cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.jj83827
title: Data from: Tracing the rise of malignant cell lines: distribution, epidemiology and evolutionary interactions of two transmissible cancers in Tasmanian devils

description: Emerging infectious diseases are rising globally and understanding
 host-pathogen interactions during the initial stages of disease emergence
 is essential for assessing potential evolutionary dynamics and designing
 novel management strategies. Tasmanian devils (Sarcophilus harrisii) are
 endangered due to a transmissible cancer – devil facial tumour disease
 (DFTD) – that since its emergence in the 1990’s, has affected most
 populations throughout Tasmania. Recent studies suggest that devils are
 adapting to the DFTD epidemic and that disease-induced extinction is
 unlikely. However, in 2014 a second and independently evolved
 transmissible cancer – devil facial tumour 2 (DFT2) – was discovered at
 the d’Entrecasteaux peninsula, in southeast Tasmania, suggesting that the
 species is prone to transmissible cancers. To date, there is little
 information about the distribution, epidemiology and effects of DFT2 and
 its interaction with DFTD. Here we use data from monitoring surveys and
 road-kills found within and adjacent to the d’Entrecasteaux peninsula to
 determine the distribution of both cancers and to compare their
 epidemiological patterns. Since 2012, a total of 51 DFTD tumours have been
 confirmed among 26 individuals inside the peninsula and its surroundings,
 while 40 DFT2 tumours have been confirmed among 23 individuals, and two
 individuals co-infected with both tumours . All devils with DFT2 were
 found within the d’Entrecasteaux peninsula, suggesting that this new
 transmissible cancer is geographically confined to this area. We found
 significant differences in tumour bodily location in DFTD and DFT2, with
 non-facial tumours more commonly found in DFT2. There was a significant
 sex bias in DFT2, with most cases reported in males, suggesting that since
 DFT2 originated from a male host, females might be less susceptible to
 this cancer. We discuss the implications of our results for understanding
 the epidemiological and evolutionary interactions of these two
 contemporary transmissible cancers and evaluating the effectiveness of
 potential management strategies.
description: Devil_tumour_metadataInformation on diseased animalsDryad_data_devil_tumour.csv
DOI: 10.15468/dl.uhf555
title: Occurrence Download

description: A dataset containing 6631476 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence, Fossil)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, July, June, August, September, November, October, December)"
 ]
}

 The dataset includes 6631476 records from 3941 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001656-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5255/ukda-sn-857844
title: Automated Occupational Advice for Long-Term Unemployed During Online Job Search, 2019-2021

description: The data covers job search activities and employment outcomes for participants in an online study on the provision of occupational recommendations to job seekers.

Providing job search assistance to job seekers in a cost effective manner is a challenging goal. Interventions aimed at providing tailored advice typically involve large personnel costs that often dissipate the benefits. However, the advances in information technologies and the shift of formal job search to online platforms over the last 20 years offer new opportunities for providing advice at very low-cost. In this study we examine the potential for providing on-line advice to a population of hard-to-place job seekers.

In a randomized field experiment, we provided suggestions about suitable alternative occupations to long-term unemployed job seekers. The suggestions were automatically generated, integrated in an online job search platform, and fed into actual search queries. Effects on the primary pre-registered outcomes of "finding a stable job" and "reaching a cumulative earnings threshold" are positive, large, and are more pronounced for those who are longer unemployed. Treated individuals include more occupations in their search and find more jobs in recommended occupations.
DOI: 10.15468/dl.7rdpdf
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parascyllium elongatum Last & Stevens, 2008"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001514-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15341332
title: Materials for the article "Modelling Clear-Sky Cooling Episodes over Arctic Sea Ice during Polar Night: the Effect of Explicitly Resolved Leads and Realistic Snow Depth"

description: This dataset includes "North Pole - 35" observations (surface meteorology, calculated turbulent heat fluxes and radiosounding data), sea-ice and surface temperature initial conditions for WRF numerical experiments "Leads+Ice" and "Open Leads" and WRF namelist. The data are for three clear-sky cooling episodes observed on January 17-18, February 10-11, and February 23-24, 2008.
DOI: 10.5281/zenodo.15341331
title: Materials for the article "Modelling Clear-Sky Cooling Episodes over Arctic Sea Ice during Polar Night: the Effect of Explicitly Resolved Leads and Realistic Snow Depth"

