cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.9922742.v1
title: List of Key China-India Negotiations over the Border Dispute

description: A catalog of the formal negotiations and notable treaties between China and India concerning their border dispute which have taken place up to January 2019. Several informal talks and leaders summits in which the border dispute was discussed are not included here
DOI: 10.17632/92g4p2dftc
title: Data related to article “Lfng-expressing centroacinar cell is a unique cell-of-origin for p53 deficient pancreatic cancer”

description: Pancreatic ductal adenocarcinoma (PDAC) is one of the most lethal malignancies with limited understanding of etiology. Studies in mice showed that both acinar and ductal cells of the pancreas can be targeted by combination of oncogenic Kras and p53 mutations to form PDAC. How the transforming capacities of pancreatic cells are constrained, and whether a subset of cells could serve as a prime target for oncogenic transformation, remain obscure. Here we report that expression of a Notch modulator, Lunatic Fringe (Lfng), is restricted to a limited number of cells with centroacinar location and morphology in the adult pancreas. Lfng-expressing cells are preferentially targeted by oncogenic Kras along with p53 deletion to form PDAC, and deletion of Lfng blocks tumor initiation from these cells. Notch3 is a functional Notch receptor for PDAC initiation and progression in this context. Lfng is upregulated in acinar- and ductal-derived PDAC and its deletion suppresses these tumors. Taken together, Lfng marks a centroacinar subpopulation that is uniquely susceptible to oncogenic transformation when p53 is lost, and Lfng functions as an oncogene in all three lineages of the exocrine pancreas.
DOI: 10.6084/m9.figshare.24678900.v1
title: data1.xlsxdata1.xlsx

description: Data Availability StatementData (Valizadeh et al.,) are available at https://10.6084/m9.figshare.24678900.
DOI: 10.6084/m9.figshare.27678096.v2
title: Material Data Schemas for Recommendation

description: This dataset contains various schemas related to materials science data, each represented by an ID, title, abstract, and structured content. The entries cover diverse applications, including high-throughput computation settings for epoxy resin composites, ceramic membrane application parameters, text-mined data on high-temperature alloys, and data from databases like ab-crystalline and aflow, specifically tailored for inorganic crystals and calculation templates. Each schema's "content" field is structured in JSON-like format, detailing specific data fields, organized under categories like "Annealing cycles," "Application ID," or "basic information." This structure can aid users in understanding each dataset’s content and intended use, offering a foundation for analyzing materials data in various contexts.
DOI: 10.17632/r3hgnrb73w
title: Seeing the air in detail: hyperlocal air quality dataset collected from spatially distributed AirQo network 

description: A dataset of air quality observations collected from 68 spatially distributed monitoring stations across Uganda. The dataset includes calibrated hourly PM2.5 and PM10 data collected from low cost air quality monitoring devices and one reference grade monitoring device over a period ranging from 2019 to 2020.
It contains the timestamp in UTC , PM2.5 concentrations , PM10 concentrations , site_id which uniquely identifies a monitoring site and the site coordinates(latitude, longitude) in  two files i.e., low_cost_hourly_airquality_data.csv and reference_grade_monitor_hourly_airquality_data.csv. 
The mean PM2.5 and PM10 concentrations from the low-cost monitors dataset are 37.39µg/m3 and 49.61 µg/m3 respectively. 
The reference grade monitor that was used to collect this data is a Met One Beta Attenuation Monitor Model
1022 configured to measure and record hourly PM2.5 concentration. On the other hand, the low-cost monitors use laser scattering technique and utilise dual Plantower Sensors (PMS 5003).
DOI: 10.17632/s5j5gzr2vc
title: Synthetic Aperture Sonar Seabed Environment Dataset (SASSED)

description: Approved for Public Release; distribution is unlimited.

Dataset title: Synthetic Aperture Sonar Seabed Environment Dataset (SASSED)

Date: June 2018

Description: This dataset contains 129 complex-valued, single (high frequency) channel, 1001x1001 pixel, synthetic aperture sonar snippets of various seafloor texture types. Each snippet contains one or more seabed environments, e.g., hardpack sand, mud, sea grass, rock, and sand ripple.

For each snippet there is a corresponding hand-segmented and -labeled "mask" image. The labels should not be interpreted as the ground truth for specific seafloor types. The labels were not verified by visual inspection of the actual seafloor environments or by any other method. Instead, interpret the labels as groupings of similar seafloor textures. Example code for preprocessing the data is included.

