cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hh6bh84ywc.1
title: Case Fatality Rate, Attack Rate Data of COVID-19

description: The last decade faced a number of pandemics [1]. The current outbreak of COVID is creating havoc globally. The daily incidences of COVID-2019 from 11th January 2020 to 9th May 2020 were collected from the official COVID dashboard of world health organization (WHO) [2] , i.e. https://covid19.who.int/explorer. The data is updated with the population of the countries and further Case fatality rate, Basic Attack Rate (BAR) and Household Secondary Attack Rate (HSAR) are computed for all the countries. The data would be used by epidemiologists [3], data scientists and medical professionals across the world to draft various preventive and prescriptive measures for handling this outbreak.
DOI: 10.18112/openneuro.ds002837.v1.0.4
title: Naturalistic Neuroimaging Database
DOI: 10.17632/fz8x7tmbt5.1
title: Data for: A Hybrid Optimization Methodology for Indicating Optimal Operating Conditions for Carbon Dioxide Injection in Geologic Carbon Sequestration

description: 1-PlackettBurman-Input&Output.zip: Included 13 inputs and corresponding outputs files of T2Well/ECO2N based on the Plackett-Burman design. The calculation of mass flow rate from output files and all simulation results were listed in two excel files (PB-9Ffactors-13runs-MassFlowRate.xlsx and PB-9Factors-13runs-Results.xlsx), respectively. The JMP file for Plackett-Burman design was also included. 2-BoxBehnken-Input&Output.zip: Included 54 inputs and corresponding outputs files of T2Well/ECO2N based on the Box-Behnken design. The calculation of mass flow rate from output files and all simulation results were listed in two excel files (BB-6factors-54Runs-MassFlowRate.xlsx and BB-6factors-54runs-Results.xlsx), respectively. 3-NonDesignPoint-Input&Output.zip: Included 30 inputs and corresponding outputs files of T2Well/ECO2N based on randomly selected non-design points. The calculation of mass flow rate from output files and all simulation results were listed in two excel files (NonDesignPoint-30Runs-MassFlowRate.xlsx and NonDesignPoint-30Runs-Results.xlsx), respectively. The JMP file for Box-Behnken design and non-design points was also included.
DOI: 10.21227/tc29-5f06
title: iSignDB: A biometric signature database created using smartphone

description: iSignDB: A biometric signature database created using smartphoneSuraiya Jabin, Sumaiya Ahmad, Sarthak Mishra, and Farhana Javed ZareenDepartment of Computer Science, Jamia Millia Islamia, New Delhi-110025, IndiaIt's a database of biometric signatures recorded using sensors present in a smartphone. ​The dataset iSignDB is created to implement a novel anti-spoof biometric signature authentication for smartphone users.We named it iSignDB as we collected it using a licensed MathWorks cloud account and withtwodevicesiPhone 7 Plus and Redmi Note 7 for capturing dynamic signatures.A total of 48 subjects volunteered for data collection out of which we identified 32 users as genuine signature contributors and 16 users as fake signature contributors with skilled forgery.Data was collected in 3 different sessions separated by at least 20 days in order to capture the emotional intelligence of users.During each session, one pair of subjects, out of which one subject contributed 10 original signatures and the other contributed 5 fake signatures.For obtaining a fake signature, a subject was allowed to practice copying not only the signature image of a genuine user but also the behaviourism (e.g. number of touchpoints, style of finger movement while signing, etc.) while genuine signer signs on the touch screen of a smartphone.A total of 30 genuine and 15 fake samples were collected for each of 32 users.One sign of a user contains a sensor log captured using sensors present in the smartphone: Accelerometer, Gyroscope, Magnetometer, and GPS, etc along with images of signature as obtained by performing a sign on the touch screen of the device.Currently, we put biometric sign database of one user only in this repository, but as soon as this work is published, we will make the full database of 32 users available with terms and conditions.We successfully trained 32 BiLSTM models on dynamic signature dataset created with EER of 3.35% which is a significant improvement over all such models in existing literature (HMOG, and eBioSignDS 2).We provide Matlab code (compatible with MATLAB 2020a licensed version) for training, testing, and calculating EER in this repository (https://github.com/suraiyajabin/iSignDB2020).iSignDB will be made available to other researchers only after signing its "Term of use" agreement.Nomenclature for files in the dataset iSignDB: (each sign with 5 sensor logs corresponding to Acceleration, Angular Velocity, Magnetic Field, Orientation, and Position, and image of signature u01_s3_r010_AngVel.txt : means a signature of user 1, on session 3, real signature, 10th sample’s Angular velocity sensor log u01_s1_f02_MagField.txt : means a signature of user 1, on session 1, fake signature, 2nd sample’s magnetic field sensor log u01_s1_r01_im.png : image of the genuine signature of user 1, captured on session 1, sample 1
DOI: 10.5281/zenodo.3856637
title: Dataset for interactive course on BioImage Analysis with Python (BIAPy)

