cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.4711363
title: Upscaling the in-situ measured iso/anisohydry of 102 species to 1-degree resolution using GBIF species occurrence and MODIS land cover data

description: See more details in Li et al 2017 JGR.<b>Data file:</b><br><strong>1. gbif_isohydricity.nc</strong><br>The final upscaled GBIF isohydricity at 1 degree<b>2. MartinezVilalta_IsohydryDatabase_v1.xlsx</b>This is the isohydry database for 102 species from Martínez-Vilalta, J., Poyatos, R., Aguadé, D., Retana, J., Mencuccini, M., 2014. A new look at water transport regulation in plants. New Phytol. 204, 105–115. doi:10.1111/nph.12912<b>3. species_occurence_results_2fields.csv.tar.gz<br></b>The 102 species occurrence records extracted from the huge GBIF plant occurrence database (output of <i>extract_species_occurrence_record.py</i>). Each occurrence record comes with latitude and longitude information. <br><b>4. species_grid_2fields.npy.tar.gz</b>The 102 species occurrence record aggregated to 1-degree grid cell.<b>5. MODIS_LC_fraction_multiple_res.mat</b>MODIS land cover fraction (17 classes) at multiple spatial resolutions (0.05, 0.25, 0.5, 1, and 2 degree).<br><b>Code: </b><b>1. extract_species_occurrence_record.py (Python)</b>Extract occurrence records for the 102 species from GBIF data file<b>2. construct_spatial_record_land_cover.py (Python)</b>Calculate grid cell isohydricity value for each PFT group based on species occurrence. It also gives the number of record, and the number of species at the grid cell. The outputs are 3 (variables) x 7 (PFT group)=21 text files. <b>3. func_gbif_isohydricity_map.m (Matlab)</b>It utilize the text files outputed from <i>construct_spatial_record_land_cover.py to </i>calculate grid cell weighed isohydricity value based on the areal fraction of each PFT group.<br>Find more details inYan Li, Kaiyu Guan, Pierre Gentine, Alexandra G. Konings, Frederick C. Meinzer, John S. Kimball, Xiangtao Xu, William R. L. Anderegg, Nate G. McDowell, Jordi Martínez-Vilalta, David G. Long, Stephen P. Good. Estimating global ecosystem iso/anisohydry using active and passive microwave satellite data, Journal of Geophysical Research, Biogeosciences, 2017.<br>
DOI: 10.6084/m9.figshare.13263881.v4
title: How fast is Australia's broadband (vs Top Ten Trading Partners; Speedtest Global Index 2017-2020)?

description: This data collates an excerpt from Speedtest Global Index, over time (2018 - 2020), for Australia's Top Ten Trading Partners by imports and exports. Download speeds are in Mbps. Figures are rounded to nearest 5Mbps, except for % growth, and smallest observations.<br>Australia's Top 10 Trading Partners are sourced from:- Observatory of Economic Complexity (https://oec.world).<br>A version of this data (2018 - 19) was published in the Journal of Telecommunications and the Digital Economy (JTDE link below), Figure 3 (Ferrers 2020) in 2020, and presented at a Telsoc NBN Future Forum on Learning from International Experiences. Data from paper is at Figshare (link below).<br>File is provided in formats:- numbers with paper graph, and formulae- csv (for browsing)- png version of Figure 3 from JTDE paper.<br>This dataset is intended to be updated annually. Speedtest provides monthly updates.<br>Versions:v5 - added link to Whirlpool, querying Australia's recent 40% jump in download vs ACCC Sept 2020 report - link belowv4 - simplified titlev3 - include graph image from JTDE paper (Figure 3) 2018 - 19.v2 - Amended title to include yearsv1 - Initial Load
DOI: 10.6084/m9.figshare.13263881.v5
title: How fast is Australia's broadband (vs Top Ten Trading Partners; Speedtest Global Index 2017-2020)?

