cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.11583/dtu.14501631.v1
title: Quality controlled precipitation data from a disdrometer installed at Voulund, Denmark

description: This dataset consists of 1-minute precipitation measurements observed with a OTT Parsivel2 installed on the ground at Voulund, Denmark, a site of the Danish Meteorological Institute (DMI). The period includes around 1.67 years of measurements. See https://doi.org/10.1127/metz/2021/1063 for more details about the station.
DOI: 10.25540/b9qx-dzmy
title: Checklist of Casual and Naturalised Plant Species in Singapore

description: Dataset relating to the introduction of all casual and naturalised plant species in Singapore, details such as publication dates, occurrence of the species in Singapore and its current status, probable pathways of introduced species, etc. For more information about compiling of data, refer to methodology document. Accurate as of July 2023.
DOI: 10.5523/bris.3g5oatl682kz82as80jakjrq91
title: Frequency of variants in the UK Biobank for 82 fine-scale populations

description: Data generated from the paper "Leveraging fine-scale population structure reveals conservation in genetic effect sizes between human populations across a range of human phenotypes" by Sile Hu et al. 2023 (in press). It contains the allele frequency of every variant (25,485,749 in total) in the UK Biobank Imputed dataset in each of 82 populations containing enough ancestry from the 127 ancestries modelled in Hu et al.
DOI: 10.5281/zenodo.8133414
title: On the Helpfulness of Answering Developer Questions on Discord with Similar Conversations and Posts from the Past

description: Replication Package for "On the Helpfulness of Answering Developer Questions on Discord with Similar Conversations and Posts from the Past".
DOI: 10.5281/zenodo.8133413
title: On the Helpfulness of Answering Developer Questions on Discord with Similar Conversations and Posts from the Past

description: Replication Package for "On the Helpfulness of Answering Developer Questions on Discord with Similar Conversations and Posts from the Past".
DOI: 10.11583/dtu.14501625
title: Quality controlled precipitation data from a disdrometer installed at Thyborøn, Denmark

description: This dataset consists of 1-minute precipitation measurements observed with a OTT Parsivel2 installed on the ground at Thyborøn, Denmark, a site of the Danish Meteorological Institute (DMI). The period includes around 1.41 years of measurements. See https://doi.org/10.1127/metz/2021/1063 for more details about the station.
DOI: 10.11583/dtu.14501625.v1
title: Quality controlled precipitation data from a disdrometer installed at Thyborøn, Denmark

description: This dataset consists of 1-minute precipitation measurements observed with a OTT Parsivel2 installed on the ground at Thyborøn, Denmark, a site of the Danish Meteorological Institute (DMI). The period includes around 1.41 years of measurements. See https://doi.org/10.1127/metz/2021/1063 for more details about the station.
DOI: 10.11583/dtu.16870735
title: Supplementary Materials for "Extracts from the liverwort Bazzania trilobata with potential dermo-cosmetic properties"

description: <b>Supplementary Materials </b> <b>Figure S1</b>. Tentatively compounds identification by comparing MS/MS spectrums of experimental spectrums and in silico spectrums from MS-FINDER. <b>Figure S2</b>. Preparative LC chromatogram with purified fraction corresponding to drimenyl caffeate. <b>Table S1</b>. NMR spectroscopic data (800 MHz in MeOD-d4) for drimenyl caffeate (10).
DOI: 10.11583/dtu.16870735.v1
title: Supplementary Materials for "Extracts from the liverwort Bazzania trilobata with potential dermo-cosmetic properties"

description: <b>Supplementary Materials </b> <b>Figure S1</b>. Tentatively compounds identification by comparing MS/MS spectrums of experimental spectrums and in silico spectrums from MS-FINDER. <b>Figure S2</b>. Preparative LC chromatogram with purified fraction corresponding to drimenyl caffeate. <b>Table S1</b>. NMR spectroscopic data (800 MHz in MeOD-d4) for drimenyl caffeate (10).
DOI: 10.11583/dtu.16930198
title: An Advection-Diffusion based Filter for Machinable Designs in Topology Optimization - STL files

