cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gj8d88h2g3.1
title: Multi-languages Video Subtitle Dataset

description: The video subtitle images were collected from 24 videos shared on Facebook and Youtube. The subtitle text included Thai and English languages, including Thai characters, Roman characters, Thai numerals, Arabic numerals, and special characters with 157 characters in total.

In the data-preprocessing step, we converted all 24 videos to images and obtained 2,700 images with subtitle text. The size of the subtitle text image was 1280x720 pixels and it was stored in JPG format. Further, we generated the ground truth from 4,224 subtitle images using the labelImg program. Also, the labels were then assigned to each subtitle image. Note that the number before the label is the order of the subtitle text image.
DOI: 10.17632/nnxn5mkc9w.1
title: Antimicrobial Usage for Dogs and Cats in Australia

description: This data describes the population data of antimicrobial usage for companion animals between 2013-2017 inclusive.  It was created using VetCompass Australia by applying the algorithms described in the paper "Describing the antimicrobial usage patterns of companion animal veterinary practices; free text analysis of more than 4.4 million consultation records" and with the code available freely.
DOI: 10.17632/d2ycdfx6mz.3
title: Ultra-small cobalt particles embedded in titania by ion beam synthesis: Additional datasets including electron microscopy, neutron reflectometry, modelling outputs and particle size analysis

description: The folders are labelled according to the descriptions given in the corresponding Data-In-Brief article.

The folder “Dataset 2 Magnetometry data (Fig. 2, Fig. 3, and Fig. 4 in DIB article)’’ include .txt files corresponding to Figure 2, Figure 3, and Figure 4 in the DIB article.

The folder “Datasets 3-4 Polarised neutron spin asymmetry with variable field and temperature (Figure 5 (a) and (b) in DIB article)", in which six .txt files are available for polarised neutron spin asymmetry with variable magnetic field and temperature. 

The folder “Dataset 5 PNR raw data from PLATYPUS reflectometer (Fig. 6 in DIB article)’’ includes two text files, in which raw data for polarised neutron reflectometry was obtained on the PLATYPUS reflectometer corresponding to samples doped with 3.5 at% and 5 at% Co ions. These raw data correspond to figure 6 in the DIB article. The raw .hdf files and reduction script (.py) files are also provided. 

The folder “Dataset 6 Particle size distribution (Fig.7 in DIB article)’’ includes an excel file. In the excel file, you may find particle size statistics at each heat-treatment temperature counted for 125 particles and particle size distribution histogram data corresponding to figure 7 in the DIB article. In addition, particles size distribution at each temperature is provided separately as .txt files.

The folder ''Dataset 7 Output from numerical modelling of magnetic response" include modelling of FC ZFC curves in Figure 8.

The folder ''Supplemental PNR raw data (Fig. 10 in the main article)" include PNR raw data files in txt. format corresponding to Figure 10 in the main article.
DOI: 10.17632/6syfj76k7f.1
title: Hemoporfin-mediated photodynamic therapy with general anesthesia showed superior efficacy in the treatment of port-wine stains: a retrospective evaluation

description: This Dataset is Supplementary Data for the manuscript, "Hemoporfin-mediated photodynamic therapy with general anesthesia showed superior efficacy in the treatment of port-wine stains: a retrospective evaluation."
Supplementary Figure 1. Representative dermoscopy pictures of the PWS lesions in the general anesthetic group before and after HMME-PDT. A: before HMME-PDT treatment; B: after one HMME-PDT treatment.
Supplementary Figure 2. Representative clinical and dermoscopy pictures of the PWS lesions in the nonanesthetic group before and after HMME-PDT. Representative clinical (A, B) and dermoscopy (C, D) pictures of the PWS lesions in the nonanesthetic group. A and C: before HMME-PDT treatment; B and D: after one HMME-PDT treatment.
DOI: 10.17632/ctfhtkh64c.1
title: Nostalgia

description: This data set is for the paper on the impacts of personal vs. historical nostalgic ad appeal. A total of three studies were conducted with a focus on the moderation of consumers' power distance belief.
DOI: 10.17632/mvx32shsnw.1
title: New insight on stratigraphic-diffusive gas hydrate system since Pleistocene in Dongsha area of northeastern South China Sea