The data is stored in hdf5 format. The SAS data is stored under the hdf5 dataset 'snippets', and the hand-segmented labels are stored under 'labels'. For information on how to read hdf5 data, please visit one of the following websites: (general) https://support.hdfgroup.org/HDF5/ (python) https://www.h5py.org

Acknowledgements: Thanks go to J. Tory Cobb for curating this dataset. Please credit NSWC Panama City Division in any publication using this data.

Past Usage: Cobb, J. T., & Zare, A. (2014). Boundary detection and superpixel formation in synthetic aperture sonar imagery. Proceedings of the Institute of Acoustics, 36(Pt 1).

Approved for Public Release; distribution is unlimited.
DOI: 10.6084/m9.figshare.12755900.v1
title: Data for "Behavior and Biomechanics: Flapping frequency during tandem and solo flights of Cliff Swallows"

description: <br>Data for "Behavior and Biomechanics: Flapping frequency during tandem and solo flights of Cliff Swallows"<br>Data for this project are provided as a single Zip archive with a hierarchical folder structure as follows:behavior_typerecording_dayrecording_trialswallow_xyz.csv - 3D kinematic data for the flight trajectories of cliff swallows, units = m, sampling frequency = 100 Hz<br><br>swallow_flaps.csv - frame numbers (i.e. row numbers in swallow_xyz.csv) where each bird initiates a downstrokeFor more information contact Tyson Hedrickthedrick@bio.unc.edu
DOI: 10.6084/m9.figshare.28188713.v1
title: Landscape-Level Assessment of Topographic Influences on Organic Carbon Storage in Forests of Far Western Nepal

description: This study explores how topographic factors, including physiographic region, aspect, and slope, influence carbon (C) stocks in the forests of Far Western Nepal, addressing a critical data gap. Using stratified systematic cluster sampling, 181 circular plots were surveyed to measure aboveground biomass carbon (AGC), belowground biomass carbon (BGC), and soil organic carbon (SOC). The results revealed that the Mountain and High Himal regions had the highest C stocks across all pools. East-facing slopes showed the highest AGC and BGC, while North-facing slopes had the highest SOC. Carbon stocks were highest on gentle slopes (0–10°) and decreased with steeper slopes, with the lowest stocks recorded on slopes of 30–40°. These findings provide valuable insights for improving carbon monitoring and reporting for REDD+ and UNFCCC initiatives and highlight the need for site-specific forest management to enhance C storage.
DOI: 10.17632/kfhjrdrbvd
title: SEM Image Database of Quartz Microtextures from Kinu River Sediments

description: This database contains high-resolution scanning electron microscope (SEM) images of quartz grain surfaces collected from modern fluvial sediments of the Kinu River, Japan. The dataset is intended to support research on sediment transport dynamics, grain-scale mechanical processes, and fluvial energy heterogeneity.
DOI: 10.17632/ckgdmw2x5v
title: Data for: Investigating the effect of tip-dating on the age of the avian tree

description: There are three files provided in this dataset: 1) final.taxa.morpho.alignment The morphological matrix alignment for the 380 species included in the main analysis 2) main_analysis_posterior_tree_set The 5000 phylogenies sampled at random from the posterior distribution of the principal analysis 3) mr-bayes-commands The MrBayes batch file required to execute the alignment file. The batch file is annotated for further description
DOI: 10.17632/h9n69648d9
title: Clean Energy Related Literature Data

description: Files attached here are 2191 clean energy related literature data retrieved from Web of Science Core Database.
DOI: 10.17632/zg3tkbk434
title: Data for: "Laços que Criam Nós: como trabalhadores independentes coconstroem suas identidades no trabalho" published by RAC-Revista de Administração Contemporânea

description: Participants' reports obtained in the rounds of interviews
DOI: 10.6084/m9.figshare.7929710.v1
title: gVCF_HG03971

description: 1000 Genomes gVCF mapped to hs37d5 for HG03971. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.6084/m9.figshare.12030084.v1
title: CSF biomarkers data.pdf

description: Patients from 9 european memory clinics centers with CSF biomarkers and APOE data.<br>
DOI: 10.17632/wc2vyn2635
title: Data for: Associations among Parent and Teacher Ratings of Systemizing, Vocabulary and Executive Function in Children with Autism Spectrum Disorder

description: Parent and teacher report of empathy, systemizing, executive function and vocabulary on children and adolescents with autism measured.
DOI: 10.6084/m9.figshare.20267529.v1
title: Additional file 14 of Genomic surveillance for multidrug-resistant or hypervirulent Klebsiella pneumoniae among United States bloodstream isolates

