cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.rbtdfr
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Samolus valerandi L.",
 "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 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047638-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnydqr
title: Occurrence Download

description: A dataset containing 2482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acropora millepora (Ehrenberg, 1834)"
 ]
}

 The dataset includes 2482 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047640-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k92anz
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Samolus valerandi L.",
 "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 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047641-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15668837
title: 521_chechen_interior_robinson_crusoe.docx
DOI: 10.5281/zenodo.15668838
title: 521_chechen_interior_robinson_crusoe.docx
DOI: 10.5281/zenodo.15668684
title: TUC-RedTeam30: A Dataset for Evaluating ML-Based Network Intrusion Detection Systems

description: TUC-RedTeam30 Dataset for NIDS Benchmarking

The Technical University of Chemnitz Red Team 30 (TUC-RedTeam30) dataset was collected during 30 distinct red teaming exercises conducted in a controlled and isolated environment. It is part of the artifact accompanying our USENIX WOOT'25 paper, "DeepRed: A Deep Learning–Powered Command and Control Framework for Multi-Stage Red Teaming Against ML-based Network Intrusion Detection Systems."

Each scenario in the dataset represents a unique red team engagement and benign traffic (Web, Email, DNS, Streaming etc.),  specifically designed to evaluate and challenge both signature-based and machine learning–based Network Intrusion Detection Systems (NIDS). Detailed descriptions of the 30 scenarios mapped to MITRE ATT&ck framework are provided in Appendix A of the main paper.

Data FormatsThe dataset is provided in two formats, both compressed using tar.gz (no password protection):



CSV Format: Contains labeled traffic flow features extracted from all PCAP files for 30 scenarios using the NFStream tool. The features across all scenarios have been combined into a single file for streamlined analysis. Each flow record is annotated with labels and metadata (scenario number).

Label "0" denotes benign (normal) activity, while label "1" indicates malicious activity.

PCAP Format: Due to the large size of the raw PCAP files, only a representative subset is included in this release. These PCAPs correspond to selected scenarios and are suitable for deeper packet-level analysis and feature extraction.


Additional Information

For detailed information on malicious IP addresses, ports, attack labeling, attack stages, tools used, and targets, please refer to Appendix A in the main paper.
DOI: 10.5281/zenodo.15668685
title: TUC-RedTeam30: A Dataset for Evaluating ML-Based Network Intrusion Detection Systems

description: TUC-RedTeam30 Dataset for NIDS Benchmarking

The Technical University of Chemnitz Red Team 30 (TUC-RedTeam30) dataset was collected during 30 distinct red teaming exercises conducted in a controlled and isolated environment. It is part of the artifact accompanying our USENIX WOOT'25 paper, "DeepRed: A Deep Learning–Powered Command and Control Framework for Multi-Stage Red Teaming Against ML-based Network Intrusion Detection Systems."

Each scenario in the dataset represents a unique red team engagement and benign traffic (Web, Email, DNS, Streaming etc.),  specifically designed to evaluate and challenge both signature-based and machine learning–based Network Intrusion Detection Systems (NIDS). Detailed descriptions of the 30 scenarios mapped to MITRE ATT&ck framework are provided in Appendix A of the main paper.

Data FormatsThe dataset is provided in two formats, both compressed using tar.gz (no password protection):



CSV Format: Contains labeled traffic flow features extracted from all PCAP files for 30 scenarios using the NFStream tool. The features across all scenarios have been combined into a single file for streamlined analysis. Each flow record is annotated with labels and metadata (scenario number).

Label "0" denotes benign (normal) activity, while label "1" indicates malicious activity.

PCAP Format: Due to the large size of the raw PCAP files, only a representative subset is included in this release. These PCAPs correspond to selected scenarios and are suitable for deeper packet-level analysis and feature extraction.


