cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gtnbx2h84c.1
title: TikTok Bots and Clickworker

description: A TikTok dataset of 10131 partially labeled data with 1200 negative, 1788 positive and 7.143 unlabeled records. Each with information about their last 20 uploaded videos if available. The limitation to the last 20 videos had to be done because otherwise the data colletion process would have consumed to much time with the technique I have used. Unfortunately names of accounts and other textual descriptions such as account and video descriptions are not available due to data protection concerns. (Yes I'm from Germany...) The data was collected by my own C# Application which used Appium on a smartphone to automate the data gathering process. How colletion and labeling was done: - Unlabeled: Collected from 2 different accounts by iterating over their followerlists - Labeled as Bots and Clickworkers: Accounts were bought on 6 different internet pages for a TikTok account with no other follwers or contents. - Labeled as Human/No Bot or Clickworker: 1. Friends or friends of friends. 2. Accounts who wrote contextual comments. 3. Accounts who recommended a video to other accounts in comments. 4. The Accounts who were linked in comments. 5. Accounts of publicly known personalities or insitutions. 6. Accounts whose names could be read in Videos which were exported from TikTok and uploaded to Instagram with "TikTok"-related Hashtags Additionally to the available Features I've already created some averages of views, comments, likes or forwardings for the videos of each collected account. To view in Excel make sure you select Tabstop (\t) as delimiter and import every column as "TEXT" (Use shift to select all columns at once). Otherwise Excel will try to interpret some numbers as dates and ruin the data. The videos can be assigned to the accounts using the primare key column "Id" of the accounts and the foreign key column "AccountId" of the videos. If you have any questions please feel free to contact me.
DOI: 10.17632/6npnsrx4d5.1
title: ABM Mahfuz ul Alam

description: a
DOI: 10.6084/m9.figshare.13114586
title: R0309_20191122a_videos

description: Rat 0309, skilled reaching data collected in Leventhal laboratory by Alexandra Bova
DOI: 10.17632/th7bfgfc6m.1
title: Human Skin Microbiome Data (16S rRNA sequencing)

description: 16S rRNA sequencing data on human skin microbiome samples collected before and after swimming in the ocean. This dataset contains raw sequencing data contained in fasta and qual files produced from an Ion Torrent PGM sequencer. There were 2 sampling occurrences (041218 and 092718) and each occurrence has an associated fasta and qual file. This dataset contains the 041218 sampling data only due to storage restrictions. The other dataset is published separately. Our research has shown that the human skin microbiome is altered after swimming in the ocean. Normal commensals were washed off and simultaneously, exogenous bacteria were deposited on the skin. QIIME was used for initial analysis and indicated that the abundance and diversity of microbial communities on the skin increased after swimming and these changes persisted for more than 24 hours. Downstream analysis using PICRUSt to predict functional metagenomics indicated that there was an increase in antibiotic resistance genes, antibiotic biosynthesis genes, and virulence factor genes on the skin after ocean water exposure.
DOI: 10.17632/2hmd9z6j8b.1
title: Data for: Influence of hydrothermal synthesis conditions on morphology and sorption properties of porous aluminosilicates of kaolin group

description: SEM images of the aluminosillicate samples with different morphology.
DOI: 10.17632/dzgczt98cz.1
title: An EMG and IMU Dataset for the Italian Sign Language Alphabet

