cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/9d8mcyp284.1
title: Panoramic radiography Images with diagnosis of need for Apicoectomy surgery as label

description: This data set consists of panoramic radiography images of patient’s jaws. data was labeled by skilled endodontist. this dataset was collected for the purpose of training machine learning algorithm to automate diagnosis workflow.

There is a test directory in the dataset this portion of data is remained unseen in training of model and was used only for assessment and comparison.

Data is annotated using bounding boxes, each bounding box captures a single tooth that either was subjected to root canal treatment in the past (class 0) or is considered in need of surgery by endodontist (class 1). Bounding boxes of each image can be found in text file with same name of image each line indicates a bonding box location and class in format of (class_id x_center y_center w h), keep in mind that this numbers are normalized. Beside bonding boxes there is binary label for each original image that indicate final result of image, if there is found one or more teeth in need of surgery final label is 1 meaning doctor deduced patient needs surgery treatment; otherwise , label is 0 meaning patient doesn’t need this treatment.

in training set there is a directory named single_teeth, contents of this directory are cropped from original image in the other word they are teeth that labels suggest need further investigation.

Original images are resized to (2000 ,1000, 3) for convince of use and storage they; however, single_teeth images have various shapes due nature of their content. also, all images in dataset are saved in PNG or JPG format not DICOM.
DOI: 10.17632/k78cc8s7hg.1
title: A dataset on multi-trait selection approach for the evaluation of F1 tomato hybrids along with their parents under hot and humid conditions in Bangladesh

description: The dataset was generated using 14 cross combinations from a Line × Tester mating design, along with seven parental lines and two tester parents of tomatoes with diverse genetic bases and heat tolerance qualities in a randomized complete block (RCB) design. This dataset aims to evaluate the use of multiple trait-based selection methods with multi-trait genotype-ideotype distance index (MGIDI) models to identify superior summer F1 tomato hybrids suitable for the climatic conditions of countries like Bangladesh. The dataset of MGIDI can be universally applied to rank treatments based on desired values of multiple traits, with its potential for rapid expansion in evaluating various types of plant experiments.
DOI: 10.15468/dl.2qteks
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((92.64466 -25.27126,163.35534 -25.27126,163.35534 24.27126,92.64466 24.27126,92.64466 -25.27126))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Racemobambos Holttum"
 ]
}

 The dataset includes 164 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009398-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/7njhhgwtz9.1
title: Dataset_LK

description: This dataset includes MATLAB code and raw data. Raw data (as .xlsx files) contains behavioral tracking obtained ZebraLab tracking software for each timepoint and each condition (controls, low- and high-impact injury). Controls were measured simultaneously with the respective injury group (low-impact injury condition within the folder 'curve01' and high-impact injury condition within the folder 'curve02').
DOI: 10.17632/643r5r2wrh.1
title: GOLD standard gene reference data for Alzheimer

description: This data set comprises of the raw and processing data related to classification of the abstract text with the Alzheimer disease. Raw data has been processed and double fold cross validated to prepare GOLD standard data set for Alzheimer association class with the genes. This data can be further used for disease gene classification as well as for system level meta analysis of the Alzheimer.
DOI: 10.17632/kjcbyz6zfh.2
title: Supplemental Table I.

description: Baseline demographics and disease characteristics (ITT population)
DOI: 10.17632/zw3m5ry37w.1
title: Data for: Poverty and distributional effects of carbon pricing in low- and middle-income countries - a global comparative analysis

description: data for "Poverty and distributional effects of carbon pricing in low- and middle-income countries – a global comparative analysis"
DOI: 10.17632/hgctmx9y6c.1
title: Deep Learning and Remote Sensing Dataset For Turkey's Wildfire 2021 Multispectral Sentinel-2 Satellite Imagery

description: Wildfire maps are useful in understanding the growth of burned areas, change detection in vegetation, and decision-making. Wildfire is a complex exercise and is hard to capture using traditional means. The dataset consists of two folders; Train Images and Train Masks. Each image in train images folder has a size of 128*128 pixels and consists of three multispectral bands. The image is saved using the Universal Transverse Mercator (UTM) as the coordinate system, and GeoTiff as a format file. The image has a spatial resolution of 0.00025 degrees. The values of each pixel are saved in a 16-bit unsigned integer with a range of 0 to 65,535. The dataset has 25,563 images containing the burned area's objects. In train masks folder each image is a binary annotation image that consists of two classes; burned area as the foreground and the non-burned area as the background. These binary images are saved in 8-bit unsigned integer where the burned area is indicated by the pixel value of 1, whereas the non-burned area is indicated by 0.
DOI: 10.17632/wggdn7zc5r.1
title: Data for: The VT Prediction Model: Derivation and Validation Data

description: Derivation and validation cohorts used to derive and validate the VT Prediction Model
DOI: 10.15468/dl.wnvgm7
title: Occurrence Download

description: A dataset containing 1441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus bicolor Willd.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1441 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009399-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/r4phtn49r7.1
title: BUS Synthetic Dataset

description: The BUS synthetic images are generated by the Data expansion network (DEN), and their probability maps are generated by the Probability map generator network (PMG). This dataset contains 500 BUS synthetic images and corresponding masks with 128×128 resolution. 

