cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6772233
title: Supplementary Information for "G-type Halohydrin Dehalogenases Catalyze Ring Opening Reactions of Cyclic Epoxides with Diverse Anionic Nucleophiles"

description: This is the external Supplementary Information for our publication "G-type Halohydrin Dehalogenases Catalyze Ring Opening Reactions of Cyclic Epoxides with Diverse Anionic Nucleophiles". The .zip files contain the raw NMR data for all compounds as well as the protein structural data described in the manuscript.
DOI: 10.5281/zenodo.6849147
title: Data, scripts, and figures of the article: Processing weights of chickens determined by Dual-Energy X-Ray Absorptiometry. 3. Validation of prediction models

description: This data set contains the data, JMP scripts, and figures of the article titled "Processing weights of chickens determined by Dual-Energy X-Ray Absorptiometry. 3. Validation of prediction models" to be published in the journal Animal - Open Space.
DOI: 10.21227/qtzg-fq57
title: Log summary dataset.

description: This dataset is the experimental dataset in "LogSummary: Unstructured Log Summarization in Online Services". We have abstracted and annotated part of the six open-source log analysis datasets(BGL, HDFS, HPC, Proxifier, ZooKeeper, Spark), and generate their summaries manually.
DOI: 10.34740/kaggle/dsv/3952477
title: AutoXGB
DOI: 10.6084/m9.figshare.20296758.v1
title: Genome-wide identification of MAPK gene family in turbot and their involvement in biotic and abiotic stresses response

description: Mitogen-activated protein kinases (MAPKs), a series of mitogen-activated protein kinases lying within MAPK cascade, unique to eukaryotes, which plays key roles in transducing upstream signals to the target proteins and thus induce various cellular responses. In the present study, we firstly identified and characterized SmMAPKs at genome-wide level systematically, then performed phylogenetic analysis and gene structure analysis. Finally, we investigated their expression patterns in diverse tissues and divergent functions on biotic and abiotic stresses response based on multiple RNA-seq datasets. Table_1 provides the detail information of RNA-seq datasets used for tissue expression analysis of MAPKs. Table_2 provides the detail information of RNA-seq datasets used for MAPKs expression analysis under biotic and abiotic stresses. Table_3 is the expression data of MAPKs in different tissues. Table_4 is the expression data of MAPKs under heat stress. Table_5 is the expression data of MAPKs under oxygen stress. Table_6 is the expression data of MAPKs under salinity stress. Table_7 is the expression data of MAPKs under pathogens (<em>Enteromyxum scophthalmi, Vibrio anguillarum, Megalocytiviru</em>) stress.
DOI: 10.7910/dvn/kycdvt
title: AN APPARATUS FOR ECO-FRIENDLY BIODEGRADATION OF MATERIALS BASED ON PLANTING POTS

description: :unav
DOI: 10.5281/zenodo.6849173
title: Generating Annual 4-m Land Cover Products over 28 Metropolises in China during 2000-2020

description: A 4-m fine-grained land cover products over the 28 provincial capital cities in China (mainly in temperate monsoon climate and subtropical monsoon climate zone, and categorized into 7 classes, i.e., cropland, forest, grass, shrub, water, impervious surface, and bare land) is generated through the proposed model; A 4-m annual land cover products during 2000-2020 in Wuhan, China is generated through the proposed model. To validate the effectiveness of the derived products, three verification approaches are employed. 1) evaluation by the consistency with the contemporary products including 10-m Esri Land Cover, 10-m FROMGLC10, and 30-m GlobeLand30 ; 2) evaluation by the publicly certified 4-m annotation dataset GID; 3) evaluation by the third-party-created annotation samples. The validation results can be viewed in the manuscript, and the reproduction executation details can be viewed at Readme.txt. The products is in .tif format, and validaiton region is in ENVI/hdr format. Users need to install ENVI software or Arcgis to read the product.
DOI: 10.34740/kaggle/dsv/3941736
title: Multilabel Classification Large
DOI: 10.6084/m9.figshare.20325366
title: File S05: Filamentous cyanobacteria <i>β</i> without correcting for solid rotation from Structural mechanics of filamentous cyanobacteria

