cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25285948.v3
title: Prokaryotic morphological features, elemental composition and particles abundance under the simulated winter and summer conditions in a mesocosm experiment

description: The following data has been collected for the C and TN treatment from a mesocosm experiment. The C and TN treatments simulated winter and summer conditions respectively. Day 10 and 17 was selected for the analysis. The cell shape and morphological features data were analysed based on scanning electron microscopy (SEM) and epifluorescence microscopy (EpiM). The elemental composition of prokaryotes was estimated based on energy dispersive X-ray analysis (EDX). The particles abundance (0.2 µm fraction), including both phages and vesicles was collected based on nanoparticle tracking analysis (NTA) at the end of the mesocosm experiment, i.e. Day 27. This data has been used for analysis in the research article, "Prokaryotic morphological features and maintenance activities governed by seasonal productivity conditions" published in FEMS Microbiology Ecology.
DOI: 10.6084/m9.figshare.6726965.v1
title: An efficient and compact switch for quantum circuits data

description: data format: MATLAB(R)
DOI: 10.17632/vtrgymgbmt
title: Exploring the Effects of Carbonization Temperature and Species on the Quality of Charcoal from Amazonian Woody Wastes

description: Data on the properties of wood and charcoal produced at different final carbonization temperatures. This is data from wood residues of 6 tropical species harvested under sustainable forest management conditions.
DOI: 10.6084/m9.figshare.16892773.v1
title: March 2021 Covid-19 Twitter Streaming Dataset

description: The file contains Tweet IDs* for COVID-19 related tweets collected in March, 2021 from Twitter's COVID-19 Streaming Endpoint via a custom script developed by the Social Media Lab (https://socialmedialab.ca/). Visit our interactive dashboard at https://stream.covid19misinfo.org/ for a preview and some general stats about this COVID-19 Twitter streaming dataset. For more info about Twitter's COVID-19 Streaming Endpoint, visit https://developer.twitter.com/en/docs/labs/covid19-stream/overview * Note: In accordance with Twitter API Terms, the dataset only includes Tweet IDs (as opposed to the actual tweets and associated metadata). To recollect tweets contained in this dataset, you can use programs such as Hydrator (https://github.com/DocNow/hydrator/) or the Python library Twarc (https://github.com/DocNow/twarc/).
DOI: 10.17632/5mx2vm7gzg
title: Data for: Mode switching and standing-travelling waves in slug flow-induced vibration of catenary riser

description: Mode switching and standing-travelling waves in slug flow-induced vibration of catenary riser
DOI: 10.6084/m9.figshare.25366474.v2
title: Dataset_GCB240176

description: This data mainly focuses on the impact of simulated nitrogen deposition by adding N above the forest canopy on the multifunctionality of temperate forest soil ecosystems. The importance of considering canopy processes in forest ecosystems is elucidated through two methods of nitrogen addition (adding N above and under forest canopies).
DOI: 10.6084/m9.figshare.28106453.v1
title: Analytic data of figures V2

description: figures data
DOI: 10.17632/pstcybvwp6
title: Theme analyses of Iranian laws associated to water resources

description: Theme analyses of Iranian laws impacting domestic and agricultural water use
DOI: 10.17632/zwpgb24f9j
title: Raw data of methane hydrate equilibrium measurements in the systems of CH4 – H2O – THI and hydrate nucleation/growth in the systems of CH4 – H2O – KHI – THI