Additional Information

For detailed information on malicious IP addresses, ports, attack labeling, attack stages, tools used, and targets, please refer to Appendix A in the main paper.
DOI: 10.15468/dl.w69ads
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Samolus valerandi L.",
 "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 35 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047642-250525065834625/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/12174773
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15261521
title: Supplementary Materials for: A Hybrid SVR-Based Framework for Cryptocurrency Price Forecasting and Strategy Backtesting (Version 3)

description: This dataset (Version 3) accompanies the manuscript titled "A Hybrid SVR-Based Framework for Cryptocurrency Price Forecasting and Strategy Backtesting."

Compared to earlier versions, this release includes:





Prediction results from additional machine learning models: Random Forest (RF) and Long Short-Term Memory (LSTM), as requested by peer reviewers;




Updated tables for four major cryptocurrencies (BTC, ETH, XRP, LTC);




Selected Jupyter notebooks focusing on the prediction component of each model (SVR, RF, LSTM);




Clarified and structured folder organization.



Please note: Only partial code is provided in this release (prediction only). Full implementation details are available upon request from the corresponding author.

The data can be used to reproduce the main results and model comparisons presented in the manuscript.

For citation, please use the canonical DOI: 10.5281/zenodo.15261521 — this links to all versions of the dataset.
DOI: 10.5281/zenodo.15668453
title: Supplementary Materials for: A Hybrid SVR-Based Framework for Cryptocurrency Price Forecasting and Strategy Backtesting (Version 3)

description: This dataset (Version 3) accompanies the manuscript titled "A Hybrid SVR-Based Framework for Cryptocurrency Price Forecasting and Strategy Backtesting."

Compared to earlier versions, this release includes:





Prediction results from additional machine learning models: Random Forest (RF) and Long Short-Term Memory (LSTM), as requested by peer reviewers;




Updated tables for four major cryptocurrencies (BTC, ETH, XRP, LTC);




Selected Jupyter notebooks focusing on the prediction component of each model (SVR, RF, LSTM);




Clarified and structured folder organization.



Please note: Only partial code is provided in this release (prediction only). Full implementation details are available upon request from the corresponding author.

The data can be used to reproduce the main results and model comparisons presented in the manuscript.

For citation, please use the canonical DOI: 10.5281/zenodo.15261521 — this links to all versions of the dataset.
DOI: 10.15468/dl.nuknz2
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Samolus valerandi L.",
 "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 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047643-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15668872
title: 521_chichiwa_interior_robinson_crusoe.docx
DOI: 10.5281/zenodo.15668873
title: 521_chichiwa_interior_robinson_crusoe.docx
DOI: 10.15468/dl.r9b2wz
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Samolus valerandi L.",
 "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 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047645-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgs9xn
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Satellite tracked green turtles in the South China Sea 1993-1994"
 ]
}

 The dataset includes 389 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047646-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjk5qg
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Samolus valerandi L.",
 "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 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047647-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15668888
title: 521_chinese_interior_robinson_crusoe.docx
DOI: 10.5281/zenodo.15668889
title: 521_chinese_interior_robinson_crusoe.docx
DOI: 10.15468/dl.np6k2s
title: Occurrence Download

description: A dataset containing 2740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "TaxonKey is Meles meles (Linnaeus, 1758)"
 ]
}

 The dataset includes 2740 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047648-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5pwg5t
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Juveniles de la (of) Guajira (aggregated per 1-degree cell)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047649-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkr3qn
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Samolus valerandi L.",
 "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 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047650-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6069/w1vq-ft51
title: Screening of protein carbonylation sites in human serum by ion mobility mass spectrometry