description: STL files of the structures from 3D examples in "An Advection-Diffusion based Filter for Machinable Designs in Topology Optimization".<br>The bracket designs contain the optimized part of the designs only. Use the included passive pin and passive rings files to obtain the full model. <br><br>Abstract cited from DOI: 10.1016/j.cma.2021.114488 :<br>"This paper introduces a simple formulation for topology optimization problems ensuring manufacturability by machining. The method distinguishes itself from existing methods by using the advection-diffusion equation with Robin boundary conditions to perform a filtering of the design variables. Furthermore, the approach is easy to implement on unstructured meshes and in a distributed memory setting. Finally, the proposed approach can be performed with few to no continuation steps in any system parameters. Applications are demonstrated with topology optimization on unstructured meshes with up to 64 million elements and up to 29 milling tool directions."
DOI: 10.11583/dtu.16930198.v1
title: An Advection-Diffusion based Filter for Machinable Designs in Topology Optimization - STL files

description: STL files of the structures from 3D examples in "An Advection-Diffusion based Filter for Machinable Designs in Topology Optimization".<br>The bracket designs contain the optimized part of the designs only. Use the included passive pin and passive rings files to obtain the full model. <br><br>Abstract cited from DOI: 10.1016/j.cma.2021.114488 :<br>"This paper introduces a simple formulation for topology optimization problems ensuring manufacturability by machining. The method distinguishes itself from existing methods by using the advection-diffusion equation with Robin boundary conditions to perform a filtering of the design variables. Furthermore, the approach is easy to implement on unstructured meshes and in a distributed memory setting. Finally, the proposed approach can be performed with few to no continuation steps in any system parameters. Applications are demonstrated with topology optimization on unstructured meshes with up to 64 million elements and up to 29 milling tool directions."
DOI: 10.5281/zenodo.8134347
title: Characteristics and challenges of elderly entrepreneurs from Cyprus. Raw dataset from 122 questionnaires

description: This dataset delves into the motivations and behaviours of elderly entrepreneurs in Cyprus - individuals who continue to engage in entrepreneurial activities past retirement age. Cypriot entrepreneurs often remain active post-retirement for varied reasons. The dataset includes quantitative data from a survey of 122 elderly entrepreneurs collected in Cyprus (areas of Nicosia and Limassol), between the second half of 2018 and the first half of 2019. The dataset includes demographic characteristics and the measure of the following constructs: Self-efficacy, Passion Scale, Loneliness, Work-life Balance, Satisfaction with life, Personality, and Entrepreneurial intention.
DOI: 10.5281/zenodo.8134346
title: Characteristics and challenges of elderly entrepreneurs from Cyprus. Raw dataset from 122 questionnaires

description: This dataset delves into the motivations and behaviours of elderly entrepreneurs in Cyprus - individuals who continue to engage in entrepreneurial activities past retirement age. Cypriot entrepreneurs often remain active post-retirement for varied reasons. The dataset includes quantitative data from a survey of 122 elderly entrepreneurs collected in Cyprus (areas of Nicosia and Limassol), between the second half of 2018 and the first half of 2019. The dataset includes demographic characteristics and the measure of the following constructs: Self-efficacy, Passion Scale, Loneliness, Work-life Balance, Satisfaction with life, Personality, and Entrepreneurial intention.
DOI: 10.5281/zenodo.8134165
title: Data used in the paper "Identifying meteorological drivers of extreme impacts: an application to simulated crop yields", Vogel et al 2021

description: These folders contain the data used in the analysis of the paper "Identifying meteorological drivers of extreme impacts:<br> an application to simulated crop yields", Vogel et al 2021 They contain readme files, in the different folders, to guide the reader
DOI: 10.5281/zenodo.8134164
title: Data used in the paper "Identifying meteorological drivers of extreme impacts: an application to simulated crop yields", Vogel et al 2021

description: These folders contain the data used in the analysis of the paper "Identifying meteorological drivers of extreme impacts:<br> an application to simulated crop yields", Vogel et al 2021 They contain readme files, in the different folders, to guide the reader
DOI: 10.6084/m9.figshare.23541219
title: Intuicje_moralne_sudentów_badanie_2023_Czartoszewska.csv

description: Dane zebrane w badaniu kwestionariuszowym online przeprowadzonym w ramach pracy licencjackiej o tytule "Intuicje moralne studentów dotyczące wykorzystania zwierząt w eksperymentach naukowych - znaczenie gatunku i relacji zwierzęcia z badaczem".
DOI: 10.6084/m9.figshare.23541219.v1
title: Intuicje_moralne_sudentów_badanie_2023_Czartoszewska.csv

