cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bsn4rg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladophora Kützing, 1843",
 "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 ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064520-250525065834625/datasets/export for details.
DOI: 10.21227/cnvy-a571
title: "Data Set for 15 Microservices Based Application: Before and After Applying Microservices Design Pattern"

description: "Microservices architecture offers theoretical benefits for software maintainability, yet empirical validation of design patterns' effectiveness for enhancing modifiability remains limited. This study presents a quantitative assessment of microservices design patterns' impact on modifiability through service-level analysis of 110 individual microservices across 15 open-source applications. Following Systematic Literature Review and Grey Literature analysis, ten modifiability-enhancing patterns were identified and applied using a context-sensitive selection framework derived from ISO 25002:2024 standards. The framework encompasses Change Impact Factor (CIF), Service Independence Metric (SIM), and Modifiability Index (MI). Results demonstrated significant improvements: CIF decreased by 49.7% (from 0.303 to 0.152), SIM increased by 14.2% (from 0.764 to 0.873), and MI improved by 17.6% (from 0.732 to 0.861). Statistical analysis confirmed significance for all metrics (CIF and MI: p&lt;0.0001; SIM: p&lt;0.05) with effect sizes ranging from small to large (d=0.26-0.81). Compared to previous application-level studies showing higher improvement rates (CIF: -53.4%, SIM: +48.4%), this service-level analysis reveals more conservative but statistically robust improvements, reflecting the granular nature of individual service optimization. API Gateway demonstrated superior overall effectiveness (MI improvement: +0.496), while Anti-Corruption Layer specialized in change impact reduction. Strong correlations between initial architectural characteristics and improvement magnitude revealed the \u201cWorst First\u201d principle, where services with poorest metrics benefit most from pattern application. The resulting evidence-based framework enables context-sensitive pattern selection, moving beyond universal approaches to design pattern application in microservices architectures"
DOI: 10.5281/zenodo.15191068
title: Rapid and simple lipidomic and metabolomic screening LC-HRMS-based methodology for serum samples of AMD patients

description: The increasing clinical relevance of lipidomics and metabolomics demands analytical methods that are not only sensitive and comprehensive but also rapid, reproducible, and operationally simple. Here, we present an integrated LC-HRMS-based workflow for the untargeted profiling of both lipids and (semi)polar metabolites from minimal serum volumes, specifically tailored for high-throughput clinical studies. The method combines a streamlined methanol:MTBE (1:1, v/v) extraction protocol with isotopically labeled internal standard normalization and a semi-automated Python-based script for data processing. The entire process—from extraction to data output—was completed in under 24 hours for 40 serum samples. Iterative MS/MS in dual polarity modes enabled the identification of close to 500 unique lipids spanning 23 lipid classes, alongside more than 500 metabolite features, facilitating integrated lipidomic-metabolomic analysis. Internal standard normalization improved reproducibility and analytical precision compared to conventional strategies, with 6% and 5% relative standard deviation in positive and negative ionization modes, respectively. Applied to serum from patients with age-related macular degeneration, the method revealed significant dysregulation of docosahexaenoic acid-rich triglycerides, sphingomyelins, and oxidized fatty acids. This workflow offers a robust and accessible platform for comprehensive serum lipidome and metabolome characterization in biomarker discovery and translational research.
DOI: 10.5281/zenodo.15191069
title: Rapid and simple lipidomic and metabolomic screening LC-HRMS-based methodology for serum samples of AMD patients

description: The increasing clinical relevance of lipidomics and metabolomics demands analytical methods that are not only sensitive and comprehensive but also rapid, reproducible, and operationally simple. Here, we present an integrated LC-HRMS-based workflow for the untargeted profiling of both lipids and (semi)polar metabolites from minimal serum volumes, specifically tailored for high-throughput clinical studies. The method combines a streamlined methanol:MTBE (1:1, v/v) extraction protocol with isotopically labeled internal standard normalization and a semi-automated Python-based script for data processing. The entire process—from extraction to data output—was completed in under 24 hours for 40 serum samples. Iterative MS/MS in dual polarity modes enabled the identification of close to 500 unique lipids spanning 23 lipid classes, alongside more than 500 metabolite features, facilitating integrated lipidomic-metabolomic analysis. Internal standard normalization improved reproducibility and analytical precision compared to conventional strategies, with 6% and 5% relative standard deviation in positive and negative ionization modes, respectively. Applied to serum from patients with age-related macular degeneration, the method revealed significant dysregulation of docosahexaenoic acid-rich triglycerides, sphingomyelins, and oxidized fatty acids. This workflow offers a robust and accessible platform for comprehensive serum lipidome and metabolome characterization in biomarker discovery and translational research.
DOI: 10.57745/xycoax
title: sign-dataset.zip