description: This data repository contains surface electromyography (EMG) and Inertial Measurement Unit (IMU) data collected with the Myo Gesture Control Armband about the gestures of the 26 letters of the Italian Sign Language Alphabet. The dataset contains 780 gesture samples (30 for each letter of the alphabet) and is organized into 26 directories, one for each letter of the alphabet. Each directory includes 30 json files, one for each sample of the gesture representing a letter. Each json file is named using a Global Unique Identifier (GUID), and include the following field: - timestamp, a string representing the date and time of the gesture acquisition. For example, the string “09/07/20/10:03:19” suggests that the gesture and its acquisition were performed the 9th of July 2020, at 10:03:19 a.m. - duration, an integer describing how long was the data acquisition of the gesture in milliseconds. The value is 2000 in all the json files, since the time window for the data acquisition was 2 seconds; - emg, an object representing the EMG data of the gesture. It has two fields - frequency, i.e. the sampling frequency (in Hz) of the values from the EMG sensors. This value is 200 in all the json files; - data, a 400 x 8 integer matrix. Each row is then an 8-dimensional array including the values from the 8 EMG sensors of the Myo Armband. Therefore, data is the time series of the values from the EMG sensors during the acquisition of the gesture; - imu, an object representing the IMU data of the gesture acquisition. It has two fields - frequency, i.e. the sampling frequency (in Hz) of the values from the IMU. This value is 200 in all the json files; - data, a 400 elements length object array. Each object has three fields, namely gyroscope (an array composed by 3 floating point values), acceleration (an array composed by 3 floating point values), and rotation (an array composed by 4 floating point values). The dataset can be used during the training and the testing of algorithms and techniques for automatic gesture recognition and, specifically, for automatic sign language interpretation.
DOI: 10.17632/5ft92myrbz.2
title: Data base spatio-temporal distribution of Hepatus pudibundus

description: Database referring to Article: Assessing the factors driving the changes in the spatio-temporal distribution of Hepatus pudibundus (Decapoda, Brachyura) over a 20-year interval in a region under the influence of El-Niño (ENSO).
DOI: 10.17632/ydbcpb73t2.1
title: District Heating Database

description: District Heating Data
DOI: 10.17632/89gw9jdfv4.1
title: SWANLOP: Scattering waves off nonlocal optical potentials in the presence of Coulomb interactions

description: We introduce the package SWANLOP to calculate scattering waves and corresponding observables for nucleon elastic collisions off spin-zero nuclei. The code is capable of handling local and nonlocal optical potentials superposed to long-range Coulomb interaction. Solutions to the implied Schrödinger integro-differential equation are obtained by solving an integral equation of Lippmann–Schwinger type for the scattering wavefunctions, ψ = ϕ_C + G_C U_S ψ, providing and exact treatment to the Coulomb force Arellano and Blanchon (2019). The package has been developed to handle potentials either in momentum or coordinate representations, providing flexible options under each of them. The code is fully self-contained, being dimensioned to handle any A &gt;= 4 target for nucleon beam energies of up to 1.1 GeV. Accuracy and benchmark applications are presented and discussed.
DOI: 10.17632/fpt83pyffv.1
title: The gap between physicians’ perceptions and performance: clinical practice of pain, agitation and delirium assessments in Chinese intensive care units

description: Pain, agitation and delirium management are crucial elements in the care of critically ill patients. In the present study, we aimed to present the current practice of pain, agitation and delirium assessments in Chinese intensive care units.
DOI: 10.17632/gx92v4sypj.1
title: Bibliographies of Agricultural Meteorology (1900-1950)

description: This collection of bibliographic data was compiled as part of a research project on the history of agricultural meteorology in the first half of the twentieth century. The two data sets in the collection were extracted: 1) from chapters 1-4 and 6-8 of the "Bibliography of Agricultural Meteorology" compiled and edited by Jen Yu Wang and Gerald L. Barger and published in 1962 by the University of Wisconsin Press; 2) from the "Second Bibliography of Literature on Agricultural Meteorology" published by the British Ministry of Agriculture and Fisheries in 1936. The entries were checked for consistency and correctness and, whenever possible, a link to a digital copy of the publication (in some cases a related version) was added. A larger, but not curated, selection of bibliographic data on agricultural meteorology (1900-1950) is available in this Zotero public library ( https://www.zotero.org/groups/2204063/bibliography_of_agricultural_meteorology_1900-1950) compiled alongside the creation of the two collections here deposited. The bibliographic data set was created to gain an overview of the developments of agricultural meteorology from 1900 to 1950. The bibliographic corpus, in fact, includes articles, books, reports, and thesis written by thousands of authors in more than ten languages, and published by journals and institutions active in the multiple scientific domains, such as agronomy, meteorology, and soil science, that contributed to the growth of agricultural meteorology. The data were examined using the following Python libraries: Pandas, Spacy, and Gensim. The code used in the data analysis and the results obtained are available as Google Colab notebooks in this GitHub repository (https://github.com/GParolini/colabs_am_bib). Reuse with attribution of both data and code is encouraged among humanists interested in the history of the life sciences, as well as agronomy researchers and climate scientists pursuing research questions that require an insight into past literature on farming, weather, and climate. Acknowledgements I gratefully acknowledge the financial support of the German Research Foundation (DFG) (Project No. 321660352) in the preparation of this data set. I thank Jan Sevcik for contributing to clean the data extracted from Wang and Barger's Bibliography of Agricultural Meteorology. I am grateful to Dr Laura Fernández Gallardo and to the organizers of the "Learn IT, Girl!" initiative for helping me learn to code in Python and analyze my research data.
DOI: 10.17632/nt45pdgccj.1
title: Data for: Habitat modification by Ascophyllum canopy negatively impacts macrofaunal communities on soft-sediment shores

