cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5282/ubm/data.183
title: MetaProt: an integrated database of predicted proteins for improved annotation of metaomic datasets

description: This is the database of predicted proteins containing SEED, MMETSP, and RefSeq used in publications of metagenomic and metatranscriptomic datasets (doi.org/10.1038/s41564-019-0630-3, doi.org/10.1038/s41564-017-0047-9, doi.org/10.1101/2020.03.)
DOI: 10.5258/soton/d1341
title: Data for Electrokinetic biased Deterministic Lateral Displacement: Scaling Analysis and Simulations

description: The dataset supports the paper: Victor Calero, Pablo Garcia-Sanchez, Antonio Ramos and Hywel Morgan, Electrokinetic biased Deterministic Lateral Displacement: Scaling Analysis and Simulations, Journal of Chromatography A. It contains all the original data used to create the figures in the publication.
DOI: 10.5281/zenodo.3759651
title: PANDAcap SSH Honeypot Dataset

description: This is a dataset of <strong>63 PANDA traces</strong>, collected using the PANDAcap framework. The dataset aims to offer a starting point for the analysis of <em>ssh brute force attacks</em>. The traces were collected through the course of approximately 3 days from 21 to 23 February 2020. A VM was configured using PANDAcap so that it accepts all passwords for user <code>root</code>. When an ssh session starts for the user, PANDA is signaled by the recctrl plugin to start recording for 30'. You can read more details about the experimental setup and an overview of the dataset <strong>EuroSec 2020</strong> publication: Manolis Stamatogiannakis, Herbert Bos, and Paul Groth. PANDAcap: A Framework for Streamlining Collection of Full-System Traces. In <em>Proceedings of the 13th European Workshop on Systems Security</em>, EuroSec '20, Heraklion, Greece, April 2020. doi: 10.1145/3380786.3391396, preprint: vusec.net The dataset is split in 3 zip files/directories: <strong>rr</strong>: Contains the 63 PANDA traces of the dataset. The traces are in the upcoming RRArchive format. Note that PANDA support for the format is still wip at the time of writing (April 2020). If you need to downgrade to the traditional PANDA trace format, you can use the snippet in foo. <strong>qcow</strong>: Contains the QCOW base image (<code>ubuntu16-planb.qcow2</code>) used to create the dataset, as well as the disk deltas for the 63 traces. These can be mounted to inspect the contents of the filesystem before and after each session. and disk deltas for the 63 traces. Quick instructions on how to mount and inspect a QCOW image can be found below. <strong>pcap</strong>: Contains the pcap network traces for the sessions in the PANDA traces. These have been extracted using the PANDA network plugin. We decided to also include them in the dataset as standalone files for convenience. Additionally, we provide the PANDA linux kernel profile <code>ubuntu16-planb-kernelinfo.conf</code>, which can be used to analyze the traces using the PANDA osi_linux plugin. Additional information: To convert RRArchive traces to the traditional PANDA format, run the following snippet inside the <code>rr</code> directory: <pre><code class="language-bash">for f in *.tar.gz; do tar -zxvf "$f" --exclude=PANDArr --xform='s%/%-%' --xform='s%-metadata%%' rm -f "$f" done</code></pre> If you wish to reuse the VM image in your project, it is available as a standalone download through academictorrents.com, along with more detailed information on its contents. If you wish to download individual samples rather than the whole dataset, you can use the dataset torrent file available through academictorrents.com. Unlike this Zenodo deposit, the files in the torrent have not been zipped. A better formatted (and possibly more up-to-date) version of this information can be found here.
DOI: 10.5281/zenodo.3759652
title: PANDAcap SSH Honeypot Dataset