description: This data collates an excerpt from Speedtest Global Index, over time (2018 - 2020), for Australia's Top Ten Trading Partners by imports and exports. Download speeds are in Mbps. Figures are rounded to nearest 5Mbps, except for % growth, and smallest observations.<br>Australia's Top 10 Trading Partners are sourced from:- Observatory of Economic Complexity (https://oec.world).<br>A version of this data (2018 - 19) was published in the Journal of Telecommunications and the Digital Economy (JTDE link below), Figure 3 (Ferrers 2020) in 2020, and presented at a Telsoc NBN Future Forum on Learning from International Experiences. Data from paper is at Figshare (link below).<br>File is provided in formats:- numbers with paper graph, and formulae- csv (for browsing)- png version of Figure 3 from JTDE paper.<br>This dataset is intended to be updated annually. Speedtest provides monthly updates.<br>Versions:v6 - updated Dec 2020 figuresv5 - added link to Whirlpool, querying Australia's recent 40% jump in download vs ACCC Sept 2020 report - link belowv4 - simplified titlev3 - include graph image from JTDE paper (Figure 3) 2018 - 19.v2 - Amended title to include yearsv1 - Initial Load
DOI: 10.5281/zenodo.4454152
title: Socio World-Social Research & Behavioral Sciences

description: Socio World-Social Research & Behavioral Sciences
DOI: 10.6084/m9.figshare.13546529
title: ImmuCellDB

description: This folder contains tissue immune cell compositions and gene expression profiles over different tissues and diseases or genotypes in human and mouse.<br>
DOI: 10.14457/cu.the.2000.38
title: Hydrocracking of mixed plastics using iron on activated carbon from palm oil shell

description: The main objective of this research was aimed to study the hydrocracking of mixed polypropylene with polystyrene and mixed polypropylene with polyethylene (LDPE) under hydrogen atmosphere into oil products by using iron on activated carbon catalyst in a micro-reactor width of 30 mm inside diameter by varying operation conditions as pressure of hydrogen gas range of 20 to 40 kg/cm2 , reaction temperature range of 390 to 465 ℃ and reaction time range of 30 to 75 min for each catalyst. From the results, it was found that reaction temperature of 415 ℃ for mixed polypropylene with polystyrene and 445 ℃ for mixed polypropylene with polyethylene (LDPE) were the temperature that yielded the highest quantity of oil product. The effects of hydrogen gas pressure, reaction time, ratio of mixed plastic to iron on activated carbon catalyst and percent loading of iron on on activated carbon catalyst were studied. The analyzed oil product from gas chromatography (GC Simulated Distillation) was shown that iron on activated carbon was suitable and used as catalyst for hydrocracking of mixed plastics of polypropylene and polystyrene, presented high oil product at the reaction temperature of 415 ℃, hydrogen pressure as 25 kg/cm2 , reaction time 60 min, 5% iron and 0.45 g. of catalyst. The product yield was 19.61 % naphtha, 1.48 % kerosene, 20.72 % gas oil and 32.19 % long residues by weight. The mixed polypropylene and polyethylene (LDPE) presented a high oil product at the reaction temperature of 445℃, hydrogen pressure at 30 kg/cm2, reaction time of 50 min, 5% iron and 0.45 g. of catalyst.. The product yield was 14.31 % naphtha, 8.91 % kerosene, 14.58 % gas oil and 16.20 % long residues by weight.
DOI: 10.14457/cu.the.1987.95
title: การพัฒนาเกณฑ์ประเมินหลักสูตรจริยศึกษาในระดับประถมศึกษา
DOI: 10.14457/cu.the.1987.96
title: การกำหนดขอบเขตของย่านการค้ากลางใจเมืองของเมืองเชียงใหม่
DOI: 10.14457/cu.the.2000.39
title: Tissue culture and antimicrobial activity of crude extract from leaf and stem of might blooming jasmine Nyctanthes arbor-tristis L.

