cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/jvh-bdx-tyw
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yfv-e23-mlq
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ckq-w08-6de
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/th9-0ak-lzm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gz9-g4g-n40
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/22d-xhm-147
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mpt-sd2-3ed
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jr0-1te-1sg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xbg-zdv-mk9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rf4-mvf-wes
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8m0-935-qcd
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qwq-n5t-4p4
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1hl-j7a-yqe
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sxk-pa7-w66
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jlw-s72-0sf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k64-rrr-7my
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.rcv96s
title: Occurrence Download

description: A dataset containing 7079 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carduus acanthoides L.",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7079 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102629-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/2f87ad0d3d82c2286d012bce52ec6532
title: Hourly Meteorological Data for the Virginia Coast Reserve LTER 1989-present

description: Data from VCR/LTER meteorological stations is listed in comma-separated-value (CSV) files by year. A combined file for all years is also available, sorted by station, date and time, however, unlike the annual files, this combined file is too large for most spreadsheets to handle. A compressed copy of all the .CSV files is included in a single .ZIP file for users who wish to conveniently download a copy of all the data.
DOI: 10.15468/dl.gqg6em
title: Occurrence Download

description: A dataset containing 379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-100.85299 29.12808,-99.27303 26.42423,-96.73206 25.90301,-96.25971 27.59698,-93.68616 29.69817,-93.76761 31.68533,-94.06079 33.44446,-95.46158 33.91682,-97.62792 33.99826,-100.1363 34.58463,-99.88124 36.3741,-103.03036 36.40498,-103.0921 32.05178,-106.66574 32.01319,-106.20263 31.21047,-105.20695 30.7628,-104.85007 30.31746,-104.52469 29.65272,-104.13989 29.31164,-103.49776 29.04895,-103.14751 28.9322,-102.95988 29.12817,-102.88066 29.31581,-102.75557 29.67023,-102.39281 29.77447,-101.92581 29.82033,-101.49217 29.74528,-101.3087 29.58266,-101.04601 29.46174,-100.85299 29.12808))",
 "TaxonKey is Ursus americanus"
 ]
}

 The dataset includes 379 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007129-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30480503.v1
title: HFIAS and different variables data, and code to replicate analyses

description: Survey, datasets and scripts used in the paper "<i>Drivers of Household Food Insecurity in Amazonian Riverine Communities</i>" by Paula Mulazzani Candiago, Gordon A. Zello, Timothy D. Jardine, Hugo C.M. Costa, Almira Silva do Nascimento, Antonia Debora Ferreira de Souza, William E. Magnusson, Daniel Bastos Pimenta, João Vitor Campos e Silva, sent for publication to Royal Society Open Science.
DOI: 10.15468/dl.ehccht
title: Occurrence Download

description: A dataset containing 942 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Puma concolor",
 "Year 1990-2000"
 ]
}

 The dataset includes 942 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007131-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y52ncv
title: Occurrence Download

description: A dataset containing 5140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus sargentii",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5140 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007132-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26946364
title: LBQANA python code + Merged Gene Expression Dataset from GSE10810, GSE17907, GSE20711, GSE42568, GSE45827, and GSE61304 for Breast Cancer Biomarker Discovery

