cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18102674
title: Worldline Action Spectrum for Particles

description: This dataset documents an exploratory analysis conducted as a writing and methodology practice exercise. The work began with a question about applying Wiltshire's temporal framework to SM particle analysis—a curiosity-driven investigation rather than a targeted research problem.

 

While the practical applications are limited, the project served as a useful opportunity to work through the research-to-documentation pipeline. Feedback on the application of foundational equations and first principles is welcome, particularly corrections to improper use.
DOI: 10.5281/zenodo.18102675
title: Worldline Action Spectrum for Particles

description: This dataset documents an exploratory analysis conducted as a writing and methodology practice exercise. The work began with a question about applying Wiltshire's temporal framework to SM particle analysis—a curiosity-driven investigation rather than a targeted research problem.

 

While the practical applications are limited, the project served as a useful opportunity to work through the research-to-documentation pipeline. Feedback on the application of foundational equations and first principles is welcome, particularly corrections to improper use.
DOI: 10.5281/zenodo.18102907
title: Alternative Exoplanet Habitability Ranking using Temporal Coherence Index (CRCT v2.0) – NASA Exoplanet Archive December 2025

description: This dataset presents a novel habitability ranking of confirmed exoplanets using a Temporal Coherence Index (CRCT v2.0).The index combines:Backward coherence: estimated conditions during early planetary history.Forward coherence: potential detectability with current and near-future telescopes.Input data:NASA Exoplanet Archive confirmed planets (6,065 entries as of December 2025).Filter applied: rocky planets (planetary radius ≤ 1.6 R⊕) in conservative habitable zone (equilibrium temperature 200–300 K).Output:Top 20 exoplanets ranked by average temporal coherence (backward + forward).Bar chart visualization.Full table in CSV format.The method is fully reproducible in Python (code included as supplementary file).This ranking provides an alternative perspective to traditional habitability indices (ESI, PHI) by incorporating multiscale temporal stability and detectability.
DOI: 10.5281/zenodo.18102908
title: Alternative Exoplanet Habitability Ranking using Temporal Coherence Index (CRCT v2.0) – NASA Exoplanet Archive December 2025

description: This dataset presents a novel habitability ranking of confirmed exoplanets using a Temporal Coherence Index (CRCT v2.0).The index combines:Backward coherence: estimated conditions during early planetary history.Forward coherence: potential detectability with current and near-future telescopes.Input data:NASA Exoplanet Archive confirmed planets (6,065 entries as of December 2025).Filter applied: rocky planets (planetary radius ≤ 1.6 R⊕) in conservative habitable zone (equilibrium temperature 200–300 K).Output:Top 20 exoplanets ranked by average temporal coherence (backward + forward).Bar chart visualization.Full table in CSV format.The method is fully reproducible in Python (code included as supplementary file).This ranking provides an alternative perspective to traditional habitability indices (ESI, PHI) by incorporating multiscale temporal stability and detectability.
DOI: 10.15468/dl.ja4h2d
title: Occurrence Download

description: A dataset containing 193632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is International Barcode of Life project (iBOL)",
 "GadmLevel0Gid is NOR"
 ]
}

 The dataset includes 193632 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069540-251120083545085/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/14349951
title: World Athletics Calendar (worldathletics.org)
DOI: 10.15468/dl.cy7jet
title: Occurrence Download

description: A dataset containing 49330 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sinapis alba"
 ]
}

 The dataset includes 49330 records from 826 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069541-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17067678
title: cfMIND: A read-level methylation framework for accurate non-invasive disease detection using cell-free DNA

description: cfMIND Example Data

This repository contains example files for cfMIND (cfDNA Methylation signals of INdividual read for disease Detection), a machine learning-based framework for sensitive and robust disease detection using cfDNA methylation signals at the individual read level. These files are provided to help users test the environment setup and quickly get started with cfMIND, including both feature extraction and disease detection steps.