description: This dataset can be used to run the course on image processing with Python available here: https://github.com/guiwitz/neubias_academy_biapy It combines microscopy images from different publicly available sources. All files are either in the Public Domain (PD) or released with a CC-BY license. The list of the original location of the data as well as their licenses can be found in the LICENSE file.
DOI: 10.15468/gwkuw5
title: A revision of the Bracon Fabricius species in Wesmael?s collection deposited in Brussels (Hymenoptera: Braconidae: Braconinae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Papp, Jen?, Xviii, Budapest (2012): A revision of the Bracon Fabricius species in Wesmael?s collection deposited in Brussels (Hymenoptera: Braconidae: Braconinae). European Journal of Taxonomy 21 (21): 1-154, DOI: http://dx.doi.org/10.5852/ejt.2012.21
DOI: 10.5281/zenodo.3855607
title: Open Microscopy Data

description: Raw data and rules to participate in an opinion article on open microscopy data crowdsourced over Twitter.
DOI: 10.5281/zenodo.3855608
title: Open Microscopy Data

description: Raw data and rules to participate in an opinion article on open microscopy data crowdsourced over Twitter.
DOI: 10.17632/zppdzwrkmw.1
title: Geochemical analyses of whole-rock samples of the Bape granitoids massif , Adamawa-Yade block, Cameroon

description: Data description of the manuscript entitled ‘Petrology, geochemistry and geodynamics of the Pan-African high-K calc-alkaline to shoshonitic-adakitic Bape granitoids (Adamawa-Yade block, Cameroon): hot oceanic crust subduction’ by Jacqueline Numbem Tchakountea, Fuh Calystus Gentrya, Aurélie Ngamy Kamwaa, Victor Metanga, Aurélien Eglingerb, Joseph Mvondo Ondoaa, Charles Nkoumboua* The Pan-African orogeny in Cameroon yielded two belts or domains: (i) the northern domain known as Poly-Kebbi group and (ii) the southern domain or Yaoundé group have sandwiched the central Adamawa-Yade Archaean block. North-south and south-north facing subductions have yielded many Pan-African calk-alkaline and High-K calk-alkaline intrusions in this Adamawa-Yade block. This study presents the petrography and geochemistry of the longest intrusive Bape massif (60 km-long) of the Adamawa-Yade block. The peculiar feature of the Bape granitoids is the occurrence of adakitic rocks in addition to classical High-K calc-akaline to shoshonitic series. These new results and the available data allow a conclusion that this intrusion and neighbouring ones are linked to a south-north facing subduction of a hot Yaoundé oceanic crust under the Archaean Adamawa-Yade block. The geochemical data, whole-rock analyses including major elements expressed in wt.% of oxides and trace elements expressed in terms of parts per million (ppm).
DOI: 10.25386/genetics.11704122
title: Supplemental Material for Vujin, Jones, and Zetka, 2020

description: This data set includes tables describing the strains used in this study and the mutations identified by sequencing of the two N2 wild-type lines. It also include figures showing the cytology of <i>nhj-1</i> and NHEJ mutants, localization of NHJ-1 and LIG-4, and the supplemental figure legends.
DOI: 10.25386/genetics.11704122.v1
title: Supplemental Material for Vujin, Jones, and Zetka, 2020