If you use this dataset, please cite:

Ahmed Iqbal, Muhammad Sharif, "PDF-UNet: A semi-supervised method for segmentation of breast tumor images using a U-shaped pyramid-dilated network", Expert Systems with Applications, 2023. https://doi.org/10.1016/j.eswa.2023.119718
DOI: 10.15468/dl.wpn75p
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((101.24276 22.66371,120.75724 22.66371,120.75724 36.33629,101.24276 36.33629,101.24276 22.66371))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ravenochloa D.Z.Li & Y.X.Zhang"
 ]
}

 The dataset includes 40 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009400-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/yrxvhfj5jv.1
title: Detected changes of the built-up area comparing the Dutch AHN 2-3 datasets

description: The output of the change detection in the built-up area for the complete Netherlands for the article entitled "Distributed processing of Dutch AHN laser altimetry changes of the built-up area".
DOI: 10.17632/xf36jr3j6c.1
title: Problematic Internet Use (PIU), Emotional Dysregulation, and Emotional Reactivity of Twitter Users

description: This data were taken from three psychological measurements named are Generalized Problematic Internet Use Scale 2 (GPIUS2), Emotional Reaactivity Scale (ERS), General Emotion Dysregulation Measure (GEDM), and demograhic data from three hundreds and seven participants which collected via online survey in Indonesia.
DOI: 10.17632/2tvm63grb7.1
title: Modeling greenhouse gas emissions from riverine systems: a review 

description: This database provides information about research focused on modeling greenhouse gas emissions from river systems over the 2010-2021 period. This includes characteristics of models, such as model purposes, model scales, data attributes, modeled factors and uncertainty analysis.  This information results from a bibliometric analysis applied to investigate systematically related publications . Bibliometrics was first presented by Pritchard (1969), in which quantitative analyses and statistical measurements were applied on publications in order to gain a systematic, transparent, and reproducible review on the existing knowledge base, from that, allowed advancing research lines
DOI: 10.17632/kz7j8t7bjp.1
title: Product Lifecycle Management Literature Dataset

description: The Product Lifecycle Management research & publication in Indonesia dataset, which was indexed by Scopus from 1996 to 2019. The dataset contains data authors, authors ID Scopus, title, year, source title, volume, issue, article number in Scopus, DOI, link, affiliation, abstract, index keywords, references, Correspondence Address, editors, publisher, conference name, conference date, conference code, ISSN, language, document type, access type, and EID.
DOI: 10.17632/4cjgvyg5p2.1
title: Defenderfer 2019; fNIRS data files for event-related vocoding/background noise study

description: Data collected for article "Examining the hemodynamic response during perception of noise-vocoded speech and speech in background noise: An image-based fNIRS study" Defenderfer et al.
DOI: 10.17632/4y653rv796.1
title: Ambient weather conditions measured by weather stations during snow removal experiments

description: The weather station (Shandong Renke Control Technology Co., Ltd.) automatically records the ambient weather conditions of the experimental site (Jilin City, 43.78 °N, 127.49 °E) every 10 minutes, including temperature, humidity, air pressure, global solar radiation, wind speed and wind direction.
DOI: 10.17632/468rykr8vp.1
title: Cloud Desktop (VDI) project and product type test datasets

description: This dataset is collected from standardized project information on multiple popular desktop cloud solutions. This dataset allows researchers and developers to compare the performance metrics of different desktop cloud products based on real data and evaluate the strengths and weaknesses. This dataset contains test results of different vendor products under different hardware configurations and network conditions. All data is strictly desensitized. We hope to promote the development of desktop cloud technology through data sharing, and we welcome community feedback to improve the dataset.
DOI: 10.17632/y8hvtzzkb4.3
title: Data set: The cumulative impacts of droughts and N deposition on Norway spruce (Picea abies) in Switzerland based on 38 years of forest monitoring

description: This data set provides mortality data of Norway Spruce (Picea abies) from long-term forest obseravtion plots in Switzerland. The data set includes data from the start of the Intercantonal Forest Observation Program in Switzerland in 1984 until 2022. 

Data and models are used for the paper by Tresch et al. 2022:  The cumulative impacts of climate change induced droughts and N deposition on the decline of Norway spruce (Picea abies) in Switzerland based on 38 years of forest monitoring.

