cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/9pnx7nj327.1
title: Electrical stimulation physiology data: Rodent in-vivo nerve-muscle preparation.

description: The data presented here is from 11 terminal rodent electrophysiology experiments. The detailed surgical and experimental methods are described in [1] and [2]. In brief: The common peroneal nerve (CPN) of anaesthetized Wistar rats was electrically stimulated with single pulses and the isometric twitch force of the extensor digitorum longus (EDL) muscle was recorded. Every 20 test stimulations a control pulse was delivered (phase width 200µs, biphasic rectangular, cathodic phase first, amplitude set individually – typically 1-2mA) to elicit full neuromuscular activation. The absolute twitch force recordings of test stimulations were divided by the twitch force of the closest control pulse and thus normalized. Every single electrical stimulation is represented by one row in the data published here. The variables parameterizing the shape and intensity of the electrical pulses, the stimulation electrode configuration, and the measured absolute and normalized twitch force responses are given in the columns: Column 1: Time in seconds from the beginning of the stimulation experiment. Column 2: Type of stimulation (0= rectangular control pulse, 1=rectangular test pulse, 2=Gaussian test pulse). Column 3: Subthreshold pre-pulse shape (0=no pre-pulse, 1=ramp pre-pulse, 2=square pre-pulse). Column 4: Subthreshold pre-pulse amplitude in µA. Column 5: Subthreshold pre-pulse duration in µs. Column 6: Amplitude first phase in µA. Column 7: Duration first phase in µs. Column 8: Interphase gap in µs. Column 9: Amplitude second phase in µA. Column 10: Duration second phase in µs. Column 11: Return electrode position or stimulation configuration (1=monopolar, 2=bipolar, 3=near-monopolar 1 (return electrode 5mm away from CPN), 4= near-monopolar 2 (return electrode 10mm away from CPN), 5= near-monopolar 3 (return electrode 15mm away from CPN)). Column 12: Absolute isometric EDL twitch force in N. Column 13: Normalized EDL twitch force. [1] S. Eickhoff and J. C. Jarvis, "The Effect of Sub-Threshold Pre-Pulses on Neural Activation Depends on Electrode Configuration," in IEEE Transactions on Biomedical Engineering, doi: 10.1109/TBME.2020.2964071. [2] S. Eickhoff and J. C. Jarvis, "An Investigation of Neural Stimulation Efficiency With Gaussian Waveforms," in IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 28, no. 1, pp. 104-112, Jan. 2020, doi: 10.1109/TNSRE.2019.2954004.
DOI: 10.17632/8prg9kkncm.1
title: Postsurgical Lumbar Facet Joint Syndrome: Therapeutic results of facet infiltration.

description: Postsurgical Lumbar facet joint syndrome (PLFJS) is a clinical entity characterized by acute or chronic lumbar pain which can irradiate to the lower extremities but never with a dermatomal pattern in postsurgical patients of lumbar surgery. The diagnosis and treatment are with a Diagnostic Facet Block (DFB). This study describes the outcome of patients undergoing DFB after lumbar surgery and compares the results with patients without surgery. We present an analytic and longitudinal study with patients comparing two groups: non-surgical lumbar facet joint syndrome (NSLFJS) and PLFJS.
DOI: 10.5281/zenodo.3423143
title: Lightning activity and its associations with cloud structures in a rainstorm dominated by warm precipitation

description: It is the data associated with the figures in the paper titiled " Lightning activity and its associations with cloud structures in a rainstorm dominated by warm precipitation " which is being in the process of submission. The following is the abstract of this paper. Lightning activity and its associations with cloud structures during a rainstorm dominated by warm cloud precipitation were studied in Guangdong, China on May 7, 2017, using three-dimensional lightning location and polarimetric radar data. The overall convection and lightning activities of the rainstorm were weak. The rainstorm generally showed a typical tripolar charge structure with the main negative charge core located between the −15 and −8 °C environmental isotherms in the first 4 h. The height of the charge regions clearly decreased after this period, with the main negative charge core being below the –8 °C isotherm. Lightning discharges were more concentrated in areas featuring relatively weak convection and relatively low precipitation intensity. Most of the locations with lightning discharges were dominated by dry aggregated snow and weak updrafts and downdrafts. This investigation demonstrated that the lightning discharges were spatially separated from the area of origin of charging in this rainstorm. It is proposed that, with weak convection in the rainstorm, the charging rate was lower than the speed of charge transfer from the area of origin, causing a relatively low charge density and a low frequency of lightning in the area of origin of charging. Meanwhile, the aggregation of small charged particles in regions away from the area of origin of charging might be conducive to the formation of a relatively high charge density and therefore relatively frequent lightning flashes. This situation is different from a typical thunderstorm with strong convection.
DOI: 10.5281/zenodo.3899717
title: WCSdb: A database of Wild Coffea Species.