description: This data set includes tables describing the strains used in this study and the mutations identified by sequencing of the two N2 wild-type lines. It also include figures showing the cytology of <i>nhj-1</i> and NHEJ mutants, localization of NHJ-1 and LIG-4, and the supplemental figure legends.
DOI: 10.15468/k7tpyn
title: Taxonomy of the spring dwelling amphipod Synurella ambulans (Crustacea: Crangonyctidae) in West Russia: with notes on its distribution and ecology

description: This dataset contains the digitized treatments in Plazi based on the original journal article Sidorov, Dmitry, Palatov, Dmitry, Ras, Institute of Biology and Soil Science Feb (2012): Taxonomy of the spring dwelling amphipod Synurella ambulans (Crustacea: Crangonyctidae) in West Russia: with notes on its distribution and ecology. European Journal of Taxonomy 23: 1-19, DOI: http://dx.doi.org/10.5852/ejt.2012.23
DOI: 10.15468/xdtwr2
title: New genera and problematic species in African Lithosiinae (Lepidoptera, Arctiidae, Lymantriidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Durante, Antonio (2012): New genera and problematic species in African Lithosiinae (Lepidoptera, Arctiidae, Lymantriidae). European Journal of Taxonomy 22: 1-16, DOI: http://dx.doi.org/10.5852/ejt.2012.22
DOI: 10.17632/fz8x7tmbt5.2
title: Data for: A Hybrid Optimization Methodology for Indicating Optimal Operating Conditions for Carbon Dioxide Injection in Geologic Carbon Sequestration

description: 1-PlackettBurman-Input&Output.zip: Included 13 inputs and corresponding outputs files of T2Well/ECO2N based on the Plackett-Burman design. The calculation of mass flow rate from output files and all simulation results were listed in two excel files (PB-9Ffactors-13runs-MassFlowRate.xlsx and PB-9Factors-13runs-Results.xlsx), respectively. The JMP file for Plackett-Burman design was also included. 2-BoxBehnken-Input&Output.zip: Included 54 inputs and corresponding outputs files of T2Well/ECO2N based on the Box-Behnken design. The calculation of mass flow rate from output files and all simulation results were listed in two excel files (BB-6factors-54Runs-MassFlowRate.xlsx and BB-6factors-54runs-Results.xlsx), respectively. 3-NonDesignPoint-Input&Output.zip: Included 30 inputs and corresponding outputs files of T2Well/ECO2N based on randomly selected non-design points. The calculation of mass flow rate from output files and all simulation results were listed in two excel files (NonDesignPoint-30Runs-MassFlowRate.xlsx and NonDesignPoint-30Runs-Results.xlsx), respectively. The JMP file for Box-Behnken design and non-design points was also included.
DOI: 10.5281/zenodo.3856654
title: Dataset for "High Protein-Loading Silica Template for Heterogeneous Protein Crystallization"

description: Characterization data of nanotemplate for protein crystallization.
DOI: 10.5281/zenodo.3856655
title: Dataset for "High Protein-Loading Silica Template for Heterogeneous Protein Crystallization"

description: Characterization data of nanotemplate for protein crystallization.
DOI: 10.15468/d4b7rh
title: Scolopendrellidae (Myriapoda, Symphyla) from the Afrotropics with descriptions of seven new species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Camacho, Miguel Dom?nguez, Vandenspiegel, Didier (2012): Scolopendrellidae (Myriapoda, Symphyla) from the Afrotropics with descriptions of seven new species. European Journal of Taxonomy 32: 1-28, DOI: http://dx.doi.org/10.5852/ejt.2012.32
DOI: 10.6084/m9.figshare.3761562.v1499
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6073/pasta/fc814b0829302fd43c7a8e43aa44c54d
title: Respiration, isotope composition, and carbon source partitioning from incubations of soil amended with litter and isotope-labeled lignin