description: Additional file 14: Table S2. Features of in silico-predicted plasmids.
DOI: 10.17632/7mpgfjffct
title: Dataset and analysis conducted for the study: Factors associated with student satisfaction with teachers, infrastructure and research of nine Latin American medical schools

description: This is the analysis conducted and dataset for the study entitled "Factors associated with student satisfaction with teachers, infrastructure and research of nine Latin American medical schools".
DOI: 10.17632/2z67ckbj8d
title: Population Demographics Surrounding 15 of South Jersey’s Farmers Markets

description: This map depicts the population demographics of census tracts surrounding 15 of New Jerseys advertised farmers markets. The aim was to compare total populations to the number of people in a specific marginalized community. 
Previously, Nazanin and I explored where 15 farmers markets were located in relation to 50 of Southern New Jersey’s biggest farms. We are now exploring what the populations surrounding these markets look like in order to understand who has access to the resources of fresh, locally grown and sourced produce in New Jersey.
We acquired the population data from ACS population census on GIS Pro, which retrieved the data from the U.S. Census Bureau's American Community Survey. The farmers market data was retrieved from a previous project. 
In order to create this data set we looked into ACS population statistics. The statistics we chose to explore were the population of Black or African American alone (not Hispanic or Latino) populations living within the census tracts of the fifteen farmers markets we previously researched.

The results we found were as follows. In the 15 census tracts surrounding the farmers markets we researched, 63,672 people were present. Of those 63,672 people, 3,051 people identified as Black or African American. This equates to about 4% of that population being someone who is Black.
These results demonstrate that there is a much lower distribution of people of color in areas with markets. Of the 15 census tracts compared, the largest held  6,591 people, in Burlington County, and of those people only 141 were Black or African American. The average number of people per tract was 4,245 and the average number of Black people per tract was 203 people.
This data is important because it showcases the inequalities that exist around food security for marginalized groups. Understanding these inequalities can help us work to dismantle the system of systemic inequality that persists, and provide equal access to resources to all groups.
DOI: 10.17632/gstfpzg339
title: High-volume public transport vehicle locations (rail, bus, ferry and light rail) and performance metrics for Sydney dated from March 2018 to April 2019 (GTFS Real-time)

description: This data set is of public transport vehicle locations and associated performance metrics covering Sydney (Australia) and surrounds. The data set is high volume, with a high sample frequency. The data set provided is based on a sample of continuously pinged queries to the network operator's open API over a 12 month period. At present, there are no publicly available long-term stores of this data describing historical events in detail. The following data is provided open source and free to use as long as the paper, its author(s) and Transport for NSW are attributed under a Creative Commons Attribution 4.0 License. The shared data is designed to complement the paper 'The visual analytics of big, open public transport data – a framework and pipeline for monitoring system performance in Greater Sydney' and is sourced from the Transport for NSW Open Data Portal. This sample data is that it has been aggregated, processed and cleaned to a format suitable for visualisation platforms described in the paper. The volume of the data used in the study was over 800 million records. Due to this size, we can only provide sub-sets of this data through this portal. This is primarily intended for research & educative purposes related to deploying the methods in the paper. Further data requests for larger samples can be made to the author and/or Transport for NSW directly; or derived through your own methods through the API documentation found on the TfNSW Open Data portal (https://opendata.transport.nsw.gov.au/). We have packaged the data in several ways. Firstly, we supply one month of processed & cleaned vehicle location data for the following modes: A) Historical Ferry Location Data - March 2018 (Whole Month) Original Metadata: https://opendata.transport.nsw.gov.au/sites/default/files/TfNSW_Realtime_Ferry_Technical_Doc.pdf B) Historical Light Rail Location Data - March 2018 (Whole Month) Original Metadata: https://opendata.transport.nsw.gov.au/sites/default/files/TfNSW_Realtime_LightRail_Technical_Doc.pdf C) Historical City Rail Location Data - March 2018 (Whole Month) Original Metadata: https://opendata.transport.nsw.gov.au/sites/default/files/TfNSW_Realtime_Train_Technical_Doc.pdf D) Historical Regional Rail Location Data - March 2018 (Whole Month) Original Metadata: https://opendata.transport.nsw.gov.au/sites/default/files/NSWTrains_4trak_Technical.pdf Secondly, we supply examples of both bus vehicle location and rail vehicle location dated processed, cleaned and joined to delay data and aggregated to one minute intervals. E) Longitudinal sample of Route 370 - One Year (April 2018 to April 2019) Original Metadata: https://opendata.transport.nsw.gov.au/sites/default/files/TfNSW_Realtime_Bus_Technical_Doc.pdf F) All rail vehicles location & delay data - aggregated by delay (median) and rounded - One Year (April 2018 to April 2019) Original Metadata: https://opendata.transport.nsw.gov.au/sites/default/files/TfNSW_Realtime_Train_Technical_Doc.pdf
DOI: 10.17632/nrn6hfgvwn
title: DFT dataset of phlogopite K(Mg,Fe)3Si3AlO10(OH)2 monolayers