description: The raw data of Part 1 of the work devoted to the study of the methane hydrate equilibrium conditions in the systems of CH4 – H2O and CH4 – H2O – THI (THI = MeOH, MEG, DEG) are given in the “CH4 hydrate equilibrium measurements” archive. Each file with the .xlsx extension corresponds to data obtained from a single equilibrium point measurement and includes columns for time, temperature (°C), and gauge pressure (bar) in the GHA350 autoclave. The file name represents the system under study and the point number for it. For example, the file name “30% DEG_point 4” corresponds to the raw data obtained from measurements of the fourth equilibrium point for a 30 mass% aqueous solution of diethylene glycol. Each file contains the masses of the components taken to prepare an aqueous solution and their concentrations in mass%.
The raw data presented in the archive “CH4 hydrate nucleation&growth” are from Part 2 related to the study of the kinetics of methane hydrate formation in the systems of CH4 – H2O, CH4 – H2O – KHI, and CH4 – H2O – KHI – THI (KHI = copolymer of N-vinylpyrrolidone and N-vinylcaprolactam). Each file with the .xlsx extension contains data obtained in one of the cooling-heating cycles for a specific inhibitor sample. The data in the file includes time (since the start of the cycle), thermostatic bath temperature (°C), and gauge pressure (bar) for each of the six test cells of the RCS6 setup. The file name corresponds to the test sample and the cooling-heating cycle number for it. For example, the file name “0.5%KHI+10% MeOH_1 cycle” corresponds to the raw data obtained in the first cooling-heating cycle for a sample containing 0.5 mass% kinetic inhibitor and 10 mass% methanol in water. Each file contains the exact values of the masses and concentrations of the components.
The raw data are associated with the articles:
[1] Anton P. Semenov, Yinghua Gong, Vladimir I. Medvedev, Andrey S. Stoporev, Vladimir A. Istomin, Vladimir A. Vinokurov, Tianduo Li (2023) Dataset for the new insights into methane hydrate inhibition with blends of vinyl lactam polymer and methanol, monoethylene glycol, or diethylene glycol as hybrid inhibitors // Data in Brief, 46, 108892 DOI: 10.1016/j.dib.2023.108892
[2] Anton P. Semenov, Yinghua Gong, Vladimir I. Medvedev, Andrey S. Stoporev, Vladimir A. Istomin, Vladimir A. Vinokurov, Tianduo Li (2023) New insights into methane hydrate inhibition with blends of vinyl lactam polymer and methanol, monoethylene glycol, or diethylene glycol as hybrid inhibitors // Chemical Engineering Science, 268, 118387 DOI: 10.1016/j.ces.2022.118387
DOI: 10.6084/m9.figshare.22664044.v1
title: Source Data.xlsx

description: This file is the source data of our research article with the title "<strong>Engineered bacterial outer membrane vesicles encapsulating oncolytic adenoviruses enhance the efficacy of cancer virotherapy by augmenting tumor cell autophagy</strong>" which would be published in Nature Communications.
DOI: 10.6084/m9.figshare.28302107.v1
title: ALIGNN Alexandria Models

description: <br>https://github.com/hyllios/utils/tree/main/models/alexandria_v2/alignn
DOI: 10.6084/m9.figshare.28908779.v1
title: research data.xlsx

description: This study conducted a desert plant community survey along the precipitation gradient of the Hexi Corridor, revealed the changing patterns of species and phylogenetic diversity indicators, and explored their environmental impact mechanisms in combination with climate and soil factors. The results showed that the species diversity index (Shannon-Wiener and Margalef) and the phylogenetic diversity index (PD) showed a hump model with increasing precipitation, reaching the maximum at medium precipitation, while the species evenness index (Pielou) and the phylogenetic structure index (MNTD and MPD) decreased with increasing precipitation, reflecting the differential response patterns of different dimensional indicators of diversity to precipitation gradients. In addition, we found that soil factors such as soil available phosphorus (SAP), soil total phosphorus (STP) and soil available nitrogen (SAN) dominated the variation of species diversity, and the phylogenetic diversity (PD) was also mainly regulated by soil available phosphorus (SAP), while the main influencing factor of the phylogenetic structure was the average annual temperature (AMT), indicating that the community diversity pattern was driven by soil nutrients and climatic factors. The study reveals the relative roles of different environmental factors in shaping community diversity and provides a scientific basis for formulating effective desert ecosystem protection strategies.
DOI: 10.6084/m9.figshare.14916282.v3
title: Adaptive variational quantum eigensolvers for highly excited states

description: Code and data for the manuscript by F. Zhang, N. Gomes, Y. Yao, P. P. Orth, and T. Iadecola, <i>Adaptive Variational Quantum Eigensolvers for Highly Excited States</i>, ArXiv:2104.12636 (2021).
DOI: 10.17632/8hmdb6dgzz
title: Campus-Safe Dataset from Nigerian Tertiary Institutions for Development of a Cloud-based Campus Crime Reporting App

description: The incidence of campus crime is fast becoming alarming across the tertiary institutions in Nigeria and it has an overwhelming effects on the entire educational system. Oftentimes, many of these campus crime cases are not reported. Thus, the need to assess the stakeholders perception towards campus crime, available methods of reporting campus crime and development of crime reporting App and its adoption.  
This dataset was generated from a cross-sectional survey conducted in two phases. The first phase was carried out among Student Affairs and Data Entry Officers from accredited tertiary institutions in Nigeria during the 2022 Batch B Pre-Mobilisation Workshop of National Youth Service Corps held at Wuze Zone 7, Abuja. While the other phase was conducted among Corps Members mobilized in 2022 National Youth Service Corps serving in Ebonyi State, Nigeria. 
A paper based validated questionnaire of 17 items was used to collect data from 521 respondents using simple random sampling techniques.  
The collected data reflects the demographic information of the respondents, substantive issues on incident of campus crime, methods of campus crime reporting and its assessment, needs for development of cloud-based campus crime reporting App and its adoption by stakeholders of tertiary institutions in Nigeria.
DOI: 10.6084/m9.figshare.22189222.v1
title: Supplementary Material for: Enhancement of the Third Cranial Nerve due to Microvascular Ischemia: Case Report

