cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16788072
title: Analyzed literature in the paper entitled: A Review of Recent Research Trends in Fire Evacuation Modeling Towards Realistic Simulation Scenarios
DOI: 10.5281/zenodo.16788073
title: Analyzed literature in the paper entitled: A Review of Recent Research Trends in Fire Evacuation Modeling Towards Realistic Simulation Scenarios
DOI: 10.34740/kaggle/dsv/12723622
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.mwavst
title: Occurrence Download

description: A dataset containing 308 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psenes arafurensis"
 ]
}

 The dataset includes 308 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034643-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yndjeu
title: Occurrence Download

description: A dataset containing 2519 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trigonidium cicindeloides"
 ]
}

 The dataset includes 2519 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034645-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mncx5s
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAU1297"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034644-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4s38g
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAH8145"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034646-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kfuar2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psenes arafrensis"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034647-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16788392
title: wf_files
DOI: 10.15468/dl.gmc54s
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psenes benardi"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034648-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yfjuc
title: Occurrence Download

description: A dataset containing 2467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Indolestes"
 ]
}

 The dataset includes 2467 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034649-250802193616735/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.27890145
title: data for Hippophae neurocarpa genome data

description: The genome data of Hippophae neurocarpa includes genome assembly, CDS (Coding Sequence) data, PEP (Protein Encoding Sequence) data, structural annotation data, and repeat sequence annotation.<br>
DOI: 10.6084/m9.figshare.27890145.v6
title: data for Hippophae neurocarpa genome data

description: The genome data of Hippophae neurocarpa includes genome assembly, CDS (Coding Sequence) data, PEP (Protein Encoding Sequence) data, structural annotation data, and repeat sequence annotation.<br>
DOI: 10.6084/m9.figshare.27890145.v5
title: data for Hippophae neurocarpa genome data

description: The genome data of Hippophae neurocarpa includes genome assembly, CDS (Coding Sequence) data, PEP (Protein Encoding Sequence) data, structural annotation data, and repeat sequence annotation.<br>
DOI: 10.15468/dl.3r48k8
title: Occurrence Download

description: A dataset containing 17474 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psettichthys melanostictus"
 ]
}

 The dataset includes 17474 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034650-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16538302
title: Uncovering the Role of Active Alternative Promoters (AAP) in Triple-Negative Breast Cancer Patients
DOI: 10.5281/zenodo.16538303
title: Uncovering the Role of Active Alternative Promoters (AAP) in Triple-Negative Breast Cancer Patients
DOI: 10.15468/dl.yb6fpq
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC4258"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034651-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r63gkp
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psettina iijimae"
 ]
}

 The dataset includes 92 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034652-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16787993
title: This record contains two datasets and three Python scripts used for analysis in the PeerJ article "SDN-enabled adaptive security framework for multi-cloud infrastructures using deep learning-based threat detection and policy management"

description: PEERJ-DATA

Supporting Code and Datasets for Software-Defined Multicloud Defense Controller (SDMDC)

This repository contains the complete implementation of the Software-Defined Multicloud Defense Controller (SDMDC) along with the datasets used for training and evaluation. The framework integrates Local Intrusion Detection Systems (LSTM), Global Intrusion Detection Systems (CCTT Transformer), and policy optimization (Lemurs Optimizer) for enhanced multicloud security.

📂 Folder Structure

1️⃣ Code

Contains the source code for SDMDC, organized as follows:





Global IDS/





cctt-with-lo.py – Implements the Global IDS using a Cross-Cloud Threat Transformer (CCTT) combined with the Lemurs Optimizer for dynamic policy adjustments.






Local IDS/





local-ids-using-lstm.py – Implements a per-cloud Local IDS using LSTM for anomaly detection in ingress and egress network traffic.






sdmdc-controller.py – Main execution file that integrates the Local IDS, Global IDS, and policy optimization into the SDMDC framework.



2️⃣ Datasets

Contains datasets used for training and evaluation:

BOT-IOT/





Description: IoT network traffic dataset designed to detect botnet attacks and anomalous activities.




