cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8svhpxg3x2
title: DATASET 1 _ Melanoma survival study

description: Supplementary Dataset 1 - Description
By means of bioinformatics analyses (UALCAN at https://ualcan.path.uab.edu/ and GEPIA2 at http://gepia2.cancer-pku.cn/#index) of online available datasets from cancer patients (TCGA collection), we generated a list of 3,498 gene whose expression was significantly different (p&lt;0.05) between skin melanoma patients with high- or low-expression of genes which then were ordered according to the value of the S-Ratio calculated as described within the text of the manuscript. According to this experimental design, just as an example, the gene LHB in 1st position of the list has a S-Ratio = 0.3430 which means that patients with higher expression of LHB behave a median survival (1,096 days) about 3 times shorter than patients with lower LHB expression (3,195 days). Similarly, the gene CCL8 in 3,498th position of the list has a S-Ratio = 3,2473 which means that patients with higher expression of CCL8 have a median survival (6,225 days) 3.2 times longer than patients with lower CCL8 expression (1,917 days). Due to the large dimension of such dataset and the complexity of the required analyses, in the present study we focused only on the 25 genes showing the highest and those showing the lowest S-Ratio: a more complete analysis regarding the whole dataset of 3,498 genes is presently ongoing and will be object of a larger investigation.
DOI: 10.17632/8svhpxg3x2.1
title: DATASET 1 _ Melanoma survival study

description: Supplementary Dataset 1 - Description
By means of bioinformatics analyses (UALCAN at https://ualcan.path.uab.edu/ and GEPIA2 at http://gepia2.cancer-pku.cn/#index) of online available datasets from cancer patients (TCGA collection), we generated a list of 3,498 gene whose expression was significantly different (p&lt;0.05) between skin melanoma patients with high- or low-expression of genes which then were ordered according to the value of the S-Ratio calculated as described within the text of the manuscript. According to this experimental design, just as an example, the gene LHB in 1st position of the list has a S-Ratio = 0.3430 which means that patients with higher expression of LHB behave a median survival (1,096 days) about 3 times shorter than patients with lower LHB expression (3,195 days). Similarly, the gene CCL8 in 3,498th position of the list has a S-Ratio = 3,2473 which means that patients with higher expression of CCL8 have a median survival (6,225 days) 3.2 times longer than patients with lower CCL8 expression (1,917 days). Due to the large dimension of such dataset and the complexity of the required analyses, in the present study we focused only on the 25 genes showing the highest and those showing the lowest S-Ratio: a more complete analysis regarding the whole dataset of 3,498 genes is presently ongoing and will be object of a larger investigation.
DOI: 10.5281/zenodo.16762036
title: Strengthening Institutional Readiness for Smart Urban Infrastructure:  A Case Study of Public-Private Partnership in Street Lighting in Bandung, Indonesia
DOI: 10.5281/zenodo.16778851
title: Strengthening Institutional Readiness for Smart Urban Infrastructure:  A Case Study of Public-Private Partnership in Street Lighting in Bandung, Indonesia
DOI: 10.15468/dl.q5ttac
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Orestias puni)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028646-250802193616735/datasets/export for details.
DOI: 10.15468/dl.8ah4xn
title: Occurrence Download

description: A dataset containing 17113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spatula puna)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 17113 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028644-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/vdj74sngvn
title: PCB-Defect: An Annotated Dataset for Surface Defect Detection in Printed Circuit Boards

description: The PCB Defect Detection dataset comprises 230 images of uniquely manufactured single-layer printed circuit boards (PCBs) with authentic, chemically induced defects. Each PCB was fabricated using a controlled chemical etching process, ensuring that the defects closely replicate those encountered in industrial production environments. The dataset captures six key defect types: missing pad, mouse bite, open circuit, short circuit, spur, and spurious copper.
Each image in the dataset has been annotated with fine-grained bounding boxes localizing all visible defect instances, resulting in an average of 7.4 annotations per image and a total of 1,704 defect annotations across the six defect categories. The image resolutions vary ranging from 2.57 to 31.26 megapixels (800×600 to 6000×4000 pixels). Annotations are provided in COCO-style JSON format, which ensures seamless compatibility with machine learning object detection frameworks.
DOI: 10.17632/vdj74sngvn.1
title: PCB-Defect: An Annotated Dataset for Surface Defect Detection in Printed Circuit Boards