description: This the data table of the WCSdb: A database of Wild <em>Coffea</em> Species web site. The photo Gallery associated to this web site are available at https://doi.org/10.23708/JZA8I2 and the sequencing data at https://doi.org/10.23708/KWRIJJ Coffee is a beverage enjoyed by millions of people worldwide and an important commodity for millions of people. Beside the two cultivated species (<em>Coffea arabica</em> and <em>Coffea canephora</em>), the 139 wild coffee species belong to the <em>Coffea</em> genus are largely unknown to coffee scientists and breeders although these species may be crucial for future coffee crop development to face climate changes. Here we present the Wild Coffee Species database (WCSdb) hosted by Pl@ntNet platform (http://publish.plantnet-project.org/project/wildcofdb_en), providing information for 140 coffee species, for which 84 contain a photo gallery and 82 contain sequencing data (GBS, chloroplast or whole genome sequences). The objective of this database is to better understand and characterize the species (identification, morphology, biochemical compounds, genetic diversity, sequence data) in order to better protect and promote them.
DOI: 10.5281/zenodo.3899716
title: WCSdb: A database of Wild Coffea Species.

description: This the data table of the WCSdb: A database of Wild <em>Coffea</em> Species web site. The photo Gallery associated to this web site are available at https://doi.org/10.23708/JZA8I2 and the sequencing data at https://doi.org/10.23708/KWRIJJ Coffee is a beverage enjoyed by millions of people worldwide and an important commodity for millions of people. Beside the two cultivated species (<em>Coffea arabica</em> and <em>Coffea canephora</em>), the 139 wild coffee species belong to the <em>Coffea</em> genus are largely unknown to coffee scientists and breeders although these species may be crucial for future coffee crop development to face climate changes. Here we present the Wild Coffee Species database (WCSdb) hosted by Pl@ntNet platform (http://publish.plantnet-project.org/project/wildcofdb_en), providing information for 140 coffee species, for which 84 contain a photo gallery and 82 contain sequencing data (GBS, chloroplast or whole genome sequences). The objective of this database is to better understand and characterize the species (identification, morphology, biochemical compounds, genetic diversity, sequence data) in order to better protect and promote them.
DOI: 10.18112/openneuro.ds002905.v1.0.0
title: simpcomp
DOI: 10.5281/zenodo.3902213
title: Perceptions on precision medicine implementation attributes arranged into categories

description: The data are an output of an exercise where respondents were required to place items arranged as cards into specific categories and ranked in order of perceived importance. The cards related to specific attributes indicative of wider factors thought to influence precision medicine implementation at health systems level. This meant that if an item on the card was regarded as the most important in each category, it was ranked 1<sup>st</sup>, and the next ranked 2<sup>nd</sup> and so on. If a card was not placed in a category, it was scored zero (0) in that same category. For compactness and statistical purposes, the data was formatted to have one observation per row (for 31 participants, there were 31*4 = 124 observations).
DOI: 10.5281/zenodo.3902212
title: Perceptions on precision medicine implementation attributes arranged into categories

description: The data are an output of an exercise where respondents were required to place items arranged as cards into specific categories and ranked in order of perceived importance. The cards related to specific attributes indicative of wider factors thought to influence precision medicine implementation at health systems level. This meant that if an item on the card was regarded as the most important in each category, it was ranked 1<sup>st</sup>, and the next ranked 2<sup>nd</sup> and so on. If a card was not placed in a category, it was scored zero (0) in that same category. For compactness and statistical purposes, the data was formatted to have one observation per row (for 31 participants, there were 31*4 = 124 observations).
DOI: 10.5281/zenodo.3902223
title: Dataset of pictures of a single hand with different finger count

