecules with anisotropic angular distribution, which is significantly faster than existing methods.
DOI: 10.6084/m9.figshare.29386463.v1
title: Simulated data for fast calculation of diffraction patterns from an ensemble of aligned molecules

description: This work presents an algorithm to calculate electron diffraction patterns for molecules with anisotropic angular distribution, which is significantly faster than existing methods.
DOI: 10.5281/zenodo.15723626
title: BOSHLANG'ICH TA'LIM YO'NALISHI TALABALARINING BOSHQARUV KOMPETENTLIKLARINI RIVOJLANTIRISHNING MAZMUNI
DOI: 10.5281/zenodo.15723627
title: BOSHLANG'ICH TA'LIM YO'NALISHI TALABALARINING BOSHQARUV KOMPETENTLIKLARINI RIVOJLANTIRISHNING MAZMUNI
DOI: 10.15468/dl.z68pyu
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Cisticola anderseni Fjeldså, Dinesen, Davies, Irestedt, Krabbe, Hansen & Bowie, 2021",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 81 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065678-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmqh58
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria construens (Ehrenberg) Grunow, 1862",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065677-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15723633
title: atlantirivulus_paranaguensis_spades_01.fasta.gz
DOI: 10.5281/zenodo.15723634
title: atlantirivulus_paranaguensis_spades_01.fasta.gz
DOI: 10.15468/dl.xx6z4a
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-9999.0",
 "Country is United States of America",
 "TaxonKey is Opuntia leptocaulis DC."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065679-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15723643
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Ellen Hutchins, http://www.wikidata.org/entity/Q5364887. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5364887
DOI: 10.15468/dl.7h6qd9
title: Occurrence Download

description: A dataset containing 1268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Cisticola angusticauda Reichenow, 1891",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1268 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065681-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3nqz4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria construens (Ehrenberg) Grunow, 1862",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065682-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15723615
title: Systematic Review of Machine Learning Usage for Migrating from Monolithic to Microservices Systems
DOI: 10.5281/zenodo.15723647
title: IMPROVING PRODUCT QUALITY INDICATORS IN THE SEPARATION OF FIBER FROM SEED COTTON
DOI: 10.5281/zenodo.15723646
title: IMPROVING PRODUCT QUALITY INDICATORS IN THE SEPARATION OF FIBER FROM SEED COTTON
DOI: 10.15468/dl.hngjbb
title: Occurrence Download

description: A dataset listing the 93 species recorded in GBIF matching the query:
{
 "and" : [
 "Locality is Tayabas",
 "TaxonKey is Aves"
 ]
}

 The dataset's 93 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065672-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.