description: Third nerve palsy (3NP) commonly results from a microvascular ischemic insult. Typically, computed tomography or magnetic resonance angiography is performed to rule out a posterior communicating artery aneurysm. If this is normal and the pupil is spared, patients are often observed with the expectation of spontaneous improvement within three months. Oculomotor nerve enhancement on MRI with contrast in the context of microvascular 3NP is not well recognized. Here we report third nerve enhancement in a case of a 67-year-old woman with diabetes and other vascular risk factors who presented with left eye ptosis and a limitation of extraocular eye movements consistent with 3NP. She underwent an extensive inflammatory work up that was negative and the diagnosis of a microvascular 3NP was made. A spontaneous recovery was achieved within three months, and she did not receive any treatment. She remained clinically well, although increased T2 signal in the oculomotor nerve persisted after 10 months. While the exact mechanism remains unknown, it is likely that microvascular ischemic insults lead to intrinsic changes of the third nerve that may result in enhancement and persistent T2 signal. Additional workup for inflammatory causes of 3NP may not be required when enhancement of the oculomotor nerve is seen in the right clinical context. Further study is required to understand why enhancement is a rarely reported finding in patients with microvascular ischemic 3NP.
DOI: 10.6084/m9.figshare.28614683.v2
title: Appendix 3. Codes and themes list

description: Data for journal paper "Developing a design-led evaluation model for public services: A South Korean case"
DOI: 10.11583/dtu.12504500.v3
title: Corrigenda for the textbook: Turbulence in Coastal and Civil Engineering, by B. Mutlu Sumer and David R. Fuhrman

description: This document contains a list of known typographical errors for the textbook: <br>Sumer, B.M. & Fuhrman, D.R. (2020) Turbulence in Coastal and Civil Engineering. World Scientific. https://doi.org/10.1142/10829<br><br><br>
DOI: 10.17632/v4nh76v4hn
title: Codes for The Impact of NAFTA on Prices and Competition: Evidence from Mexican Manufacturing Plant

description: Replication package for "The Impact of NAFTA on Prices and Competition: Evidence from Mexican Manufacturing Plant," Journal of International Economics, by Brugues, Kikkawa, Mei, and Robles
DOI: 10.6084/m9.figshare.23636298.v1
title: Supplementary tables and Figures for <strong>Single Cell Analysis of Human Thyroid Reveals the Transcriptional Signatures of Aging</strong> (<em>Endocrinology</em>, Volume 164, Issue 4, April 2023, bqad029, https://doi.org/10.1210/endocr/bqad029 )

description: This data is supportive data for <strong>Single Cell Analysis of Human Thyroid Reveals the Transcriptional Signatures of Aging</strong> (<em>Endocrinology</em>, Volume 164, Issue 4, April 2023, bqad029, https://doi.org/10.1210/endocr/bqad029 )
DOI: 10.17632/5t9ghdxntr
title: Data for: Techno-economic evaluation of biomass-to-end-use chains based on densified bioenergy carriers (dBECs)

description: For the research article “Techno-economic evaluation of biomass-to-end-use chains based on densified bioenergy carriers (dBECs)” a simulation tool was created in the programming environment R for techno-economic comparison of generic biomass-to-end-use chains. The database and programming code are attached and the description of the data outlined in a separate document.
DOI: 10.6084/m9.figshare.12378221.v1
title: Database Oenanthe moult

description: Raw data employed<br>
DOI: 10.6084/m9.figshare.9876401.v1
title: Happy Planet Index Data

description: Data scraped from http://happyplanetindex.org
DOI: 10.17605/osf.io/bh3jz
title: Are Children’s Strategy Selection and Execution Related to Their Executive Functions? A Choice/No-Choice Study in Multi-Step Arithmetic.
DOI: 10.6084/m9.figshare.19291595.v1
title: GRADISTAT_Freden.xls

description: Grain size analysis of glacial sand from Freden, Germany.<br>
DOI: 10.6084/m9.figshare.19808407.v2
title: China's Gridded Manufacturing Dataset

