cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/t2zk3xnt8y.3
title: Generated Prediction Data of COVID-19's Daily Infections in Brazil

description: Version 3 important changes: - Added a compressed file for all files and folders. - Change in license. Dataset general description: • This dataset reports 4195 recurrent neural network models, their settings, and their generated prediction csv files, graphs, and metadata files, for predicting COVID-19's daily infections in Brazil by training on limited raw data (30 time-steps and 40 time-steps alternatives). The used code is developed by the author and located in the following online data repository link: http://dx.doi.org/10.17632/yp4d95pk7n.1 Dataset content: • Models, Graphs, and csv predictions files: 1. Deterministic mode (DM): includes 1194 generated models' files (30 time-steps), and their generated 2835 graphs and 2835 predictions files. Similarly, this mode includes 1976 generated models' files (40 time-steps), and their generated 7301 graphs and 7301 predictions files. 2. Non-deterministic mode (NDM): includes 20 generated models' files (30 time-steps), and their generated 53 graphs and 53 predictions files. 3. Technical validation mode (TVM): includes 1001 generated models' files (30 time-steps), and their generated 3619 graphs and 3619 predictions files for 349 models (out of a 358 sample but 9 models didn't achieve the accuracy threshold), which are a sample of 1001 models. Also, 1 model in control group for India. 4. 1 graph and 1 prediction files for each of DM and NDM, reporting evaluation till 2020-07-11. • Settings and metadata for the above 3 categories: 1. Used settings in json files for reproducibility. 2. Metadata about training and prediction setup and accuracy in csv files. Raw data source that was used to train the models: • The used raw data [1] for training the models is from: COVID-19 Data Repository by the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University) : https://github.com/CSSEGISandData/COVID-19 (accessed 2020-07-20) • The models were trained on these versions of the raw data: 1. till 2020-06-29 (accessed 2020-07-08): https://github.com/CSSEGISandData/COVID-19/raw/78d91b2dbc2a26eb2b2101fa499c6798aa22fca8/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv 2. till 2020-06-13 (accessed 2020-07-08): https://github.com/CSSEGISandData/COVID-19/raw/02ea750a263f6d8b8945fdd3253b35d3fd9b1bee/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv References: 1- Dong E, Du H, Gardner L. An interactive web-based dashboard to track COVID-19 in real time. Lancet Inf Dis. 20(5):533-534. doi: 10.1016/S1473-3099(20)30120-1
DOI: 10.17632/h7wk6bk86h.1
title: Genomic Association Of A Potassium Channel To Chronic Idiopathic Anhidrosis In Stock-Type Horses
DOI: 10.6073/pasta/4da6e17a7a8d1e575241b3d79c047f08
title: McMurdo Dry Valleys LTER: Stoichiometry Experiment in Taylor Valley, Antarctica from 2007 to 2016

description: Soil communities in the McMurdo Dry Valleys are subject to many limitations, including resource limitations. However, the nutrients that are predominantly limiting to growth and diversity of soil biota are not known. Additionally, landscape history (N deposition, P weathering) and native N and P content (glacial till provenance) may influence the ability of soil communities to respond to nutrient additions or changes in nutrient availability associated with environmental change. Long-term experiments in the Bonney and Fryxell basins have been established with yearly application of aqueous nutrient additions: C, N, P, CN, and CP. Multiple nutrients additions were made at the Redfield Ratio of 106:16:1 (C:N:P). Responses of soil chemistry, CO2 flux, and biota are reported.
DOI: 10.17632/ngds35s8vr.1
title: Leaf Vein Fragment Dataset

description: This dataset contains 64x64, 32x32, 16x16, 8x8, and 4x4 pixel green-channel image sets, each with two classes: 1. Cotyledon-type: Monocotyledon and Dicotyledon. Each cotyledon-type contains 21,828 images. 2. Species: Cocos nucifera, Eichhornia crassipes, Cucurbita moschata, and Neolamarckia cadamba. Each species contains 10,914 images. This dataset contains image data from three types of leaves: 1. Young 2. Mid-aged 3. Old Each leaf has two sides: 1. Front side 2. Reverse side File-format: ____xp. Example: ‘Dicot_Cucurbita_midAged_front_32x32p.csv’, which contains 32-by-32 pixel images (flattened to 1024 numerical columns) for the images captured from front-side, mid-aged leaves from Dicotyledon-type of Cucurbita moschata species plant.
DOI: 10.17632/t2tkykvwb4.2
title: Protein characterization, purification, and sequence data for plant made catfish interleukin 22

