cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ydrm75xywg.1
title: Angiographic dataset for stenosis detection

description: In this dataset, we present a set of angiographic imaging series of one hundred patients who underwent coronary angiography using Coroscop (Siemens) and Innova (GE Healthcare) image-guided surgery systems at the Research Institute for Complex Problems of Cardiovascular Diseases (Kemerovo, Russia). All patients had angiographically and/or functionally confirmed one-vessel coronary artery disease (≥70% diameter stenosis by quantitative coronary analysis or 50 - 69% with FFR (fractional flow reserve) ≤ 0.80 or stress echocardiography evidence of regional ischemia). For the purpose of our study, significant coronary stenosis was defined according to 2017 US appropriate use criteria for coronary revascularization in patients with stable ischemic heart disease. The study design was approved by the Local Ethics Committee of the Research Institute for Complex Issues of Cardiovascular Diseases (approval letter No. 112 issued on May 11, 2018). All participants provided written informed consent to participate in the study. Coronary angiography was performed by the single operator according to the indications and recommendations stated in the 2018 ESC/EACTS Guidelines on myocardial revascularization. The presence or absence of coronary stenosis was confirmed by the same operator using angiography imaging series according to the 2018 ESC/EACTS Guidelines on myocardial revascularization.

Angiographic images of the radiopaque overlaid coronary arteries with stenotic segments were selected and then converted into separate images. An interventional cardiologist rejected non-informative images and selected only those containing contrast passages through a stenotic vessel. A total of 8325 grayscale images (100 patients) of 512×512 to 1000×1000 pixels were included in the dataset. Data were labeled using the LabelBox, a free version of SaaS (Software as a Service).

We additionally estimated the size of the stenotic region by computing the area of the bounding box. Similar to the Common Objects in Context dataset, we divided objects by their area into three types: small (area < 322), medium (322 ≤ area ≤ 962), and large (area > 962). 2509 small objects (30%), 5704 medium objects (69%), and 113 large objects (1%) were obtained in the input data.
DOI: 10.17632/wxnpgb7m73.1
title: Mendeley Supplemental Figure 1. Flt3- and Tie2-Cre tracing identifies regeneration in sepsis from multipotent progenitors but not hematopoietic stem cells. Overview of flow cytometry gatings

description: Mendeley Supplemental Figure 1. Fanti and Busch et al. Flt3- and Tie2-Cre tracing identifies regeneration in sepsis from multipotent progenitors but not hematopoietic stem cells.
(A-G) Representative flow cytometry plots for each cell population from bone marrow
(BM), spleen and peripheral blood. Pre-gating indicated above each panel. Forward
(FSC), and side (SSC) scatter, doublet exclusion (SSC-H, SSC-W), viability (Sytox blue−)
or Lineage gating not shown for all stainings. All used antibodies and marker phenotypes
are listed in the Methods.
DOI: 10.17632/x6ph2nkrmm.1
title: Sample Powder X-ray Diffraction data of CeMg3

description: This sample Powder X-ray Diffraction data of CeMg3 is used for FullProf tutorial https://fullprof.readthedocs.io/ The data file contains 2theta vs intensity data in two column plaintext (.x_y) format.
DOI: 10.17632/ht3ncvtkn2.2
title: When Failure is an Option: Fragile Liquidity in Over-the-Counter Markets

description: This repository is a comprehensive resource accompanying the paper "When Failure is an Option: Fragile Liquidity in Over-the-Counter Markets" by Terrence Hendershott, Dan Li, Dmitry Livdan, Norman Schürhoff. It includes source codes and datasets for replicating and extending the study's analysis on the total cost of immediacy (TCI) in over-the-counter markets. 

To effectively use this repository, users must adjust the directory paths within the Stata code to match their local environment. The repository supports switching between real and simulated data by setting a global variable in the source code.

The replicator should expect the code to run for between 3 days and 1 week.