description: The growth of the manufacturing industry is the engine of rapid economic growth in developing regions. Characterizing the geographical distribution of manufacturing firms is critically important for scientists and policymakers. However, data on the manufacturing industry used in previous studies either have a low spatial resolution (or fuzzy classification) or high-resolution information is lacking. Here, we propose a map point-of-interest classification method based on machine learning technology and build a dataset of the distribution of Chinese manufacturing firms called the Gridded Manufacturing Dataset. This dataset includes the number and type of manufacturing firms at a 0.01° latitude by 0.01° longitude scale. It includes all manufacturing firms (classified into seven categories) in China in 2015 (4.93 million) and 2019 (6.89 million). This dataset can be used to characterize temporal and spatial patterns in the distribution of manufacturing firms as well as reveal the mechanisms underlying the development of the manufacturing industry and changes in regional economic policies.
DOI: 10.6084/m9.figshare.21542475.v4
title: Peri-SRs

description: The pericentromere-specific repeats of Brassica rapa
DOI: 10.6084/m9.figshare.27134907.v1
title: Reflectance and needle functional traits in Scots pine seed orchards

description: The Scots pine plays an important ecological and economic role in Europe, especially under changing climate conditions, yet its physiological and spectral variability remains largely unexplored. Hyperspectral remote sensing provides a non-invasive method to investigate vegetation traits. By combining hyperspectral data from both needle-level (via spectroradiometer) and canopy-level (via UAVs) measurements, we explored needle functional traits (NFTs) to understand the physiological processes driving tree variability. We used partial least squares regression (PLSR) to predict photosynthetic pigments, needle water content, and morphology at both levels, achieving <i>R²</i> values up to 0.8. Our study, conducted on replicated clonal seed orchards over two seasons, highlights the efficacy of hyperspectral phenotyping. Using linear mixed models, we estimated broad-sense heritability, with the carotenoids-to-total chlorophylls ratio showing the highest heritability (0.29) of all the pigments. This result suggests a stronger genetic influence on a stress-related trait, offering the potential for breeding superior individuals. Significant genetic correlations between specific wavelengths and NFTs indicate the potential for indirect selection in breeding programs. Equivalent water thickness and total chlorophyll content also exhibited significant genetic correlations with visible and near-infrared spectral regions at the canopy level. The low genotype-by-environment interaction and strong year-to-year consistency suggest stable clonal rankings, especially in the visible spectrum. These results underscore the value of NFTs and needle reflectance spectra in identifying genetic variability in Scots pine. Integrating these data with machine learning provides promising tools for improving breeding programs.
DOI: 10.6084/m9.figshare.27184269.v1
title: Supplemental File 2: <i>P. eatonii </i>nuclear and chloroplast assembly

description: Nuclear and chloroplast assembly in FASTA format of a <i>Penstemon eatonii</i> specimen collected in American Fork Canyon in Utah in 2023.
DOI: 10.6084/m9.figshare.28887038.v1
title: East Pacific Rise size fractionated microbiota

description: These data are collected from water overlying the east pacific rise corresponding to the manuscript Quantitative microbial taxonomy across particle size, depth, and oxygen concentration by Paulina Huanca-Valenzuela, Clara A. Fuchsman, Benjamin J. Tully, Jason B. Sylvan, Jacob A. Cram with expected publication in 2025Full methodology are given in the paper. In brief samples were collected at approximately 9°50.87'N, 104°18.14'W. They were collected through seven filter size classes 0.2, 1.2, 5, 20, 53, 180 and 500 μm. Volumes were tracked, and a spike in sequence was added. Information about the files can be seen in the attached README.md file.
DOI: 10.17632/xd7yyvymf4
title: Digital Speedometer(Cluster)

description: Digital speedometer, Vehicle instrumentation, Automative display, Speed measurement
DOI: 10.6084/m9.figshare.10007708.v1
title: Supporting information for ''Polyphase mid-latitude glaciation on Mars: chronology of the formation of superimposed glacier-like forms from crater-count dating''