Example input files for cfMIND:





1_Bams/ 





*.bam – Sorted BAM files




*.bam.bai – BAM index files



 


2_CpGs/ 






CpG_OB*.txt – CpG methylation calls (original bottom strand)


CpG_OT*.txt– CpG methylation calls (original top strand)


 



3_manifest.txt – Contains the file paths to all BAM files and their corresponding CpG files, along with sample labels.
DOI: 10.5281/zenodo.18013205
title: Ethereum Transaction Datasets for Training and Evaluation LLMs, ML, and DL models.

description: Primary Corpus (Unlabeled). We sourced the complete set of Ethereum transaction traces for calendar year 2024 (blocks 18,908,895 to 21,525,890). The raw dataset comprised 429,745,984 transactions. The majority of these are sim- ple value transfers or contract interactions with negligible fees, which are less indicative of sophisticated attack patterns. To focus on transactions with substantial economic weight and to maintain computational feasibility, we filtered the dataset to transactions with a miner fee (including priority fee) of at least 0.01 ETH (ap- proximately 18 USD at the time of analysis). This filtering yielded a final training corpus of 1,074,346 transactions for unsupervised representation learning and detector training. Evaluation Benchmark (Labeled). To evaluate generalization on novel threats, we constructed a separate, manually verified benchmark. We collected 439 transactions from 2023, 2024, and 2025 that were absent from the primary corpus. Each transaction was investigated via block explorers, security reports (e.g., Rekt News), and community analysis to assign a ground-truth label: malicious (confirmed exploit, hack, or scam) or benign. This benchmark includes diverse attack vectors (e.g., price oracle manipulation, logic bugs, phishing, flash loan attacks, reentrancy, access control vulnerabilities) across various protocols, providing a rigorous test for out-of-sample detection.We have restricted access to the dataset until our research paper is accepted. In the meantime, please contact us via this anonymous email: blocksec12345@gmail.com
DOI: 10.5281/zenodo.18013206
title: Ethereum Transaction Datasets for Training and Evaluation LLMs, ML, and DL models.

description: Primary Corpus (Unlabeled). We sourced the complete set of Ethereum transaction traces for calendar year 2024 (blocks 18,908,895 to 21,525,890). The raw dataset comprised 429,745,984 transactions. The majority of these are sim- ple value transfers or contract interactions with negligible fees, which are less indicative of sophisticated attack patterns. To focus on transactions with substantial economic weight and to maintain computational feasibility, we filtered the dataset to transactions with a miner fee (including priority fee) of at least 0.01 ETH (ap- proximately 18 USD at the time of analysis). This filtering yielded a final training corpus of 1,074,346 transactions for unsupervised representation learning and detector training. Evaluation Benchmark (Labeled). To evaluate generalization on novel threats, we constructed a separate, manually verified benchmark. We collected 439 transactions from 2023, 2024, and 2025 that were absent from the primary corpus. Each transaction was investigated via block explorers, security reports (e.g., Rekt News), and community analysis to assign a ground-truth label: malicious (confirmed exploit, hack, or scam) or benign. This benchmark includes diverse attack vectors (e.g., price oracle manipulation, logic bugs, phishing, flash loan attacks, reentrancy, access control vulnerabilities) across various protocols, providing a rigorous test for out-of-sample detection.We have restricted access to the dataset until our research paper is accepted. In the meantime, please contact us via this anonymous email: blocksec12345@gmail.com
DOI: 10.15468/dl.sa49xg
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acipenser sinensis)",
 "HasCoordinate is true",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069545-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/acakma
title: Five new species of the trapdoor spider genus Latouchia Pocock, 1901 (Araneae, Halonoproctidae) from China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Xiong, Yichao, Li, Daiqin, Xu, Xin (2025): Five new species of the trapdoor spider genus Latouchia Pocock, 1901 (Araneae, Halonoproctidae) from China. ZooKeys 1265: 103-127, DOI: 10.3897/zookeys.1265.175629AbstractFive new species of the trapdoor spider genus Latouchia Pocock, 1901 are described from southern China based on both morphological and molecular evidence: L. jihe sp. nov. (♂ ♀), L. wufeng sp. nov. (♂ ♀), L. wuhan sp. nov. (♂ ♀), L. yinggen sp. nov. (♂ ♀), and L. zhangping sp. nov. (♂ ♀). The male and female of L. jinyun Hao, Yu & Zhang, 2025 are also redescribed from specimens collected in Nanchong City, Sichuan Province, China, located over 100 km from the type locality in Chongqing Municipality. Species delimitation is supported by genetic distance analyses of the mitochondrial DNA barcode gene (cytochrome c oxidase subunit I, COI), comparing the five new species with five previously described taxa. GenBank accession codes for the five new species and L. jinyun are provided to facilitate future identification and taxonomic research.
DOI: 10.34740/kaggle/dsv/14350025
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18084217
title: Dataset for HyTC-TaNet: A Hybrid Deep Learning Model Capturing Multi-day Temporal Dependencies for Daily Mean Air Temperature Estimation with Spatial Applicability Analysis
DOI: 10.5281/zenodo.18084218
title: Dataset for HyTC-TaNet: A Hybrid Deep Learning Model Capturing Multi-day Temporal Dependencies for Daily Mean Air Temperature Estimation with Spatial Applicability Analysis
DOI: 10.15468/padbpb
title: Philippine Eagle Foundation Occurrence Records