description: Tissue of Nyctanthes arbor-tristis L. was cultured in vitro for multiplication shown successive shoot induction from intemode cultured in MS medium containing 0.4 mg/1 BA. Multiple shoot could be obtained culture from intemode segments on MS medium supplemented with 0.4 mg/1 BA and 0.1 mg/1 NAA. Supplementation of 2,4-D at 0.1 mg/1 in MS medium without non activated charcoal could induce root formation. Crude extracts from leaf and stem of mother plants from Nyctanthes arbor-tristis L. were shown to inhibit growth of E. coli and B. substilis at 0.15 mg/ml, 0.075 ing/ml while antifimgus activity in ร. cerevisiea and Aspergillus sp. were shown at 0.15 mg/ml only. The extracts of leaves and stems from tissue culture showed microbial activity in E. coli, B. substilis and ร. cerevisiea at 0.15 mg/ml while in Aspergillus sp. were not found. After that, Crude extracts of Nyctanthes arbor-tristis L. from mother plants and tissue culture (leaves and stems) showed inhibition of growth of bacteria: E. coli, B. substilis while they showed partial inhibition of growth in S. cerevisiea and Aspergillus sp. Extraction of carotenoid from corolla tube of Nyctanthes arbor-tristis L. were detected by TLC with Rf = 0.93.
DOI: 10.14457/cu.the.1987.97
title: ความสัมพันธ์ระหว่างตัวแปรคัดสรรกับผลของการปฏิบัติงานยามวิกาล ตามการรับรู้ของพยาบาลริชาชีพในโรงพยาบาลของรัฐ กรุงเทพมหานคร
DOI: 10.14457/cu.the.1987.98
title: ปฏิสัมพันธ์ระหว่างความถนัดทางภาษากับอัตราการเสริมแรงในโปรแกรมคอมพิวเตอร์ช่วยสอนที่มีต่อผลสัมฤทธิ์ทางการเรียนวิชาภาษาอังกฤษ ของนักเรียนชั้นมัธยมศึกษาปีที่ 5
DOI: 10.6084/m9.figshare.13620845
title: Bilateral FDI and Human rights.xlsx

description: Human Rights and Coding Data-This is a dataset collected for the purpose of studying the relationship between Bilateral FDI. The research period is from 2002 to 2012, and the subject of research is the FDI received from the OECD by developing countries.
DOI: 10.25934/00003604.0
title: Available IPD datapackage for study 'LUX-Breast 1; An Open Label, Randomised Phase III Trial of BIBW 2992 and Vinorelbine Versus Trastuzumab and Vinorelbine in Patients With Metastatic HER2-overexpressing Breast Cancer Failing One Prior Trastuzumab Treatment'

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00003604.1
title: IPD datapackage for study 'LUX-Breast 1; An Open Label, Randomised Phase III Trial of BIBW 2992 and Vinorelbine Versus Trastuzumab and Vinorelbine in Patients With Metastatic HER2-overexpressing Breast Cancer Failing One Prior Trastuzumab Treatment' and research request: 'Predictors of therapeutic and adverse effects of medicines used in the treatment of breast cancer'

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.5281/zenodo.4442967
title: Data Sets for "Moment tensors of ring-faulting at active volcanoes: Insights into vertical-CLVD earthquakes at the Sierra Negra caldera, Galápagos Islands" (Sandanbata et al., submitted to JGR - Solid Earth)

description: We conduct moment tensor (MT) inversion for the 2005 earthquake at the Sierra Negra caldera, the Galapagos Islands. For the inversion, we assumed different centroid locations in 3D space, i.e., on the x–y (longitude-latitude) plane at a depth of 2.5 km below the solid surface, and the x–z (longitude–depth) plane along a latitude of 0.83°S across the Sierra Negra caldera. Data Sets S1 and S2 contain MT solutions obtained by the MT inversion with a constraint of zero trace; those solutions are used for Figure 7 in "Main Text". Data Sets S3 and S4 contain MT solutions obtained by the MT inversion with constrains of zero trace and zero <em>DS</em> component (\(M_{r\theta}=M_{r\phi}=0\)); those are are used for Figure S1 in "Supporting Information". For the detailed methodology and data, see Section 3 in "Main Text" and Text S1 in "Supporting Information" of our manuscript.
description: Added Data Sets S3 and S4.
DOI: 10.5281/zenodo.4269193
title: Large-eddy simulation investigating the role of double-diffusive convection in basal melting of Antarctic ice shelves: model output