description: This is a compilation of western blots and sequencing data from the optimization of production of catfish interleukin 22 using the transient agrobacterium infiltration method in nicotiana benthamiana plants. Each piece of data has a legend and the data is published in a data in brief article.
DOI: 10.17632/7f263ywvv9.1
title: Personality and student's motivation

description: The present qualitative study analyzes the effect of whole personality traits on motivation to learn by students using an ITS.
DOI: 10.17632/vw427wzzkk.4
title: Data for: COVID-19 Dataset: Worldwide Spread Log Including Countries First Case And First Death

description: Contain informative data related to COVID-19 pandemic. Specially, figure out about the First Case and First Death information for every single country. First Case information consist of Date of First Case(s), Number of confirm Case(s) at First Day, Age of the patient(s) of First Case, Last Visited Country and the First Death information consist of Date of First Death and Age of the Patient who died first for every Country mentioning corresponding Continent. The datasets also contain the Binary Matrix of spread chain among different country and region.
DOI: 10.5281/zenodo.3952997
title: Aligned DNA sequence matrix for phylogenetic analyses in the article "Fifty years after: a taxonomic revision of the amphibian species from the Ecuadorian biodiversity hotspot Abra de Zamora, with description of two new Pristimantis species"

description: The aligned matrices are in fasta format. Genes are arranged as follows: Subgenus Huicundomantis (Huicundomantis.fas): 12S = 1–905 16S = 906–1820 RAG-1 = 1821–2463 Genus Lynchius (Lynchius.fas): 12S = 1–1028 16S = 1029–2313 RAG-1 = 2314–2925 Pristimantis orestes group (Pristimantis_orestes.fas): 12S = 1–964 16S = 965–2041 RAG-1 = 2042–2683
DOI: 10.17632/4t2vwdzjdx.1
title: Stata Data for Anthropometric outcomes of children and adolescents using telehealth with weight management interventions compared to usual care: a systematic review and meta-analysis (2020)
DOI: 10.17632/czjfwgs9tm.3
title: ParlVote: Corpora for Sentiment Analysis of Political Debatess

description: Datasets for policy preference identification, binary sentiment classification, and stance detection of debates from the House of Commons of the United Kingdom Parliament. For details, see: ParlVote: G. Abercrombie and R. Batista-Navarro. ParlVote: A Corpus for Sentiment Analysis of Political Debates. Proceedings of the Twelfth International Conference on Language Resources and Evaluation (LREC-2020). European Languages Resources Association (ELRA), 2020. ParlVote+: Paper under review. This version includes policy preference labels for each example. It has also been cleaned up a little, and some incorrect examples from the original dataset have been removed. Data published under the Open Parliament Licence v3.0 : https://www.parliament.uk/site-information/copyright-parliament/open-parliament-licence/
DOI: 10.17632/rpyrkd98mz.1
title: Water Quality Data of the Chicago, Calumet, and Des Plaines River Systems in the Chicago Metropolitan Region

description: Compiled water quality data of the Chicago, Calumet, and Des Plaines River Systems from 1975 to 2018. Data were collected as part of the Metropolitan Water Reclamation District's Ambient Water Quality Monitoring program. A study was carried out to evaluate water quality trends from 1975 to 2012 in the Chicago, Calumet, and Des Plaines River Systems in Cook County, Illinois, in order to investigate the impact of practices carried out by the Metropolitan Water Reclamation District of Greater Chicago. Data from 41 monitoring locations were compiled and analyzed for 11 water quality parameters. The seasonal Kendall test was performed on each variable at each location to analyze for long-term monotonic trends. For most sampling locations, long-term trend analyses showed significant downward trends for total organic carbon (TOC), total Kjeldahl nitrogen (TKN), ammonium nitrogen (NH4-N), total suspended solids (TSS), fecal coliform (FC), and sulfate and significant upward trends for dissolved oxygen (DO), chloride, and temperature. Results for total phosphorus were inconsistent across sampling locations. Improvements in TKN, NH4-N, TOC, TSS, FC, and DO concentrations over four decades demonstrated the beneficial impacts from the expansion of secondary treatment systems at water reclamation plants, implementation of the Tunnel and Reservoir Plan System, instream and side-stream elevated pool aeration stations, disinfection, and promulgation of lower National Pollutant Discharge Elimination System effluent limits. The study is described in the article entitled "Long-Term Trends in the Water Quality of the Chicago, Calumet, and Des Plaines River Systems in the Chicago Metropolitan Region".
DOI: 10.21227/p0ky-h875
title: Product Design Aesthetic Database