description: These data were collected at four intertidal soft-sediment mudflats around Anglesey Island, North Wales using 5 cm diameter cores inserted to 5 cm into the sediment. Data were collected in areas below and outside of Ascophyllum nodosum canopies and were analysed for particle size, pore water content, organic carbon, chlorophyll a, sand/silt/clay content and temperature. The macrofauna in each sample was also identified and abundance and biomass was measured.
DOI: 10.17632/h325b4jzgv.6
title: Data for: Mineralogical and isotopic characterization of graphite deposits in the western part of the North Qaidam Orogen and East Kunlun Orogen, northeast Tibetan Plateau, China

description: Data for X-ray diffraction, Carbon-oxygen isotopes of graphite and calcite
DOI: 10.17632/4jfgz3z5pd.1
title: Jurujuba Sound pore water and sediment Data - RJ - Brazil

description: The Jurujuba Sound is located within Guanabara Bay (Rio de Janeiro - Brazil), this overpopulated region probably may have contributed to the accumulation of chemical compounds in the sediments by diffuse sources (the Cachoeira and Icaraí rivers). Jurujuba Sound also supports a considerable area of mussel farms. In this research two main investigation approaches had been chosen, interstitial water nutrients and mercury in the sediments. This work aims to indicate the characteristic distribution of the superficial sediment (pH, Eh, particular size, carbonate, organic matter and phosphorus, total mercury (THg) and methylmercury (MeHg)) and nutrients present in pore-water (C, N, P) along Jurujuba Sound area. . The pH and Eh were measured in-situ using a Hanna Multiparameter probe. In the laboratory, nutrients in pore-ware water were measured by the colorimetric method with a KASUAKI UV / VIS spectrometer at different wavelengths for phosphate (and total phosphorous) (880 nm), nitrate (505 nm), nitrite (540 nm), and ammonium (630 nm). The grain size analysis was determined on a laser analyzer, carbonate was performed by mass difference. Total mercury analyses were carried out by the US-EPA (1998) method 7473. 180 An aliquot of the freeze-dried sediment was placed into a controlled heating oxygenated 181 decomposition furnace of the Lumex PYRO-915 + ® accessory, that released mercury 182 vapors to the Zeeman RA-915M Lumex® Atomic Absorption Spectrophotometer which 183 recorded the concentrations. Methylmercury extraction was carried out on a 50-mg freeze-dried sample with 187 3 mL of a 25% solution (w/v) of KOH in methanol for 6 hours at 70°C. The 188 measurements of methylmercury in solution were made with the US-EPA (2001) method 189 1630 and the determination was carried out in an Atomic Fluorescence 190 Spectrophotometry coupled with a gas chromatographer (AFS-GC, MERX-M, Brooks 10 Rand Instruments® 191 ). Spatial distribution maps were produced for each parameter and a principal component analysis was carried out, to assess THg and MeHg behavior and their relationships with other parameters. The highest THg concentrations were observed in the mussel-farm area (656.1 ng g-1) and were related to fine grain size and elevated organic carbon values. High MeHg concentrations also occurred in the center of the cove, probably favored by high organic carbon content (low-energy environment). The results demonstrate high N and P concentrations in pore water, indicating the possible release of the relevant nutrient amount in the water column. The high rate of domestic effluent input (Confirmed by TOC/TN ratio) led to high nutrient levels in sediments and porewater, potential release from the bottom sea could cause fish mortality events and other toxic effects.
DOI: 10.17632/5ks69cckkp.1
title: Copper enrichment on aluminium surfaces after electropolishing and its effect on electron imaging and diffraction

