cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5066/p9qh453y
title: Whiskey Island Caillou Lake Headlands restoration area - 2015 habitat map, Louisiana Barrier Island Comprehensive Monitoring Program

description: This package includes a detailed habitat map, general habitat map, and georeferenced imagery from 2015 for the Natural Resource Damage Assessment (NRDA) Caillou Lake Headlands project area (TE-0100), also known as Whiskey Island. The project created 170 acres of marsh habitat and 917 acres of dune and beach habitat on Whiskey Island in Terrebonne Parish using material dredged from Ship Shoal. The habitat maps are part of a suite of Whiskey Island habitat maps for the years 2012, 2015, and 2017-19, which span the time period before, during, and after the restoration project was conducted. For more information on this restoration project, see the project page on Louisiana Coastal Protection and Restoration Authority's (CPRA) Coastal Information Management System (https://cims.coastal.la.gov/outreach/projects/ProjectView?projID=TE-0100). The habitat maps developed for this effort were utilized together with ecological data in an avian analysis of habitat occupancy and use/function for several focal species pre- and post- restoration activity. The results of this analysis will help land managers evaluate how restoration and subsequent natural ecological processes impact bird species of conservation concern, and target restoration activities that enhance island sustainability and preserve avian habitat availability. The maps in this package use a detailed 15-class habitat scheme and a general eight-class habitat scheme developed by the CPRA's Barrier Island Comprehensive Monitoring (BICM) Program. The BICM Program uses both historical data and contemporary data collections to assess and monitor changes to barrier islands. Habitat map products developed using aerial imagery and lidar elevation data are one type of BICM dataset. For more information about the BICM Program, see Kindinger and others (2013); for more information about recent BICM habitat mapping, see Enwright and others (2020). The detailed habitat scheme builds off the general scheme used in previous BICM habitat mapping efforts (Fearnley and others, 2009). The additional classes developed in the detailed scheme are primarily used to further delineate various dune habitats, separate marsh and mangrove, and distinguish between beach and unvegetated barrier flat habitats. To ensure comparability between this effort and previous BICM map products, we have crosswalked the detailed classes to general habitat classes previously used by Fearnley and others (2009). This package includes recommended symbology for BICM detailed habitat classes and BICM general habitat classes with and without outlines.
DOI: 10.17632/wwjv6xpzx6.1
title: Data Figure 3_BLI_Monoclonal antibodies binding data for SARS-CoV-2 proteins

description: Processed data for Figure 3. Data are in excel format which includes data points and fitting points for different antibodies used.  The binding responses were analyzed by subtracting data from reference, and data were globally fitted with a 1:1 binding model using ForteBio’s Data Analysis software 9.0
DOI: 10.17632/9hns9ss6ny.3
title: Figures_Monoclonal antibodies binding data for SARS-CoV-2 proteins

description: Figure 1: Illustrate the schematic workflow of antibodies generational and characterizations.
Figure 2: Describe the IgG binding of the synthetic antibodies.
Figure 3: Binding kinetics of the antibodies. To estimate further the binding kinetics and specificity of IgG formatted IgG.
Figure 4 Western blot (WB) analysis of Nsp1, Nsp8 and Nsp12 antibodies with respective purified proteins.
DOI: 10.17632/89g9kdvwcx.1
title: Comparing LiderA, LEED, BREEAM, DGNB and LEVEL(S)

description: This dataset refers to the compilation of the manuals of LEED, BREEAM and DGNB that were used for the comparative study of Lider(A) in relation to these Building Assessment Methods.
DOI: 10.17632/mkwvsp8rhg.1
title: S. aureus genomes from the most frequent clonal complexes (8,324 genomes listed) 

description: Database composed of 8,324 genomes from Staphylococcus aureus from the most frequent clonal complexes. This database was created in 2020/2021 and these genomes were obtained from the NCBI.
DOI: 10.17632/m3dbv6m8bs.3
title: Visuo-vestibulo-ocular motor computational model, Bacqué-Cazenave et al, Locomotion-induced ocular motor behavior in larval Xenopus is developmentally tuned by visuo-vestibular reflexes

