cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18805875
title: DB² Device Behaviour Fingerprinting Dataset (Engineered Rolling-Window Features, v1)

description: DB² Device Behaviour Fingerprinting Dataset

Engineered Rolling-Window Features (v1.0)



Overview

This dataset provides engineered rolling-window behavioural features used for device fingerprinting and continuous device authentication research in networked and edge environments. Measurements were collected from 9 Raspberry Pi devices, across 4 CPU cores and 10 reboot sessions.



Data Splits

The dataset is partitioned to support strict, leak-free evaluation:





FIT: Reboots 1–6




CAL: Reboots 7–8




TEST: Reboots 9–10





Identifiers and Privacy

Device identifiers are anonymised using synthetic labels (D01–D09).Original hardware addresses have been removed and are not recoverable from this dataset. Raw traces are not included in this release.



Features

Features are engineered using rolling-window statistical aggregation over window sizes between 10 and 200 samples.

Extracted statistics include:





Mean




Minimum




Maximum




Median




Sum




Standard deviation




Skewness




Kurtosis




Quantiles (q10, q25, q75, q90)




Interquartile range (IQR)



Temperature residualisation and FIT-based centering (v3_centered_safe) have been applied.



Device Identifier Alignment with Manuscript

The manuscript refers to devices using identifiers D1–D9.This dataset uses zero-padded identifiers (D01–D09) to ensure stable lexicographic ordering.

The correspondence between manuscript and dataset identifiers is:








Manuscript ID
Dataset ID




D1
D01


D2
D04


D3
D06


D4
D08


D5
D03


D6
D02


D7
D05


D8
D07


D9
D09






This alignment is nominal only and does not affect data partitions, feature engineering, or evaluation procedures.



Integrity Verification

SHA-256 hashes for all CSV files are provided in SHA256SUMS.txt.

Example (Windows):



















 











certutil -hashfile windows_FIT_corr_v3_PUBLIC_DXX.csv SHA256











 







Funding

This work was supported by British Telecommunications plc (BT).



License

Creative Commons Attribution 4.0 International (CC BY 4.0).



Citation

Please cite the Zenodo DOI assigned to this record.
DOI: 10.5281/zenodo.18805876
title: DB² Device Behaviour Fingerprinting Dataset (Engineered Rolling-Window Features, v1)

description: DB² Device Behaviour Fingerprinting Dataset

Engineered Rolling-Window Features (v1.0)



Overview

This dataset provides engineered rolling-window behavioural features used for device fingerprinting and continuous device authentication research in networked and edge environments. Measurements were collected from 9 Raspberry Pi devices, across 4 CPU cores and 10 reboot sessions.



Data Splits

The dataset is partitioned to support strict, leak-free evaluation:





FIT: Reboots 1–6




CAL: Reboots 7–8




TEST: Reboots 9–10





Identifiers and Privacy

Device identifiers are anonymised using synthetic labels (D01–D09).Original hardware addresses have been removed and are not recoverable from this dataset. Raw traces are not included in this release.



Features

Features are engineered using rolling-window statistical aggregation over window sizes between 10 and 200 samples.

Extracted statistics include:





Mean




Minimum




Maximum




Median




Sum




Standard deviation




Skewness




Kurtosis




Quantiles (q10, q25, q75, q90)




Interquartile range (IQR)



Temperature residualisation and FIT-based centering (v3_centered_safe) have been applied.



Device Identifier Alignment with Manuscript

The manuscript refers to devices using identifiers D1–D9.This dataset uses zero-padded identifiers (D01–D09) to ensure stable lexicographic ordering.

The correspondence between manuscript and dataset identifiers is:








Manuscript ID
Dataset ID




D1
D01


D2
D04


D3
D06


D4
D08


D5
D03


D6
D02


D7
D05


D8
D07


D9
D09






This alignment is nominal only and does not affect data partitions, feature engineering, or evaluation procedures.



Integrity Verification

SHA-256 hashes for all CSV files are provided in SHA256SUMS.txt.

Example (Windows):



















 











certutil -hashfile windows_FIT_corr_v3_PUBLIC_DXX.csv SHA256











 







Funding

This work was supported by British Telecommunications plc (BT).