description: ICPMS, SIMS, TEM, STEM and EELS data from the publication "Copper enrichment on aluminium surfaces after electropolishing and its effect on electron imaging and diffraction".
DOI: 10.17632/hhxynrzzt4.1
title: Wording Effects on two Independent Traits: MTMM Study of Relations among Self-Esteem and Locus of Control

description: Research hypothesized a trait factor and method factors for two areas: Self-esteem and locus of control. The file is an SPSS file with data gathered using Rosenberg Self-Esteem Scale and a locally developed locus of control scale. It was gathered from 10th grade students in Oman.
DOI: 10.17632/ksngkfc44z.1
title: LINF_010009400

description: Ring finger domain/Zn finger-containing protein
DOI: 10.17632/k45sgtmjc4.1
title: Reitzetal_2020_CurrentBiology

description: Original anesthetic dose response data for "Activation of Preoptic Tachykinin 1 Neurons Promotes Wakefulness Over Sleep and Volatile Anesthetic-Induced Unconsciousness", Reitz et al., 2020
DOI: 10.17632/972xw585pp.1
title: LINF_010009600

description: nicotinamidase | PNC1
DOI: 10.17632/t69w5cwyrp.4
title: Detrital zircon sources in the Ordovician metasediments of the Moroccan Meseta: U-Pb (LA-ICPMS, SHRIMP and SIMS) data from the Beni Mellala inlier (Western Moroccan Meseta)

description: U-Pb data associated to the paper "Detrital zircon sources in the Ordovician metasediments of the Moroccan Meseta: inferences on northern Gondwanan passive margin paleogeography" (submitted to the GSA Special Publication "New developments in the Appalachian-Caledonian-Variscan orogen")
DOI: 10.17632/424rgprmn9.1
title: Data for: Can Job Rotation Eliminate the Ratchet Effect: Experimental Evidence

description: These are raw data from each of the treatments for my experiment. Each file records the data from a session.
DOI: 10.17632/d6pyngpwr5.1
title: Handwritten BPMN elements

description: A set of scanned handwritten BPMN elements applicable to analyze the effectiveness of their optical character recognition.
DOI: 10.17632/zwd3hgr6gg.1
title: MATLAB source code for automated measurement of anteroposterior diameter and foraminal widths in MRI images for lumbar spinal stenosis diagnosis

description: Lumbar Spinal Stenosis causes low back pain through pressures exerted on the spinal nerves. This can be verified by measuring the anteroposterior diameter and foraminal widths of the patient’s lumbar spine. Our goal is to develop a novel strategy for assessing the extent of Lumbar Spinal Stenosis by automatically calculating these distances from the patient’s lumbar spine MRI. Our method starts with a semantic segmentation of T1- and T2-weighted composite axial MRI images using SegNet that partitions the image into six regions of interest. They consist of three main regions-of-interest, namely the Intervertebral Disc, Posterior Element, and Thecal Sac, and three auxiliary regions-of-interest that includes the Area between Anterior and Posterior elements. A novel contour evolution algorithm is then applied to improve the accuracy of the segmentation results along important region boundaries. Nine anatomical landmarks on the image are located by delineating the region boundaries found in the segmented image before the anteroposterior diameter and foraminal widths can be measured. The performance of the proposed algorithm was evaluated through a set of experiments on the Lumbar Spine MRI dataset containing MRI studies of 515 patients. These experiments compare the performance of our contour evolution algorithm with the Geodesic Active Contour and Chan-Vese methods over 22 different setups. We found that our method works best when our contour evolution algorithm is applied to improve the accuracy of both the label images used to train the SegNet model and the automatically segmented image. The average error of the calculated right and left foraminal distances relative to their expert-measured distances are 0.28 mm (p = 0.92) and 0.29 mm (p = 0.97), respectively. The average error of the calculated anteroposterior diameter relative to their expert-measured diameter is 0.90 mm (p = 0.92). The method also achieves 96.7% agreement with an expert opinion on determining the severity of the Intervertebral Disc herniations. This data consists of the MATLAB source code, improved label images, and composite images used in the experiment. Additional datasets and source code are necessary: - The Lumbar Spine MRI Dataset http://dx.doi.org/10.17632/k57fr854j2.2 - The Radiologists Notes for Lumbar Spine MRI Dataset http://dx.doi.org/10.17632/s6bgczr8s2.2 - The MATLAB source code for developing Ground Truth Dataset, Semantic Segmentation, and Evaluation for the Lumbar Spine MRI Dataset http://dx.doi.org/10.17632/8cp2cp7km8.2 - The original (unmodified) Label Image Data for Lumbar Spine MRI Dataset http://dx.doi.org/10.17632/zbf6b4pttk.2
DOI: 10.17632/fstwmxx2jn.1
title: Mexico Energy Efficiency