description: This supporting information includes 9 datasets and 1 simulation code. 
Compressed file fig7-9.zip is prepared for drawing article Figure 7, 8 and 9. It includes three subfiles, evo-ds-1d5Ma-21.dat representing at the time 1.5 Ma ago, evo-ds-700ka-21.dat representing at the time 700 ka ago, and evo-ds-present-21.dat representing at the current time, respectively. 
File Final-MH-fig10-21.dat is used to draw article Figure 10. 
Compressed file fig15.zip is prepared for drawing article Figure 15.a-e. It includes five subfiles, start-1ma.dat representing the initial time 1 Ma ago, start-500ka.dat representing the initial time 500 ka ago, start-100ka.dat representing the initial time 100 ka ago, start-50ka.dat representing the initial time 50 ka ago, and start-20ka.dat representing the initial time 20 ka ago, respectively. 
Four Excel files: fig6.xlsx is used to draw article Figure 6, fig11and13.xlsx is used to draw article Figure 11 and 13, fig12.xlsx is used to draw article Figure 12, and fig17.xlsx is used to draw article Figure 17, respectively.
File confine-w.dat is used to draw article Figure 16. 
File codes-ds.txt is matlab codes in this simulation.
DOI: 10.17632/gjw3z6n978.1
title: Thermally Evaporated CdS Thin Films for CdS/CdTe Solar Cells: Effect of CdS Layer Thickness

description: Data used for the study.
DOI: 10.17632/9m866dtrcb.1
title: CALPHAD typed thermodynamic database  of Mg-Sc-Zn system

description: There is the tdb file of thermodynamic database for Mg-Sc-Zn system. The users can change the filename extension to .tdb and run macro file in the ThermoCalc or Pandat softwares.
DOI: 10.17632/8h34fd226t.1
title: Table 2

description: Table 2 Major, trace, and rare-earth element compositions of ferromanganese nodules from the Japanese EEZ around the Minamitorishima Island.
DOI: 10.17632/nsp2m4ddjf.1
title: TLS data-set showing the effect of surface colour and roughness on the absorption and dispersion of a laser beam

description: The data was captured using two time-of-flight scanners Riegl VZ-400 and Leica ScanStation C10. The research programme covered the scanning of multi-coloured paper targets and cement plaster surfaces characterised by different values of roughness. The Specimens were tested from different distances (7 m for  paper targets and 10 m for cement plaster). The target specimens were oriented perpendicularly to the laser beam of TLS. 
Data format: 
Raw - Point cloud (*.pts format) 
The file names are as follows:
xxm-yy-zz.pts	- where “xx” stands for the distance in meters from TLS to scanned specimens (7 and 10 m); “yy” stands for the producer of scanner (Leica and Riegel) , “zz” stands for colour of targets (black, grey1, grey2, grey3, white, red, green, blue, cyan, magenta, yellow) or the level of surface roughness (rough surface, smooth surface);

The structure of the files is as follows: 
X Y Z Intensity (range from 0 to 1)
Where:
X, Y, Z are 3D coordinates of points, unit [m]
Intensity is a relation between emitted and received signal power by TLS (radiometric information of point cloud).
DOI: 10.17632/925vh63h53.1
title: Impact of the continuous and periodic assessment of a buffer replenishment on the DDMRP method

description: Like Kanban or classic inventory management, Demand Driven Material Requirements Planning (DDMRP) assumes that an order is created when the stock level drops below a given level. The assessment of this level can be continuous or periodic. A periodic evaluation can force better repartition of the load over time. DDMRP characterizes the demand for a product by its average daily demand, an aggregation that specifies neither the average size of the elementary demands nor the average duration between two elementary demands. Based on a discrete event simulation model, this study suggests that, at least for a flow-shop organization, the DDMRP method, with continuous order generation, is suitable for large mean time between elementary orders, while periodic observation improves the method for small values of it.
DOI: 10.17632/rvm72whv93.1
title: Preparation of Alnico magnet with high magnetization by thermal deformation

description: To be published on the Materials Letters.
DOI: 10.17632/y7js2353m5.1
title: TLS data-set used for determination of the saturation of chosen building materials

description: The data was captured using a time-of-flight Riegl VZ-400 scanner. The research programme was focused on scanning of commonly used building materials such as ordinary concrete, cellular concrete, red ceramic and silica in different states of saturation (oven dry specimens, specimens saturated by air humidity and fully saturated specimens). The specimens were scanned from different distances (7 m, 17 m and 27 m). The target specimens were oriented perpendicularly to the laser beam of TLS. 
Data format: 
Raw - Point cloud (*.pts format) 
The file names are as follows:
xxm-yy-zz.pts	- where “xx” stands for the distance in meters from TLS to scanned specimens (7, 17 and 27 m); “yy” stands for the type of building materials (ordinary concrete, cellular concrete, red ceramic and silica); “zz” stands for saturation state of specimens (oven dry, saturated by air humidity and fully saturated)