description: The PCB Defect Detection dataset comprises 230 images of uniquely manufactured single-layer printed circuit boards (PCBs) with authentic, chemically induced defects. Each PCB was fabricated using a controlled chemical etching process, ensuring that the defects closely replicate those encountered in industrial production environments. The dataset captures six key defect types: missing pad, mouse bite, open circuit, short circuit, spur, and spurious copper.
Each image in the dataset has been annotated with fine-grained bounding boxes localizing all visible defect instances, resulting in an average of 7.4 annotations per image and a total of 1,704 defect annotations across the six defect categories. The image resolutions vary ranging from 2.57 to 31.26 megapixels (800×600 to 6000×4000 pixels). Annotations are provided in COCO-style JSON format, which ensures seamless compatibility with machine learning object detection frameworks.
DOI: 10.15468/dl.s6ha4p
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypoatherina uisila"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028645-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbm3xy
title: Occurrence Download

description: A dataset containing 28656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Heuchera abramsii, Heuchera alba, Heuchera americana, Heuchera bracteata, Heuchera brevistaminea, Heuchera caespitosa, Heuchera caroliniana, Heuchera chlorantha, Heuchera cylindrica, Heuchera eastwoodiae, Heuchera elegans, Heuchera glabra, Heuchera glomerulata, Heuchera grossulariifolia, Heuchera hallii, Heuchera hirsutissima, Heuchera inconstans, Heuchera longiflora, Heuchera maxima, Heuchera merriamii, Heuchera micrantha, Heuchera missouriensis, Heuchera novomexicana, Heuchera parishii, Heuchera parviflora, Heuchera parvifolia, Heuchera pilosissima, Heuchera puberula, Heuchera pubescens, Heuchera pulchella, Heuchera richardsonii, Heuchera rubescens, Heuchera sanguinea, Heuchera soltisii, Heuchera villosa, Heuchera woodsiaphila, Heuchera wootonii)",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 28656 records from 301 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028648-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35um7t
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria reflexa Blume"
 ]
}

 The dataset includes 17 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236487-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kiknhp
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067923-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5pdnk
title: Occurrence Download

description: A dataset containing 843868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 843868 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236467-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qx8fhu
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Azospirillum brasilense_A"
 ]
}

 The dataset includes 163 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083303-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.md5bs6
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria reniformis (D.Don) Hook.f."
 ]
}

 The dataset includes 26 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236489-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjbr84
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001947-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbubay
title: Occurrence Download

description: A dataset listing the 17955 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Geometry POLYGON((-12.36271 37.82146,31.21602 37.82146,31.21602 59.17878,-12.36271 59.17878,-12.36271 37.82146))",
 "HasGeospatialIssue is false",
 "TaxonKey is Insecta",
 "Year 2019-2022"
 ]
}

 The dataset's 17955 records were derived from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107048-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0rsk6d
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001899-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aynm6d
title: Occurrence Download

description: A dataset containing 809279729 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is one of (United States of America, United States Minor Outlying Islands, American Samoa, Micronesia (Federated States of), Guam, Marshall Islands, Northern Mariana Islands, Puerto Rico, Palau, Virgin Islands (U.S.))",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 },
 "OccurrenceStatus is one of (Present)"
 ]
}

 The dataset includes 809279729 records from 5001 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086306-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8fbpe
title: Occurrence Download

description: A dataset containing 1826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ireland",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Puffinus puffinus (Brunnich, 1764)",
 "Year 2020-2025"
 ]
}

 The dataset includes 1826 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015027-250426092105405/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/11674648
title: MaleBin: Malware Binary Greyscale Images
DOI: 10.5281/zenodo.14948149
title: Solar-asynchronous tidal components of Ar and N2 densities in Mars thermosphere

description: This data set consists of amplitudes and phases of DE2, DE1, D0 and SE1 tidal components, and stationary planetary waves SPW1, SPW2 and SPW3, of Ar and N2 densities derived from multi-year binning, averaging and sinusoidal decomposition of measurements made by the NGIMS instrument on the MAVEN satellite at Mars.

The data are provided as a function of height (every 5 km, 160-250 km) at Ls = 30, and latitude (60S-60N) versus Ls (0-360) averaged over 205-250 km, in IDL .sav files.

More details are found in the README_AmPh.txt file, including information on how to read the files.

This data set is made available in connection with the following publication: 

Forbes, J.M., Zhang, X., Fang, X., and Benna, M. (2025). Solar-asynchronous Tides and Stationary Planetary Waves in Mars Thermosphere Derived from MAVEN Data. Journal of Geophysical Research: Space Physics, 130, e2024JA033499. https://doi.org/10.1029/2024JA033499
DOI: 10.5281/zenodo.14948150
title: Solar-asynchronous tidal components of Ar and N2 densities in Mars thermosphere

description: This data set consists of amplitudes and phases of DE2, DE1, D0 and SE1 tidal components, and stationary planetary waves SPW1, SPW2 and SPW3, of Ar and N2 densities derived from multi-year binning, averaging and sinusoidal decomposition of measurements made by the NGIMS instrument on the MAVEN satellite at Mars.