description: A computational neural network model created with the NEURON 7.3 program. This model simulated visuo-vestibulo-ocular motor network in Xenopus.
Quick instruction  (see quickstart guide for more details):
Use a clean install of Neuron program. Briefly for Windows system, install Python environment (like Anaconda Individual edition) and Neuron program (see complete instruction here https://neuron.yale.edu/ftp/neuron/2019umn/neuron-quickstart.pdf).
Copy/Paste the folder "simulXenope" into your hard disk root (c:).
Generate nrnmech.dll file from mod files in simulXenope folder with nrnivmodl from Neuron software.
Copy/paster dll generated to "Xenope09" folder.
In "Xenope09" folder, double click on "XenopeCPG09c.hoc" to start the GUI and set simulation parameters.
Parameter exemples are available in the folder "Data" to reproduce spino- and oculo- motor signals performed in the manuscript/fig 6.
DOI: 10.17632/scs64fxr4d.1
title: Data Figure2_EC50_Monoclonal antibodies binding data for SARS-CoV-2 proteins

description: Data for figure 2.
Data were processed.  Data points and the fitting points were included in the raw data in excel format.  The data were fit to standard four-parameter logistic equations using GraphPad Prism (GraphPad Software, La Jolla, CA).
DOI: 10.17632/rzczt2n4kr.2
title: dataset_index

description: IMOEX, SSEC, BSE, IBOVESPA, FTSE, DAX, S&P 500 2013-2021 daily
DOI: 10.17632/6fwj7z2hpw.1
title: Data Intigrated sphere Imaging

description: Data Intigrated sphere Imaging
DOI: 10.6084/m9.figshare.19617147.v1
title: Exogenous Loading of Extracellular Vesicles, Virus-Like Particles, and Lentiviral Vectors with Supercharged Proteins.

description: source data for COMMSBIO-21-2172 paper
DOI: 10.6084/m9.figshare.19617147
title: Exogenous Loading of Extracellular Vesicles, Virus-Like Particles, and Lentiviral Vectors with Supercharged Proteins.

description: source data for COMMSBIO-21-2172 paper
DOI: 10.17632/nw2t7dwdv3.1
title: Bullous pemphigoid: three main clusters defining three outcome profiles

description: Background: Bullous pemphigoid (BP) is the most common autoimmune blistering disorder. Its presentation is polymorphic.
Objective: To investigate different clinical and biological profiles of BP. 
Methods: We conducted a retrospective two-center study including all BP patients seen between January 1st, 2015 and February 28th, 2021. We performed hierarchical clustering on principal components.
Results: Three clusters were identified. Patients in cluster 1 (n=155) were older than those of clusters 2 (n=89) and 3 (n=35, p<0.0001), more frequently presented pauci-bullous BP n=63 (41%) vs. 14 (16%) and 2 (6%) respectively, p<0.0001 and had anti-BP230 antibodies in 87% of cases. More than 100 blisters were observed in 14 patients (40%) from cluster 3, vs 3 (2%) of cluster 1 and 0 (0%) from cluster 2 (p<0.0001). Frequency of mucosal involvement
was higher in cluster 3 n=32 (91%, including epiglottis in 40%) vs. 11 (7%) and 34 (38%), p<0.0001. In clusters 2 and 3, 70% and 74% of patients had antibodies targeting only BP180. Cluster 3 received more lines of systemic treatment and experienced more relapses.
Limitations: Retrospective study without immunoelectron microscopy.
Conclusion: We identified three different BP clusters, including one corresponding to severe BP180 + BP230 - BP with features common to mucous membrane pemphigoid.
DOI: 10.17632/yzfy4xhfy7.1
title: Raman of B16F10 and C2C12 cells

description: Raman imaging datasets were collected from B16F10 and C2C12 cells in PBS buffer.
DOI: 10.17632/8tr35hbnxj.1
title: COVID-19 Memorable Messages

description: Data regarding participants' self-coded memorable messages about COVID-19.  Data collected via mTurk.
DOI: 10.17632/bcwxgx89gk.1
title: Spatial records of the endemic vascular plants from Brazil

description: Occurrences of plant species endemics from Brazil, according to the checklist of the Brazilian Flora 2020 Project (version 393.296), obtained from GBIF and SpeciesLink.
DOI: 10.17632/7m53sr964w.1
title: A cohort study to determine factors associated with upstaging cutaneous squamous cell carcinoma during Mohs micrographic surgery - Supplementary Material

description: A cohort study to determine factors associated with upstaging cutaneous squamous cell carcinoma during Mohs micrographic surgery - Supplementary materials
DOI: 10.17632/5f89jwrkf3.1
title: Food related lifestyles India and Taiwan