description: Dane zebrane w badaniu kwestionariuszowym online przeprowadzonym w ramach pracy licencjackiej o tytule "Intuicje moralne studentów dotyczące wykorzystania zwierząt w eksperymentach naukowych - znaczenie gatunku i relacji zwierzęcia z badaczem".
DOI: 10.6084/m9.figshare.23659875
title: Adherence to Malaria Treatment Guidelines among Health Care Workers in Private Health Facilities in Kampala’s Informal Settlements, Uganda

description: Data set of the "Adherence to Malaria Treatment Guidelines among Health Care Workers in Private Health Facilities in Kampala’s Informal Settlements, Uganda" study
DOI: 10.6084/m9.figshare.23659875.v1
title: Adherence to Malaria Treatment Guidelines among Health Care Workers in Private Health Facilities in Kampala’s Informal Settlements, Uganda

description: Data set of the "Adherence to Malaria Treatment Guidelines among Health Care Workers in Private Health Facilities in Kampala’s Informal Settlements, Uganda" study
DOI: 10.6084/m9.figshare.23659899
title: Example App for Chen et al. Communications Biology

description: Example demo GUI for flimGANE method introduced in Chen et al. Communications Biology
DOI: 10.6084/m9.figshare.23659899.v1
title: Example App for Chen et al. Communications Biology

description: Example demo GUI for flimGANE method introduced in Chen et al. Communications Biology
DOI: 10.5285/c890a885-e53c-453c-a1f2-8743166f5e89
title: Terrestrial invertebrate water content from Signy Island from 1984 to 1996

description: This dataset comprises data on the water content of various terrestrial invertebrates on Signy Island, from 1984 to 1996. Species include native mites (Gamasellus racovitzai, Halozetes belgicae, Alaskozetes antarcticus, Stereotydeus villosus), springtails (Archisotoma brucei, Parisotoma (now Folsomotoma) octooculata, Cryptopygus antarcticus) and the non-native midge (Eretmoptera murphyi). Live samples were collected monthly at Bernsten Point, Elephant Flats, Gourlay Peninsula and Factory Bluff over both the summer and winter season. This data were collected as part of a long-term monitoring programme on terrestrial habitats in the maritime Antarctic. This dataset was supported with NERC core funding to BAS.
description: Monthly sampling was carried out for seven species of soil arthropods (four species of Acari, two Collembola, 1 Diptera) over the year. Four species of Acari and three species of Collembola were collected at Bernsten Point, Elephant Flats and Gourlay Peninsula. The eighth species, Diptera, was collected at the base of Factory Bluffs. The invertebrates were collected by hand from the surfaces of rocks embedded in soil or vegetation. Samples were kept at ambient temperature during transport to the laboratory located at the base on Signy Island. Adults of three larger and more robust mite species were then separated (A. antarcticus, H. belgicae, G. racovitzai), while the smaller S. villosus and the three springtails were not identified to life stage. Only larvae of the chironomidmidge were collected. Over the study period both a Cahn gram electrobalance and a Sartorius electrobalance were used, the former sensitive to approximately 1 ng, the latter to 0.2 ng. Fresh and dry mass were obtained (dry mass obtained after drying at 60 degrees Celsius). For the first four years of the study, animals of each species were weighed together (usually 5 replicates). During the following seven years, animals were weighed individually in small aluminium containers. A minimum of 20 animals of each species were weighed monthly. Water content is expressed in the following two ways in the dataset: 1. Water content as a fresh weight percentage (column water_content_fresh_weight_perc) calculated as: water_content_fresh_weight_perc = 100*(fresh_weight_sample_ug - dry_weight_sample_ug)/fresh_weight_sample_ug 2. Dry weight as (column water_content_dry_weight_ug): water_content_dry_weight_g_g-1 = (fresh_weight_sample_ug - dry_weight_sample_ug)/dry_weight_sample_ug
description: For the first four years of data collection, limitations on balance equipment meant animals of each species (usually 5 replicates) were weighed together. A small number of monthly samples were not collected as a result of adverse weather conditions. For the periods January 1988 - April 1989 and July - December 1992, no data were obtained due to balance equipment failure. Data flagged during collection and/or analysis as non-normal are denoted with a 'Y' in the column 'data_flag'.
DOI: 10.15129/942f2728-8779-4555-891f-205a08ebd55f
title: Data for: "A photoacoustic microscopy system using MEMS and fibre tip transducers for all-optical control"