description: This dataset includes "North Pole - 35" observations (surface meteorology, calculated turbulent heat fluxes and radiosounding data), sea-ice and surface temperature initial conditions for WRF numerical experiments "Leads+Ice" and "Open Leads" and WRF namelist. The data are for three clear-sky cooling episodes observed on January 17-18, February 10-11, and February 23-24, 2008.
DOI: 10.5281/zenodo.17019703
title: MA-XRF data of the Stained Glass Windows of Saint George and Saint Michael from Musea Brugge
DOI: 10.5281/zenodo.17019704
title: MA-XRF data of the Stained Glass Windows of Saint George and Saint Michael from Musea Brugge
DOI: 10.15468/dl.uzb9qw
title: Occurrence Download

description: A dataset listing the 8522 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global Register of Introduced and Invasive Species - United States (Contiguous) (ver.2.0, 2022)"
 ]
}

 The dataset's 8522 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005406-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsn5um
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Living Specimen)",
 "TaxonKey is Erymnochelys madagascariensis"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005417-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zxtzp
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.29_1",
 "TaxonKey is Fritillaria fusca"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005418-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tb4u8z
title: Occurrence Download

description: A dataset listing the 181165 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 181165 records were derived from 3210 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005403-251120083545085/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.29126117
title: IEGS_data

description: The distributed operation of integrated electricity and gas systems (IEGS) can protect privacy and improve operational flexibility. However, it faces challenges such as reduced accuracy, computational inefficiency, and insufficient incentives. To address these issues, this paper proposes a distributed optimal power and gas dispatch (OPGD) method.
DOI: 10.15468/dl.apgkfq
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence, Living Specimen)",
 "Continent is Europe",
 "Country is Portugal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (February, March, April, May, June, July, August, September, October, November, December, January)",
 "TaxonKey is Baccharis spicata (Lam.) Baill.",
 "Year 2019-2024"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013795-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.getm74
title: Occurrence Download

description: A dataset containing 524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera maackii",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 524 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049468-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7bw74
title: Occurrence Download

description: A dataset containing 45844 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Luzula nivea"
 ]
}

 The dataset includes 45844 records from 375 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049464-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/6109
title: Seed-of-Awakening-Ai
DOI: 10.57967/hf/6355
title: Seed-of-Awakening-Ai
DOI: 10.17632/ctbrfc3wx4
title: Bioactivities of Polyphenols, Polysaccharides, and Oligosaccharides Derived from Two Wild West African Ganoderma Species

description: This dataset has been updated to include only raw experimental data. Final tables and figures are available in related article.
This dataset contains the raw experimental data associated with the above manuscript. Data are organized in a single excel file (Ganoderma species RawData.xlsx) with the following sheets:
1. Yield of Extracts – Raw weight and percentage yields of extracts obtained from Ganoderma enigmaticum and G. mbrekobenum (3 replicates)
2. Extract Types and Concentrations- List of extract types/fractions (Polyphenols, polysaccharides and oligosaccharides, showing their total phenolic and carbohydrate contents (3 replicates)
3. Antioxidant Activity- Percentage Inhibition of Different Concentrations of the extracts (25-100 µg/ml) (3 replicates)
4. Antibacterial activity showing percentage inhibition values (3 replicates), of Escherichia coli and Staphylococcus aureus
5. Anticancer activity – Percentage inhibition of cancer cell lines proliferation (HepG2, HCT116 and MDA-MB231 model cell lines) from XTT assay ( 3 replicates)
6. Sequences for Phylogenetic Analysis- Details of taxon, voucher number, Country of origin and GenBank Accession numbers of sequences downloaded from the GenBank used for phylogenetic analysis, including sequences used in the study and submitted to the NCBI data repository.
File Formats
• Ganoderma species RawData.xlsx (primary dataset, raw experimental values)
 How to Use
• Open excel file and navigate between sheets for different data categories
• Data are unprocessed, except for basic calculations (means and standard deviations)
DOI: 10.17632/ctbrfc3wx4.3
title: Bioactivities of Polyphenols, Polysaccharides, and Oligosaccharides Derived from Two Wild West African Ganoderma Species