description: We incubated 10 forest soils (collected from sites across North America, including the Luquillo LTER/CZO) in the laboratory for over two years to quantify the decomposition of carbon derived from added litter and lignin, as well as from extant soil organic matter. Each soil was subjected to two substrate addition treatments: a) litter derived from a C4 grass precipitated with 13C-enriched lignin, or the same C4 grass litter was precipitated with natural-abundance lignin. The concentrations and delta13C composition of carbon dioxide produced from each soil were measured periodically over time and partitioned into sources (soil organic matter, litter, and added lignin) using isotope mixing models. The methods and results are described in detail by a manuscript in Ecology (Hall et al., 2020).
DOI: 10.25386/genetics.11704122.v2
title: Supplemental Material for Vujin, Jones, and Zetka, 2020

description: This data set includes tables describing the strains used in this study and the mutations identified by sequencing of the two N2 wild-type lines. It also include figures showing the cytology of <i>nhj-1</i> and NHEJ mutants, localization of NHJ-1 and LIG-4, and the supplemental figure legends.
DOI: 10.6073/pasta/64daa40c0f46ad037a78a36e57822301
title: ASM01 Soil water content measured by neutron probe at Konza Prairie

description: Data set contains measurements of soil moisture (%volume) at various depths (25-200 cm) in deep (lowland) soils collected on LTER grazed and ungrazed watersheds burned at 1-, 4-, and 20-year intervals. Soil moisture measured by the neutron probe method.
DOI: 10.5281/zenodo.3857932
title: MVs and FVs for Planck 2015 and 2018 temperature maps obtained by polyMV

description: The files located in <em>data_mvs.zip</em> are the tables of Multipole Vectors (MVs) for Planck 2015 and 2018 temperature maps (full sky and masked maps using the Common Temperature mask of PR3). The files located in <em>data_fvs.zip</em> are the tables of Fréchet vectors (FVs) for Planck 2015 and 2018 temperature maps. MVs and FVs were obtained using polyMV. Any publications making use of this data should cite this paper: R. A. Oliveira, T. S. Pereira, and M. Quartin, <strong>CMB statistical isotropy confirmation at all scales using multipole vectors</strong>, Phys. Dark Univ. 30 (2020) 100608 (arXiv:1812.02654 [astro-ph.CO]). Please refer to the above paper for further details.
description: All files are stored in the NumPy file format *.npy.
DOI: 10.5281/zenodo.3857933
title: MVs and FVs for Planck 2015 and 2018 temperature maps obtained by polyMV

description: The files located in <em>data_mvs.zip</em> are the tables of Multipole Vectors (MVs) for Planck 2015 and 2018 temperature maps (full sky and masked maps using the Common Temperature mask of PR3). The files located in <em>data_fvs.zip</em> are the tables of Fréchet vectors (FVs) for Planck 2015 and 2018 temperature maps. MVs and FVs were obtained using polyMV. Any publications making use of this data should cite this paper: R. A. Oliveira, T. S. Pereira, and M. Quartin, <strong>CMB statistical isotropy confirmation at all scales using multipole vectors,</strong> Phys. Dark Univ. 30 (2020) 100608 (arXiv:1812.02654 [astro-ph.CO]). Please refer to the above paper for further details.
description: All files are stored in the NumPy file format *.npy.
DOI: 10.18112/openneuro.ds002837.v1.0.3
title: Naturalistic Neuroimaging Database
DOI: 10.5281/zenodo.3858033
title: A Dataset of Pull Requests and A Trained Random Forest Model for predicting Pull Request Acceptance

description: A Curated Dataset of 470,925 pull requests for 3349 popular NPM packages, description of the variables, code snippet for creating a Random Forest model for predicting pull request acceptance, and a pre-trained Random Forest model (in R).
DOI: 10.5281/zenodo.3834941
title: OpenWebText

description: An open-source replication of the WebText dataset from OpenAI. For more info please visit https://skylion007.github.io/OpenWebTextCorpus/ <pre><code>@misc{Gokaslan2019OpenWeb, title={OpenWebText Corpus}, author={Aaron Gokaslan*, Vanya Cohen*, Ellie Pavlick, Stefanie Tellex}, howpublished{\url{http://Skylion007.github.io/OpenWebTextCorpus}}, year={2019} }</code></pre>
DOI: 10.5281/zenodo.3834942
title: OpenWebText