description: A total of 10,003 images of product design submissions of Hardware Product Design Competitionwere collected to form the product design image database, which has 835 samples of awarded class (high aesthetic level), 4,990 samples of qualified class (middle aesthetic level) and 4,178 samples of eliminated class (low aesthetic level). The Product Design Aesthetic Database includes dataset of image features extracted by the optimal method VGG-19.
DOI: 10.5281/zenodo.3952984
title: Dataset for CHISEL pseudonormal demo on chromosome 6

description: This dataset contains all the files required for the pseudonormal demo of CHISEL on chromosome 6. Specifically, the files included here are: `cells.bam` barcoded BAM file (using flag `CB:Z:[A,C,G,T]+`) for 40 single cells, with 30 tumor cells and 10 normal cells; `cells.bam.bai` index of the barcoded BAM file;
DOI: 10.17632/yj8djtbhkv.3
title: Bilevel facility interdiction and fortification problem code

description: Code for our bilevel facility interdiction and fortification problem algorithm in our paper "An exact algorithm for solving the bilevel facility interdiction and fortification problem"
DOI: 10.5281/zenodo.3952985
title: Dataset for CHISEL pseudonormal demo on chromosome 6

description: This dataset contains all the files required for the pseudonormal demo of CHISEL on chromosome 6. Specifically, the files included here are: `cells.bam` barcoded BAM file (using flag `CB:Z:[A,C,G,T]+`) for 40 single cells, with 30 tumor cells and 10 normal cells; `cells.bam.bai` index of the barcoded BAM file;
DOI: 10.5281/zenodo.3932337
title: Energy Balance and Time Dependence of a Magnetotail Electron Diffusion Region

description: The data sets and python notebook included are for a submitted manuscript to the Journal of Geophysical Review: Space Physics. An IDL save file has also been included which contains variables from a reconstruction of the event in the manuscript. The time variable in tt2000. Other variables are in units of nW/m^3 by default. <br> <br> The purpose of the work is to determine how electromagnetic energy is converted into plasma energy in the electron diffusion region of magnetic reconnection. Using both spacecraft data and simulations, we investigate how the terms in Poynting's theorem change as reconnection begins and evolves in time.
DOI: 10.17632/wyfvwd4s22.1
title: Data for: Revised estimates of Taung's brain size growth

description: Datasets for McCarthy RC, Zimel E. Revised estimates of Taung's brain size growth. S Afr J Sci. 2020;116(7/8), Art. #5963, 7 pages. https://doi.org/10.17159/sajs.2020/5963 * Dataset 1 ('Taung_gr_data.xlsx'): Data used to calculate growth curves for Gorilla beringei (GBERI), Pan troglodytes (PTROG), and two samples of Homo sapiens (HSAP1, HSAP2) [.xls file]; * Dataset 2 ('Taung_cv_data.xlsx'): Data used to calculate coefficients of variation for historical A. africanus samples [.xlsx file]; * Dataset 3 ('Taung_dev_sim.csv'): Data used to calculate developmental simulations [.csv file].
DOI: 10.17632/ktjcf4m58t.2
title: Data for: Efficacy and side effects of risperidone use in autism spectrum disorder

description: This database corresponds to all data obtained from the systematic review and meta-analysis on the efficacy and side effects of risperidone in patients with ASD. This research was registered in PROSPERO under number CRD42019122316.
DOI: 10.17632/mjbygmkdt3.1
title: The COVID-19 Drug and Gene Set Library. Kuleshov et al

description: Supporting online tables for the The COVID-19 Drug and Gene Set Library. Kuleshov et al. manuscript.
DOI: 10.17632/vw427wzzkk.5
title: Data for: COVID-19 Dataset: Worldwide Spread Log Including Countries First Case And First Death