License

Creative Commons Attribution 4.0 International (CC BY 4.0).



Citation

Please cite the Zenodo DOI assigned to this record.
DOI: 10.5281/zenodo.18395007
title: Dataset of Drum Patterns 2

description: Dataset of drum patterns and pattern repetitions with artistic variations recorded by a drummer. The files were recorded using a Yamaha DTX402K Electronic Drum Set. The dataset contains 10 distinct drum patterns, with 10 variations of each pattern. 

This dataset contains multimodal data acquired for the MUSMET project, which is funded under the Horizon Europe Framework Program (HORIZON) (grant agreement 101184379). For more information about the project, visit https://musmet.eu/.
DOI: 10.5281/zenodo.18395006
title: Dataset of Drum Patterns 2

description: Dataset of drum patterns and pattern repetitions with artistic variations recorded by a drummer. The files were recorded using a Yamaha DTX402K Electronic Drum Set. The dataset contains 10 distinct drum patterns, with 10 variations of each pattern. 

This dataset contains multimodal data acquired for the MUSMET project, which is funded under the Horizon Europe Framework Program (HORIZON) (grant agreement 101184379). For more information about the project, visit https://musmet.eu/.
DOI: 10.7910/dvn/fgdagp
title: Biblical Studies Research Papers by Pawan Upadhyay

description: Biblical Studies Research Papers by Pawan Upadhyay present scholarly research on the Old Testament, New Testament, and selected non-canonical and lost gospels, with an emphasis on textual analysis, historical context, and theological interpretation.
DOI: 10.15468/dl.a9knnh
title: Occurrence Download

description: A dataset containing 149321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eumomota superciliosa",
 "HasCoordinate is true",
 "EventDate is 2000-01-01,2025-12-31"
 ]
}

 The dataset includes 149321 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004712-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svqw2z
title: Occurrence Download

description: A dataset containing 915 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anolis rodriguezii",
 "HasCoordinate is true",
 "EventDate is 2000-01-01,2025-12-31"
 ]
}

 The dataset includes 915 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004725-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cv5dnu
title: Occurrence Download

description: A dataset containing 2848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Portugal, Spain)",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84)",
 "OccurrenceStatus is Present",
 "TaxonKey is Canis lupus",
 "Year 2006-2026"
 ]
}

 The dataset includes 2848 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004726-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r87u9v
title: Occurrence Download

description: A dataset containing 360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalus tzabcan",
 "HasCoordinate is true",
 "EventDate is 2000-01-01,2025-12-31"
 ]
}

 The dataset includes 360 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004727-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34804/supra.20210928320
title: Complexation of Ferrocene Derivatives by the Cucurbit[7]uril Host:  A Comparative Study of the Cucurbituril and Cyclodextrin Host Families

description:  The formation of inclusion complexes between cucurbit[7]uril (CB[7]) and ferrocene and its derivatives has been investigated. The X-ray crystal structure of the 1:1 inclusion complex between ferrocene and CB[7] revealed that the guest molecule resides in the host cavity with two different orientations. Inclusion of a set of five water-soluble ferrocene derivatives in CB[7] was investigated by 1H NMR spectroscopy and calorimetric and voltammetric techniques. Our data indicate that all neutral and cationic guests form highly stable inclusion complexes with CB[7], with binding constants in the 109−1010 M-1 and 1012−1013 M-1 ranges, respectively. However, the anionic ferrocenecarboxylate, the only negatively charged guest among those surveyed, was not bound by CB[7] at all. These results are in sharp contrast to the known binding behavior of the same guests to β-cyclodextrin (β-CD), since all the guests form stable inclusion complexes with β-CD, with binding constants in the range 103−104 M-1. The electrostatic surface potentials of CB[6], CB[7], and CB[8] and their size-equivalent CDs were calculated and compared. The CD portals and cavities exhibit low surface potential values, whereas the regions around the carbonyl oxygens in CBs are significantly negative, which explains the strong affinity of CBs for positively charged guests and also provides a rationalization for the rejection of anionic guests. Taken together, our data suggest that cucurbiturils may form very stable complexes. However, the host−guest interactions are very sensitive to some structural features, such as a negatively charged carboxylate group attached to the ferrocene residue, which may completely disrupt the stability of the complexes.
DOI: 10.5281/zenodo.18249619
title: Iron supply to the Amundsen Sea, Antarctica is dominated by circumpolar deepwater and continental subglacial sources

description: The geochemical data provided here is used in the manuscript entitled "Iron supply to the Amundsen Sea, Antarctica is dominated by circumpolar deepwater and continental subglacial sources," which is accepted for publication in the Nature portfolio journal Communications Earth and Environment.