description: This is a dataset of <strong>63 PANDA traces</strong>, collected using the PANDAcap framework. The dataset aims to offer a starting point for the analysis of <em>ssh brute force attacks</em>. The traces were collected through the course of approximately 3 days from 21 to 23 February 2020. A VM was configured using PANDAcap so that it accepts all passwords for user <code>root</code>. When an ssh session starts for the user, PANDA is signaled by the recctrl plugin to start recording for 30'. You can read more details about the experimental setup and an overview of the dataset <strong>EuroSec 2020</strong> publication: Manolis Stamatogiannakis, Herbert Bos, and Paul Groth. PANDAcap: A Framework for Streamlining Collection of Full-System Traces. In <em>Proceedings of the 13th European Workshop on Systems Security</em>, EuroSec '20, Heraklion, Greece, April 2020. doi: 10.1145/3380786.3391396, preprint: vusec.net The dataset is split in 3 zip files/directories: <strong>rr</strong>: Contains the 63 PANDA traces of the dataset. The traces are in the upcoming RRArchive format. Note that PANDA support for the format is still wip at the time of writing (April 2020). If you need to downgrade to the traditional PANDA trace format, you can use the snippet in foo. <strong>qcow</strong>: Contains the QCOW base image (<code>ubuntu16-planb.qcow2</code>) used to create the dataset, as well as the disk deltas for the 63 traces. These can be mounted to inspect the contents of the filesystem before and after each session. and disk deltas for the 63 traces. Quick instructions on how to mount and inspect a QCOW image can be found below. <strong>pcap</strong>: Contains the pcap network traces for the sessions in the PANDA traces. These have been extracted using the PANDA network plugin. We decided to also include them in the dataset as standalone files for convenience. Additionally, we provide the PANDA linux kernel profile <code>ubuntu16-planb-kernelinfo.conf</code>, which can be used to analyze the traces using the PANDA osi_linux plugin. Additional information: To convert RRArchive traces to the traditional PANDA format, run the following snippet inside the <code>rr</code> directory: <pre><code class="language-bash">for f in *.tar.gz; do tar -zxvf "$f" --exclude=PANDArr --xform='s%/%-%' --xform='s%-metadata%%' rm -f "$f" done</code></pre> If you wish to reuse the VM image in your project, it is available as a standalone download through academictorrents.com, along with more detailed information on its contents. If you wish to download individual samples rather than the whole dataset, you can use the dataset torrent file available through academictorrents.com. Unlike this Zenodo deposit, the files in the torrent have not been zipped. A better formatted (and possibly more up-to-date) version of this information can be found here.
DOI: 10.17632/5t8v7r8mwm.1
title: Gonadal morphometry and histology data from Bísaro pigs

description: Using morphometry and histology parameters, the study intends to characterize testicular development, describing the prominent cell types and structures, to ultimately assess the age at puberty in male Bísaro pig through a prediction model.
DOI: 10.7281/t1/ftcwpf/5h0giy
title: 103_Flowpath_Tracking.zip.002

description: Download and join .001-003 to access complete zip. See
DOI: 10.7281/t1/ftcwpf/5ha9vj
title: 102_ParFlow_CLM_Final_Run.zip.004

description: Download and join .001-004 to access complete zip. See README
DOI: 10.7281/t1/ftcwpf/dqz4eh
title: 103_Flowpath_Tracking.zip.003

description: Download and join .001-003 to access complete zip. See README
DOI: 10.7281/t1/ftcwpf/eqwisr
title: 104_Data_Analysis_and_Plotting.zip
DOI: 10.7281/t1/ftcwpf/ig0umd
title: 102_ParFlow_CLM_Final_Run.zip.003

description: Download and join .001-004 to access complete zip. See README
DOI: 10.7281/t1/ftcwpf/jgl1le
title: 101_Calibration.zip

description: Contains the inputs, processing code, and outputs for the model calibration
DOI: 10.7281/t1/ftcwpf/ogyybr
title: 102_ParFlow_CLM_Final_Run.zip.001