description: Contain informative data related to COVID-19 pandemic. Specially, figure out about the First Case and First Death information for every single country. The datasets mainly focus on two major fields first one is First Case which consists of information of Date of First Case(s), Number of confirm Case(s) at First Day, Age of the patient(s) of First Case, Last Visited Country and the other one First Death information consist of Date of First Death and Age of the Patient who died first for every Country mentioning corresponding Continent. The datasets also contain the Binary Matrix of spread chain among different country and region. *This is not a country. This is a ship. The name of the Cruise Ship was not given from the government. "N+": the age is not specified but greater than N “No Trace”: some data was not found “Unspecified”: not available from the authority “N/A”: for “Last Visited Country(s) of Confirmed Case(s)” column, “N/A” indicates that the confirmed case(s) of those countries do not have any travel history in recent past; in “Age of First Death(s)” column “N/A” indicates that those countries do not have may death case till May 16, 2020.
DOI: 10.25345/c59446
title: MassIVE MSV000085788 - Human NVU - Endothelial cells
title: Human brain microvascular endothelial cells, adult cortical cells (hBMVECs, CellSystems, Kirkland, WA, USA used at passage 3 cultured and harvested as described in Proteomic and metabolomic characterization of human neurovascular unit cells in response to methamphetamine, Herland et al Adv Biosystems 2020
DOI: 10.15468/wxqj3x
title: A new species of Oomyzus Rondani (Hymenoptera, Eulophidae) and first record of O. gallerucae (Fonscolombe) from China, with a key to Chinese species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Li, Wen-Jian, Li, Cheng-De (2020): A new species of Oomyzus Rondani (Hymenoptera, Eulophidae) and first record of O. gallerucae (Fonscolombe) from China, with a key to Chinese species. ZooKeys 950: 41-49, DOI: http://dx.doi.org/10.3897/zookeys.950.48795, URL: http://dx.doi.org/10.3897/zookeys.950.48795
DOI: 10.25345/c55f3p
title: MassIVE MSV000085789 - Human NVU - Endothelial cells - Methamphetamine
title: For human brain microvascular endothelial cells, we used adult passage 3 cortical cells (hBMVECs, CellSystems, Kirkland, WA, USA). Cells were seeded at 13-15000 cells/cm2 in CSC complete medium (Cell Systems, Kirkland, WA, USA) on tissue culture plastic culture dishes coated with Attachment factor for 30 min (Cell Systems, Kirkland, WA, USA). Methamphetamine (Sigma-Aldrich, St Louis, MO, USA) was prepared at a stock concentration of 10mM in distilled water. Methamphetamine dilutions 50 micromolar were made in Endo and Neuro/Astro/Peri media respectively and applied to the cells for 26 hrs. Further info in "Proteomic and metabolomic characterization of human neurovascular unit cells in response to methamphetamine" Herland et al Adv Biosystems 2020
DOI: 10.15468/9wezfa
title: Chromosomal and reproductive features of some Oriental and Australasian scale insects (Homoptera, Coccinea)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Gavrilov-Zimin, Ilya A. (2020): Chromosomal and reproductive features of some Oriental and Australasian scale insects (Homoptera, Coccinea). Comparative Cytogenetics 14 (3): 339-352, DOI: http://dx.doi.org/10.3897/CompCytogen.v14i3.53367, URL: http://dx.doi.org/10.3897/CompCytogen.v14i3.53367
DOI: 10.15468/wfrcua
title: Twenty-one new species of the Simulium (Gomphostilbia) asakoae species group (Diptera, Simuliidae) in Thailand, with their genetic relationships

description: This dataset contains the digitized treatments in Plazi based on the original journal article Takaoka, Hiroyuki, Srisuka, Wichai, Fukuda, Masako, Saeung, Atiporn (2020): Twenty-one new species of the Simulium (Gomphostilbia) asakoae species group (Diptera, Simuliidae) in Thailand, with their genetic relationships. ZooKeys 950: 51-152, DOI: http://dx.doi.org/10.3897/zookeys.950.51298, URL: http://dx.doi.org/10.3897/zookeys.950.51298
DOI: 10.15468/gz6gc8
title: A new Atrococcus species (Hemiptera, Coccomorpha, Pseudococcidae) from China, with a key to Chinese species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Zhang, Jiang-Tao, Zhou, Jia-Ying, Pan, You-Liang, Liu, Xing-Ping (2020): A new Atrococcus species (Hemiptera, Coccomorpha, Pseudococcidae) from China, with a key to Chinese species. ZooKeys 950: 33-40, DOI: http://dx.doi.org/10.3897/zookeys.950.49300, URL: http://dx.doi.org/10.3897/zookeys.950.49300
DOI: 10.5281/zenodo.3953058
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Stylianos Chatzimanolis, https://orcid.org/0000-0001-9008-0611. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.15468/bdm54y
title: Overlooked but not forgotten: the first new extant species of Hawaiian land snail described in 60 years, Auriculella gagneorum sp. nov. (Achatinellidae, Auriculellinae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Yeung, Norine W., Slapcinsky, John, Strong, Ellen E., Kim, Jaynee R., Hayes, Kenneth A. (2020): Overlooked but not forgotten: the first new extant species of Hawaiian land snail described in 60 years, Auriculella gagneorum sp. nov. (Achatinellidae, Auriculellinae). ZooKeys 950: 1-31, DOI: http://dx.doi.org/10.3897/zookeys.950.50669, URL: http://dx.doi.org/10.3897/zookeys.950.50669
DOI: 10.5281/zenodo.3885841
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Cody Thompson, https://orcid.org/0000-0002-6686-6056. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.3953052
title: Allen Coral Atlas maps of the benthic cover and geomorphic zones of coral reefs in western Micronesia