R codes can be found in the GitHub repository:
https://github.com/treschsimon/Tresch_et_al_spruce_paper_R_codes
DOI: 10.17632/xmf5r8nzrn.3
title: Genomic inference of a severe human bottleneck during the Early to Middle Pleistocene transition

description: Raw data to create Figure 2, 3, 4 and the supplemental Figures, the observed site frequency spectrum (SFS) of 50 human populations sampled world-wide and the msprime scripts to generate simulate data.
DOI: 10.17632/b6ns6d8xv3.3
title: Reddit financial image post sentiment dataset

description: This dataset consists of sentiment information extracted from image and text data of financial subreddit posts. Posts from different financial subreddits are processed using AI tools to create sentiment variables.  
The data consists of time series data and is fully anonymized. Financial tickers are included to allow financial forecasting.
DOI: 10.17632/87tcxvdsyk.1
title: the original dataset of the sedimentary organic matter in the Gulf of Thailand

description: To elucidate the distribution and fate of organic matter deposited in tropical regime of the SE Asian, this study and dataset shows the concentration, composition of sedimentary organic carbon based on the bulk and molecular level from the estuary to the coastal margins, and depicts the modern transport patterns of organic matter in Gulf of Thailand. Results indicated the variability of OM inputs and selective transport of fine sediment resulting in preferential dispersal of terrigenous OM. The bulk organic carbon indices with low C/N ratios (5.26 ~ 20.51, 7.63 ± 1.96) and enriched δ13C values (-24.2‰ ~ -20.4‰, -21.4 ± 0.56‰) could be likely related to the presence of marine-derived OM and anthropogenic OM inputs. The analysis of Monte-Carlo based mixing model further clarified the significant contribution of soil-derived OM inputs within the upper GOT (36 ± 10%) and the modern depocenter (29 ± 5%) from the lower GOT. The n-alkanes ranged from 0.15 to 5.29 μg/g, with an average of 1.24 ± 0.97 μg/g. Based on these results, a significant contribution of soil-derived OM at the modern depocenter from the lower GOT by coupling with the presence of high molecular weight (HMW) lipid-molecular evidences, reflecting the effects of hydrodynamic sorting and selective dispersal and re-deposition of terrigenous SOM around this area. This dataset including the concentration and indices of bulk SOM and compositional patterns of n-alkanes with sediment grain size, the relative proportions for Marine-OM (%), Soil-OM (%) and Terrestrial C3-plant (%) based on the Monte Carlo simulation as well as the PCA results.
DOI: 10.17632/sxdfjxxsgd.1
title: Fault-slip data for: "Cenozoic tectonic deformation along the Pontarlier strike-slip fault zone (Swiss and French Jura fold-and-thrust belt): insights from paleostress and geomorphic analyses"

description: Fault-slip data measured from 57 different localities in the region around the Pontarlier strike-slip fault zone within the Jura fold-and-thrust belt
DOI: 10.17632/jbtwjbgx5f.2
title: Database of estimates and forecasts of Spanish sex-age death rates by climate area, income level, and habitat size (2010-2050)

description: Central mortality rates by age and sex up to 2050, conditioned to the three risk factors under consideration (income, habitat size, and climate area), using georeferenced microdata from the population of Spain. This project contains two open-format files (please also read the Read me.xlsx). 

The file called "Estimates of death rates,Spain 2010-2019,by risk factor.csv" offers the results of converting nearly two billion microdata events into estimates of central mortality rates for each risk factor, categorised according to various variables. Spain 2010-2019.

The file called "Forecasts of death rates,Spain 2020-2050, by risk factor.csv" includes the projections of the death rates from 2020 to 2050.
DOI: 10.17632/5j5h68fp3w.1
title: LINF_330019200

description: Succinate dehydrogenase subunit 4 | SDH4
Leishmania infantum (strain JPCM5)
DOI: 10.17632/ywssdrmzvp.1
title: DNP-enhanced solid-state NMR spectra of FUS-LC and selectively labeled FUS 61-214, and simulations of solid-state NMR crosspeaks using torsion angles derived from MD trajectories

description: DNP-enhanced solid-state magic angle spinning NMR spectra acquired at 25 K on solutions of FUS-LC and FUS 61-214, rapidly frozen from high above temperature of droplet formation (high temperature) and from well below the temperature of droplet formation (low temperature). Spectra are in nmrPipe format. Phi and psi torsion angles for all G, Q, S, T, and Y in residues 1-163 of FUS, extracted from a 100 ns MD trajectory (Mukherjee, S and Schafer, L, Nature Communications 14, 5892, 2023, https://doi.org/10.1038/s41467-023-41586-y). Chemical shifts predicted by Sparta+ for G, Q, S, T, Y residues. NCa, CaCb, and COCa crosspeaks simulated using calculated chemical shifts, and using Ramachandran plot-derived population-weighted chemical shifts. See README.txt for additional details.
DOI: 10.15468/dl.ynzzt3
title: Occurrence Download