description: This file contains bending stiffness <i>β</i> measurements for <i>K. animale, L. lagerheimii</i>, and <i>O. lutea</i> before corrections for solid rotations were made (see Section 3(a), Figure 5(d)). The weighted mean and error for each filament are presented.
DOI: 10.6084/m9.figshare.20325366.v1
title: File S05: Filamentous cyanobacteria <i>β</i> without correcting for solid rotation from Structural mechanics of filamentous cyanobacteria

description: This file contains bending stiffness <i>β</i> measurements for <i>K. animale, L. lagerheimii</i>, and <i>O. lutea</i> before corrections for solid rotations were made (see Section 3(a), Figure 5(d)). The weighted mean and error for each filament are presented.
DOI: 10.6084/m9.figshare.20325369
title: File S10: Persistence length data from Structural mechanics of filamentous cyanobacteria

description: This file contains used to fit the exponential decay curve to retrieve persistence length measurements shown in the main script as well for active filaments, as discussed in Section 3(a).
DOI: 10.6084/m9.figshare.20325369.v1
title: File S10: Persistence length data from Structural mechanics of filamentous cyanobacteria

description: This file contains used to fit the exponential decay curve to retrieve persistence length measurements shown in the main script as well for active filaments, as discussed in Section 3(a).
DOI: 10.6084/m9.figshare.20325375
title: File S09: <i>β</i> correlations data from Structural mechanics of filamentous cyanobacteria

description: This file contains data used as input for checking if there were correlations between <i>β</i> and different variables (filament length, order of flow and flow speed), as discussed in Section 3(a).
DOI: 10.6084/m9.figshare.20325375.v1
title: File S09: <i>β</i> correlations data from Structural mechanics of filamentous cyanobacteria

description: This file contains data used as input for checking if there were correlations between <i>β</i> and different variables (filament length, order of flow and flow speed), as discussed in Section 3(a).
DOI: 10.6084/m9.figshare.20325378
title: File S07: Filamentous cyanobacteria active filament curvature measurements from Structural mechanics of filamentous cyanobacteria

description: This file shows the measured curvatures of active and inactive filaments in <i>K. animale, L. lagerheimii</i>, and <i>O. lutea</i>, reported in Table 1, Figure 9 and Section 3(c). Curvatures were measured by fitting a circle to the filament as described in the main script. A statistical summary of the data is presented below the set of measurements.
DOI: 10.6084/m9.figshare.20325378.v1
title: File S07: Filamentous cyanobacteria active filament curvature measurements from Structural mechanics of filamentous cyanobacteria

description: This file shows the measured curvatures of active and inactive filaments in <i>K. animale, L. lagerheimii</i>, and <i>O. lutea</i>, reported in Table 1, Figure 9 and Section 3(c). Curvatures were measured by fitting a circle to the filament as described in the main script. A statistical summary of the data is presented below the set of measurements.
DOI: 10.6084/m9.figshare.20325381
title: File S12: TEM micrographs of filament cross-sections from Structural mechanics of filamentous cyanobacteria

description: This file contains filament cross-sectional images obtained using TEM and analysed as shown in File S11. The emphasis is on the cell wall, as such these images show part of the cross-section closer to the filament walls.
DOI: 10.6084/m9.figshare.20325381.v1
title: File S12: TEM micrographs of filament cross-sections from Structural mechanics of filamentous cyanobacteria

description: This file contains filament cross-sectional images obtained using TEM and analysed as shown in File S11. The emphasis is on the cell wall, as such these images show part of the cross-section closer to the filament walls.
DOI: 10.6084/m9.figshare.20325384
title: File S03: <i>L. lagerheimii β</i> measurements from Structural mechanics of filamentous cyanobacteria

description: This file contains bending stiffness <i>β</i> measurements for <i>L. lagerheimii</i>, reported in Table 1, Figure 5(d) and Section 3(a). Columns give the sample number (S/N), flow speed, measured bending stiffness b, along with statistical information of the measurements.
DOI: 10.6084/m9.figshare.20325384.v1
title: File S03: <i>L. lagerheimii β</i> measurements from Structural mechanics of filamentous cyanobacteria