description: This dataset has been updated to include only raw experimental data. Final tables and figures are available in related article.
This dataset contains the raw experimental data associated with the above manuscript. Data are organized in a single excel file (Ganoderma species RawData.xlsx) with the following sheets:
1. Yield of Extracts – Raw weight and percentage yields of extracts obtained from Ganoderma enigmaticum and G. mbrekobenum (3 replicates)
2. Extract Types and Concentrations- List of extract types/fractions (Polyphenols, polysaccharides and oligosaccharides, showing their total phenolic and carbohydrate contents (3 replicates)
3. Antioxidant Activity- Percentage Inhibition of Different Concentrations of the extracts (25-100 µg/ml) (3 replicates)
4. Antibacterial activity showing percentage inhibition values (3 replicates), of Escherichia coli and Staphylococcus aureus
5. Anticancer activity – Percentage inhibition of cancer cell lines proliferation (HepG2, HCT116 and MDA-MB231 model cell lines) from XTT assay ( 3 replicates)
6. Sequences for Phylogenetic Analysis- Details of taxon, voucher number, Country of origin and GenBank Accession numbers of sequences downloaded from the GenBank used for phylogenetic analysis, including sequences used in the study and submitted to the NCBI data repository.
File Formats
• Ganoderma species RawData.xlsx (primary dataset, raw experimental values)
 How to Use
• Open excel file and navigate between sheets for different data categories
• Data are unprocessed, except for basic calculations (means and standard deviations)
DOI: 10.17632/g4jw3539bk
title: ONE DISTRICT ONE PRODUCT OF ANDHRA PRADESH

description: IT IS THE DATA WHICH CAN BE USED FOR THE ODOP ANALYIS AND IMPACT IN ANDHRA PRADESH
DOI: 10.17632/g4jw3539bk.1
title: ONE DISTRICT ONE PRODUCT OF ANDHRA PRADESH

description: IT IS THE DATA WHICH CAN BE USED FOR THE ODOP ANALYIS AND IMPACT IN ANDHRA PRADESH
DOI: 10.17632/8dvjpgwtcd
title: Zeid Zwain Clinic Prediabetes Registry

description: This is registry of my clinic data set for prediabetes in Najaf/Iraq
DOI: 10.17632/8dvjpgwtcd.5
title: Zeid Zwain Clinic Prediabetes Registry

description: This is registry of my clinic data set for prediabetes in Najaf/Iraq
DOI: 10.17632/3n9vv2x4xt
title: Bangladesh Labor Act, 2006 Bangla Dataset For NLP

description: This dataset consists of a collection of question-and-answer pairs based on the Bangladesh Labor Act, 2006, designed for Bangla Natural Language Processing (NLP) tasks. It serves as a resource for training and evaluating machine learning models in understanding labor law concepts, regulations, and legal frameworks specific to Bangladesh. The dataset includes a variety of labor-related queries, providing valuable insights for legal automation, AI-powered legal assistance, and policy analysis in the context of Bangladeshi labor laws. 

Now, the dataset has been "updated" to include an "English version" of the question-and-answer pairs. This updated dataset will allow for broader usage in NLP tasks, making it more accessible for international and English-speaking users working on labor law automation and analysis. The updated English version serves the same purpose as the original Bengali dataset but expands its reach to a global audience for applications like AI-powered legal assistance, machine learning model training, and policy analysis.
DOI: 10.26301/97hb-zp97
title: The Hall of Maps - Palazzo Vecchio, Florence

description: This scan was part of a number of studies performed in the Palazzo Vecchio involving the use of thermal imagery to assess structural health.
description: Thehall of maps in Florence's Palazzo Vecchio ( Sala delle Carte Geografiche) is a 16th century construction containing one of the worlds oldest globes, along with a number of unique maps. This dataset also contains the Cancelleria (the former office of Machiavelli), the Salla degli Gigli, and Sala dell'Udienza.
description: LiDAR - Terrestrial
DOI: 10.17632/3n9vv2x4xt.3
title: Bangladesh Labor Act, 2006 Bangla Dataset For NLP

description: This dataset consists of a collection of question-and-answer pairs based on the Bangladesh Labor Act, 2006, designed for Bangla Natural Language Processing (NLP) tasks. It serves as a resource for training and evaluating machine learning models in understanding labor law concepts, regulations, and legal frameworks specific to Bangladesh. The dataset includes a variety of labor-related queries, providing valuable insights for legal automation, AI-powered legal assistance, and policy analysis in the context of Bangladeshi labor laws. 