description: An open-source replication of the WebText dataset from OpenAI. For more info please visit https://skylion007.github.io/OpenWebTextCorpus/ <pre><code>@misc{Gokaslan2019OpenWeb, title={OpenWebText Corpus}, author={Aaron Gokaslan*, Vanya Cohen*, Ellie Pavlick, Stefanie Tellex}, howpublished{\url{http://Skylion007.github.io/OpenWebTextCorpus}}, year={2019} }</code></pre>
DOI: 10.15468/mykvwr
title: Description of a new genus and species of Candonopsini (Crustacea, Ostracoda, Candoninae) from the alluvial valley of the Upper Paran? River (Brazil, South America)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Higuti, Janet, Martens, Koen (2012): Description of a new genus and species of Candonopsini (Crustacea, Ostracoda, Candoninae) from the alluvial valley of the Upper Paran? River (Brazil, South America). European Journal of Taxonomy 33: 1-31, DOI: http://dx.doi.org/10.5852/ejt.2012.33
DOI: 10.25345/c5r40q
title: MassIVE MSV000085466 - GNPS Results ESI neg F1 MMS1589
title: Fraction 1 MMS 1589 extract for network analysis and isolation of molecule of particular interest
DOI: 10.14457/tu.the.2010.741
title: บทบาทของคณะกรรมการแรงงานรัฐวิสาหกิจสัมพันธ์ในระบบไตรภาคีตามพระราชบัญญัติแรงงานรัฐวิสาหกิจสัมพันธ์ พ.ศ. 2543
DOI: 10.14457/tu.the.2010.742
title: สวัสดิการสำหรับครูในภาวะวิกฤติเศรษฐกิจโรงเรียนสังกัดกรุงเทพมหานครในสำนักงานเขตบางแค
DOI: 10.14457/tu.the.2010.743
title: บทแปลบทละครเรื่อง "ซานตาซาตาน" ของคณะเลอ สปล็องดิด พร้อมบทวิเคราะห์
DOI: 10.14457/tu.the.2010.744
title: ปัญหากฎหมายย้อนหลัง
DOI: 10.14457/tu.the.2010.745
title: เสรีภาพในการรวมกันเป็นสหภาพแรงงานของข้าราชการ
DOI: 10.14457/tu.the.2010.746
title: ปัจจัยที่มีผลต่อการตัดสินใจในการวิจัยและพัฒนา และความสัมพันธ์ต่อผลิตภาพการผลิต ในภาคอุตสาหกรรมของไทย
DOI: 10.14457/tu.the.2010.747
title: การเลือกปฏิบัติทางเพศด้านค่าจ้างในประเทศไทย
DOI: 10.14457/tu.the.2010.748
title: การปรับตัวของลูกจ้างประจำกองโรงพิมพ์ สำนักงานเลขาธิการคณะรัฐมนตรี สู่การเป็นพนักงานหน่วยบริการรูปแบบพิเศษ
DOI: 10.14457/tu.the.2010.749
title: การประกอบอาชีพเสริมในภาคเกษตรกรรมของข้าราชการครูระดับประถมศึกษา :
DOI: 10.14457/tu.the.2010.750
title: การสร้างแรงจูงใจสำหรับผู้ประกอบอาชีพหลักเป็นตัวแทนประกันชีวิตของบริษัท เอไอเอ จำกัด
DOI: 10.15468/29upzb
title: Deep-sea nematodes (Comesomatidae) from the Southwest Pacific Ocean: five new species and three new species records

description: This dataset contains the digitized treatments in Plazi based on the original journal article Leduc, Daniel (2012): Deep-sea nematodes (Comesomatidae) from the Southwest Pacific Ocean: five new species and three new species records. European Journal of Taxonomy 24: 1-42, DOI: http://dx.doi.org/10.5852/ejt.2012.24
DOI: 10.5281/zenodo.3858057
title: MarTREC Data Set for Report: Large Scale Evaluation of Erosion Resistance of Biocementation against Bridge Scour and Roadway Shoulder Erosion