description: :unav
DOI: 10.57745/kowitz
title: sign-dataset.zip

description: :unav
DOI: 10.57745/jbbbgo
title: SigN Dataset: SIMBox Activity Detection Through Cellular Latency Anomalies

description: This dataset consists of latency and signaling measurements collected during controlled SIMBox detection experiments on LTE networks. Data was gathered using dedicated smartphones and SIMBox devices (Hybertone, Portech) acquired specifically for the study, in both indoor and outdoor scenarios across various signal conditions. Experiments include authentication latency under different algorithms (Milenage, TUAK, XOR), static attenuation tests, and IP-level interaction captures. No user-identifiable information is present, as the study did not involve real users. Data is provided as log files, CSVs, and analysis notebooks.
DOI: 10.5281/zenodo.15290924
title: Global nondeviant chlorophyll-a estimations utilizing the VB-OCformer model: MODIS-Terra (Part I)
DOI: 10.5281/zenodo.15290925
title: Global nondeviant chlorophyll-a estimations utilizing the VB-OCformer model: MODIS-Terra (Part I)
DOI: 10.15468/dl.vb7g5k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladophora Kützing, 1843",
 "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 ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064521-250525065834625/datasets/export for details.
DOI: 10.15468/dl.rdjx3y
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melia volkensii Gürke"
 ]
}

 The dataset includes 115 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064522-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/ateopg
title: Fraudzen-dataset.zip

description: :unav
DOI: 10.57745/pixo9v
title: Fraudzen-dataset.zip

description: :unav
DOI: 10.57745/tav6pq
title: FraudZen Dataset: Realistic Ground Truth CDRs of Bypass Fraud Techniques in Mobile Networks

description: This dataset contains synthetic call‑detail records (CDRs) generated with the open‑source FraudZen simulator. FraudZen models legitimate mobile subscribers and SIMBox fraudsters under multiple threat strategies (mobility, traffic, social, and their combinations, in both naïve and advanced variants). The traces cover different fraud–prevalence levels (3 % and 12 % of the country's incoming international calls) and varying numbers of fraudulent SIM cards (from 5 to 200) per simulation run, offering a rich test‑bed for benchmarking anomaly‑ and fraud‑detection algorithms in cellular networks.
DOI: 10.5281/zenodo.15290928
title: Global nondeviant chlorophyll-a estimations utilizing the VB-OCformer model: MODIS-Terra (Part II)
DOI: 10.5281/zenodo.15290929
title: Global nondeviant chlorophyll-a estimations utilizing the VB-OCformer model: MODIS-Terra (Part II)
DOI: 10.6084/m9.figshare.26826235
title: Compiled datasets for natural disasters on the Qinghai-Tibet Plateau since 1900

description: This data depository shared the compiled datasets for natural disasters on the Qinghai-Tibet Plateau since 1900. Available data sources, open datasets, and historical disaster records are stored in separate files.
DOI: 10.6084/m9.figshare.26826235.v1
title: Compiled datasets for natural disasters on the Qinghai-Tibet Plateau since 1900

description: This data depository shared the compiled datasets for natural disasters on the Qinghai-Tibet Plateau since 1900. Available data sources, open datasets, and historical disaster records are stored in separate files.
DOI: 10.15468/dl.ehaxjt
title: Occurrence Download

description: A dataset containing 330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladophora Kützing, 1843",
 "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 ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 330 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064523-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvhdmm
title: Occurrence Download

description: A dataset containing 638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Simaroubaceae"
 ]
}

 The dataset includes 638 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064524-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12559238
title: PEATGRIDS: Mapping global peat thickness and carbon stock via digital soil mapping approach, dataset

description: PEATGRIDS: a dataset containing the first peat thickness and carbon stock maps estimated over peatlands area across the globe at ~1 km x ~1 km resolution. Carbon stock was calculated across all depths of the predicted peat thickness, multiplied by peat bulk density (BD) and carbon content (CC) across five depths: 0-15 cm, 15-30 cm, 30-60 cm, 60-100 cm, and 100-200 cm. Mapping effort was performed using quantile random forest regression based on remotely sensed data and environmental covariates, including topography, climate, soil properties, and land cover. The maps cover areas potentially as peatlands according to the UNEP's global peatland map obtained from the Global Peat Database. We may update this dataset in the future, please consider using the latest version. 