description: contains the inputs, processing code, and outputs for the final run of the calibrated model. See README for joining and accessing segment files .001-.004. (6.24GB zip, 14.3GB uncompressed)
DOI: 10.15468/kpgcmz
title: A new species of Sphaeronemoura (Plecoptera: Nemouridae) from Guangxi Zhuang Autonomous Region of southern China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Mo, Raorao, Wang, Guoquan, Yang, Ding, Li, Weihai (2020): A new species of Sphaeronemoura (Plecoptera: Nemouridae) from Guangxi Zhuang Autonomous Region of southern China. Zootaxa 4763 (3): 447-450, DOI: 10.11646/zootaxa.4763.3.11
DOI: 10.15468/r5qsgt
title: New record of the sponge-dwelling shrimp Typton distinctus Chace, 1972 (Decapoda: Caridea: Palaemonidae) in São Paulo State, Brazil

description: This dataset contains the digitized treatments in Plazi based on the original journal article Moraes, Isabela R. R., Bergamasco, Giovanna R., Santos, Rafael C., Antunes, Mariana, Soledade, Guidomar O., Costa, Rogerio C., Castilho, Antonio L. (2020): New record of the sponge-dwelling shrimp Typton distinctus Chace, 1972 (Decapoda: Caridea: Palaemonidae) in São Paulo State, Brazil. Zootaxa 4763 (3): 444-446, DOI: 10.11646/zootaxa.4763.3.10
DOI: 10.7281/t1/ftcwpf/3edu1r
title: 102_ParFlow_CLM_Final_Run.zip.002

description: Download and join .001-004 to access complete zip. See README
DOI: 10.7281/t1/ftcwpf/bfbdbw
title: README_join_split_files_to_access.pdf

description: Instructions for recombining the file segments for files 102_ParFlow_CLM_Final_Run and 103_Flowpath_Tracking.zip that have been split into 1.7GB files to facilitate downloading. Files can be recombined with freeware compression programs 7Zip for Windows or Linux, or utilities for Macintosh OSX described in this document.
DOI: 10.7281/t1/ftcwpf/htveao
title: README_dataset_overview.pdf

description: This document describes the data archive that contains modeling code, inputs, and outputs for the paper “Using Particle Tracking to understand flowpaths, age distributions, and the paradoxical origins of the inverse storage effect in an experimental catchment.”
DOI: 10.7281/t1/ftcwpf/mh88mi
title: 103_Flowpath_Tracking.zip.001

description: Contains the inputs, processing code, and outputs for particle tracking in the final model. See README for joining and accessing segment files .001-.003. (4.8GB zip, 7.9GB uncompressed)
DOI: 10.15468/pb6hqw
title: Integrative description of five Pseudechiniscus species (Heterotardigrada Echiniscidae: the suillus-facettalis complex)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Roszkowska, Milena, Grobys, Daria, Bartylak, Tomasz, Gawlak, Magdalena, Kmita, Han- Na, Kepel, Andrzej, Kepel, Marta, Parnikoza, Ivan, Kaczmarek, Łukasz (2020): Integrative description of five Pseudechiniscus species (Heterotardigrada Echiniscidae: the suillus-facettalis complex). Zootaxa 4763 (4): 451-484, DOI: 10.11646/zootaxa.4763.4.1
DOI: 10.7910/dvn/mq8ep0/lmdkg2
title: Situated Academic Writing Self-Efficacy Scale Nursing Data.tab