description: A dataset containing 1240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus cerris L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1240 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009401-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/923x8j882n.1
title: Diagnosis and Management of Longitudinal Erythronychia: A Clinical Review by an Expert Panel

description: Supplemental Figures and Supplemental Videos. Please see Supplemental Figure and Video Legend for captions.
DOI: 10.17632/cgmmttr4bz.2
title: Low-Cost PIV System

description: This repository is for designing and characterizing a low-cost PIV system project at Ashesi University. This repository contains CAD files, schematics, PDFs, and Arduino files.
DOI: 10.17632/28zbsynrfm.1
title: Photosynthesis rate and photosynthetic factors measurements of greenhouse tomato

description: On field leaf measurements with a LI-6400XT Portable Photosynthesis System and OPEN software version 6.2 of green house tomato (Lycopersicum esculentum)
DOI: 10.17632/rhxn2zhj8w.1
title: Data for: Automated image analysis tool to measure microbial growth on solid cultures

description: Model and script to measure fungal growth in Petri dishes as shown in Ancin-Murguzur et al 2018: Automated image analysis tool to measure microbial growth on solid cultures Original data and script are available on request
DOI: 10.17632/mzptp5cmr7.1
title: A Dataset of Young People’s Perception on Dissemination of Government Propaganda and Socialist Culture Content in China.

description: The provided data comprises responses from 331 participants residing in 135 cities across China, offering extensive geographic coverage. The top contributors are Guangzhou, Shanghai, Beijing, Hangzhou, and Nanjing, representing major Chinese cities with substantial populations and youthful demographics. The participants encompass various occupations, including students, self-employed individuals, foreign workers, and state-owned enterprise employees. This dataset serves as a valuable resource for analyzing Chinese youth's preferences on short video media platforms, their perception on the dissemination of government messages and socialist cultures. It encompasses diverse question formats, including single-choice, multiple-choice, quizzes, and seven-dimensional scale questions. From a cultural perspective, this data is pertinent for scholars and students studying Chinese mainstream culture and subcultures. It elucidates the evolving dynamics between mainstream culture, rooted in Chinese socialism with unique characteristics, and the multifaceted youth subcultures that are no longer solely resistant but also adaptive in today's complex sociocultural landscape. At the media level, this dataset offers insights into the impact of new media on cultural communication, highlighting the challenges mainstream values face in adapting to the digital era. It is valuable for those researching Chinese new media, social media, and short-video platforms. Furthermore, on an international level, the data can aid scholars and experts studying international cultural communication and relations by exploring the interplay between different cultural fields and their implications for China's cultural security. Researchers can conduct quantitative analyses, such as correlation and regression analyses, to uncover trends in Chinese youth's cultural choices and their influencing factors. This research can illuminate the current state of mainstream culture and subculture in China, as well as its global implications in terms of cultural exchanges and competition. Ultimately, this data is invaluable in examining the cultural choices of Chinese youth, their impact on mainstream culture, and their relevance to contemporary issues like the digital economy, cross-cultural communication, and cultural erosion. It offers a forward-looking perspective on a research topic of significant value.
DOI: 10.15468/dl.38cf5t
title: Occurrence Download

description: A dataset containing 4132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Balanophora J.R.Forst. & G.Forst."
 ]
}

 The dataset includes 4132 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009402-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fmkr7fwx9j.2
title: AAD Guidelines of care for the management of atopic dermatitis in adults with topical therapies supplemental information

description: A multidisciplinary workgroup conducted a systematic review and applied the GRADE approach for assessing the certainty of evidence and formulating and grading recommendations to provide evidence-based recommendations related to the management of atopic dermatitis in adults using topical treatments.
DOI: 10.17632/v4t59p8w4z.3
title: HPO concept recognition

description: See the details on https://github.com/cskyan/PhenoRerank#locate-the-pre-generated-dataset
DOI: 10.34740/kaggle/dsv/10063657
title: Egypt Gold Prices | Daily Updated
DOI: 10.17632/ys2nfk7nrm.2
title: Supplementary Mendeley Data Figures

description: Supplementary Mendeley Data Figures for the manuscript by Ohkura N. et al. Journal: Immunity Title: Regulatory T cell-specific epigenomic region variants are a key determinant of susceptibility to common autoimmune diseases. Authors: Ohkura N, Yasumizu Y, Kitagawa Y, Tanaka A, Nakamura Y, Motooka D, Nakamura S, Okada Y and Sakaguchi S.
DOI: 10.15468/dl.7zff7m
title: Occurrence Download

description: A dataset containing 3072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus chrysolepis Liebm.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 3072 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009403-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.