Note: This version (2.0.1) clarifies the metric units for carbon stock per area in the previous version (2.0).
DOI: 10.5281/zenodo.14183473
title: PEATGRIDS: Mapping global peat thickness and carbon stock via digital soil mapping approach, dataset

description: PEATGRIDS: a dataset containing the first peat thickness and carbon stock maps estimated over peatlands area across the globe at 1 km x 1 km resolution. Carbon stock was calculated across all depths of the predicted peat thickness, multiplied by peat bulk density (BD) and carbon content (CC) across five depths: 0-15 cm, 15-30 cm, 30-60 cm, 60-100 cm, and 100-200 cm. Mapping effort was performed using quantile random forest regression based on remotely sensed data and environmental covariates, including topography, climate, soil properties, and land cover. The maps cover areas potentially as peatlands according to the UNEP's global peatland map obtained from the Global Peat Database.
DOI: 10.5281/zenodo.14765931
title: Isoprenoid Gene Network in Arabidopsis Thaliana

description: To gain more insight into the cross-talk between both pathways at the transcriptional level, gene-expression patterns were monitored under various experimental conditions using 118 GeneChip (Affymetrix) microarrays. To construct a genetic regulatory network in Wille et al. (2004), the interventional dataset focusses on 40 genes, 16 of which were assigned to the cytosolic pathway, 19 to the plastidal pathway and five encode proteins located in the mitochondrion.

 

Task: The dataset can be used to study causal discovery algorithms.

 

Summary: 



Size of dataset: 118 x 41

Task: Causal Discovery Problem

Data Type: Continuous Data

Dataset Scope: Standalone Dataset

Ground Truth: Known Graph

Temporal Structure: Static Data

License:  CC BY 2.0 (see https://genomebiology.biomedcentral.com/articles/10.1186/gb-2004-5-11-r92#MOESM1)

Missing Values: No Missing Values


 

Missingness Statement: There are no missing values.

 

Samples:

Experimental procedures involved seedlings, leaves and roots. For experiments involving seedlings or leaves, plants were grown in growth chambers at 70% humidity and daily cycles of 16 h light at 21◦C and 8 h darkness at 21◦C. Plant material from three independent experiments (replications not in parallel) for each experiment group respectively was pooled prior to RNA extraction. The 118 different experimental conditions are denoted by c1-c118:



c1-c2: Experiment with wild-type and era mutant seedlings. (growth stage 1.0; tissue: whole seedlings)

c3-c5: Arabidopsis tissue culture, leaf and seedling in a baseline experiment (growth stage: - ; tissue: tissue culture, seedling, adult leaf).

c6-c14: RNA was extracted from seedlings and adult leaves of wild-type and prenylation mutant plants grown under standard conditions (growth stage 1.0; tissue: whole seedlings and adult leaves).

c15-c22: RNA was extracted from wild-type and several transgenic seedlings (growth stage: 1.0; tissue: whole seedlings).

c23-c30: RNA was extracted from a root inducible system  exposed to hormonal treatments. (growth stage: 1.0; tissue: lateral roots).

c31-c56: Arabidopsis seedlings were exposed to light and dark conditions in a time-course experiment (0, 10 min, 1h, 5h, 2d, 5d). (growth stage: 1.0; tissue: whole seedlings).

c70-c92: Experiment to assess the effect of inhibitors of the MVA pathway (lovastatin) and the MVA-independent pathway (fosmidomycin) on the expression of genes involved in isoprenoid biosynthesis. (growth stage: 1.0 and 3.90; tissues: whole seedlings and adult leaves).

c93-c118: Arabidopsis seedlings and adult leaves were exposed to ozone for several periods of time. (growth stage: 1.0 and 3.90; tissues: whole seedlings, cauline leaves and adult leaves).


 

Features: 



c[...]: This row indicates the experiment as descried above



AACT1, AACT2, CMK, DPPS1, ...: Gene expressions level. The column names indicate the gene name.





 

Note: Although the gene UPPS2 was analyzed in Willie et al. (2004), it is not provided in its supporting material and in this dataset.
DOI: 10.5281/zenodo.7682902
title: Isoprenoid Gene Network in Arabidopsis Thaliana

description: To gain more insight into the cross-talk between both pathways at the transcriptional level, gene-expression patterns were monitored under various experimental conditions using 118 GeneChip (Affymetrix) microarrays. To construct a genetic regulatory network in Wille et al. (2004), the interventional dataset focusses on 40 genes, 16 of which were assigned to the cytosolic pathway, 19 to the plastidal pathway and five encode proteins located in the mitochondrion.

 

Task: The dataset can be used to study causal discovery algorithms.

 

Summary: 



Size of dataset: 118 x 41

Task: Causal Discovery Problem

Data Type: Continuous Data

Dataset Scope: Standalone Dataset

Ground Truth: Known Graph

Temporal Structure: Static Data

License:  CC BY 2.0 (see https://genomebiology.biomedcentral.com/articles/10.1186/gb-2004-5-11-r92#MOESM1)

Missing Values: No Missing Values


 

Missingness Statement: There are no missing values.