description: Model output used in the publication: M. G. Rosevear, B. Gayen, B. K. Galton-Fenzi, The role of double-diffusive convection in the basal melting of Antarctic ice shelves. <em>Proc. Natl. Acad. Sci. </em>(2021) https://doi.org/10.1073/pnas.207541118 See README.md for a description of the data.
DOI: 10.5281/zenodo.4269192
title: Large-eddy simulation investigating the role of double-diffusive convection in basal melting of Antarctic ice shelves: model output

description: Model output used in the publication: M. G. Rosevear, B. Gayen, B. K. Galton-Fenzi, The role of double-diffusive convection in the basal melting of Antarctic ice shelves. <em>Proc. Natl. Acad. Sci. </em>(2021) https://doi.org/10.1073/pnas.207541118 See README.md for a description of the data.
DOI: 10.6084/m9.figshare.13621181
title: Supplementary Material for: Complete Genomes of the Anaerobic Degradation Specialists <b><i>Aromatoleum petrolei</i></b> ToN1<sup>T</sup> and <b><i>Aromatoleum bremense</i></b> PbN1<sup>T</sup>

description: The betaproteobacterial genus <i>Aromatoleum</i> comprises facultative denitrifiers specialized in the anaerobic degradation of recalcitrant organic compounds (aromatic and terpenoid). This study reports on the complete and manually annotated genomes of <i>Ar. petrolei</i> ToN1<sup>T</sup> (5.41 Mbp) and <i>Ar. bremense</i> PbN1<sup>T</sup> (4.38 Mbp), which cover the phylogenetic breadth of the genus <i>Aromatoleum</i> together with previously genome sequenced <i>Ar. aromaticum</i> EbN1<sup>T</sup> [Rabus et al., Arch Microbiol. 2005 Jan;183(1):27–36]. The gene clusters for the anaerobic degradation of aromatic and terpenoid (strain ToN1<sup>T</sup> only) compounds are scattered across the genomes of strains ToN1<sup>T</sup> and PbN1<sup>T</sup>. The richness in mobile genetic elements is shared with other <i>Aromatoleum</i> spp., substantiating that horizontal gene transfer should have been a major driver in shaping the genomes of this genus. The composite catabolic network of strains ToN1<sup>T</sup> and PbN1<sup>T</sup> comprises 88 proteins, the coding genes of which occupy 86.1 and 76.4 kbp (1.59 and 1.75%) of the respective genome. The strain-specific gene clusters for anaerobic degradation of ethyl-/propylbenzene (strain PbN1<sup>T</sup>) and toluene/monoterpenes (strain ToN1<sup>T</sup>) share high similarity with their counterparts in <i>Ar. aromaticum</i> strains EbN1<sup>T</sup> and pCyN1, respectively. Glucose is degraded via the ED-pathway in strain ToN1<sup>T</sup>, while gluconeogenesis proceeds via the reverse EMP-pathway in strains ToN1<sup>T</sup>, PbN1<sup>T</sup>, and EbN1<sup>T</sup>. The diazotrophic, endophytic lifestyle of closest related genus <i>Azoarcus</i> is known to be associated with nitrogenase and type-6 secretion system (T6SS). By contrast, strains ToN1<sup>T</sup>, PbN1<sup>T</sup>, and EbN1<sup>T</sup> lack <i>nif</i> genes for nitrogenase (including cofactor synthesis and enzyme maturation). Moreover, strains PbN1<sup>T</sup> and EbN1<sup>T</sup> do not possess <i>tss</i> genes for T6SS, while strain ToN1<sup>T</sup> does and facultative endophytic “<i>Aromatoleum</i>” sp. CIB is known to even have both. These findings underpin the functional heterogeneity among <i>Aromatoleum</i> members, correlating with the high plasticity of their genomes.
DOI: 10.6084/m9.figshare.13621181.v1
title: Supplementary Material for: Complete Genomes of the Anaerobic Degradation Specialists <b><i>Aromatoleum petrolei</i></b> ToN1<sup>T</sup> and <b><i>Aromatoleum bremense</i></b> PbN1<sup>T</sup>