description: Supporting information for ''Polyphase mid-latitude glaciation on Mars: chronology of the formation of superimposed glacier-like forms from crater-count dating'' A.J.Hepburn (1,2,*), F.S.L.Ng (2,*), S.J.Livingstone (2), T.O.Holt (1), B.Hubbard (1) 1): Department of Geography and Earth Sciences, Aberystwyth University, Aberystwyth, SY23 3DB, UK 2): Department of Geography, University of Sheffield, Sheffield, S10 2TN, UK Corresponding authors (*): adh28@aber.ac.uk f.ng@sheffield.ac.uk Contained within this folder are shapefiles, and data tables derived from Hepburn et al %%%%%%%%%%%%%%%% SGLF_global.shp The boundary shapefile for all 320 superimposed glacier-like forms (SGLFs) described in this study, all projected to the Mars2000 equicylindircal projection system. The field 'Sinu_area' lists the area (km^2) of each SGLF derived from a sinusoidal projection system of these polygons. The field 'Glob_ID' refers to each unique SGLF idea, as listed in table1.xlsx (this repository). %%%%%%%%%%%%%%%% Craters.shp Shapefile describing the diameter of all craters mapped in this study, on both SGLFs and their underlying VFFs. Projection system is 'SimpleCylindrical_Mars' %%%%%%%%%%%%%%%% Data_file_S1.xlsx Excel file listing the inventory of SGLFs and their morphometric characteristics %%%%%%%%%%%%%%%% Data_File_S2.xlsx Excel file listing the counting area and crater counts in different crater diameter bins on each SGLF aggregate (Sheet 1) and its underlying VFF (Sheet 2).
DOI: 10.6084/m9.figshare.14178425.v1
title: Mouse data

description: This is a compressed dataset containing 4 files: 1) "raw_count_data_filtered.txt" (1.3GB): raw read counts of genes in 12,114 mouse bulk RNA-seq samples. 2) "logCombat_UQ_log10.txt" (4.9GB): the RNA-seq data after upper-quartile (UQ) normalization, and batch effect correction using ComBat. According to our study this is in general the best processing workflow for calculating gene co-expression. Values are log10 values after addition of a small pseudo count. 3) "annotation_data.txt" (394KB): a table with the sample ID, study ID, and assigned cell type or tissue of each RNA-seq sample in this dataset. 4) "cell_types_vs_index.txt" (1.3KB): a list of each cell type and tissue in this dataset, along with their sample counts.
DOI: 10.6084/m9.figshare.26065414.v1
title: EMG signals

description: These dataset is about the EMG signals obtained from 16 healthy volunteers and 16 stroke patents during 10 meters walking on ground level. The Vicon system was used to record this.
DOI: 10.17632/nm5txj3fps
title: Softwares to Process Oceanographic Data in the Indonesian Seas and Surroundings

description: This dataset contains software used in scientific article titled "Two Centuries of Oceanographic Data in the Indonesian Seas and Surroundings: Historical Trends, Gaps, and Future Challenges".
List of software:
1. QGIS
2. Ocean Data View 5.7.2
_______
About the research:
Motivation: We all believe that data collection plays an important role in understanding how the ocean works and its effect on global climate. Thus, this study provides a comprehensive inventory of ocean observation in the Indonesian Seas and Surroundings, highlighting existing data, identifying gaps, and emphasizing the need for future observation.

The Indonesian seas and surrounding seas are located on the equator and are the gateway for the movement of water masses from the South China Sea which depicted by orange lines and the Western Pacific which depicted by yellow lines to the Indian Ocean.

In this research, nine datasets were used as a source of in-situ data at all depth in the region. These datasets utilized various instruments such as profiling float, acoustic doppler current profiler, and CTD to measure the value of various variables, such as temperature, salinity, and power of hydrogen. Many countries from all over the world such as Indonesia, France, Japan involved in these datasets. As well as University of Padjadjaran which handled the Padjadjaran Oceanographic Data Centre.

After data filtering, we found that Approximately 22% of the data was filtered out during quality checks. And Some datasets, like the Rama Buoy, TOA Buoy, and NANO-DOAP, underwent no reduction during the screening process, indicating high-quality, reliable initial data.

Four main findings:
Findings: 
1. Oceanographic data measurements in the ISS have been recorded since 1800.
2. The number of measurement points began to increase in 1901 – 1925
3. The South China Sea and the Malacca Strait have the densest point concentration of all regions
4. Measurement pattern aligns with the Indonesian Archipelagic Sea Lanes (ALKI).
DOI: 10.6084/m9.figshare.21644711.v5
title: Table_S1: FUSE scores for all DMS datasets

description: We develop a joint estimation pipeline FUSE (<b>Fu</b>nctional <b>S</b>ubstitution <b>E</b>stimation) which uses assay measurements collectively to improve the accuracy of functional estimates and infer the functional effects of sites which have not been screened. Here we compiled the FUSE estimated functional scores for all DMS datasets involved in the study.