description: The Philippine eagle is the largest forest raptor in the Philippines and the country's National Bird. Organized in 1987, it had before that time been operating as a project undertaking research, rehabilitation and captive breeding. Staffed by highly trained and dedicated personnel, it has today evolved into the country's premiere organization for the conservation of raptors. The Philippine eagle is one of the rarest eagles in the world. It is a giant bird of prey that can only be seen on 4 islands in the Philippines- Luzon, Samar, Leyte, and Mindanao.
DOI: 10.15468/qdw6v3
title: Fish Specimen Collection of National Museum, Philippines

description: Updated version of museum collection of common and commercial fish species in Philippines. Samples are collected within the landing sites and markets of commercial port and nearby seas.
DOI: 10.15468/gmr3zk
title: Occurrence Data of Native Tree Species in the Philippines

description: The Occurrence Data of Native Tree Species in the Philippines was gathered and publish to ASEAN Centre for Biodiversity for species conservation.
DOI: 10.15468/dl.ahygfv
title: Occurrence Download

description: A dataset containing 11112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symplocos sawafutagi"
 ]
}

 The dataset includes 11112 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069549-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnvxcr
title: Occurrence Download

description: A dataset containing 13529842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is 2019",
 "Geometry POLYGON ((37.72886660175317 28.756164056080898, 37.72886660175317 47.30531086970203, -7.734240310336094 47.30531086970203, -7.734240310336094 28.756164056080898, 37.72886660175317 28.756164056080898))",
 {
 "not" : {
 "ClassKey" : [
 "is Hydrozoa"
 ]
 }
 },
 {
 "not" : {
 "ClassKey" : [
 "is Cubozoa"
 ]
 }
 },
 {
 "not" : {
 "ClassKey" : [
 "is Scyphozoa"
 ]
 }
 }
 ]
}

 The dataset includes 13529842 records from 3632 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075504-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7zat5
title: Occurrence Download

description: A dataset containing 1204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Penstemon albidus Nutt.",
 "Geometry POLYGON((-111 36, -99 36, -99 45, -111 45, -111 36))"
 ]
}

 The dataset includes 1204 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017650-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60635/c3rp6x
title: Physical Monitoring Program metadata for Barro Colorado Lutz Catchment electronic soil moisture monitoring

description: The file provides a record of most maintenance activities related to the Physical Monitoring Program's Barro Colorado Lutz Catchment electronic soil moisture monitoringActivities include: equipment replacements, sensor maintenance, data logger programming, cleaning, new installations, and general observations.
DOI: 10.25405/data.ncl.27160875
title: Low computational cost stochastic Gassmann fluid substitution modelling of hydrogen and carbon dioxide in clastic storage reservoirs.