description: :unav
DOI: 10.15468/33zd8d
title: On systematic status of Spindasis syama Horsfield, [1829] in Taiwan and the Philippines (Lepidoptera: Lycaenidae: Aphnaeini)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Hsu, Yu-Feng, Liang, Jia-Yuan (2020): On systematic status of Spindasis syama Horsfield, [1829] in Taiwan and the Philippines (Lepidoptera: Lycaenidae: Aphnaeini). Zootaxa 4763 (4): 485-500, DOI: 10.11646/zootaxa.4763.4.2
DOI: 10.14457/kku.res.1997.61
title: การศึกษาการหมักแอลกอฮอล์จากวัสดุเหลือใช้ทางการเกษตรโดยวิธีแบบ Batch และ Fed Batch
DOI: 10.14457/kku.res.1997.62
title: ความต่อเนื่องและปัจจัยที่เกี่ยวข้องในการดำเนินงานโครงการเสริมไอโอดีนในน้ำดื่มของโรงเรียน อำเภอภูเวียง จังหวัดขอนแก่น
DOI: 10.14457/kku.res.1997.63
title: เทคโนโลยีชีวภาพในการเพิ่มอัตราการเจริญเติบโต คุณภาพเนื้อและประสิทธิภาพในการสืบพันธุ์ของโคเนื้อในเขตร้อนชื้น
DOI: 10.14457/kku.res.1997.64
title: อาร์คทัฟเนสของไดกราฟ D (n, r, d, m)
DOI: 10.14457/kku.res.1997.65
title: ประสิทธิภาพและจลนศาสตร์การขับยาออกทางน้ำนมของยาสอดเข้าเต้านม ampicillin และ cloxacillin ในโคนมเต้านมอักเสบ

description: เพื่อศึกษาประสิทธิภาพและจลนศาสตร์การขับยาออกทางนำ้นมสอดเข้าเต้านมampiciillinและcloxacillinในโคนมเต้านมอักเสบโดยการตรวจหาระดับความเข้มข้นของยาในนำ้นมที่มีการอักเสบในระดับsubclinical (+2CMT,California Mastitis Test)และระดับ(linicalC+3 CMT)จากแม่โคนมที่เป็นโรคเต้านมอักเสบเพียงเต้าเดียวจำนวน8ตัวเปรียบเทียบกับความเข้มข้นของยาในนำ้นมปกติ(-CMT)จากแม่ดคนมที่ไม่เป็นโรคเต้านมอักเสบทั้งสี่เต้าภายหลังจากการให้ยา Ampiclox(R)LCซึ่งประกอบด้วย75มิลลิกรัมampicillinและ200มิลลิกรัมcloxacillinฉีดเข้าไปในเต้านมที่อักเสบและเต้านมหน้าขวาสำหรับกลุ่มโคนมปกติโดยฉีดเข้าไปครั้งละ1หลอดหลังจากรีดนมเข้าเย็นติดต่อกัน3ครั้งห่างกันครั้งละ12ชั่วโมงและทำการเก็บตัวอย่างนำ้นมทั้งสี่เต้าจากโคนมทั้ง12ตัวที่เวลา0,12,24,36,48,60,72,84และ96ชั่วโมงเพื่อนำไปตรวจวิเคราะห์หาปริมาณที่ตกค้างของยาampicillinและcloxacillinโดยใช้เทคนิคการวิเคราะห์ด้วยระบบgradient high performance liquid chromatography(HPLC)จากการศึกษาครั้งนี้อาจสรุปผลได้ว่าAmpiclox(R)LCเป็นยาที่มีประสิทธิภาพให้ผลดีในการรักษาเต้านมอักเสบที่ระดับ+2และ+3CMTและจะให้ผลเฉพาะที่โดยไม่มีการซึมผ่านของยาเข้าสู่เต้านมข้างเคียงในระดับที่จะสามารุตรวจวัดได้หลังจากให้ยาขนาดแรกยาจะถูกขับออกทางนำ้นมภายใน48ชั่วโมงและพบว่ามีความแตกต่างอย่างมีนัยสำคัญทางสถิติที่ระดับp&lt;0.01ที่เวลา12และ14ชั่วโมงสำหรับcloxacillin;p&lt;0.05ที่12ชั่วโมงและp&lt;0.01ที่24ชั่วโทงสำหรับampicillinเมื่อเปรียบเทียบความเข้มข้นของยาในนำ้นมระหว่างกลุ่มโคนมปกติและกลุ่มโคนมเต้าอักเสบการตกค้าของยาในเต้านมที่อักเสบจะปรากฎภายใน36ชั่วโมงที่ระดับความเข้มข้น0.05-23.32ug/mlสำหรับampicillinและ0.01-8.26ug/mlสำหรับcloxacillin
DOI: 10.14457/kku.res.1997.66
title: การศึกษาตัวสถิติทดสอบ T-tests สำหรับทดสอบค่าเฉลี่ยของสองประชากรปกติที่เป็นอิสระกัน
DOI: 10.14457/kku.res.1997.67
title: การใช้ DNA hybridization และ EIA ตรวจหาเชื้อ Chlamydia trachomatis จากหลอดปัสสาวะผู้ป่วยชาย
DOI: 10.5281/zenodo.3759753
title: RAW data: Knockdown of UTX/KDM6A Enriches Precursor Cell Populations in Urothelial Cell Cultures and Cell Lines - single cell RNAseq - Fastq format and UMI counts