Source: Publicly available via Kaggle: Bot-IoT Dataset (originally uploaded by Vignesh Venkateswaran).



CICIDS/





Description: Comprehensive intrusion detection dataset with realistic network traffic and various attack scenarios.




Source: Publicly available via Kaggle: CICIDS Dataset (uploaded by Rashmi Verma).



 

🚀 How to Run





Unzip both folders (Code.zip and Datasets.zip) in the same directory.




Ensure you have the required Python libraries installed:



bash





CopyEdit



pip install numpy pandas scikit-learn tensorflow torch






Run the sdmdc-controller.py file to start the integrated SDMDC framework:



bash





CopyEdit



python sdmdc-controller.py






Modify file paths in the scripts if datasets are stored in a different directory.



📄 Notes





All code in this record is authored by Rashmi Verma and Manisha Jailia.




Datasets are included for research and educational purposes.




Ensure adequate computational resources for training large models (GPU recommended).
DOI: 10.5281/zenodo.16787992
title: This record contains two datasets and three Python scripts used for analysis in the PeerJ article "SDN-enabled adaptive security framework for multi-cloud infrastructures using deep learning-based threat detection and policy management"

description: PEERJ-DATA

Supporting Code and Datasets for Software-Defined Multicloud Defense Controller (SDMDC)

This repository contains the complete implementation of the Software-Defined Multicloud Defense Controller (SDMDC) along with the datasets used for training and evaluation. The framework integrates Local Intrusion Detection Systems (LSTM), Global Intrusion Detection Systems (CCTT Transformer), and policy optimization (Lemurs Optimizer) for enhanced multicloud security.

📂 Folder Structure

1️⃣ Code

Contains the source code for SDMDC, organized as follows:





Global IDS/





cctt-with-lo.py – Implements the Global IDS using a Cross-Cloud Threat Transformer (CCTT) combined with the Lemurs Optimizer for dynamic policy adjustments.






Local IDS/





local-ids-using-lstm.py – Implements a per-cloud Local IDS using LSTM for anomaly detection in ingress and egress network traffic.






sdmdc-controller.py – Main execution file that integrates the Local IDS, Global IDS, and policy optimization into the SDMDC framework.



2️⃣ Datasets

Contains datasets used for training and evaluation:

BOT-IOT/





Description: IoT network traffic dataset designed to detect botnet attacks and anomalous activities.




Source: Publicly available via Kaggle: Bot-IoT Dataset (originally uploaded by Vignesh Venkateswaran).



CICIDS/





Description: Comprehensive intrusion detection dataset with realistic network traffic and various attack scenarios.




Source: Publicly available via Kaggle: CICIDS Dataset (uploaded by Rashmi Verma).



 

🚀 How to Run





Unzip both folders (Code.zip and Datasets.zip) in the same directory.




Ensure you have the required Python libraries installed:



bash





CopyEdit



pip install numpy pandas scikit-learn tensorflow torch






Run the sdmdc-controller.py file to start the integrated SDMDC framework:



bash





CopyEdit



python sdmdc-controller.py






Modify file paths in the scripts if datasets are stored in a different directory.



📄 Notes





All code in this record is authored by Rashmi Verma and Manisha Jailia.




Datasets are included for research and educational purposes.




Ensure adequate computational resources for training large models (GPU recommended).
DOI: 10.15468/dl.3d2ctx
title: Occurrence Download

description: A dataset containing 685751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Caltha palustris"
 ]
}