description: Dataset of pictures of a single hand with different finger-count from zero to 5. The dataset is already divided in 3 sets: train: Training set. test: Testing test. val: Validation test. Images are tagged on how how many numbers they represent in a range from 0 to 5. This dataset is intended to be use for a university assignment: https://github.com/cabellocarlos/keras-cnn
DOI: 10.5281/zenodo.3901658
title: Dataset of pictures of a single hand with different finger count

description: Dataset of pictures of a single hand with different finger-count from zero to 5. The dataset is already divided in 3 sets: train: Training set. test: Testing test. val: Validation test. Images are tagged on how how many numbers they represent in a range from 0 to 5. This dataset is intended to be use for a university assignment: https://github.com/cabellocarlos/keras-cnn
DOI: 10.21227/380x-yx67
title: Coronavirus (COVID-19) Geo-tagged Tweets Dataset

description: This dataset contains the IDs of geo-tagged tweets. The tweets are captured by an on-going project deployed at https://live.rlamsal.com.np. The model monitors the real-time Twitter feed for these keywords - “corona”, "coronavirus", "covid", "pandemic", "lockdown", "quarantine", "hand sanitizer", "ppe", "n95", different possible variants of "sarscov2", "nCov", "covid-19", "ncov2019", "2019ncov", "flatten(ing) the curve", "social distancing", "work(ing) from home" and the respective hashtag of all these keywords. Complying with Twitter's content redistribution policy, only the tweet IDs are shared. You can re-construct the dataset by hydrating these IDs. The tweet IDs in this dataset belong to the tweets tweeted providing an exact location. Please note that this dataset should be solely used for non-commercial research purposes (ignore every other LICENSE category given on this page).-------------------------------------------------------------------------Coronavirus (COVID-19) Tweets Dataset(200+ Million English Language Tweets; ongoing collection)-------------------------------------------------------------------------Note: I started sharing the IDs of the tweets that had exact 'point' location information, only since April 28, 2020, with some genuine requests coming in from academic researchers who did not want to hydrate the whole lists of IDs shared in the Coronavirus (COVID-19) Tweets Dataset.Update: I have received a lot of requests, especially from Social Science researchers, to also make the geo-tagged tweets created between March 20, 2020, and April 28, 2020, available in this dataset. Hydrating the millions of tweet IDs may come as a tedious task for people with less technical expertise. Therefore, I have started hydrating the IDs provided in the Coronavirus (COVID-19) Tweets Dataset, and I will be sharing the geo-tagged tweets posted in between these dates as the hydration task goes on. Bookmark this page for further updates.Why are only tweet IDs being shared? Twitter's content redistribution policy restricts the sharing of tweet information other than tweet IDs and/or user IDs. Twitter wants researchers always to pull fresh data. It is because a user might delete a tweet or make their profile protected. If the same tweet has already been pulled and shared on a public domain, it might make the user/community vulnerable to many inferences coming out of the shared data which currently does not exist or is private.
DOI: 10.5281/zenodo.3902209
title: 20200618 sleep

description: eeg
DOI: 10.5281/zenodo.3902208
title: 20200618 sleep

description: eeg
DOI: 10.5281/zenodo.3902234
title: Belewitte dataset

description: Results of Belewitte (DOI: 10.5281/zenodo.3902239) experiments. Performance data for Breadth-First Search and PageRank on NVidia TitanX, RTX2080Ti, GTX980, and K20 GPUs. Including trained Binary Decision Tree models for predicting the best implementation on an input graph.
description: {"references": ["J\u00e9r\u00f4me Kunegis. KONECT - The Koblenz Network Collection. In Proc. Int. Web Observatory Workshop, pages 1343-1350, 2013", "Andrej Krevl and Jure Leskovec. SNAP Datasets: Stanford Large Network Dataset Collection. http://snap.stanford.edu/data, 2014"]}
DOI: 10.5281/zenodo.3902280
title: Carapa procero stomata positive and negative

description: Dataset with positve and negative of stomata of the Carapa procero for training and validation.
DOI: 10.5281/zenodo.3902279
title: Carapa procero stomata positive and negative

description: Dataset with positve and negative of stomata of the Carapa procero for training and validation.
DOI: 10.5281/zenodo.3773470
title: Neural priming of adipose-derived stem cells by cell-imprinted substrates