description: This file contains bending stiffness <i>β</i> measurements for <i>L. lagerheimii</i>, reported in Table 1, Figure 5(d) and Section 3(a). Columns give the sample number (S/N), flow speed, measured bending stiffness b, along with statistical information of the measurements.
DOI: 10.6084/m9.figshare.20325387
title: File S06: Filamentous cyanobacteria Young's modulus measurements from Structural mechanics of filamentous cyanobacteria

description: This file contains the measured Young's modulus (<i>E</i>) of three species of filamentous cyanobacteria i.e. <i>K. animale, L. lagerheimii</i>, and <i>O. lutea</i>, reported in Table 1, Figure 6 and Section 3(b). The file shows the DMT modulus (reduced modulus, E* ) before conversion to Young's modulus.
DOI: 10.6084/m9.figshare.20325387.v1
title: File S06: Filamentous cyanobacteria Young's modulus measurements from Structural mechanics of filamentous cyanobacteria

description: This file contains the measured Young's modulus (<i>E</i>) of three species of filamentous cyanobacteria i.e. <i>K. animale, L. lagerheimii</i>, and <i>O. lutea</i>, reported in Table 1, Figure 6 and Section 3(b). The file shows the DMT modulus (reduced modulus, E* ) before conversion to Young's modulus.
DOI: 10.6084/m9.figshare.20325393.v1
title: File S11: Cell wall thickness measurements from Structural mechanics of filamentous cyanobacteria

description: This file contains measured cell wall envelope thickness and peptidoglycan layer (PG) thickness values. Cross-sectional images of the three species are contained in File S12.
DOI: 10.6084/m9.figshare.20325390
title: File S02: <i>K. animale β</i> measurements from Structural mechanics of filamentous cyanobacteria

description: This file contains bending stiffness <i>β</i> measurements for <i>K. animale</i>, reported in Table 1, Figure 5(d) and Section 3(a). Columns give the sample number (S/N), flow speed, measured bending stiffness b, along with statistical information of the measurements.
DOI: 10.6084/m9.figshare.20325393
title: File S11: Cell wall thickness measurements from Structural mechanics of filamentous cyanobacteria

description: This file contains measured cell wall envelope thickness and peptidoglycan layer (PG) thickness values. Cross-sectional images of the three species are contained in File S12.
DOI: 10.6084/m9.figshare.20325396
title: File S08: Filamentous cyanobacteria diameter measurements from Structural mechanics of filamentous cyanobacteria

description: This file shows the measured filament diameters from high resolution images of the filaments, reported in Table 1.
DOI: 10.6084/m9.figshare.20325399
title: File S04: <i>O. lutea β</i> measurements from Structural mechanics of filamentous cyanobacteria

description: This file contains bending stiffness <i>β</i> measurements for <i>O. lutea</i>, reported in Table 1, Figure 5(d) and Section 3(a). Columns give the sample number (S/N), flow speed, measured bending stiffness b, along with statistical information of the measurements.
DOI: 10.6084/m9.figshare.20325399.v1
title: File S04: <i>O. lutea β</i> measurements from Structural mechanics of filamentous cyanobacteria

description: This file contains bending stiffness <i>β</i> measurements for <i>O. lutea</i>, reported in Table 1, Figure 5(d) and Section 3(a). Columns give the sample number (S/N), flow speed, measured bending stiffness b, along with statistical information of the measurements.
DOI: 10.6084/m9.figshare.20325390.v1
title: File S02: <i>K. animale β</i> measurements from Structural mechanics of filamentous cyanobacteria

description: This file contains bending stiffness <i>β</i> measurements for <i>K. animale</i>, reported in Table 1, Figure 5(d) and Section 3(a). Columns give the sample number (S/N), flow speed, measured bending stiffness b, along with statistical information of the measurements.
DOI: 10.6084/m9.figshare.20325396.v1
title: File S08: Filamentous cyanobacteria diameter measurements from Structural mechanics of filamentous cyanobacteria

description: This file shows the measured filament diameters from high resolution images of the filaments, reported in Table 1.
DOI: 10.6084/m9.figshare.20281998.v2
title: Seurat RData

description: Here, we utilized Microwell-seq to analyze more than 200,000 single cells covering major zebrafish cell types and constructed a systematic zebrafish cell landscape. We revealed single-cell compositions for 18 zebrafish tissue types covering both embryo and adult stages.
DOI: 10.6084/m9.figshare.20325426
title: PRSB-2022-0440-Supplementary_Material from Does functional redundancy determine the ecological severity of a mass extinction event?