description: The excel file has details of the data column legends on the second sheet.
DOI: 10.17632/c7ks6t3nd7.1
title: Thermal stress study

description: Gives the data collected for the study on thermal stress extent and impact in crossbred cattle in Kerala in India
DOI: 10.17632/4tw6y45y6r.2
title: LC-MS/MS raw data

description: Raw data of lipidome from 6-week leaves and metabolites from 6-week leaves or purified chloroplasts acquired with the protocol supplied with the method involved in this study. Data files contain both full technical replicates for evaluation of the protocol performance, and LC-MS/MS replicates for evaluating the performance of the LC-MS/MS platform and acquisition strategy. In these data files, “Sample01-05” represents the five repeats of wild-type, “Sample06-10” represents the five repeats of OE13, “Sample11-15” represents the five repeats of OE14, “Sample16-20” represents the five repeats of OE22, “Sample21-25” represents the five repeats of OE23, “Sample26-30” represents the five repeats of M55, and “Sample31-35” represents the five repeats of M56.
DOI: 10.17632/56r9zmjps2.2
title: ChemCLIP-seq method for transcriptome-wide mapping of small molecule RNA binding sites in cells

description: Herein, we discovered small molecules that bind cellular RNAs and precisely defined the binding site within most enriched targets in unbiased fashion.  The interactions between cellular RNAs in MDA-MB-231 triple negative breast cancer cells and a panel of small molecules appended with a diazirine cross-linking moiety and an alkyne tag were probed transcriptome-wide.  The alkyne tag allows for facile pull-down of cellular RNAs bound by each small molecule, and the enrichment of each RNA target defines the compound’s molecular footprint.  Of the 34 chemically diverse small molecules studied, six bind and enrich cellular RNAs.  Inter-estingly, modeling the structure of their RNA targets revealed that compounds bind to both highly structured regions as well as  sites with no easily discernable structure.  This is a supplemental dataset for our manuscript describing more in details about our method.
DOI: 10.17632/8sgxrmwp8z.1
title: Dataset of Selective Enrichment and Fermentation Characteristics of Clostridium SPP. in Anthracite

description: The biogasification of coal, represented by coal-to-hydrogen and coal-to-methane, requires the cooperation of various types of bacteria to process the transformation of coal to clean gas from solid energy. It is important to research the isolation method and analyze the metabolic characteristics of strain at key metabolic point for biodegradation of coal in revealing the bio-utilization mechanism of coal and clarifying the mechanism of multi-bacteria cooperation. The propose of this study was to enrich one butyric acid-producing bacteria form Sihe coal sample, and to clarify the characteristics of the metabolites of it. Firstly, the optimal Clostridium SPP. enrichment medium was established by synthesizing nutrition regulation cultivation and biodiversity analysis. Analysis data indicated that the glucose-sucrose-maltose medium was the beneficial medium to the enrichment of butyric acid-producing bacteria. The metabolite characteristics was clear by the analysis of gas and liquid compounds in the enrichment of Clostridium SPP.. The dataset confirmed that butyric acid was the main metabolite of this strain, and did not have obvious characteristics of CO2 and H2 productions.
DOI: 10.17632/pgmb54b89b.2
title: Bacque-Cazenave et al, Locomotion-induced ocular motor behavior in larval Xenopus is developmentally tuned by visuo-vestibular reflexes_Dataset

description: Dataset repository for "Locomotion-induced ocular motor behavior in larval Xenopus is developmentally tuned by visuo-vestibular reflexes"
Julien Bacqué-Cazenave, Gilles Courtand, Mathieu Beraneck, Hans Straka, Denis Combes, François M. Lambert

Raw data are accessible with Dataview (.dtw-dat files) and Labview (.hor files) software.
DOI: 10.17632/czzyvf37np.1
title: Compiled nutrients dataset along a transect stretching from 55°N to 85°N (1994 to 2018) in the western Arctic Ocean

description: This is a compiled nutrients dataset along a transect along a transect stretching from 55°N to 85°N apanning from 1994 to 2018 in the western Arctic Ocean.
DOI: 10.17632/tk65z562tf.1
title: Grain size datasets of the St. George branch sediments, Danube Delta

description: Granulometric (Median, Standard deviation, Skewness, textural classes) from the superficial bed sediments of three successive meanders of the Danube River (St. George distributary).
DOI: 10.17632/fdzs82y645.1
title: The Mediating Role of Work Engagement: A Survey Data on Organizational Citizenship Behavior.