description: Raw data and figure evaluation scripts for the manuscript <strong>Neural Priming of Adipose-Derived Stem Cells by Cell-Imprinted Substrates</strong>
description: The authors would like to appreciate the Iran ministry of science, research, and technology and the Swiss National Science Foundation for their financial support
DOI: 10.5281/zenodo.3902115
title: Volatile organic compound analysis, a new tool in the quest for preterm birth prediction – an observational cohort study

description: Vaginal swabs were taken in pregnancy in high risk asymptomatic women attending a preterm prevention clinic. Women in the study attended the clinical due to a history of preterm birth or midtrimester pregnancy loss, or due to a history of cervical surgery. Individualised management plans were made depending upon individual patient risk factors. During their attendance to the clinic vaginal swabs were taken for VOC analysis. Swabs were taken between 15 and 28 weeks gestation. Women consented to vaginal swabs at each of their visits to the clinic. The dataset contains GC-IMS VOC data from a G.A.S. GC-IMS and includes a Spreadsheet of demographics.
DOI: 10.5281/zenodo.3902114
title: Volatile organic compound analysis, a new tool in the quest for preterm birth prediction – an observational cohort study

description: Vaginal swabs were taken in pregnancy in high risk asymptomatic women attending a preterm prevention clinic. Women in the study attended the clinical due to a history of preterm birth or midtrimester pregnancy loss, or due to a history of cervical surgery. Individualised management plans were made depending upon individual patient risk factors. During their attendance to the clinic vaginal swabs were taken for VOC analysis. Swabs were taken between 15 and 28 weeks gestation. Women consented to vaginal swabs at each of their visits to the clinic. The dataset contains GC-IMS VOC data from a G.A.S. GC-IMS and includes a Spreadsheet of demographics.
DOI: 10.3886/e113384
title: Replication data for: Multinational Production: Data and Stylized Facts

description: We present a comprehensive data set on the bilateral activity of multinational firms, with focus on two variables: affiliate revenues and the number of affiliates across country pairs. Our basic data are from UNCTAD and include 59 countries, an average over 1996-2001. We implement an extrapolation procedure that fills in missing values using, alternately, FDI stocks and the bilateral number of M&A transactions. Our dataset allows for the analysis of new patterns of multinational production activities across countries, by taking into account firm rather than balance of payment variables, and both the intensive and extensive margins of multinational activities.
DOI: 10.21227/sdn8-j840
title: Transmission Telescope Optical Dynamic Allignment

description: Level 2 data set. Averaging over multiple measurements were performed to reduce electronic noise and jitter
DOI: 10.21227/pz6h-ht91
title: Transmission Telescope Optical Dynamic Allignment

description: Level 2 data set. Averaging over multiple measurements were performed to reduce electronic noise and jitter
DOI: 10.5519/qd.zvbgv3qp
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (10916 records)
DOI: 10.17632/k8sk9fyshm.1
title: Data for: Ninja owl; Gerbils over anticipate an unexpected predator
DOI: 10.5281/zenodo.3902338
title: supplementary_data_for_python_codes

description: The two csv files include information of isolated sequence clones of human noroviruses
DOI: 10.5281/zenodo.3902337
title: supplementary_data_for_python_codes

description: The two csv files include information of isolated sequence clones of human noroviruses
DOI: 10.5281/zenodo.3902372
title: Disturbance results

description: Disturbance results
DOI: 10.5281/zenodo.3902373
title: Disturbance results

description: Disturbance results
DOI: 10.5281/zenodo.3902371
title: Disturbance results

description: Disturbance results
DOI: 10.15468/dl.77cptt
title: Occurrence Download

description: A dataset containing 443 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum muricatum Aiton"
 ]
}