description: All data and R code used in the creation of this manuscript, with a complete README describing all files and the organization of the folders.
DOI: 10.6084/m9.figshare.20325426.v1
title: PRSB-2022-0440-Supplementary_Material from Does functional redundancy determine the ecological severity of a mass extinction event?

description: All data and R code used in the creation of this manuscript, with a complete README describing all files and the organization of the folders.
DOI: 10.6084/m9.figshare.20325432
title: Raw and processed survey data (zipped) from A virtual experiment on pedestrian destination choice: the role of schedules, the environment and behavioural categories

description: All raw and processed data used in the manuscript
DOI: 10.6084/m9.figshare.20325435
title: Data analysis code (zipped) from A virtual experiment on pedestrian destination choice: the role of schedules, the environment and behavioural categories

description: All code necessary to reproduce results of the paper when used with attached data.
DOI: 10.6084/m9.figshare.20325432.v1
title: Raw and processed survey data (zipped) from A virtual experiment on pedestrian destination choice: the role of schedules, the environment and behavioural categories

description: All raw and processed data used in the manuscript
DOI: 10.6084/m9.figshare.20325435.v1
title: Data analysis code (zipped) from A virtual experiment on pedestrian destination choice: the role of schedules, the environment and behavioural categories

description: All code necessary to reproduce results of the paper when used with attached data.
DOI: 10.3886/e116189v1-123340
title: Replication data for: Bank Networks and Systemic Risk: Evidence from the National Banking Acts

description: The National Banking Acts (NBAs) of 1863–1864 established rules governing the amounts and locations of interbank deposits, thereby reshaping the bank networks. Using unique data on bank balance sheets and detailed interbank deposits in 1862 and 1867 in Pennsylvania, we study how the NBAs changed the network structure and quantify the effect on financial stability in an interbank network model. We find that the NBAs induced a concentration of interbank deposits at both the city and bank levels, creating systemically important banks. Although the concentration facilitated diversification, contagion would have become more likely when financial center banks faced large shocks.
description: Data descriptions are available with the dataset
DOI: 10.6084/m9.figshare.20219411
title: First Dates Dataset

description: A dataset generated from several episodes of the Channel 4 programme First Dates. Each column in the dataset relates to one of several key factors: id - The couple ID which is used to identify which couple was in the date, this is not sequntial. transcript - The speech spoken in that time segment. sex - Participants sex, eirther male or female emo_speaker - Emotional response of the speaker (their speech is seen in the transcripts) emo_listener - Emotional response of the listener speaker_intonation - The manner in which the speaker spoke. target - Who the speaker was speaking to. label - 0 for an unsuccessful date, 1 for a successul date. All efforts have been made to ensure this dataset was collected in line with copyright legislation regarding fair use. All rights belonging to the oringinal progammes content belongs with the respective copyright holders. All derivative works of this provided dataset must reference Channel 4 and First Dates directly, in addition to the author of this dataset.
DOI: 10.6084/m9.figshare.20219408
title: Dogs versus Cats Audio Dataset

description: A small audio dataset generated from YouTube videos. The dataset has 566 cat sounds and 484 dog sounds. This was used as a contextual data source for research into contextual machine learning. <br> All efforts have been made to ensure this dataset was collected in line with copyright legislation regarding fair use. All samples were collected via YouTube and any derivative works of this provided dataset must reference YouTube and the author of this dataset. <br> This work was completed during a PhD programme at the University Of Greenwich.
DOI: 10.6084/m9.figshare.20254758.v1
title: Data Antibacterial Activity of Betadine (Jatropha multifida L.) Stem Extract on Pseudomonas aeruginosa Growth In-Vitro