description: This data set of the single cell sequencing experiment of the urothelial cell line HBLAK belongs to the publication: "Knockdown of UTX/KDM6A Enriches Precursor Cell Populations in Urothelial Cell Cultures and Cell Lines" Cancers 2020, 12(4), 1023; https://doi.org/10.3390/cancers12041023.
description: Material and Methods: "HBLAK cells were harvested by accutase after routine cultivation in T25 flasks for two days. Cell viability and cell number analysis were performed via trypan blue staining in a Neubauer counting chamber. A total of 20,000 cells were used as input for the single-cell droplet libraries generation on the 10× Chromium Controller system utilizing the Chromium Single Cell 3 Reagent Kit v3 according to manufacturer's instructions. Sequencing was carried out on a HiSeq 3000 system (Illumina Inc. San Diego, CA, USA) with a mean sequencing depth of ~40,000 reads/cell. Raw sequencing data were processed using the 10× Genomics CellRanger software (v3.1). Raw BCL-files were demultiplexed and processed to Fastq-files using the CellRanger mkfastq pipeline. Alignment of reads to the GRCh38 genome and UMI counting was performed via the CellRanger count pipeline to generate a gene-barcode matrix [filtered_feature_bc_matrix.zip]."
description: {"references": ["Lang, A.; Whongsiri, P.; Yilmaz, M.; Lautwein, T.; Petzsch, P.; Greife, A.; G\u00fcnes, C.; K\u00f6hrer, K.; Niegisch, G.; Hoffmann, M.; Schulz, W.A. Knockdown of UTX/KDM6A Enriches Precursor Cell Populations in Urothelial Cell Cultures and Cell Lines. Cancers 2020, 12, 1023."]}
DOI: 10.5281/zenodo.3759754
title: RAW data: Knockdown of UTX/KDM6A Enriches Precursor Cell Populations in Urothelial Cell Cultures and Cell Lines - single cell RNAseq - Fastq format and UMI counts