description: The Mediating Role of Work Engagement: A Survey Data on Organizational Citizenship Behavior.
DOI: 10.17632/y6y4j4k3vx.1
title: Survey Questionnaire

description: The suvey is mainly conducted in a scientific manner which includes an empirical approach of collection of data. This includes a circulation of a questionnaire based on the research questions, one to one interaction with teachers, management of the school, students and their parents to analyse the effectiveness of the e- tools and techniques of online education. it was concluded on 153 samples (Students and teachers). Additionally, 31 more responses were collected through a face to face interview to take the views of school management and parents on whether they are satisfied or not satisfied with this new regime. 
Sample size: Initial sample size of the study was 160 (including teachers and students and for last research question even parents and school management was also on count) using various internet tools but responses of questionnaires were found invalid due to several reasons so the actual sample size reduced to 153 (Students and teachers) and 31 (School management and parents).
Data collection tools: This study was basically based on primary data collected using a structured questionnaire and interview techniques, administered to 184 respondents (153 and 31).  
Data analysis tool:  A demographic presentation through tables and charts.
DOI: 10.17632/bp8vnyx62p.1
title: ethics dataset

description: Ethics dataset has been made in order to establish the ethics that are considered most important for companies in the region of Western Macedonia Greece in order to examine the values and ethics that help the company's interaction with the employees, the common wealth and its CSR.
DOI: 10.17632/bt683rhwtf.1
title: Neural decoding of speech with the semantic-based classification of brain activation

description: These are the data from the project "Neural decoding of speech with the semantic-based classification of brain activation".
We asked subjects to either read or speak 119 words in the MRI scanner and test whether it is possible to develop language classifiers by associating brain data with semantic representation. For more details, please check our manuscript. 

The uploaded files are preprocessed and compiled beta weight for each word. For efficiency, we did not save all the information in the volume. Nevertheless, we have provided the brain data as well as the corresponding position information so that you can map the data back to the original space (101*116*96).
DOI: 10.17632/ryhjyhvp5k.1
title: Interview Schedule Survey Data on Farmers Awareness, Perception towards Futures Market

description: This is the supplementary document of interview schedule questions for the data published titled "Survey Data on Farmers Awareness, Perception towards Futures Market" The Interview Schedule includes demographic, training, farming, cost and marketing details of farmers. In addition, it also includes the questions measuring the awareness, and perception of farmers towards futures markets and ends with the details on information sources used by the farmers for taking pricing decisions.
DOI: 10.17632/yvsz3xc7hs.1
title: The Size and Color of Adults’ Drawings

description: This data was mainly based on human figure drawings and tree drawings. We have recorded in detail the size and color of the drawings as well as other relevant information (e.g., mood of the drawings), and in addition, we collected information on participants' color preferences, color mood, etc.
DOI: 10.17632/37jnjbt454.2
title: Chinese Food Life Cycle Assessment Database

description: In the Chinese Food Life Cycle Assessment Database (CFLCAD), Greenhouse Gas Emissions (GHGE) for 80 food items, Water Use (WU) for 93 food items and Land Use (LU) for 50 food items are collected through a literature review. The CFLCAD applies conversion factors for the edible portion of food, food loss ratio and processing, storage, packaging, transportation, and food preparation stages to estimate the environmental footprints of food from production to consumption. Similar food groups and recipes are used to match those food items without LCA value in the Chinese food composition table, resulting in a total of 17 food groups in the database.
DOI: 10.17632/pj5jk82w55.2
title: Dataset of Coal Bio-gasification and Coalbed Methane Stimulation by Single Well Nutrition Injection in Qinshui Anthracite Coalbed Methane Wells