 The dataset includes 443 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021170-250402121839773/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.19388066
title: datas1

description: The data and results for accuracy comparison on taxonomic assignment tools
DOI: 10.6084/m9.figshare.19388066.v2
title: datas1

description: The data and results for accuracy comparison on taxonomic assignment tools
DOI: 10.6084/m9.figshare.19388066.v1
title: The data and results for accuracy comparison on taxonomic assignment tools

description: The data and results for accuracy comparison on taxonomic assignment tools
DOI: 10.6084/m9.figshare.19388075
title: data and results

description: data and results<br>
DOI: 10.6084/m9.figshare.19388075.v1
title: data and results

description: data and results<br>
DOI: 10.5281/zenodo.6371044
title: Data set perhitungan kartu grafis

description: Dataset ini digunakan untuk perhitungan harga kartu grafis Nvidia seri RTX 3000 terhadap tren Ethereum.
DOI: 10.5281/zenodo.6371043
title: Data set perhitungan kartu grafis

description: Dataset ini digunakan untuk perhitungan harga kartu grafis Nvidia seri RTX 3000 terhadap tren Ethereum.
DOI: 10.5281/zenodo.6371058
title: Estimation of paleotemperature recorded in carbonaceous fault rocks by rock magnetism and vitrinite reflectance — A study from the Haiyuan fault zone in northeastern Tibetan Plateau

description: A dataset for the article of "<strong>Estimation of paleotemperature recorded in carbonaceous fault rocks by rock magnetism and vitrinite reflectance — A study from the Haiyuan fault zone in northeastern Tibetan Plateau</strong>"
DOI: 10.5281/zenodo.6371057
title: Estimation of paleotemperature recorded in carbonaceous fault rocks by rock magnetism and vitrinite reflectance — A study from the Haiyuan fault zone in northeastern Tibetan Plateau

description: A dataset for the article of "<strong>Estimation of paleotemperature recorded in carbonaceous fault rocks by rock magnetism and vitrinite reflectance — A study from the Haiyuan fault zone in northeastern Tibetan Plateau</strong>"
DOI: 10.34740/kaggle/dsv/3328140
title: AutoXGB
DOI: 10.34740/kaggle/dsv/3328134
title: Health Workforce Shortage Areas
DOI: 10.5281/zenodo.1219707
title: Human Lim Domain Kinase 1 (Limk1), Kinase Domain; A Target Enabling Package

description: Loss of the translational repressor FMRP in fragile X syndrome causes upregulation of the type II BMP receptor BMPR2 and its non-canonical signalling via the kinase LIMK1. LIMK1 performs inhibitory phosphorylation on cofilin proteins blocking their actin-severing activity. Excessive BMPR2-LIMK1 activation was associated with dendritic spine and behavioural defects in animal models that could be rescued by BMPR2 knockdown or LIMK1 inhibition. Here we present a target enabling package for the therapeutic target LIMK1. We include crystal structures of BMPR2, LIMK1, LIMK2 and the LIMK1-cofilin complex, as well as multiple assays for small molecule inhibitor screening. Finally, we identify a series of allosteric LIMK1 inhibitors with promising potency and selectivity that may potentially allow the development of a safe drug for this chronic indication.
description: This deposition represents version 2 of the TEP datasheet. Changes include, but are not limited to: Addition of hyperlinks throughout the body of the datasheet; Addition of Useful Links to relevant databases; Addition of a Reference box where applicable; Other modifications necessary for page spacing and visualisation. Please note, all data and results within the document remain the same as provided in version 1.
To see version 1: https://doi.org/10.5287/bodleian:zg5NAQjyk
DOI: 10.5281/zenodo.1219713
title: Human Pleckstrin Homology Domain Interacting Protein (Phip); A Target Enabling Package

description: SGC Oxford has expressed, purified and crystallized the second bromodomain of PHIP as part of the probe programme. Fragment screening and X-ray crystallography identified binders, some of which optimised to uM affinity. However, molecules with probe properties were not obtained. Consequently it has been decided to put the information generated into the public domain.
description: The work at the SGC has been supported by the Innovative Medicines Initiative Joint Undertaking (IMI JU) under grant agreement [115766].
This deposition represents version 2 of the TEP datasheet. Changes include, but are not limited to: Addition of hyperlinks throughout the body of the datasheet; Addition of Useful Links to relevant databases; Addition of a Reference box where applicable; Other modifications necessary for page spacing and visualisation. Please note, all data and results within the document remain the same as provided in version 1.
To see version 1: https://doi.org/10.5287/bodleian:bpbABw4mo
DOI: 10.5517/ccdc.csd.cc1zp4zs
title: CCDC 1837586: Experimental Crystal Structure Determination

description: Related Article: L.Sun, S.L.Wei|2018|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.