description: Data set used for the report, "Large Scale Evaluation of Erosion Resistance of Biocementation against Bridge Scour and Roadway Shoulder Erosion". The purpose of the report was to develop an alternative approach for armoring the riverbed with biocementation through MICP to mitigate soil erosion. Long-term erosion exposed to outdoor environment, rainfall induced erosion, and accelerated erosion were conducted on MICP-treated samples to prove the feasibility of the MICP technique for potential applications in prevention of bridge scour and road shoulder erosion. The experimental work and discussion about the testing results indicated that exposing to outdoor environment could result in sharp decrease on UCS for MICP-treated samples. But the MICP-treated samples had better resistance to rainfall induced erosion. The bio-surface treatment gave significant help for cement-treated samples to resist accelerated erosion and water absorption, especially the multiple bio-surface treatments method, no erosion could be measured and 5% lower water absorption was achieved after the cement-treated sample was triple treated by bio-surface treatments. The pure MICP-treated samples were also good at resisting accelerated erosion and water absorption. Furthermore, fiber addition and multiple MICP treatments could improve their resistance. The maximum erosion rate of single MICP-treated samples reduced from 0.16 mm/min to 0 mm/min after triple MICP treatment cycles applied on the samples. Extra MICP treatments on soil samples improved the resistance to water absorption significantly. The triple MICP-treated samples achieved a 6% lower absorption than single-treated samples. All these results indicated that the bio-mediated particulate material based on MICP can provide an effective solution for problematic cases of sandy soil in prevention of bridge scour and road shoulder erosion.
DOI: 10.21227/3jyj-dk04
title: ERMII encoding lookup tables optimized with different goals

description: Encoding and decoding tables for Enhanced Reduced Media-Independent Interface. Dataset contains 3 sets of lookup tables implementing encoder and decoder. Proposed encoder/decoder garantee that 2-bit TXD/RXD will change each data transmission cycle, making it possible for ERMII interface to work without REF_CLK, TX_EN and CRS_DV lines in difference to regular RMII.6b8b_encdec_v1.mat contains set of lookup tables optimized to minimize simultanious switching noise.6b8b_encdec_v2.mat contains set of lookup tables optimized to minimize number of periods without transition in a lower bit of bitpairs.6b8b_encdec_v3.mat contains set of lookup tables optimized to maximize number simulatnious transitions in both bits of bitpairs.test6b8b.m contains encoder/decoder test script
DOI: 10.21227/mv7m-2d34
title: ERMII encoding lookup tables optimized with different goals

description: Encoding and decoding tables for Enhanced Reduced Media-Independent Interface. Dataset contains 3 sets of lookup tables implementing encoder and decoder. Proposed encoder/decoder garantee that 2-bit TXD/RXD will change each data transmission cycle, making it possible for ERMII interface to work without REF_CLK, TX_EN and CRS_DV lines in difference to regular RMII.6b8b_encdec_v1.mat contains set of lookup tables optimized to minimize simultanious switching noise.6b8b_encdec_v2.mat contains set of lookup tables optimized to minimize number of periods without transition in a lower bit of bitpairs.6b8b_encdec_v3.mat contains set of lookup tables optimized to maximize number simulatnious transitions in both bits of bitpairs.test6b8b.m contains encoder/decoder test script
DOI: 10.5281/zenodo.2564252
title: Abstractions of all intersections in Australia based on satellite imagery

description: This dataset contains processed satellite imagery of 898,418 intersections in Australia. Imagery has been processed using computer vision techniques to emphasise features important for road safety. Detailed information is available in the corresponding journal article: Wijnands J.S., Zhao H., Nice K.A.,Thompson J., Scully K., Guo J., Stevenson M., Identifying safe intersection design through unsupervised feature extraction from satellite imagery. <em>Computer-Aided Civil and Infrastructure Engineering</em>, 2020.
description: Files have been named as ID_latitude_longitude.png, corresponding to the (latitude, longitude) coordinates of the intersection.