description: The betaproteobacterial genus <i>Aromatoleum</i> comprises facultative denitrifiers specialized in the anaerobic degradation of recalcitrant organic compounds (aromatic and terpenoid). This study reports on the complete and manually annotated genomes of <i>Ar. petrolei</i> ToN1<sup>T</sup> (5.41 Mbp) and <i>Ar. bremense</i> PbN1<sup>T</sup> (4.38 Mbp), which cover the phylogenetic breadth of the genus <i>Aromatoleum</i> together with previously genome sequenced <i>Ar. aromaticum</i> EbN1<sup>T</sup> [Rabus et al., Arch Microbiol. 2005 Jan;183(1):27–36]. The gene clusters for the anaerobic degradation of aromatic and terpenoid (strain ToN1<sup>T</sup> only) compounds are scattered across the genomes of strains ToN1<sup>T</sup> and PbN1<sup>T</sup>. The richness in mobile genetic elements is shared with other <i>Aromatoleum</i> spp., substantiating that horizontal gene transfer should have been a major driver in shaping the genomes of this genus. The composite catabolic network of strains ToN1<sup>T</sup> and PbN1<sup>T</sup> comprises 88 proteins, the coding genes of which occupy 86.1 and 76.4 kbp (1.59 and 1.75%) of the respective genome. The strain-specific gene clusters for anaerobic degradation of ethyl-/propylbenzene (strain PbN1<sup>T</sup>) and toluene/monoterpenes (strain ToN1<sup>T</sup>) share high similarity with their counterparts in <i>Ar. aromaticum</i> strains EbN1<sup>T</sup> and pCyN1, respectively. Glucose is degraded via the ED-pathway in strain ToN1<sup>T</sup>, while gluconeogenesis proceeds via the reverse EMP-pathway in strains ToN1<sup>T</sup>, PbN1<sup>T</sup>, and EbN1<sup>T</sup>. The diazotrophic, endophytic lifestyle of closest related genus <i>Azoarcus</i> is known to be associated with nitrogenase and type-6 secretion system (T6SS). By contrast, strains ToN1<sup>T</sup>, PbN1<sup>T</sup>, and EbN1<sup>T</sup> lack <i>nif</i> genes for nitrogenase (including cofactor synthesis and enzyme maturation). Moreover, strains PbN1<sup>T</sup> and EbN1<sup>T</sup> do not possess <i>tss</i> genes for T6SS, while strain ToN1<sup>T</sup> does and facultative endophytic “<i>Aromatoleum</i>” sp. CIB is known to even have both. These findings underpin the functional heterogeneity among <i>Aromatoleum</i> members, correlating with the high plasticity of their genomes.
DOI: 10.5281/zenodo.4454173
title: "A Simple Model to Predict Future SARS-CoV-2 Infections on a National Level" by Blanco et al. dataset

description: Raw, original data and fits data set for "A Simple Model to Predict Future SARS-CoV-2 Infections on a National Level" by Blanco et al. in EXCEL and GraphPad Prism file formats and FORTRAN code.
description: The work was supported by the National Science Centre, Poland [grant agreement 2014/15/D/NZ1/00968 to M.W.G.] and the EMBO Installation Grant, European Molecular Biology Organization to M.W.G.
DOI: 10.5281/zenodo.4078974
title: "A Simple Model to Predict Future SARS-CoV-2 Infections on a National Level" by Blanco et al. dataset

description: Raw, original data and fits data set for "A Simple Model to Predict Future SARS-CoV-2 Infections on a National Level" by Blanco et al. in EXCEL and GraphPad Prism file formats and FORTRAN code.
description: The work was supported by the National Science Centre, Poland [grant agreement 2014/15/D/NZ1/00968 to M.W.G.] and the EMBO Installation Grant, European Molecular Biology Organization to M.W.G.
DOI: 10.17632/ctbcxcmnfj.2
title: Data for: To app or not to app: A business-to-business seller’s decision

description: B2B Mobile Apps Adoption
DOI: 10.25919/8q8g-6y10
title: Ground vehicle approaching negative obstacles