description: The merged dataset integrates six gene expression datasets (GSE10810, GSE17907, GSE20711, GSE42568, GSE45827, and GSE61304) from the NCBI GEO database, collectively comprising 476 breast cancer (BC) samples and 65 normal samples. Each dataset was sourced from the GPL570 platform (Affymetrix Human Genome U133 Plus 2.0 Array), and selected for their robust sample sizes, with each dataset containing over 50 samples. The datasets include a range of gene counts: GSE10810 (11,332 genes, 58 samples), GSE17907 (11,392 genes, 55 samples), GSE20711 (11,702 genes, 90 samples), GSE42568 (11,106 genes, 121 samples), GSE45827 (11,731 genes, 155 samples), and GSE61304 (11,273 genes, 62 samples). After merging and preprocessing, the final dataset contains 10,240 genes across 541 samples.The datasets were processed using the ReadAffy function from the affy package, followed by normalization with the Robust Multi-array Average (RMA) method. Gene probes were annotated using platform-specific annotation files, and for genes represented by multiple probes, the mean expression levels were computed. To address batch effects introduced during the merging process, the Empirical Bayes algorithm from the sva package (via the ComBat function) was applied. Post-correction, Principal Component Analysis (PCA) confirmed uniform distribution across the datasets, ensuring consistency for further analysis. This merged dataset supports a comprehensive investigation into breast cancer biomarkers and improves the robustness of feature selection and machine learning analyses.
DOI: 10.6084/m9.figshare.26946364.v3
title: LBQANA python code + Merged Gene Expression Dataset from GSE10810, GSE17907, GSE20711, GSE42568, GSE45827, and GSE61304 for Breast Cancer Biomarker Discovery

description: The merged dataset integrates six gene expression datasets (GSE10810, GSE17907, GSE20711, GSE42568, GSE45827, and GSE61304) from the NCBI GEO database, collectively comprising 476 breast cancer (BC) samples and 65 normal samples. Each dataset was sourced from the GPL570 platform (Affymetrix Human Genome U133 Plus 2.0 Array), and selected for their robust sample sizes, with each dataset containing over 50 samples. The datasets include a range of gene counts: GSE10810 (11,332 genes, 58 samples), GSE17907 (11,392 genes, 55 samples), GSE20711 (11,702 genes, 90 samples), GSE42568 (11,106 genes, 121 samples), GSE45827 (11,731 genes, 155 samples), and GSE61304 (11,273 genes, 62 samples). After merging and preprocessing, the final dataset contains 10,240 genes across 541 samples.The datasets were processed using the ReadAffy function from the affy package, followed by normalization with the Robust Multi-array Average (RMA) method. Gene probes were annotated using platform-specific annotation files, and for genes represented by multiple probes, the mean expression levels were computed. To address batch effects introduced during the merging process, the Empirical Bayes algorithm from the sva package (via the ComBat function) was applied. Post-correction, Principal Component Analysis (PCA) confirmed uniform distribution across the datasets, ensuring consistency for further analysis. This merged dataset supports a comprehensive investigation into breast cancer biomarkers and improves the robustness of feature selection and machine learning analyses.
DOI: 10.6084/m9.figshare.26946364.v2
title: Merged Gene Expression Dataset from GSE10810, GSE17907, GSE20711, GSE42568, GSE45827, and GSE61304 for Breast Cancer Biomarker Discovery

description: The merged dataset integrates six gene expression datasets (GSE10810, GSE17907, GSE20711, GSE42568, GSE45827, and GSE61304) from the NCBI GEO database, collectively comprising 476 breast cancer (BC) samples and 65 normal samples. Each dataset was sourced from the GPL570 platform (Affymetrix Human Genome U133 Plus 2.0 Array), and selected for their robust sample sizes, with each dataset containing over 50 samples. The datasets include a range of gene counts: GSE10810 (11,332 genes, 58 samples), GSE17907 (11,392 genes, 55 samples), GSE20711 (11,702 genes, 90 samples), GSE42568 (11,106 genes, 121 samples), GSE45827 (11,731 genes, 155 samples), and GSE61304 (11,273 genes, 62 samples). After merging and preprocessing, the final dataset contains 10,240 genes across 541 samples.The datasets were processed using the ReadAffy function from the affy package, followed by normalization with the Robust Multi-array Average (RMA) method. Gene probes were annotated using platform-specific annotation files, and for genes represented by multiple probes, the mean expression levels were computed. To address batch effects introduced during the merging process, the Empirical Bayes algorithm from the sva package (via the ComBat function) was applied. Post-correction, Principal Component Analysis (PCA) confirmed uniform distribution across the datasets, ensuring consistency for further analysis. This merged dataset supports a comprehensive investigation into breast cancer biomarkers and improves the robustness of feature selection and machine learning analyses.
DOI: 10.5281/zenodo.17239681
title: RNA Secondary Structure data (raw, predictions, and structural motif analysis)