description: Python code and example data from paper 'Low computational cost stochastic Gassmann fluid substitution modelling of hydrogen and carbon dioxide in clastic storage reservoirs'. paper has yet to be peer reviewed.Python code has been commented and been made a juypter notebook for accessibility
DOI: 10.25405/data.ncl.27160875.v1
title: Low computational cost stochastic Gassmann fluid substitution modelling of hydrogen and carbon dioxide in clastic storage reservoirs.

description: Python code and example data from paper 'Low computational cost stochastic Gassmann fluid substitution modelling of hydrogen and carbon dioxide in clastic storage reservoirs'. paper has yet to be peer reviewed.Python code has been commented and been made a juypter notebook for accessibility
DOI: 10.13145/bacdive18040.20241212.9.2
title: Thermaerobacter marianensis Takai et al. 1999

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18041.20241212.9.2
title: Thermaerobacter subterraneus Spanevello et al. 2002

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18044.20241212.9.2
title: Thermoanaerobacterium thermosaccharolyticum (McClung 1935) Collins et al. 1994

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18050.20241212.9.2
title: Thermoanaerobacterium thermosulfurigenes (Schink and Zeikus 1983) Lee et al. 1993

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18051.20241212.9.2
title: Thermoanaerobacterium xylanolyticum Lee et al. 1993

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18053.20241212.9.2
title: Thermoanaerobacterium saccharolyticum Lee et al. 1993

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18064.20241212.9.2
title: Thermovenabulum gondwanense Ogg et al. 2010 emend. Pradel et al. 2013

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18065.20241212.9.2
title: Anaerovirgula multivorans Pikuta et al. 2006

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18066.20241212.9.2
title: Parvimonas micra (Prévot 1933) Tindall and Euzéby 2006

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18067.20241212.9.2
title: Blautia coccoides (Kaneuchi et al. 1976) Liu et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18068.20241212.9.2
title: Blautia producta (Prévot 1941) Liu et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18069.20241212.9.2
title: Blautia producta (Prévot 1941) Liu et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18071.20241212.9.2
title: Blautia hansenii (Holdeman and Moore 1974) Liu et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18072.20241212.9.2
title: Blautia schinkii (Rieu-Lesme et al. 1997) Liu et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18073.20241212.9.2
title: Blautia hydrogenotrophica (Bernalier et al. 1997) Liu et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18074.20241212.9.2
title: Blautia luti (Simmering et al. 2002) Liu et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18075.20241212.9.2
title: Blautia wexlerae Liu et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18078.20241212.9.2
title: Proteiniborus ethanoligenes Niu et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18079.20241212.9.2
title: Thermovorax subterraneus Mäkinen et al. 2012

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18080.20241212.9.2
title: Proteocatella sphenisci Pikuta et al. 2009

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18081.20241212.9.2
title: Flavonifractor plautii (Séguin 1928) Carlier et al. 2010

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18082.20241212.9.2
title: Flavonifractor plautii (Séguin 1928) Carlier et al. 2010

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18083.20241212.9.2
title: Pseudoflavonifractor capillosus (Tissier 1908) Carlier et al. 2010

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18085.20241212.9.2
title: Syntrophaceticus schinkii Westerholm et al. 2011

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18086.20241212.9.2
title: Natranaerovirga pectinivora Sorokin et al. 2012 emend. Schouw et al. 2016

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18087.20241212.9.2
title: Natranaerovirga hydrolytica Sorokin et al. 2012 emend. Schouw et al. 2016

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18089.20241212.9.2
title: Acetatifactor muris Pfeiffer et al. 2013

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive18090.20241212.9.2
title: Caldithrix abyssi Miroshnichenko et al. 2003

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.6zywb5
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygonum diospyrifolium Cham. & Schltdl."
 ]
}

 The dataset includes 56 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032447-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.