description: This dataset includes shapefiles of classification of benthic cover and geomorphic zones of the shallow coral reefs in the area of western Micronesia. The boundary of the mapped area is included in the dataset. <br> <br> This is a subset of the Allen Coral Atlas global coral reef mapping dataset. Mapping methodology, other datasets and a full list of contributors are available at https://www.allencoralatlas.org/. Further guidance on licensing and citation can be found at https://github.com/CoralMapping/AllenCoralAtlas
DOI: 10.5281/zenodo.3953071
title: Flat subduction versus big mantle wedge: contrasting modes for deep hydration and overriding craton modification - Dataset

description: This is the dataset for the paper "Flat subduction versus big mantle wedge: contrasting modes for deep hydration and overriding craton modification" that has been submitted to "Journal of Geophysical Research: Solid Earth" for publication.
DOI: 10.5281/zenodo.3953079
title: page-sample

description: page-sample
DOI: 10.5281/zenodo.3953080
title: page-sample

description: page-sample
DOI: 10.5281/zenodo.3953075
title: Hydrological modeling on Costa Rica using HYPE

description: This study aims to explore the use of the large-scale process-based HYPE (Hydrological Predictions for the Environment) model (Lindström et al., 2010) for Costa Rica. Due to the lack of ground meteorological data, precipitation and temperature from global products were used as model forcings. Moreover, PET and ET from MODIS additionally to streamflow timeseries were used to calibrate and validate the model. To deal with the lack of a common period between streamflow and PET-ET, different step-wise calibration procedures were tested to evaluate the most effective strategy to constraint the parameters space and reduce the model uncertainty. Our specific objectives were to: 1. Adjust the open-source conceptual rainfall-runoff model HYPE to simulate catchments at the national scale of Costa Rica. 2. Use remotely-sensed data and global products to drive and evaluate the model using four different step-wise calibration strategies. 3. Analyze the effect of remotely-sensed PET and ET data on model calibration and its capabilities to improve the water balance and the hydrological signatures.
DOI: 10.5281/zenodo.3953089
title: Data for Reconstruction of extreme geomagnetic storms: Breaking the data paucity curse

description: This tar file contains data for 16 figures of the main paper "Reconstruction of extreme geomagnetic storms: Breaking the data paucity curse" and 5 figures from the Supporting Information file of this paper.
DOI: 10.5281/zenodo.3953076
title: Hydrological modeling on Costa Rica using HYPE

description: This study aims to explore the use of the large-scale process-based HYPE (Hydrological Predictions for the Environment) model (Lindström et al., 2010) for Costa Rica. Due to the lack of ground meteorological data, precipitation and temperature from global products were used as model forcings. Moreover, PET and ET from MODIS additionally to streamflow timeseries were used to calibrate and validate the model. To deal with the lack of a common period between streamflow and PET-ET, different step-wise calibration procedures were tested to evaluate the most effective strategy to constraint the parameters space and reduce the model uncertainty. Our specific objectives were to: 1. Adjust the open-source conceptual rainfall-runoff model HYPE to simulate catchments at the national scale of Costa Rica. 2. Use remotely-sensed data and global products to drive and evaluate the model using four different step-wise calibration strategies. 3. Analyze the effect of remotely-sensed PET and ET data on model calibration and its capabilities to improve the water balance and the hydrological signatures.
DOI: 10.5281/zenodo.3953088
title: Data for Reconstruction of extreme geomagnetic storms: Breaking the data paucity curse

description: This tar file contains data for 16 figures of the main paper "Reconstruction of extreme geomagnetic storms: Breaking the data paucity curse" and 5 figures from the Supporting Information file of this paper.
DOI: 10.5281/zenodo.3953068
title: OpenCitations 2018-2020 requests: SPARQL endpoints vs REST APIs

description: <strong>The number of requests received by the OpenCitations (</strong>http://opencitations.net/<strong>) SPARQL endpoints vs. the calls to the OpenCitations REST APIs between January 2018 and March 2020.</strong>