 

Samples:

Experimental procedures involved seedlings, leaves and roots. For experiments involving seedlings or leaves, plants were grown in growth chambers at 70% humidity and daily cycles of 16 h light at 21◦C and 8 h darkness at 21◦C. Plant material from three independent experiments (replications not in parallel) for each experiment group respectively was pooled prior to RNA extraction. The 118 different experimental conditions are denoted by c1-c118:



c1-c2: Experiment with wild-type and era mutant seedlings. (growth stage 1.0; tissue: whole seedlings)

c3-c5: Arabidopsis tissue culture, leaf and seedling in a baseline experiment (growth stage: - ; tissue: tissue culture, seedling, adult leaf).

c6-c14: RNA was extracted from seedlings and adult leaves of wild-type and prenylation mutant plants grown under standard conditions (growth stage 1.0; tissue: whole seedlings and adult leaves).

c15-c22: RNA was extracted from wild-type and several transgenic seedlings (growth stage: 1.0; tissue: whole seedlings).

c23-c30: RNA was extracted from a root inducible system  exposed to hormonal treatments. (growth stage: 1.0; tissue: lateral roots).

c31-c56: Arabidopsis seedlings were exposed to light and dark conditions in a time-course experiment (0, 10 min, 1h, 5h, 2d, 5d). (growth stage: 1.0; tissue: whole seedlings).

c70-c92: Experiment to assess the effect of inhibitors of the MVA pathway (lovastatin) and the MVA-independent pathway (fosmidomycin) on the expression of genes involved in isoprenoid biosynthesis. (growth stage: 1.0 and 3.90; tissues: whole seedlings and adult leaves).

c93-c118: Arabidopsis seedlings and adult leaves were exposed to ozone for several periods of time. (growth stage: 1.0 and 3.90; tissues: whole seedlings, cauline leaves and adult leaves).


 

Features: 



c[...]: This row indicates the experiment as descried above



AACT1, AACT2, CMK, DPPS1, ...: Gene expressions level. The column names indicate the gene name.





 

Note: Although the gene UPPS2 was analyzed in Willie et al. (2004), it is not provided in its supporting material and in this dataset.
DOI: 10.5281/zenodo.14602944
title: Supplement to: Metamorphic-anatectic reworking of continental arc crust: Insights from the North Wulan metamorphic complex in the North Qaidam tectonic belt

description: These are the supplementary files for Rebuilding of the continental arc crust induced by slab roll back: A case study of the North Wulan metamorphic complex in the North Qaidam tectonic belt, submitted to GSA Bulletin on January 18, 2025. They include (1) a Word file of the supplementary material of analytical methods and references in the GR, (2) an Excel file that includes Supplementary Table S1-S13, and (3) a Word file that includes the supplementary figure (S1-S11).
DOI: 10.5281/zenodo.15719343
title: Supplement to: Metamorphic-anatectic reworking of continental arc crust: Insights from the North Wulan metamorphic complex in the North Qaidam tectonic belt

description: These are the supplementary files for Rebuilding of the continental arc crust induced by slab roll back: A case study of the North Wulan metamorphic complex in the North Qaidam tectonic belt, submitted to GSA Bulletin on January 18, 2025. They include (1) a Word file of the supplementary material of analytical methods and references in the GR, (2) an Excel file that includes Supplementary Table S1-S13, and (3) a Word file that includes the supplementary figure (S1-S11).
DOI: 10.18150/n0u7k6
title: Data used in the article "Return connectedness between energy commodities and stock markets: New evidence from 31 energy sector companies in Europe"

description: Returns of the series used in the publication "Return connectedness between energy commodities and stock markets: New evidence from 31 energy sector companies in Europe" (Just M, Kliber A, Echaust K)
DOI: 10.5281/zenodo.15290933
title: Global nondeviant chlorophyll-a estimations utilizing the VB-OCformer model: MODIS-Terra (Part III)
DOI: 10.5281/zenodo.15290934
title: Global nondeviant chlorophyll-a estimations utilizing the VB-OCformer model: MODIS-Terra (Part III)
DOI: 10.15468/dl.h8jkf5
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Human Observation)",
 "Country is Algeria",
 "GbifRegion is Africa",
 "Geometry POLYGON((5.29421 19.18449,10.74413 19.18449,10.74413 33.19692,5.29421 33.19692,5.29421 19.18449))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ciconia ciconia (Linnaeus, 1758)"
 ]
}

 The dataset includes 32 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064525-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tz27fh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladophora Kützing, 1843",
 "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 ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064526-250525065834625/datasets/export for details.
DOI: 10.15468/dl.t3nx5r
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.6.4_1",
 "TaxonKey is Arborophila gingica (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064527-250525065834625/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/12254283
title: Health Workforce Shortage Areas