description: The present dataset is related to the monolayer structures of phlogopite (Phl), whose chemical formula is K(Mg,Fe)3Si3AlO10(OH)2, with Mg/Fe ratio &gt;= 2, which were investigated within the Density Functional Theory (DFT) framework. The objective was to characterise the effects of divalent iron (Fe2+) in place of magnesium cations (Mg2+) in the octahedral sheet of the single layer of the mineral on the 2D crystal structure, electronic and vibrational properties.

All the DFT simulations were carried out using the CRYSTAL code (https://www.crystal.unito.it/). This dataset reports both the input and output files produced during the simulations.

Three models were considered: (1) a stoichiometric KMg3Si3AlO10(OH)2 phlogopite monolayer, labelled as Phl-Fe0-ML; (2) a phlogopite model with a single Fe2+/Mg2+ substitution, with chemical formula KMg2.5Fe0.5Si3AlO10(OH)2 (model Phl-Fe1-ML); (3) a phlogopite model with two single Fe2+/Mg2+ substitutions in the octahedral sheet, with chemical formula KMg2FeSi3AlO10(OH)2 (model Phl-Fe2-ML).

The data are subdivided between each model and are organized as follows. The folder of each phlogopite monolayer (Phl-Fe0-ML, Phl-Fe1-ML and Phl-Fe2-ML) contains these sub-folders:

- Band structure --&gt; contains the electronic band structure of the mineral single layer;

- Density of states --&gt; contains the atom-projected (suffix "_atoms" in the file name) and shell-projected (suffix "_XX" in the file name, with "XX" being the name of the atom whose shells were considered) density of states (PDOS) calculated for the monolayer;

- Hirshfeld charges --&gt; contains the calculation of the atomic charges (valence state) for the atoms in the structure, which was performed using a iterative Hirshfeld population analysis;

- Structure --&gt; contains the relaxed monolayer structure and the associated wavefunction (file with extension ".f9") obtained with CRYSTAL;

- Spin-polarized --&gt; (only for Phl-Fe1-ML and Phl-Fe2-ML models) contains the spin-polarized self-consistent field (SCF) calculation of the wavefunction of the mineral monolayrt , which was employed for the calculation of the electronic properties;

- Topond --&gt; contains the analysis of the topological analysis of the electron density, which was used to characterise the type of bonds between the atoms in the monolayer structures;

- Vibrational properties --&gt; contains the calculated vibrational frequencies (file with extension ".out") that can be visually inspected using the Moldraw software (http://www.moldraw.unito.it) and the calculated infrared (IR) and Raman spectra of the mineral single layer.
DOI: 10.17632/f494tk73bj
title: Corporate social responsibility (CSR) of e-commerce business

description: The first part of the dataset contains a selection of the top-30 publicly traded e-commerce companies that are leaders in the ranking of the number of employees in 2021 according to Companiesmarketcap (2022). Data on the earnings of e-commerce business structures, as well as on the number of their employees are given. The sample includes developed (Norway, Canada, Germany, Great Britain, Japan, Singapore, South Korea) and developing (Poland, Indonesia, Argentina, China) countries.
In the first part of the dataset, a selection of 16 the most responsible companies in the retail industry in the United States in 2020 was formed. Data on the sales of e-commerce business structures are provided. Company sales statistics are taken from Global 2000 for 2021 (Forbes, 2022). Data on the quality of ESG-management (Environmental Score; Social Score; Corporate Governance Score) is also given. ESG management quality statistics are taken for 2020 (according to the results of the year, that is, relevant at the beginning of 2021).