Now, the dataset has been "updated" to include an "English version" of the question-and-answer pairs. This updated dataset will allow for broader usage in NLP tasks, making it more accessible for international and English-speaking users working on labor law automation and analysis. The updated English version serves the same purpose as the original Bengali dataset but expands its reach to a global audience for applications like AI-powered legal assistance, machine learning model training, and policy analysis.
DOI: 10.17632/9pgm6v5hfh
title: MATLAB Code for Parametric Analysis of Generalized Couette Flow in Micropolar Fluids: Reynolds, Taylor and Micropolarity Parameter Study

description: This MATLAB R2023b code performs a systematic parametric analysis of generalized Couette flow in a micropolar fluid with couple stresses. The study investigates the influence of three key dimensionless parameters: the micropolarity parameter s (ranging from 0.03 to 5.0), the Reynolds number Re (30 to 250), and the Taylor number Ta (10 to 250). The implementation is based on exact analytical solutions derived via the Lin–Sidorov–Aristov ansatz. The package includes comprehensive parameter scanning across extended ranges and generates eight types of publication-ready visualizations: three-dimensional surfaces of maximum velocity, heat maps of velocity and its gradients, derivative-based curvature analysis, full-field velocity isolines, comparative deviation metrics between classical and micropolar solutions, contour maps of maximum deviations, flow uniformity optimization analysis, and complex deviation surfaces in the multi-parameter space. This dataset provides a complete computational framework for researchers studying non-Newtonian and microstructured fluids in microfluidic, biomedical, and industrial applications.
DOI: 10.17632/9pgm6v5hfh.1
title: MATLAB Code for Parametric Analysis of Generalized Couette Flow in Micropolar Fluids: Reynolds, Taylor and Micropolarity Parameter Study

description: This MATLAB R2023b code performs a systematic parametric analysis of generalized Couette flow in a micropolar fluid with couple stresses. The study investigates the influence of three key dimensionless parameters: the micropolarity parameter s (ranging from 0.03 to 5.0), the Reynolds number Re (30 to 250), and the Taylor number Ta (10 to 250). The implementation is based on exact analytical solutions derived via the Lin–Sidorov–Aristov ansatz. The package includes comprehensive parameter scanning across extended ranges and generates eight types of publication-ready visualizations: three-dimensional surfaces of maximum velocity, heat maps of velocity and its gradients, derivative-based curvature analysis, full-field velocity isolines, comparative deviation metrics between classical and micropolar solutions, contour maps of maximum deviations, flow uniformity optimization analysis, and complex deviation surfaces in the multi-parameter space. This dataset provides a complete computational framework for researchers studying non-Newtonian and microstructured fluids in microfluidic, biomedical, and industrial applications.
DOI: 10.3535/gd0-cc4-zpr
title: Thlaspi arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/anv-fnq-pns
title: Silene vulgaris (Moench) Garcke

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nhm-2lw-p5c
title: Silene noctiflora L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zbk-llc-mbf
title: Vicia sativa subsp. nigra Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17723096
title: Abwassersurveillance AMELAG

description: Im Datensatz "Abwassersurveillance AMELAG" des Robert Koch-Instituts und Umweltbundesamts werden Daten aus der Überwachung von Infektionserregern im Abwasser bereitgestellt. Die Daten zur SARS-CoV-2-Viruslast werden seit Februar 2022 in einem bundesweiten Netzwerk von Kläranlagen, Laboren und Behörden erhoben. Seitdem wurden die Daten um die Viruslast weiterer respiratorischer Viren (Influenza A/B, RSV) ergänzt. Der Datensatz enthält neben Einzelwerten der Kläranlagen auch bevölkerungsgewichtete, aggregierte Zeitreihen. Darüber hinaus werden Auswertungsskripte als Kontextmaterialien bereitgestellt.
DOI: 10.3535/cka-mgv-4pg
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e04-bkq-953
title: Vicia sativa subsp. nigra Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qn9-dbf-46f
title: Silene wahlbergella Chowdhuri

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fkp-l0l-ec5
title: Lemna trisulca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wl7-59h-8vy
title: Elymus sibiricus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ybt-t4j-6rm
title: Carex pallescens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pyt-sk4-3s3
title: Alchemilla plicata Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q6s-pch-rkb
title: Alchemilla plicata Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y81-e92-rfa
title: Astragalus alpinus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4r9-wal-q3n
title: Cystopteris montana (Lam.) Bernh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/h1a-5aa-gsj
title: Holcus mollis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mmv-hnp-2em
title: Ranunculus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5g4-6vl-8nw
title: Elymus sibiricus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/89s-btq-3r7
title: Astragalus alpinus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dk4-hbn-plb
title: Acorus calamus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.