description: Excessive oxidative stress, which is associated with several diseases, can trigger oxidative protein modifications, including protein carbonylation, which refers to the oxidative formation of aldehyde or keto groups in proteins. The structural diversity of these non-enzymatic reactive carbonyl groups and their low abundance pose a significant challenge to their detection and quantitation. Here, we report a strategy to identify and quantify protein carbonylation in human serum samples from 39 patients diagnosed with rheumatoid arthritis and 29 healthy donors. Reactive carbonyl groups were derivatized with aldehyde reactive probe (ARP), digested with trypsin, enriched via the biotin in ARP by avidin affinity chromatography, and analyzed by RP-HPLC-ESI-IMS-MS/MS. Ion mobility spectrometry (IMS) was used in both data dependent and independent acquisition (DDA/DIA) modes. DDA was used to generate spectral libraries of ARP-derivatized carbonylated peptides (ARP-peptides), which were used for their peptide-centric detection in DIA data. This allowed the identification of 86 manually confirmed ARP-peptides that were consistently detected in the serum samples, with 93.8% of all peak areas having a signal-to-background ratio greater than 3. Of the 32 carbonylation sites identified, 28 belonged to human serum albumin, including residues Cys58, Lys214, Lys219, Lys223, Lys456, Lys543, Lys549, and Lys565, which were identified as hotspots with multiple modification types. To the best of our knowledge, six previously unreported species were identified at these hotspots based on IMS, DIA, ARP-reporter ions, and de-novo sequencing. The 86 identified carbonylated peptides were consistently quantified in serum quality controls samples with an intra-batch reproducibility of at least 75%, considering an area coefficient of variation (CV) of less than 20%. All studied modifications were present at similar levels in patient and control samples, suggesting basal disease-independent modification levels for the selected modification within the accuracy of the quantitation.
DOI: 10.15468/dl.h4fqfu
title: Occurrence Download

description: A dataset containing 924 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thunnus orientalis (Temminck & Schlegel, 1844)"
 ]
}

 The dataset includes 924 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047651-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15668682
title: Peran Teman Sebaya dalam Mencegah Bullying di Lingkungan Sekolah
DOI: 10.5281/zenodo.15668683
title: Peran Teman Sebaya dalam Mencegah Bullying di Lingkungan Sekolah
DOI: 10.15468/dl.dk7zz7
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Samolus valerandi L.",
 "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 ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047653-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15668901
title: 521_chuukese_interior_robinson_crusoe.docx
DOI: 10.5281/zenodo.15668902
title: 521_chuukese_interior_robinson_crusoe.docx
DOI: 10.15468/dl.w5rpmv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Samolus valerandi L.",
 "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 ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047655-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8s3fd
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-115.55126 23.06497,-48.44874 23.06497,-48.44874 49.93503,-115.55126 49.93503,-115.55126 23.06497))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amblyomma tuberculatum Marx, 1894"
 ]
}

 The dataset includes 66 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047654-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2k4mq
title: Occurrence Download

description: A dataset containing 1801 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Monitoreo en playas de anidación de tortugas marinas en Ecuador continental"
 ]
}

 The dataset includes 1801 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047656-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7jk8r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Samolus valerandi L.",
 "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 ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047657-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15668897
title: RISET SOSIOLOGI MENGENAI LGBT

description: RISET SOSIOLOGI
DOI: 10.5281/zenodo.15668898
title: RISET SOSIOLOGI MENGENAI LGBT

description: RISET SOSIOLOGI
DOI: 10.25345/c57h1f06h
title: MassIVE MSV000098201 - Proteomic profiling of human myocardial tissues associated with right heart dysfunction
title: Right heart dysfunction (RHD) contributes significantly to the progression of heart failure (HF), yet its molecular basis remains poorly understood. In this study, we performed label-free quantitative proteomic profiling on formalin-fixed myocardial tissues from RHD patients (n = 3) and healthy controls (n = 3). Histological assessment was conducted using HE and Massons trichrome staining. A total of 216 differentially expressed proteins were identified, including 141 upregulated and 75 downregulated in RHD tissues. Notably, PPP3CA, INMT, ADAM9, and MYL2 were significantly upregulated and associated with pathways related to cell adhesion and myocardial remodeling. These findings were validated in an Angiotensin II-induced cardiomyocyte hypertrophy model, where silencing PPP3CA, INMT, or ADAM9 reduced hypertrophic marker expression. This study reveals key molecular signatures involved in RHD-associated myocardial hypertrophy and highlights potential targets for therapeutic intervention in HF.