description: The dataset contains measurement raw data files from the photoacoustic microscopy system, recorded using a fibre optic hydrophone, as well as raw measurement data files from MEMS characterisation measurements and reconstructed photoacoustic images. The image data files are in .tif format and raw measurement data of the fibre optic hydrophones are saved as B-scans in .csv format (with 1050 time data points each and varying line numbers based on image scan conditions).
DOI: 10.5258/soton/d2686
title: Material in support of the Southampton doctoral thesis 'Media, Migration and the Music Aesthetic : Julius Burger's Radio Potpourri (1933-1945)'

description: Music of Julius Burger at the BBC Sheet Music Library – Perivale, London This document was prepared by staff from the BBC Sheet Music Library, Perivale – London after the second survey for manuscripts by Julius Burger in their collections. It was provided to this project in March 2020 and provides catalogue numbers, work titles, composition dates, score format, instrumentation (when applicable). Included as Appendix F of doctoral dissertation 'Media, Migration and the Music Aesthetic: Julius Burger's Radio Potpourri (1933-1945)'
DOI: 10.6084/m9.figshare.21791975.v2
title: The study of Veraspe variegatus W chromosome provides valuable insights into the evolution of sex chromosomes in flatfish and sheds light on the important role of whole-genome duplication in shaping the evolution of sex chromosomes.

description: The annotation files of the Veraspe W chromosomer variegatus
DOI: 10.5281/zenodo.6526342
title: Modified version of the Physionet database "MIT Normal Sinus Rhythm" as Machine Learning dataset

description: ECGs from the MIT-NSR database with some modifications to make them more suitable as playground data set for machine learning. all 18 ECGs are trimmed to approx. 50000 heart beats from a region without recording errors scaled to a range -1 to 1 (non-linear/tanh) heart beats annotation as time series with value 1.0 at the point of the annotated beat and 0.0 for all other times additional heart beat column smoothed by applying a gaussian filter provided as csv with columns "time in sec", "channel 1", "channel 2", "beat" and "smooth" an example that uses the dataset to implement heart-beat detection can be found here: Heart beat detection with Peephole LSTM. <strong>Original data set description:</strong> MIT-BIH Normal Sinus Rhythm Database George Moody, Published: Aug. 3, 1999. Version: 1.0.0 This database includes 18 long-term ECG recordings of subjects referred to the Arrhythmia Laboratory at Boston's Beth Israel Hospital (now the Beth Israel Deaconess Medical Center). Subjects included in this database were found to have had no significant arrhythmias; they include 5 men, aged 26 to 45, and 13 women, aged 20 to 50. DOI: https://doi.org/10.13026/C2NK5R Link: https://www.physionet.org/content/nsrdb/1.0.0/ Ref: Goldberger, A., Amaral, L., Glass, L., Hausdorff, J., Ivanov, P. C., Mark, R., ... & Stanley, H. E. (2000). PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation [Online]. 101 (23), pp. e215–e220.
description: {"references": ["Goldberger, A., Amaral, L., Glass, L., Hausdorff, J., Ivanov, P. C., Mark, R., ... & Stanley, H. E. (2000). PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation [Online]. 101 (23), pp. e215\u2013e220."]}
DOI: 10.5281/zenodo.6522746
title: Modified version of the Physionet database "MIT Normal Sinus Rhythm" as Machine Learning dataset

description: ECGs from the MIT-NSR database with some modifications to make them more suitable as playground data set for machine learning. all 18 ECGs are trimmed to approx. 50000 heart beats from a region without recording errors scaled to a range -1 to 1 (non-linear/tanh) heart beats annotation as time series with value 1.0 at the point of the annotated beat and 0.0 for all other times additional heart beat column smoothed by applying a gaussian filter provided as csv with columns "time in sec", "channel 1", "channel 2", "beat" and "smooth" an example that uses the dataset to implement heart-beat detection can be found here: Heart beat detection with Peephole LSTM. <strong>Original data set description:</strong> MIT-BIH Normal Sinus Rhythm Database George Moody, Published: Aug. 3, 1999. Version: 1.0.0 This database includes 18 long-term ECG recordings of subjects referred to the Arrhythmia Laboratory at Boston's Beth Israel Hospital (now the Beth Israel Deaconess Medical Center). Subjects included in this database were found to have had no significant arrhythmias; they include 5 men, aged 26 to 45, and 13 women, aged 20 to 50. DOI: https://doi.org/10.13026/C2NK5R Link: https://www.physionet.org/content/nsrdb/1.0.0/ Ref: Goldberger, A., Amaral, L., Glass, L., Hausdorff, J., Ivanov, P. C., Mark, R., ... & Stanley, H. E. (2000). PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation [Online]. 101 (23), pp. e215–e220.
description: {"references": ["Goldberger, A., Amaral, L., Glass, L., Hausdorff, J., Ivanov, P. C., Mark, R., ... & Stanley, H. E. (2000). PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation [Online]. 101 (23), pp. e215\u2013e220."]}
DOI: 10.6084/m9.figshare.16836902
title: Comparison of the registration process of the medicines control authority of Zimbabwe with Australia, Canada, Singapore, and Switzerland: benchmarking best practices