The structure of the files is as follows: 
X Y Z Intensity (range from 0 to 1)
Where:
X, Y, Z are 3D coordinates of points, unit [m]
Intensity is a relation between emitted and received signal power by TLS (radiometric information of point cloud).
DOI: 10.17632/bxxmvz6tmh.1
title: Data set for 'Impact of COVID-19 on pornography use: evidence from big data analyses'

description: COVID-19 raises the awareness of social distancing and social relationships, in particular sexual relationships. It was suggested that the awareness of social distancing would greatly suppress real-life sexual interaction, while pornogrphay use may be increased due to its low risk in contacting COVID-19. the current dataset extracted information from different databases available online, in which data like daily new cases of COVID-19 worldwide, google trends search volume on 'social distancing', 'COVID-19' and 'pornography', web traffic of pronhub are included in the dataset. In brief, interest in pornography and traffic of pornhub were found to increase during the early phase of the pandemic, and social distancing may be a possible moderator in predicting these.
DOI: 10.17632/t6dvggmh3t.1
title: autumn 2021 covid-19 surge analysis

description: excel processing file of autumn 2021 covid-19 surge
DOI: 10.17632/b7ygpbk72t.1
title: NeoDoppler - cerebral hemodynamics in healthy term born neonates

description: These datasets are part of a study to measure cerebral hemodynamics the two first days of life in healthy neonates. There are one datafile for arterial signals, venous signals and interobserver data respectively.
DOI: 10.17632/r4jjhtjyyp.1
title: Impact Assessment of COVID-19 Lockdown on Vertical Distributions of NO2 and HCHO from MAX-DOAS Observations and Machine Learning Models

description: Data used in the manuscript submitted to JGR-Atmospheres with a title of "Impact Assessment of COVID-19 Lockdown on Vertical Distributions of NO2 and HCHO from MAX-DOAS Observations and Machine Learning Models".
DOI: 10.17632/z8z2ngrdhf.1
title: Impact map for designing secure socio-technical systems with cultural dimensions

description: This repository contains a table that specifies the detailed impact map for the identification of impacts of cultural dimensions on security requirements, for socio-technical systems. The impact map has been created analysing the semantic of each cub-cultural dimensions and each security requirements and using the experience of the authors as security experts and behavioural cyber psychologists. 

Some cells of the table are marked with the following symbols:
~ “++”: a strong positive impact of the cultural dimensions to the security requirement. The cultural dimension will promote behaviours that enforce the security requirements. For example, high level of “UA” has a strong positive impact on the availability security requirement, since planning (behaviour associated with high levels of UA) will increase chances that a service/resource is fulfilled every time it is requested.
~ “+”: a positive impact of the cultural dimension. The cultural dimension has a mild positive impact that may promote certain behaviours that help enforcement security requirements. It likely not promotes behaviours against the security requirements. For example, high levels of the “indulgence/restrained” dimension will help enforce confidentiality, since this dimension is associated with freedom of speech and speaking freely, therefore high values will encourage to accept constraints (that are derived from confidentiality requirements) that limit the information reveal to unauthorised people.
~ “-”: a negative impact of the cultural dimension. The cultural dimension has a limited negative impact on the security requirements that may promote some behaviours that prevent the fulfilment of security requirements. For example, a high level of “Power distance” has a negative impact on confidentiality, since people that occupy the higher ranks of the hierarchy will not (or less) be subjected to rules allowing them to avoid following access control rules. 
~ “- -”: a strong negative impact of the cultural dimension. In this case the cultural dimension will lead to behaviours that may create security breaches and violate the security requirements. For example, high level of collectivism has a negative impact on separation of duties since a strong group identity may lead to task sharing, a behaviour that directly violates the security requirements. Moreover, people might easily fall victim to social engineering attacks.