description: This data set of the single cell sequencing experiment of the urothelial cell line HBLAK belongs to the publication: "Knockdown of UTX/KDM6A Enriches Precursor Cell Populations in Urothelial Cell Cultures and Cell Lines" Cancers 2020, 12(4), 1023; https://doi.org/10.3390/cancers12041023.
description: Material and Methods: "HBLAK cells were harvested by accutase after routine cultivation in T25 flasks for two days. Cell viability and cell number analysis were performed via trypan blue staining in a Neubauer counting chamber. A total of 20,000 cells were used as input for the single-cell droplet libraries generation on the 10× Chromium Controller system utilizing the Chromium Single Cell 3 Reagent Kit v3 according to manufacturer's instructions. Sequencing was carried out on a HiSeq 3000 system (Illumina Inc. San Diego, CA, USA) with a mean sequencing depth of ~40,000 reads/cell. Raw sequencing data were processed using the 10× Genomics CellRanger software (v3.1). Raw BCL-files were demultiplexed and processed to Fastq-files using the CellRanger mkfastq pipeline. Alignment of reads to the GRCh38 genome and UMI counting was performed via the CellRanger count pipeline to generate a gene-barcode matrix [filtered_feature_bc_matrix.zip]."
description: {"references": ["Lang, A.; Whongsiri, P.; Yilmaz, M.; Lautwein, T.; Petzsch, P.; Greife, A.; G\u00fcnes, C.; K\u00f6hrer, K.; Niegisch, G.; Hoffmann, M.; Schulz, W.A. Knockdown of UTX/KDM6A Enriches Precursor Cell Populations in Urothelial Cell Cultures and Cell Lines. Cancers 2020, 12, 1023."]}
DOI: 10.14457/kku.the.1996.1
title: ความถูกต้องของข้อมูลจากการจัดทำระเบียนรายงานของสถานีอนามัยในจังหวัดกำแพงเพชร ปีงบประมาณ 2538
DOI: 10.14457/kku.the.1996.2
title: ความคิดเห็นของบุคลากรทางการศึกษาเกี่ยวกับการบริหารหลักสูตรมัธยมศึกษาตอนต้น ในโรงเรียนสังกัดสำนักงานการประถมศึกษา จังหวัดหนองบัวลำภู
DOI: 10.14457/kku.the.1997.197
title: การเปรียบเทียบผลสัมฤทธิ์ทางการเรียนและความคงทนในการเรียนรู้ วิชาภาษาอังกฤษของนักเรียนชั้นประถมศึกษาปีที่ 5 ที่สอนโดยใช้แบบฝึกกิจกรรมเพื่อการสื่อสารกับการสอนตามคู่มือครู
DOI: 10.14457/kku.the.1997.198
title: ปัจจัยที่มีความสัมพันธ์กับขนาดเนื้อที่ทำการเกษตรผสมผสานของเกษตรกรในเขตปฏิรูปที่ดินทุ่งกุลาร้องไห้ จังหวัดร้อยเอ็ด
DOI: 10.14457/kku.the.1997.199
title: การศึกษาผลสัมฤทธิ์ทางการเรียนคณิตศาสตร์ เรื่องเศษส่วน ชั้นประถมศึกษาปีที่ 4 โดยใช้รูปแบบการสอนแบบร่วมมือกันเรียนรู้ที่เน้นการจัดกระทำกับสื่อรูปธรรม
DOI: 10.14457/kku.the.1997.200
title: ความต้องการของเกษตรกรต่อการส่งเสริมการผลิตเมล็ดพันธุ์ถั่วลิสง ของศูนย์ขยายพันธุ์พืชที่ 13 ในจังหวัดกาฬสินธุ์
DOI: 10.14457/kku.the.1997.201
title: การเปรียบเทียบความเข้าใจมโนมติวิทยาศาสตร์ เรื่องโลกสีเขียว ของนักเรียนชั้นมัธยมศึกษาปีที่ 1 ระหว่างกลวิธีการสอนเพื่อเปลี่ยนมโนมติ ตามทฤษฎีของ Posner และคณะ กับการสอนปกติ
DOI: 10.15468/geg79h
title: Four new species of Pseudharpinia Schellenberg, 1931 (Crustacea: Amphipoda Phoxocephalidae) from southwestern Atlantic and new records of P. tupinamba Senna & Souza-Filho, 2011

description: This dataset contains the digitized treatments in Plazi based on the original journal article Andrade, Luiz F., Senna, André R. (2020): Four new species of Pseudharpinia Schellenberg, 1931 (Crustacea: Amphipoda Phoxocephalidae) from southwestern Atlantic and new records of P. tupinamba Senna & Souza-Filho, 2011. Zootaxa 4763 (4): 501-537, DOI: 10.11646/zootaxa.4763.4.3
DOI: 10.15468/z5usfm
title: A new species of Haematobosca Bezzi (Diptera: Muscidae) from Thailand