description: Benchmarking regulatory systems of low- and middle-income countries with mature systems provides an opportunity to identify gaps, enhance review quality, and reduce registration timelines, thereby improving patients’ access to medicines. The aim of this study was to compare the medicines registration process of the Medicines Control Authority of Zimbabwe (MCAZ) with the regulatory processes in Australia, Canada, Singapore, and Switzerland. A questionnaire that standardizes the review process, allowing key milestones, activities and practices of the five regulatory authorities was completed by a senior member of the divisions responsible for issuing marketing authorizations. The MCAZ has far fewer resources than the regulatory authorities in the comparator countries, but employs three review models, which is in line with international best practice. The MCAZ registration process is similar to the comparator countries in key milestones monitored, but differs in the target timelines for these milestones. The MCAZ is comparable to the comparator authorities in implementing the majority of good review practices, although it significantly lags behind in transparency and communication. This study identified the MCAZ strengths and opportunities for improvement, which if implemented, will enable the achievement of its vision to be a leading regulatory authority in Africa.
DOI: 10.6084/m9.figshare.16836902.v1
title: Comparison of the registration process of the medicines control authority of Zimbabwe with Australia, Canada, Singapore, and Switzerland: benchmarking best practices

description: Benchmarking regulatory systems of low- and middle-income countries with mature systems provides an opportunity to identify gaps, enhance review quality, and reduce registration timelines, thereby improving patients’ access to medicines. The aim of this study was to compare the medicines registration process of the Medicines Control Authority of Zimbabwe (MCAZ) with the regulatory processes in Australia, Canada, Singapore, and Switzerland. A questionnaire that standardizes the review process, allowing key milestones, activities and practices of the five regulatory authorities was completed by a senior member of the divisions responsible for issuing marketing authorizations. The MCAZ has far fewer resources than the regulatory authorities in the comparator countries, but employs three review models, which is in line with international best practice. The MCAZ registration process is similar to the comparator countries in key milestones monitored, but differs in the target timelines for these milestones. The MCAZ is comparable to the comparator authorities in implementing the majority of good review practices, although it significantly lags behind in transparency and communication. This study identified the MCAZ strengths and opportunities for improvement, which if implemented, will enable the achievement of its vision to be a leading regulatory authority in Africa.
DOI: 10.5258/soton/d2687
title: Material in support of the Southampton doctoral thesis 'Media, Migration and the Music Aesthetic : Julius Burger's Radio Potpourri (1933-1945)'

description: Julius Burger Documents Catalogue compiled from files of the BBC Written Archive, Caversham (WAC) This is chronological catalogue and was created utilising relevant archival documentation (including contract requests, correspondence, internal memos, etc) preserved in two folders (R27/40/2: Music-General, Burger, Julius, File Folder I of II (1931 - 42);R27/40/2: Music-General, Julius Burger, File Folder II of II (1942 - 51)) at the BBC Written Archive, Caversham (WAC) in England. Each document has been collated using a catalogue number, document description, corresponding photo number, media type and date of composition.
DOI: 10.6084/m9.figshare.20079053
title: Supplemantary Figures .pdf

description: Supplemantary Figures
DOI: 10.6084/m9.figshare.20079053.v3
title: SI.pdf

description: Figure S1-S29 <br> [ <strong>Sequence similarity network and protein structure prediction provide evolutionary insights into the microbial ferrous iron oxidation pathways</strong>]
DOI: 10.6084/m9.figshare.21791975
title: The study of Veraspe variegatus W chromosome provides valuable insights into the evolution of sex chromosomes in flatfish and sheds light on the important role of whole-genome duplication in shaping the evolution of sex chromosomes.

description: The annotation files of the Veraspe W chromosomer variegatus