The data are provided as a function of height (every 5 km, 160-250 km) at Ls = 30, and latitude (60S-60N) versus Ls (0-360) averaged over 205-250 km, in IDL .sav files.

More details are found in the README_AmPh.txt file, including information on how to read the files.

This data set is made available in connection with the following publication: 

Forbes, J.M., Zhang, X., Fang, X., and Benna, M. (2025). Solar-asynchronous Tides and Stationary Planetary Waves in Mars Thermosphere Derived from MAVEN Data. Journal of Geophysical Research: Space Physics, 130, e2024JA033499. https://doi.org/10.1029/2024JA033499
DOI: 10.15468/dl.68mkzt
title: Occurrence Download

description: A dataset containing 14854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Cissampelos L."
 ]
}

 The dataset includes 14854 records from 442 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015028-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7fbsu
title: Occurrence Download

description: A dataset containing 6078 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ireland",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Morus bassanus (Linnaeus, 1758)",
 "Year 2020-2025"
 ]
}

 The dataset includes 6078 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015030-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9m59ck
title: Occurrence Download

description: A dataset containing 736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ireland",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fratercula arctica (Linnaeus, 1758)",
 "Year 2020-2025"
 ]
}

 The dataset includes 736 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015031-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gzpnte
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Nouelia insignis Franch., Gochnatia decora (Kurz) Cabrera)"
 ]
}

 The dataset includes 258 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015032-250426092105405/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/11674264
title: Pokedex Pokemon Data
DOI: 10.5281/zenodo.14021214
title: Winners' strategies: Comprehensive analysis and optimization of 2-point shots in 3x3 basketball using multi-criteria decision support analysis, on the example of two Olympic National Teams.

description: This repository contains supporting materials for the article entitled “Winners' strategies: Comprehensive analysis and optimization of 2-point shots in 3x3 basketball using multi-criteria decision support analysis, on the example of two Olympic National Teams", divided into the following parts.

A. Code and MCDA analysis :



analysis.ipynb

comet_model_improvement_5%.xlsx

comet_model_improvement_10%.xlsx

comet_model_improvement_20%.xlsx

comet_results_[0.3 0.7].xlsx

comet_results_[0.4 0.6].xlsx

comet_results_[0.5 0.5].xlsx

comet_results_[0.6 0.4].xlsx

comet_results_[0.7 0.3].xlsx

preprocessed_decision_matrix.xlsx

SRB.xlsx

PL.xlsx


B. Raw data for analysis



Opis.docx - parameter definitions

baza danych 3x3.xlsx - data summary


C. Sample input data - Video



Serbia - Łotwa.mov - raw video data from the Olympic competition between the Serbian and Latvian teams

Polska - Japonia.mov - raw video data from the Olympic competition between the Poland and Japan teams
DOI: 10.5281/zenodo.14021215
title: Winners' strategies: Comprehensive analysis and optimization of 2-point shots in 3x3 basketball using multi-criteria decision support analysis, on the example of two Olympic National Teams.

description: This repository contains supporting materials for the article entitled “Winners' strategies: Comprehensive analysis and optimization of 2-point shots in 3x3 basketball using multi-criteria decision support analysis, on the example of two Olympic National Teams", divided into the following parts.

A. Code and MCDA analysis :



analysis.ipynb

comet_model_improvement_5%.xlsx

comet_model_improvement_10%.xlsx

comet_model_improvement_20%.xlsx

comet_results_[0.3 0.7].xlsx

comet_results_[0.4 0.6].xlsx

comet_results_[0.5 0.5].xlsx

comet_results_[0.6 0.4].xlsx

comet_results_[0.7 0.3].xlsx

preprocessed_decision_matrix.xlsx

SRB.xlsx

PL.xlsx


B. Raw data for analysis



Opis.docx - parameter definitions

baza danych 3x3.xlsx - data summary


C. Sample input data - Video



Serbia - Łotwa.mov - raw video data from the Olympic competition between the Serbian and Latvian teams

Polska - Japonia.mov - raw video data from the Olympic competition between the Poland and Japan teams
DOI: 10.15468/dl.vdddt6
title: Occurrence Download

description: A dataset containing 3944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Moringaceae"
 ]
}

 The dataset includes 3944 records from 289 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015035-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zay2e
title: Occurrence Download

description: A dataset containing 6961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Muntingiaceae"
 ]
}

 The dataset includes 6961 records from 333 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015036-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zd5237
title: Occurrence Download

description: A dataset containing 140675 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Empidonax wrightii S.F.Baird, 1858",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 140675 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015029-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dknsnv
title: Occurrence Download

description: A dataset containing 636327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mozambique",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 636327 records from 622 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015033-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmmb7x
title: Occurrence Download

description: A dataset containing 778242096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 778242096 records from 3082 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0374004-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.