description: This dataset is meant to be used alongside RNAFoldAssess, a benchmarking tool for RNA secondary structure prediction models. The data contains raw inputs that can be transformed into DataPoint objects, as well as outputs from using the entire pipeline of the package.
DOI: 10.5281/zenodo.17239682
title: RNA Secondary Structure data (raw, predictions, and structural motif analysis)

description: This dataset is meant to be used alongside RNAFoldAssess, a benchmarking tool for RNA secondary structure prediction models. The data contains raw inputs that can be transformed into DataPoint objects, as well as outputs from using the entire pipeline of the package.
DOI: 10.15468/dl.j5sbjd
title: Occurrence Download

description: A dataset containing 160748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 750a8724-fa66-4c27-b645-bd58ac5ee010",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 160748 records from 778 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007127-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzw627
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia hypoleuca",
 "HasCoordinate is true"
 ]
}

 The dataset includes 134 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007133-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.5bven7
title: Dataset generated from Esri tool

description: Derived dataset generated by Esri geoprocessing tool using GBIF API
DOI: 10.15468/dl.ymcfmw
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Escallonia myrtilloides"
 ]
}

 The dataset includes 373 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007134-251025141854904/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/13548273
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.s7dfpz
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aesculus hybrida",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007136-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvrpwa
title: Occurrence Download

description: A dataset containing 16119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Puma concolor",
 "Year 2010-2024"
 ]
}

 The dataset includes 16119 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007135-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ew5nrj
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Continent derived from coordinates",
 "TaxonKey is Leopardus guttulus"
 ]
}

 The dataset includes 172 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007137-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5yy7a
title: Occurrence Download

description: A dataset containing 264365 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversity Research and Teaching Collections - TCWC Vertebrates"
 ]
}

 The dataset includes 264365 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007130-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23h7c7
title: Occurrence Download

description: A dataset containing 1730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Bauhinia acuruana"
 ]
}

 The dataset includes 1730 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007138-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pgwtqw
title: Occurrence Download

description: A dataset containing 10213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cornus controversa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10213 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007139-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15341107
title: DATA: Antibacterial coating of substrates based on cationic biocides-enhanced  thin films of selected polystyrene-based copolymers

description: Dataset contains data related to the  Antibacterial coating of substrates based on cationic biocides-enhanced  thin films of selected polystyrene-based copolymers. Dataset consists of pictures in tiff and png format, spredsheets in csv format and native .mdt files for AFM.
description: SIS and SBS polymer films were prepared by dissolving 18.21 g of polystyrene-block-polyisoprene-block-polystyrene (SIS) in 164 mL of chloroform and 18.23 g of polystyrene-block-polybutadiene-block-polystyrene (SBS) in 164 mL of cyclohexane with continuous stirring at 280 rpm for 2 h. The mixtures were then heated to 65 °C and stirred until the polymers were all dissolved, creating a clear solution. Additionally, polymer films were modified with two antibacterial compounds, specifically (a) chlorhexidine (CHX) and (b) dodecyltrimethylammonium bromide (DTAB) of two different concentrations: 0.5 % wt. and 1.5 % wt. In the first preparation method, the desired amount of CB (0.5 % wt.: 0.2 mL; 1.5 % wt.: 0.6 mL) was added directly to the polymer solutions, and the solutions were then stirred at 250 rpm for 30 min at 70 °C. 14 mL of the heated solutions were poured into Petri dishes, and the samples were left in a fume hood for several days. The samples were then taken from the Petri dishes and washed with distilled water. In the second preparation method, pristine polymer samples were prepared and then exposed to plasma (PA) for 10 min or UV light (254 nm UV) for 30 min before being soaked in an ethanol solution of CHX and DTAB (0.5 % and 1.5 %) for a few hours. The samples were removed from the modification solutions and thoroughly washed with distilled water to eliminate any remaining residue.