description: Based on the results of research that has been carried out on the growth of Pseudomonas aeruginosa, it was found that there was a difference in the diameter of the inhibition zone on a petri plate that had been planted with Pseudomonas aeruginosa bacteria between the addition of Betadine stem sap extract, gentamicin and DMSO. The results of the tests carried out using the ANOVA test obtained the value of p = 0.000 &lt; (0.05), which means Ho is rejected. Thus, there was a significant difference in the inhibition zone with the addition of Betadine stem sap extract, gentamicin, and DMSO. Ha accepted means that Betadine (Jatropha multifida L.) stem sap extract has antibacterial activity against the growth of Pseudomonas aeruginosa bacteria in vitro. The method used in this study is the Kirby-Bauer disc diffusion method. The selection of this method was based on the fact that the diffusion method is a method that is fast, easy, simple in its operation and produces effective results to see the antibacterial activity of a material.40 This method produces an inhibition zone. The zone of inhibition is a clear area or region that appears around the paper disc. The larger the diameter of the zone, the greater the antibacterial power. The factors that affect the size of the diameter of the inhibition zone are the culture medium, diffusibility, sensitivity of microorganisms, incubation conditions and drug stability. .43 In this study, the researcher used dimethyl sulfoxide (DMSO) as a solvent. DMSO has the chemical formula (CH3)2SO. DMSO is a natural chemical by-product of papermaking. DMSO is able to dissolve polar and non-polar compounds. DMSO was used as a solvent for pharmacological substances and as a control group for testing natural products. DMSO is also known to have no antibacterial activity so it will not bias the results.41,42 The results of this study indicate that the inhibition zone formed in the negative control (DMSO) which was also used as a solvent was 0 mm. This indicates that the use of DMSO solvent did not affect the antibacterial test results of Pseudomonas aeruginosa.
DOI: 10.6084/m9.figshare.20326125
title: 市场仿真参数

description: 论文“从优化视角剖析电力市场的定价问题”算例参数
DOI: 10.5281/zenodo.6849547
title: S50 | CCSCOMPEND | The Unified Collision Cross Section (CCS) Compendium

description: This is the collection associated with list S50 CCSCOMPEND on the NORMAN Suspect List Exchange. https://www.norman-network.com/nds/SLE/ S50 CCSCOMPEND <strong>The Unified Collision Cross Section (CCS) Compendium</strong> &gt;3800 experimental collision cross section values (drift tube MS), provided by Jackie Picache and John McLean, Vanderbilt. Further details available here: https://lab.vanderbilt.edu/mclean-group/collision-cross-section-database/ v0.1.1: removed char errors in InChIKey file. v0.1.2 (17 July 2022): added SMILES and separate substance deposition file, updated InChIKeys. SMILES were added via InChIKey in the CCS records (PubChem ID Exchange) then filling in gaps using PubChem Search to find the preferred tautomer; the substance deposition created from unique CIDs (via webchem), then the InChIKey file was created from this.
description: For full details see https://lab.vanderbilt.edu/mclean-group/collision-cross-section-database/
DOI: 10.34740/kaggle/dsv/3952798
title: YouTube Daily
DOI: 10.5517/ccdc.csd.cc28gswf
title: CCDC 2099595: Experimental Crystal Structure Determination

description: Related Article: Fu-Ying Li, Xuan Wen, Zhen-Zhen Xue, Jie Pan, Qi Wei, Li Wei|2022|Cryst.Growth Des.|22|4601|doi:10.1021/acs.cgd.2c00521
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28gtj3
title: CCDC 2099615: Experimental Crystal Structure Determination

description: Related Article: Fu-Ying Li, Xuan Wen, Zhen-Zhen Xue, Jie Pan, Qi Wei, Li Wei|2022|Cryst.Growth Des.|22|4601|doi:10.1021/acs.cgd.2c00521
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28zdrf
title: CCDC 2114595: Experimental Crystal Structure Determination

description: Related Article: Fu-Ying Li, Xuan Wen, Zhen-Zhen Xue, Jie Pan, Qi Wei, Li Wei|2022|Cryst.Growth Des.|22|4601|doi:10.1021/acs.cgd.2c00521
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2bc7rq
title: CCDC 2155763: Experimental Crystal Structure Determination

description: Related Article: Phoebe R. Hertler, Linus Kautzsch, Alexander J. Touchton, Guang Wu, Trevor W. Hayton|2022|Inorg.Chem.|61|9997|doi:10.1021/acs.inorgchem.2c00865
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.