Описание датасета на русском языке:
В первой части датасета сформирована выборка из top-30 publicly traded e-commerce companies, являющихся лидерами рейтинга численности работников в 2021 г. по версии Companiesmarketcap (2022). Приведены данные о доходах бизнес-структур электронной торговли, а также о числа их работников. В выборку включены развитые (Норвегия, Канада, Германия, Великобритания, Япония, Сингапур, Южная Корея) и развивающиеся (Польша, Индонезия, Аргентина, Китай) страны.
В первой части датасета сформирована выборка из 16 the most responsible companies in retail industry в США в 2020 г. Приведены данные о доходах бизнес-структур электронной торговли. Статистика доходов компаний взята из материалов “Global 2000” за 2021 г. (Forbes, 2022). Также приведены данные о качестве ESG-управления. Статистика качества ESG-управления взята за 2020 г. (по итогам года, то есть актуально на начало 2021 г.).
DOI: 10.6084/m9.figshare.10075424.v1
title: tyhoon

description: Typhoon data
DOI: 10.6084/m9.figshare.28119920.v1
title: Subplot SDImax

description: Maximum stand density index estimates derived from a hierarchical Bayesian regression model
DOI: 10.17632/s8zg5ymkh6
title: Data repository: Controls on spatial and temporal variability of soil moisture across a heterogeneous boreal forest landscape

description: This folder contains five files related to the study:

• Logger_Locations_78.zip – A shapefile containing the point locations of the 78 monitoring plots.

• VWC_Daily_Mean.xlsx – A spreadsheet with the daily time series of volumetric water content for the study period (July 5 – October 4, 2022).

• Field_Data.xlsx – A spreadsheet containing all the spatial variables collected in the field and used in the analysis.

• GIS_Data_SR.xlsx – A spreadsheet with direct and diffuse solar radiation data at multiple spatial resolutions (0.5, 1, 2, 4, 8, 16, 32, and 64 m).

• Metadata.pdf – A document describing the content of each file in detail, including methodologies for measuring or calculating each variable.
DOI: 10.17632/9vmmzgrdh7
title: Data for: Dividend Payments and Excess Cash: An Experimental Analysis

description: Experimental Data for Jia & McMahon's 2019 submission to the Journal of Behavioral and Experimental Economics
DOI: 10.17632/gpv5svx2y9
title: Data for: The influence of transition metal solutes on the dissolution and diffusion of oxygen in tungsten

description: Figure 2 The binding energies of the TM solute with an oxygen atom in their {\rm Oct}_{1nn} and {\rm Tet}_{1nn} to {\rm Tet}_{7nn} sites as displayed in Fig. 1. Figure 3 The volume change of the supercell, respectively, caused by the substitutional TM solutes, interstitial oxygen at Tet site and Sol-O pair with oxygen located at the 1nn and 2nn shells. Figure 4 The fraction of oxygen around the solute atom in the 1nn ∼ 5nn shells and the f_\infty at a given concentration of the TM solute and oxygen (10-4 and 10-5, respectively) as a function of temperature. The red line represents the fraction of oxygen in the pure tungsten. Figure 5 The effective diffusivity of oxygen in the W-TM solid solution with the TM solute concentration 10-4. (For an interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article). Figure 61 (b) The energy difference when the oxygen atom is located nearby {\rm Oct}_{near} and {\rm Oct}_{far}. (c) The total binding energies of the Sol-Vac-O complexes, E_b^{Sol,Vac,O}. (d) The incremental binding energies between the oxygen atom and the Sol-Vac pair, E_b^{O,Sol-Vac}. (e) The incremental binding energies between the TM soulte atom and the Vac-O pair, E_b^{Sol,Vac-O}, and the binding energies between the TM solute and the vacancy, E_b^{Sol,Vac}.
DOI: 10.17632/48th468ws8
title: infliximab survival

description: Supplemental figures and methods for "Infliximab shows superior drug survival among biologics for hidradenitis suppurativa: a cohort study"
DOI: 10.17632/87nbw4cycm
title: Systems biology approaches to elucidate mucin sugar metabolism in Escherichia coli Nissle 1917, a chassis for microbiome therapeutics

description: Metabolic flux balanace analysis, transcriptome data, and metabolome data for Escherichia coli Nissle 1917 that metabolizes mucin sugars.
DOI: 10.17632/dhp7y9cnps
title: Data for: Effect of Insomnia after Acute Ischemic Stroke on Cerebrovascular Reactivity: A Prospective Clinical Study in China

description: The upload file is the database of our manuscript.
DOI: 10.17632/rzczt2n4kr
title: dataset_index

description: IMOEX, SSEC, BSE, IBOVESPA, FTSE, DAX, S&P 500 2013-2021 daily