description: This dataset contains the digitized treatments in Plazi based on the original journal article Pont, Adrian C, Duvallet, Gérard, Changbunjong, Tanasak (2020): A new species of Haematobosca Bezzi (Diptera: Muscidae) from Thailand. Zootaxa 4763 (4): 538-544, DOI: 10.11646/zootaxa.4763.4.4
DOI: 10.17632/pbmz29tw47.1
title: Dhaka City Nurses’ Knowledge and Perception of Disaster Preparedness: A Cross-sectional Study
DOI: 10.17632/mfrkd6rrx6.1
title: DHARMA LES data illustrated in Silber et al. (GRL, 2020)

description: DHARMA model output of the baseline and GW ensemble simulations (Figures 2 and 3 in Silber et al., GRL, 2020). Reference: Silber et al. (GRL, 2020), Non-Turbulent Liquid-Bearing Polar Clouds: Observed Frequency of Occurrence and Simulated Sensitivity to Gravity Waves.
DOI: 10.5281/zenodo.3760410
title: Large scale simulation of pressure induced phase-field fracture propagation using Utopia

description: Utopia is an open-source C++ library for parallel non-linear multilevel solution strategies. Utopia provides the advantages of high-level programming interfaces while at same time a framework to access low level data-structures without breaking code encapsulation. Complex numerical procedures can be expressed with few lines of code, and evaluated by different implementations, libraries, or computing hardware. In this paper we investigate the parallel performance of our implementation of the recursive multilevel trust-region (RMTR) method based on the Utopia library. RMTR is a globally convergent multilevel solution strategy designed to solve non-convex constrained minimization problems. In particular, we solve pressure induced phase-field fracture propagation in large and complex fracture networks. Solving such problems is deemed challenging even for a few fractures, however, here we are considering realistic and idealized networks with up to 1000 fractures.
DOI: 10.5281/zenodo.3760411
title: Large scale simulation of pressure induced phase-field fracture propagation using Utopia

description: Utopia is an open-source C++ library for parallel non-linear multilevel solution strategies. Utopia provides the advantages of high-level programming interfaces while at same time a framework to access low level data-structures without breaking code encapsulation. Complex numerical procedures can be expressed with few lines of code, and evaluated by different implementations, libraries, or computing hardware. In this paper we investigate the parallel performance of our implementation of the recursive multilevel trust-region (RMTR) method based on the Utopia library. RMTR is a globally convergent multilevel solution strategy designed to solve non-convex constrained minimization problems. In particular, we solve pressure induced phase-field fracture propagation in large and complex fracture networks. Solving such problems is deemed challenging even for a few fractures, however, here we are considering realistic and idealized networks with up to 1000 fractures.
DOI: 10.17632/9fkgx5c5yb.1
title: data for APA onset time and magnitude based on different level of expertise and temporal pressure

description: SPSS file for onset time and magnitude of Anticipatory postural adjustment level of expertise consist of skilled and novice player temporal pressure consist of low and high stimulus speed
DOI: 10.15468/txuqsd
title: New record of the genus Baetiella Uéno, 1931 (Ephemeroptera: Baetidae) from India with description of a new species and new records for five species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Vasanth, M., Selvakumar, C., Subramanian, K. A., Sivaramakrishnan, K. G., Sinha, Bikramjit (2020): New record of the genus Baetiella Uéno, 1931 (Ephemeroptera: Baetidae) from India with description of a new species and new records for five species. Zootaxa 4763 (4): 563-578, DOI: 10.11646/zootaxa.4763.4.6
DOI: 10.17632/ctgyw85nx7.1
title: Three Month's COVID-19 Epidemic Dataset

description: CoVID-19 prevalnce data of six geographical region and twelve distinct countries.