description: ROS pointcloud and odometry streams recorded during various scenarios where a robotic ground vehicle approaches negative obstacles. These values were generated by the Wildcat SLAM software based on measurements by a Velodyne lidar and an IMU. Often negative obstacles cannot be observed directly by a ground vehicle as they are obscured by the upper surface between the vehicle and the obstacle. This data contains examples that can be used to demonstrate methods of indirectly inferring negative obstacles from typical observations made during an approach. Screenshot image previews of the data can be found in the `screenshots` directory. ROS topics are described in the `README.md` file. Models of the simulation worlds have been provided as Blender files in the `worlds` directory.
DOI: 10.15468/uzmdpm
title: The Retrospective Analysis of Antarctic Tracking (Standardised) Data from the Scientific Committee on Antarctic Research

description: The Southern Ocean is a remote, hostile environment where conducting marine biology is challenging, so we know relatively little about this important region, which is critical as a habitat for breeding and foraging of many marine endotherms. Scientists from around the world have been tracking seals, penguins, petrels, whales and albatrosses for more than two decades to learn how they spend their time at sea. The Retrospective Analysis of Antarctic Tracking Data (RAATD), was initiated by the SCAR Expert Group on Marine Mammals (EG-BAMM) in 2010. This team has assembled tracking data shared by 38 biologists from 11 different countries to accumulate the largest animal tracking database in the world, containing information from 15 species, containing over 3,400 individual animals and almost 2.5 million at-sea locations. Analysing a dataset of this size brings its own challenges and the team is developing new and innovative statistical approaches to integrate these complex data. When complete RAATD will provide a greater understanding of fundamental ecosystem processes in the Southern Ocean, help predict the future of top predator distribution and help with spatial management planning.
DOI: 10.5281/zenodo.4453891
title: The dataset of the paper titled "Automated Comment Update: How Far are We?"

description: The dataset of the paper titled "Automated Comment Update: How Far are We?". This is the online repository of the paper "Automated Comment Update: How Far are We?" under review by ICPC2021. We release the source code of <strong>H<sub>EB</sub>C<sub>UP</sub></strong>, the dataset used in our evaluation, as well as the experiment results. Dataset: The cleaned dataset from Liu's ASE20 paper (i.e., Automating Just-In-Time Comment Updating). We removed the three types of noisy data in the dataset as described in our paper. Results: Baseline_CUP.json: The readable result files of <strong>CUP</strong>. HebCup_all.json: The readable result files of <strong>H<sub>EB</sub>C<sub>UP.</sub></strong> HebCup_correct.json<sub>: </sub>The correctly updated items of <strong>H<sub>EB</sub>C<sub>UP.</sub></strong> Source: The source code for running <strong>H<sub>EB</sub>C<sub>UP</sub></strong>. Run <strong>H<sub>EB</sub>C<sub>UP</sub></strong><sub>:</sub> <pre><code class="language-python">python3 HebCup.py --dataPath path2dataset</code></pre> By default, we store the dataset in <code>./dataset</code>
DOI: 10.5281/zenodo.4453890
title: The dataset of the paper titled "Automated Comment Update: How Far are We?"

description: The dataset of the paper titled "Automated Comment Update: How Far are We?". This is the online repository of the paper "Automated Comment Update: How Far are We?" under review by ICPC2021. We release the source code of <strong>H<sub>EB</sub>C<sub>UP</sub></strong>, the dataset used in our evaluation, as well as the experiment results. Dataset: The cleaned dataset from Liu's ASE20 paper (i.e., Automating Just-In-Time Comment Updating). We removed the three types of noisy data in the dataset as described in our paper. Results: Baseline_CUP.json: The readable result files of <strong>CUP</strong>. HebCup_all.json: The readable result files of <strong>H<sub>EB</sub>C<sub>UP.</sub></strong> HebCup_correct.json<sub>: </sub>The correctly updated items of <strong>H<sub>EB</sub>C<sub>UP.</sub></strong> Source: The source code for running <strong>H<sub>EB</sub>C<sub>UP</sub></strong>. Run <strong>H<sub>EB</sub>C<sub>UP</sub></strong><sub>:</sub> <pre><code class="language-python">python3 HebCup.py --dataPath path2dataset</code></pre> By default, we store the dataset in <code>./dataset</code>