description: In-situ coal bio-gasification is a coal microbial mining technology that utilizes the anearobic digestion of organic components in coal by methanogenic bacteria. In experiments, one vertical well and one horizontal well were used as experiment wells and two vertical wells were used as control wells, the pilot test was carried out with single well nutrition injection method. The concentration of Cl- ion and number changes of Methanogen spp. were used to trace nutrition diffusion. CH4 production changes and coalbed biome evolution were used to analyze technical implementation results. Gas production rates in each well were monitored using FLLQ gas roots flow mete. The concentration of CH4 and CO2 were analyzed using Agilent 7890A gas chromatograph. Concentrations of Cl- were identified using an ICS-1100 ion chromatography system. The F420 fluorescence method was used to test for the presence of methanogenic bacteria. At the end of experiment, the bacterial diversity was analyzed by high-pass sequencing of underground water of Z-7H well. The experiment lasted a total of 814 days. Gas production data showed that the gasification of coal lasted 635 and 799 days, and yielded 74817 m3 and 251754 m3 coalbed methane in Z-159 and Z-7H wells, respectively. One nutrition injection in coalbed achieved an average of 717 days of continuous gas production in experimental wells. This experiment was the first one to successfully use the native bacterial fermentation of anthracite to achieve coal bio-gasification and coalbed methane production stimulation in-situ.
DOI: 10.17632/h4xkk5m6g6.1
title: Behavioral Neuroscience 

description: this data is related to an article that has been extracted of a dissertation in university of Tehran.
DOI: 10.17632/w5dwcvgkbf.1
title: Online social capital and entrepreneurial intention of Saudi students

description: The data was collected using online survey. The main instruments used were the SNS Intensity Scale, Internet Social Capital Scale and Entrepreneurial Intention Questionnaire. A total valid response from 151 students were used for analysis.
DOI: 10.17632/t8pbjy8zb7.1
title: Implementations of replica-permutation and replica sub-permutation methods into LAMMPS

description: The replica-permutation method (RPM) and the replica sub-permutation method (RSPM) have been proposed as improved alternatives to the replica-exchange method (REM). Here, we implemented the RPM and RSPM in the NVT and NPT ensembles into an open-source classical molecular dynamics package, LAMMPS. We applied the RPM and RSPM to a polyethylene chain in vacuum and an alanine dipeptide in explicit water to test the implemented codes. We demonstrated that the RPM and RSPM by our codes achieved higher transition ratios of temperatures and faster convergence of physical quantities than the REM. We also validated that the RPM and RSPM generate statistical ensembles correctly.
DOI: 10.17632/ggmkzk634h.1
title: Air velocity in an insulated box

description: The detailed description of data can be found in Experimental conditions.docx
The data was categorized by
-	Measurement position: middle plane and lateral plane
-	Box configuration: Horizontal and Vertical
-	Phase Change Material (PCM) position: on a side wall and at the top
-	Ambient temperature: 10°C, 20°C and 30°C
-	Product initial temperature: 4°C and 10°C
-	Space beneath the product: 20 mm and 0 mm
For example: 
C01 Air velocity X-250 mm Horizontal Side Empty.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a horizontal box with PCM at side wall (empty box). 
C01 Air velocity X-15 mm Horizontal Side Empty.xlsx: Air velocity component, its magnitude and uncertainty on lateral plane (X = 15 mm) in a horizontal box with PCM at side wall (empty box)
C02 Air velocity X-250 mm Horizontal Top Empty.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a horizontal box with PCM at top (empty box)
C03 Air velocity X-150 mm Vertical Side Empty.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 150 mm) in a vertical box with PCM at side wall (empty box)
C04 Air velocity X-250 mm Horizontal Side 20CAmb 4CInitial 20mmGap.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a loaded horizontal box with PCM at side wall under 20°C ambient, product initial temperature = 4°C with 20 mm gap below. 
C07 Air velocity X-250 mm Horizontal Side 30CAmb 4CInitial 20mmGap.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a loaded horizontal box with PCM at side wall under 30°C ambient, product initial temperature = 4°C with 20 mm gap below. 
C10 Air velocity X-250 mm Horizontal Side 20CAmb 10CInitial 20mmGap.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a loaded horizontal box with PCM at side wall under 10°C ambient, product initial temperature = 4°C with 20 mm gap below. 
C12 Air velocity X-250 mm Horizontal Side 20CAmb 4CInitial noGap.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a loaded horizontal box with PCM at side wall under 20°C ambient, product initial temperature = 4°C with no gap below.
DOI: 10.17632/pdyws6gfz4.1
title: Adaptive façade design and multi-criteria decision making based on integrated simulations - Optimal design solutions.

description: This dataset contains all 7680 data of adaptive façade integrated simulations. Besides, it includes optimal design solutions and their ranking in the Skyline sets for each studied city.