If a cell is marked, a short rational behind the choice is provided. For cells that are not marked, no impact relation has been identified.
DOI: 10.25493/p21w-nw5
title: Individual Brain Charting: ARCHI spatial

description: This dataset contains functional magnetic resonance images (fMRIs) of 12 subjects that examins functions involved in spatial cognition. The paradigm was structured in blocks and it comprised five block categories. Each block was formed by a set of trials containing an event, in which visual instructions related to one or two conditions of the same kind were displayed. These five categories of blocks were characterized as follows: (1) saccade, in which ocular movements were performed according to the displacement of a fixation across from the center toward peripheral locations in the image displayed; (2) imitation of object grasping with the right hand, in which the corresponding object was displayed on the screen; (3) mimic orientation of rhombus, displayed as image background on the screen, using the right hand; events of block categories 2 and 3 featured the same visual stimuli, in order to capture grasping-specific activity; (4) judgment on the left/right orientation of a hand displayed as visual stimulus; and (5) judgment on the palmar/dorsal direction of a hand displayed as visual stimulus. Events of block categories 4 and 5 featured the same visual stimuli. The task was constituted by forty blocks per run. The order of blocks presentation was pseudo-randomized for the session, but fixed for all participants. Each block was composed by either three or four trials. The duration of the trials ranged between 1.2 and 1.8 seconds. All blocks were inter-spaced by a fixation-cross period with a duration between four and six seconds. [https://openfmri.org/dataset/ds000244/](https://openfmri.org/dataset/ds000244/) [https://neurovault.org/collections/2138/](https://neurovault.org/collections/2138/)
DOI: 10.25493/bdt0-wkg
title: Patch-clamp electrophysiological characterization of neurons in human dentate gyrus

description: The dentate gyrus (DG) is a substructure within the hippocampal formation that is crucial to memory processing through its cell types and projections. However, much less is known about the correlation between these characteristics and genetic expression. Together with our partners, we aimed at characterizing genetic expression in human and murine DG. For the first phase of this project, we performed experiments in a total of 9 brain samples, deriving 40 usable cells that were recorded using patch-clamp (whole-cell, current-clamp), 26 of which had their cytoplasm collected for further analysis. This preliminary study showed that we have the technical ability to perform patch-seq at a possible rate of success of around 80%, since 21/26 cells that had their cytoplasm collected contained enough detectable RNA content to suggest further sequencing was possible. The data we are sharing represents the patch-clamp experiments performed during this first stage of the project. It includes the recordings of 40 cells from human brain tissue which underwent our full characterization protocol.
DOI: 10.25493/ppe1-xnm
title: Individual Brain Charting: HCP Working Memory task

description: This dataset contains functional magnetic resonance images (fMRIs) of 12 subjects performing HCP Working Memory (HCP WM) task that was adapted from the classical n-back task to serve as functional localizer for evaluation of structures involved in working memory (WM). The paradigm included two categories of blocks, namely the “0-back” and “2- back” WM-task blocks. They were both equally presented within a run. A cue was always displayed at the beginning of each block, indicating its block type. Blocks were formed by sets of events, during which pictures of faces, places, tools or body parts were shown on the screen. One block was always dedicated to one specific category of pictures and the four categories were always presented during every run. The task was constituted by sixteen blocks per run, eight per n-back category. Besides, there were four pairs of blocks per visual category. The order of the blocks, regardless of their category and corresponding class of pictures, was pseudo-randomized for every run, but fixed for all participants. A fixationcross period of fifteen seconds was introduced between some blocks. All blocks contained ten trials; they were initiated by a cue during 2.5 seconds. Trials included in turn the presentation of a picture for two seconds and a very short fixation-cross period for half of a second; the total duration of one trial was thus 2.5 seconds. [https://openfmri.org/dataset/ds000244/](https://openfmri.org/dataset/ds000244/) [https://neurovault.org/collections/2138/](https://neurovault.org/collections/2138/)
DOI: 10.25493/sm37-ts4
title: Individual Brain Charting (IBC, release 3)