Thin polymer films of SIS and SBS were prepared for cross-cut testing using a film casting knife with an adjustable gap clearance ranging from 0 to 3800 μm (BYK-Gardner GmbH, Geretsried, Germany). The films were prepared using the same two methods as before. Aluminium, steel, and glass plates were positioned on a drawdown plate and secured with a clip. A casting knife, adjusted with a gap clearance of 150 μm, was used to cast 3 mL of dissolved SIS and SBS polymer on each plate.
description: The authors acknowledge the assistance provided by a grant from the Programme Johannes Amos Comenius under the Ministry of Education, Youth and Sports of the Czech Republic CZ.02.01.01/00/22_008/0004558 Advanced MUltiscaLe materials for key Enabling Technologies.
DOI: 10.5281/zenodo.15341108
title: DATA: Antibacterial coating of substrates based on cationic biocides-enhanced  thin films of selected polystyrene-based copolymers

description: Dataset contains data related to the  Antibacterial coating of substrates based on cationic biocides-enhanced  thin films of selected polystyrene-based copolymers. Dataset consists of pictures in tiff and png format, spredsheets in csv format and native .mdt files for AFM.
description: SIS and SBS polymer films were prepared by dissolving 18.21 g of polystyrene-block-polyisoprene-block-polystyrene (SIS) in 164 mL of chloroform and 18.23 g of polystyrene-block-polybutadiene-block-polystyrene (SBS) in 164 mL of cyclohexane with continuous stirring at 280 rpm for 2 h. The mixtures were then heated to 65 °C and stirred until the polymers were all dissolved, creating a clear solution. Additionally, polymer films were modified with two antibacterial compounds, specifically (a) chlorhexidine (CHX) and (b) dodecyltrimethylammonium bromide (DTAB) of two different concentrations: 0.5 % wt. and 1.5 % wt. In the first preparation method, the desired amount of CB (0.5 % wt.: 0.2 mL; 1.5 % wt.: 0.6 mL) was added directly to the polymer solutions, and the solutions were then stirred at 250 rpm for 30 min at 70 °C. 14 mL of the heated solutions were poured into Petri dishes, and the samples were left in a fume hood for several days. The samples were then taken from the Petri dishes and washed with distilled water. In the second preparation method, pristine polymer samples were prepared and then exposed to plasma (PA) for 10 min or UV light (254 nm UV) for 30 min before being soaked in an ethanol solution of CHX and DTAB (0.5 % and 1.5 %) for a few hours. The samples were removed from the modification solutions and thoroughly washed with distilled water to eliminate any remaining residue.

Thin polymer films of SIS and SBS were prepared for cross-cut testing using a film casting knife with an adjustable gap clearance ranging from 0 to 3800 μm (BYK-Gardner GmbH, Geretsried, Germany). The films were prepared using the same two methods as before. Aluminium, steel, and glass plates were positioned on a drawdown plate and secured with a clip. A casting knife, adjusted with a gap clearance of 150 μm, was used to cast 3 mL of dissolved SIS and SBS polymer on each plate.
description: The authors acknowledge the assistance provided by a grant from the Programme Johannes Amos Comenius under the Ministry of Education, Youth and Sports of the Czech Republic CZ.02.01.01/00/22_008/0004558 Advanced MUltiscaLe materials for key Enabling Technologies.
DOI: 10.15468/dl.2b5kf9
title: Occurrence Download

description: A dataset containing 7196 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-98.69844 19.69131,-98.45803 19.69131,-98.45803 19.88074,-98.69844 19.88074,-98.69844 19.69131))"
 ]
}

 The dataset includes 7196 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007140-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.