This dataset has been archived for open access.
DOI: 10.5281/zenodo.18249620
title: Iron supply to the Amundsen Sea, Antarctica is dominated by circumpolar deepwater and continental subglacial sources

description: The geochemical data provided here is used in the manuscript entitled "Iron supply to the Amundsen Sea, Antarctica is dominated by circumpolar deepwater and continental subglacial sources," which is accepted for publication in the Nature portfolio journal Communications Earth and Environment.

This dataset has been archived for open access.
DOI: 10.34740/kaggle/dsv/14998647
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.vf7bwq
title: Occurrence Download

description: A dataset containing 418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aspidoscelis angusticeps",
 "HasCoordinate is true",
 "EventDate is 2000-01-01,2025-12-31"
 ]
}

 The dataset includes 418 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004728-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34804/supra.2021092872
title: Cucurbit[7]uril inclusion complexation as a supramolecular strategy for color stabilization of anthocyanin model compounds

description: Complete stabilization of the color of a flavylium cation by the formation of a higher order (1 : 2) complex with cucurbit[7]uril.
DOI: 10.34804/supra.20210928340
title: Water-Soluble Calixarene Hosts that Specifically Recognize the Trimethylammonium Group or the Benzene Ring of Aromatic Ammonium Cations: A Combined1H NMR, Calorimetric, and Molecular Mechanics Investigation

description: Abstract A selective dual binding mode towards aromatic ammonium ions is shown by two water-soluble calix[4]arene tetracarboxylate hosts 1 and 2, fixed in the cone conformation. The presence of sul...
DOI: 10.15468/dl.58sram
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "GadmGid is MEX.7.5_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 48 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004729-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9wpv8
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anolis ustus",
 "HasCoordinate is true",
 "EventDate is 2000-01-01,2025-12-31"
 ]
}

 The dataset includes 239 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004730-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34804/supra.20210928168
title: Tautomerization of lumichrome promoted by supramolecular complex formation with cucurbit[7]uril

description: null
DOI: 10.34804/supra.20210928338
title: Spectroscopic studies on the interaction of Safranine T with DNA in β-cyclodextrin and carboxymethyl-β-cyclodextrin

description: null
DOI: 10.34740/kaggle/dsv/14998672
title: WBC 2026 Scouting - Statcast Data
DOI: 10.15468/dl.adadbd
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dipsas brevifacies",
 "HasCoordinate is true",
 "EventDate is 2000-01-01,2025-12-31"
 ]
}

 The dataset includes 244 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004731-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34804/supra.20210928213
title: Significant fluorescence enhancement by supramolecular complex formation between berberine chloride and cucurbit(n=7)uril and its analytical application

description: null
DOI: 10.15468/dl.yyxsgp
title: Occurrence Download

description: A dataset containing 438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptodeira frenata",
 "HasCoordinate is true",
 "EventDate is 2000-01-01,2025-12-31"
 ]
}

 The dataset includes 438 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004732-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18819191
title: SexDiffKG v3: A Sex-Differential Drug Safety Knowledge Graph from 14.5 Million FDA Adverse Event Reports

description: SexDiffKG is a sex-differential drug safety knowledge graph constructed from 14,536,008 FDA Adverse Event Reporting System (FAERS) reports spanning 2004–2024, integrated with molecular target data from ChEMBL 36, protein interaction networks from STRING v12.0, and biological pathway annotations from KEGG and UniProt.
Key statistics:

127,063 nodes (6 entity types: drugs, adverse events, genes, pathways, proteins, sex-differential expression markers)
5,839,717 edges (6 relation types)
49,026 strong sex-differential signals (|ln(ROR ratio)| > 1.0, ≥10 reports per sex)
58.5% female-biased signals
429 gene targets with sex-bias profiles
Embedding results:

DistMult v3 (200d, 100 epochs): MRR 0.048, AMRI 0.981, Hits@10 8.85%
RotatE v3 (200d complex, 25 epochs): Near-random (AMRI 0.003) — validates DistMult as primary model
Contents: Full study document, ISMB 2026 abstract, 10 supplementary tables, 5 supplementary figures (PNG + PDF), analysis data, embedding metrics, pipeline scripts, molecular audit report, and KG node/entity mappings.
Built on NVIDIA DGX Spark (Grace Blackwell GB10, ARM64, 128GB unified memory).
description: Prepared for ISMB 2026 (abstract deadline: April 9, 2026). Molecular audit: 85 PASSED, 0 FAILED, 4 WARNINGS.
DOI: 10.5281/zenodo.18819192
title: SexDiffKG v3: A Sex-Differential Drug Safety Knowledge Graph from 14.5 Million FDA Adverse Event Reports

description: SexDiffKG is a sex-differential drug safety knowledge graph constructed from 14,536,008 FDA Adverse Event Reporting System (FAERS) reports spanning 2004–2024, integrated with molecular target data from ChEMBL 36, protein interaction networks from STRING v12.0, and biological pathway annotations from KEGG and UniProt.
Key statistics:

127,063 nodes (6 entity types: drugs, adverse events, genes, pathways, proteins, sex-differential expression markers)
5,839,717 edges (6 relation types)
49,026 strong sex-differential signals (|ln(ROR ratio)| > 1.0, ≥10 reports per sex)
58.5% female-biased signals
429 gene targets with sex-bias profiles
Embedding results:

DistMult v3 (200d, 100 epochs): MRR 0.048, AMRI 0.981, Hits@10 8.85%
RotatE v3 (200d complex, 25 epochs): Near-random (AMRI 0.003) — validates DistMult as primary model
Contents: Full study document, ISMB 2026 abstract, 10 supplementary tables, 5 supplementary figures (PNG + PDF), analysis data, embedding metrics, pipeline scripts, molecular audit report, and KG node/entity mappings.
Built on NVIDIA DGX Spark (Grace Blackwell GB10, ARM64, 128GB unified memory).
description: Prepared for ISMB 2026 (abstract deadline: April 9, 2026). Molecular audit: 85 PASSED, 0 FAILED, 4 WARNINGS.
DOI: 10.15468/dl.3p2n52
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cachryx defensor",
 "HasCoordinate is true",
 "EventDate is 2000-01-01,2025-12-31"
 ]
}

 The dataset includes 62 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004733-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99p3gd
title: Occurrence Download

description: A dataset containing 2848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Portugal, Spain)",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84)",
 "OccurrenceStatus is Present",
 "TaxonKey is Canis lupus",
 "Year 2006-2026"
 ]
}

 The dataset includes 2848 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004734-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfn6bb
title: Occurrence Download

description: A dataset containing 1148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sceloporus chrysostictus",
 "HasCoordinate is true",
 "EventDate is 2000-01-01,2025-12-31"
 ]
}

 The dataset includes 1148 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004735-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uudn2a
title: Occurrence Download

description: A dataset containing 6 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 GBIF_STRINGARRAYCONTAINS(occurrence.classifications['d7dddbf4-2cf0-4f39-9b2a-bb099caae36c'], '2002015', TRUE)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.classificationdetails['d7dddbf4-2cf0-4f39-9b2a-bb099caae36c']['specieskey'] &lt;&gt; '' AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 6 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004722-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kxxfd
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudelaphe phaescens",
 "HasCoordinate is true",
 "EventDate is 2000-01-01,2025-12-31"
 ]
}

 The dataset includes 120 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004736-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18777168
title: Banco de dados - projeto "As origens indígenas do pardo"
DOI: 10.15468/dl.jbt2ep
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Imantodes tenuissimus",
 "HasCoordinate is true",
 "EventDate is 2000-01-01,2025-12-31"
 ]
}

 The dataset includes 109 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004737-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/zxx994
title: Bryophyte collection of the United Herbaria of the University and ETH Zurich (Z+ZT)

description: Bryophyte collection of the United herbaria Z+ZT