 The dataset includes 685751 records from 1729 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034635-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14055664
title: 5G RSSI Dataset for Estimating Number of Drones in Scene

description: This dataset provides high-grade Received Signal Strength Indicator (RSSI) data collected from a set of experiments meant to estimate the number of drones present in a closed indoor space. The experiments are conducted varying the number of drones from one to seven, where all the variations in RSSI signal data are captured using a 5G transceiver setup established using Ettus E312 software-defined radio. There are seven files in the database, with a minimum of about 270 million samples.
DOI: 10.5281/zenodo.14055665
title: 5G RSSI Dataset for Estimating Number of Drones in Scene

description: This dataset provides high-grade Received Signal Strength Indicator (RSSI) data collected from a set of experiments meant to estimate the number of drones present in a closed indoor space. The experiments are conducted varying the number of drones from one to seven, where all the variations in RSSI signal data are captured using a 5G transceiver setup established using Ettus E312 software-defined radio. There are seven files in the database, with a minimum of about 270 million samples.
DOI: 10.15468/dl.vw853w
title: Occurrence Download

description: A dataset containing 9038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Ascidiella aspersa",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 5000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 9038 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022489-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/g64-vrv-bz9
title: Rodentia Bowdich, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kyy-j49-naf
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25574/26215
title: Chandra X-ray Observatory ObsId 26215

description: Deep Chandra observations of the strong shock in the merging cluster SPT-CLJ2031-4037
DOI: 10.3535/2xk-wlp-6xj
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6ss-f6c-g86
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bf6-pz7-arq
title: †Thalamoporella biperforata Canu & Bassler, 1923

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tlh-dr3-xmn
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fk9-3dd-sza
title: Cupuladria Canu & Bassler, 1919

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rwx-dw1-rz7
title: Maianthemum F.H.Wigg.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z05-ns0-kyq
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9l5-mjc-4pv
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sg7-2gp-8js
title: Ekebergia Sparrm.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/47w-qc7-lv2
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mtf-gx0-761
title: Reussia Neviani, 1895

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/324-hp2-arw
title: Cupuladria Canu & Bassler, 1919

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tjr-6e2-y0j
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kde-n8v-gb4
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l70-vwf-3aq
title: Scrupocaberea maderensis (Busk, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rpz-gba-jb8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/70z-e7s-ged
title: Jellyella tuberculata (Bosc, 1802)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9xe-q43-xxa
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wjc-b9z-33y
title: Trichilia P. Browne

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/76p-pt0-lls
title: Filisparsa d'Orbigny, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ly1-9a8-2pc
title: Phyllolepidum Trinajstic

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7kq-ldk-f7y
title: Catenicella de Blainville, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fal-vz6-k1d
title: Hornera frondiculata (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xs6-bbx-acg
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4he-m22-jjj
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gza-az6-aq1
title: †Nellia hians (Reuss, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xsj-y7r-x0s
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7er-ep9-z44
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8lv-n1w-vwx
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b8l-pdb-zst
title: †Lunulites Lamarck, 1816

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ggs-6p5-c77
title: Cupuladria biporosa (Canu & Bassler, 1923)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ghr-ygf-6v3
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sfy-1rx-21s
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/31k-5gl-3s6
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kaq-3bv-y28
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/820-xpk-c9p
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/khb-zg8-ry5
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m67-yxy-y92
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25550/7x-12cw
title: micro CT of mutant Wnt1-Cre2; Meis2 fl/fl and control wild-type embryo at E15.5

description: This section must be added ....
DOI: 10.15468/dl.q9mayy
title: Occurrence Download

description: A dataset containing 7554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trogon bairdii Lawrence, 1868, Trogon diardii Temminck, 1832)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7554 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020796-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agdbqa
title: Occurrence Download

description: A dataset containing 38681491 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 38681491 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139261-210914110416597/datasets/export for details.
DOI: 10.15468/dl.49w8gu
title: Occurrence Download

description: A dataset containing 208660 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phascolarctos cinereus (Goldfuss, 1817)"
 ]
}

 The dataset includes 208660 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012364-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kthmuo
title: Occurrence Download

description: A dataset containing 376 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nitraria schoberi L."
 ]
}

 The dataset includes 376 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011306-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tk9fg
title: Occurrence Download

description: A dataset containing 1876 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aristida congesta Roem. & Schult."
 ]
}

 The dataset includes 1876 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012388-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbthc9
title: Occurrence Download

description: A dataset containing 2468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Colaptes fernandinae Vigors, 1827)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2468 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020806-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqp39v
title: Occurrence Download

description: A dataset containing 1818779404 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1818779404 records from 14833 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192665-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.