description: We present an extension of the Individual Brain Charting dataset – a high spatial-resolution, multi-task, functional Magnetic Resonance Imaging dataset, intended to support the investigation on the functional principles governing cognition in the human brain. The concomitant data acquisition from the same 12 participants, in the same environment, allows to obtain in the long run finer cognitive topographies, free from inter-subject and inter-site variability. This third release provides more data from psychological domains present in the previous releases, and also yields data featuring new ones. It includes two new batteries of tasks that assess many cognitive components (motor, reading, auditory function, visual search, attention, reponse inhibition, complex reasoning, delay discounting, risk taking), as well as Movie watching data. As the dataset becomes larger, the collection of corresponding topographies becomes more comprehensive, leading to better brain-atlasing frameworks. This dataset is an open-access facility. Preprocessed data and statostical parametrix maps will be made available on EBRAINS through separate releases. **For methodological details, see:** [Dataset Documentation version 3.2](https://object.cscs.ch/v1/AUTH_227176556f3c4bb38df9feea4b91200c/hbp-d000029_IBC_v3.0_pub/v3.0/documentation.pdf) **The original data used in this study is published on OpenNEURO:** [DOI: 10.18112/openneuro.ds002685.v1.3.1](https://doi.org/10.18112/openneuro.ds002685.v1.3.1) **A previous data version of “Individual Brain Charting (IBC)” can be found here:** Pinho et al. (2020) [Data set, v2.0] [DOI: 10.25493/XX28-VJ1](https://doi.org/10.25493%2FXX28-VJ1)
DOI: 10.5281/zenodo.5683080
title: Ansbach, Löwen-Apotheke: Schüle, Karl

description: Questionnaire/s and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Fragebogen und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/
DOI: 10.6084/m9.figshare.16822978.v3
title: deepMTJ test-set data

description: This dataset comprises 1344 images of muscle-tendon junctions recorded with 3 ultrasound imaging systems (Aixplorer V6, Esaote MyLab60, Telemed ArtUs), on 2 muscles (Lateral Gastrocnemius, Medial Gastrocnemius), and 2 movements (isometric maximum voluntary contractions, passive torque movements).<br>
DOI: 10.5281/zenodo.5727702
title: Metadata of "Activity of photosynthetic Reaction Centers coated with polydopamine"

description: Metadata of "Activity of photosynthetic Reaction Centers coated with polydopamine"
DOI: 10.5281/zenodo.5727701
title: Metadata of "Activity of photosynthetic Reaction Centers coated with polydopamine"

description: Metadata of "Activity of photosynthetic Reaction Centers coated with polydopamine"
DOI: 10.5281/zenodo.5571723
title: A regime shift towards a more anoxic environment in a eutrophic sea in northern Europe - Datasets

description: Dataset used to produce figures in the paper "A regime shift towards a more anoxic environment in a eutrophic sea in northern Europe"
DOI: 10.5281/zenodo.5571722
title: A regime shift towards a more anoxic environment in a eutrophic sea in northern Europe - Datasets

description: Dataset used to produce figures in the paper "A regime shift towards a more anoxic environment in a eutrophic sea in northern Europe"
DOI: 10.5281/zenodo.5727695
title: Brustiarius nox RB0369 ARBOR SPAdes preassembly

description: .
DOI: 10.5281/zenodo.5727694
title: Brustiarius nox RB0369 ARBOR SPAdes preassembly

description: .
DOI: 10.15468/nn2jbt
title: Four new species of Pilargidae (Annelida: Pilarginae) from the Gulf of Thailand

description: This dataset contains the digitized treatments in Plazi based on the original journal article Plathong, Jintana, Dean, Harlan K., Plathong, Sakanan (2021): Four new species of Pilargidae (Annelida: Pilarginae) from the Gulf of Thailand. Zootaxa 5071 (4): 537-562, DOI: https://doi.org/10.11646/zootaxa.5071.4.4
DOI: 10.3886/e120556v1-102520
title: Annual Reports of the Commissioner of Patents Data

description: This repository includes patent data constructed from the Annual Reports of the Commissioner of Patents and Annual Indices of Patents for the years 1870-1941. <br><br>We construct and use this data in our paper "Changes in the Demographics of American Inventors, 1870-1940." For replication codes and patent data matched to the U.S. population census, see the project "American Inventors, 1870-1940" (https://doi.org/10.3886/E109970V2).<br><br>The folder "Raw" contains .txt files OCRed from the Annual Reports. The folder "Parsed" contains .dta files with inventor and patent information parsed from these text files. READ_ME.txt explains the data in more detail.<br><br>If you have questions, please contact Mike Andrews (mandrews@nber.org).
DOI: 10.34740/kaggle/dsv/2852445
title: Covid-19 in Singapore : Latest Detailed Data