description: Datasets used or produced by the Mexican Energy Efficiency analysis
DOI: 10.17632/59cxd92ww7.1
title: Data for: Linking sensory and instrumental analyses for the assessment of flavor diversity in seven melon (Cucumis melo L.) genotypes
DOI: 10.17632/75s8ggh2bc.9
title: Data for: Academic Stress and Smartphone Dependence among Chinese Adolescents: A Moderated Mediation Model

description: Linear regression analysis was used to investigate the relationship among the variables. The results showed that academic stress was positively related to psychological distress, which may further lead to severe smartphone dependence. Psychological distress partially mediated the relationship between academic stress and smartphone dependence. The mediating effect of psychological distress between academic stress and smartphone dependence was moderated by academic resilience. Specifically, academic resilience weakened the indirect relationship between academic stress and smartphone dependence that was mediated by psychological distress.
DOI: 10.17632/bcv9vsxkyc.2
title: Physical Action Dataset

description: Thousands of people around the globe are limited in their daily activities due to physical or mental disability, which hinders in their daily tasks. All such individuals can get a boost in their lives by introduction of computer aided assistive applications that help them by classifying the muscle movements. Designing of such systems gets further uplifts by availability of non-invasive sensors, like Surface Electromyography (sEMG), which can be mapped onto the routine activities using machine learning. In this dataset, sEMG signature against routine activities such as typing, resting, lifting and exercise (push up) has been acquired. The sEMG data is coupled with information from a 9-DoF inertial measurement unit (IMU) in the form of accelerometer, gyro and derived orientation signals. Fusion of sEMG with IMU data can lead us to get better classification results especially while segregating abnormal data from normal or routine actions. This data can be of particular value to the researchers working on computer-aided systems for subjects with physical or mental disabilities.
DOI: 10.17632/bpj2tvjynh.1
title: Sediment data of cores PC13-3, PCL1-2, PC06, PC01 and GC16 (Galician Continental Margin)

description: General sediment properties from five piston cores extracted at the Transitional Zone morphostructural province at the Galician Continental Margin (NW Iberian Margin). This data includes high-resolution XRF geochemical values, susceptibility (MS) values, grey levels (GL) and RGB values, grain-size, Total Carbon (TC), Total Inorganic Carbon (TIC), Total Organic Carbon (TOC) and CaCO3 (%) content.
DOI: 10.17632/msgxy8ptvk.1
title: data extraction forms

description: systematic review
DOI: 10.17632/j979d4r7ww.1
title: Electrical conductivity anisotropy of synthetic porous media with oriented fractures

description: The following data contains electrical conductivity for porous media with oriented fractures. Samples were constructed using mixtures of glass beads and epoxy at a mixing ratio specified in the file "Sample_properties". Samples were measured in directions parallel and perpendicular to the oriented fractures with anisotropy ratios calculated. The mean anisotropy ratio along with its uncertainty is given along with the individual conductivity measurements in file titled "Sample_data". Sample properties are given in the file titled "Sample_properties". These include total porosity, crack porosity, glass bead epoxy mixing ratio (by weight) and length of the samples. Samples were cylindrical with diameters of .0381 cm. A manuscript to give the full details of data collection is currently in submission and will be linked to this data set upon its publication.
DOI: 10.17632/msrhpwrvtf.1
title: A Network Pharmacology Approach to Investigate the Molecular Mechanism of Bushen Huoxue Formula in the Treatment of Intervertebral-Disc Degeneration

description: original data