Repository contents:
1. Original Stata Source Code: Implements the methodologies for calculating TCI, using both optimal and constrained quantile rotations. This code is the core for reproducing the main results presented in the paper. 
2. Simulated Data Generation Code: Written in Stata, this script produces simulated datasets that mimic the data used in the study. It allows for the examination of TCI for different tranches under various hypothetical market conditions. 
3. Simulated Input Datasets: Three tranches of pre-generated simulated data are included. These datasets serve as ready-to-use examples for computing TCI, facilitating the analysis without the need for initial data generation. 
4. Log File: Contains the output from applying the original source code to the simulated datasets. The log illustrates the expected results and serves as a benchmark for verifying the correct execution of the code.
DOI: 10.17632/4425sdxxzv.1
title: Assessing the level of plagiarism in academic work among students in six universities in Rwanda

description: Anecdotal evidence suggests that higher education institutions in Rwanda face issues of plagiarism. It is critical to understand the magnitude of this to ensure appropriate interventions are implemented. A study was conducted to assess the magnitude of plagiarism among students in higher education institutions in Rwanda. Six universities in Rwanda provided their school policies on plagiarism and 183 students’ written work samples. The percentages of similarity of the work samples detected by the plagiarism detection software Turnitin, and the types of plagiarism were assessed. The average similarity percentage was 40%, and moderate to significant levels of plagiarism were found in more than 77% of the samples. Universities that provide regular writing training for students and communicate clear anti-plagiarism policies to their students were found to have lower levels of plagiarism. It is recommended that universities in Rwanda should invest in plagiarism detection software and provide training workshops to avoid plagiarism occurring.
DOI: 10.17632/6zcpgchvmx.1
title: tamil-handwritten-character-carpus 

description: Tamils account for more than 20% of the population in India, making them one of the largest linguistic groups in the country. Tamil is the official language of Sri Lanka, spoken by nearly 75% of the population. In 2004 Tamil was declared a classical language of India, meaning that it met three criteria: its origins are ancient, it has an independent tradition, and it possesses a considerable body of ancient literature. In the early 21st century, more than 66 million people were Tamil speakers. Tamil handwritten character recognition satisfies the demand for converting ancient Tamil manuscripts into inscriptions, palm leaves, and copperplates. One major challenge with Tamil OCR is the lack of a complete and balanced dataset for all the alphabets in a different century. This dataset is developed to satisfy this need.

This Tamil handwritten dataset is developed by acquiring the samples from B. Tech students of SASTRA deemed University.  The steps involved are,
1) Collect data samples in the Tamil language from B.Tech students from SASTRA University.
2) Python Code for removing Borders - By converting the pages with borders used for recording data into Negatives and then removing the vertical and horizontal lines
and converting it back into pages without borders.
3) Using Pine tools - Image Splitter splits the image into equal rows and columns. In this case, 19 rows and 13 columns, respectively.
4) Using Red Ketchup tools -  Converting images into PNG format with a 300x300*3 resolution.
5) Using Bulk Utility Renamer - to rename the folders in bulk and used for much better clarity and understanding to map the alphabets and their respective folder numbers.
DOI: 10.17632/p8yx53j54d.2
title: Interspecific Ecological Interactions of Invasive Janitor Fish (Hypostomus duodecimalis) and Kanduli (Arius manillensis)

description: Alien (non-native) organisms that have been introduced into a region outside of their natural range, established selfsustaining populations, and spread past their initial point of introduction are considered invasive species (Kolar and Lodge, 2010). 
The rate of alien species introductions worldwide has accelerated due to factors such as increasing human population, expanding transportation capabilities, and economic globalization. Invasive fish species have also taken control of the waterways of the Philippines, causing harm to native fish in many ways, such as preying on native fish, outcompeting native fish for food or other resources, and preventing native fish from reproducing or killing young native fish (Baquiran, 2022). Gregory Paul "Gregg" H. Yan, founder of Best 
Alternatives, has noticed a shift in the contents of fisherfolk's catch over the last ten years, with native fish like biya, ayungin, martiniko, ulang, and Kanduli becoming scarcer and alien species like Knifefish, Blackchin Tilapia, Cream Dory, and the 
Janitor fish multiplying in inland waters (Lacsamana, 2021). This study investigated the ecological interactions happened between the Janitor fish, an invasive fish, and the Kanduli, a local fish in the Philippines. The Janitor fish (Hypostomus duodecimalis) from South America is an invasive fish species that is spreading in local waterways 
and forests, threatening to edge out the country's indigenous plants and animals (Berame and Alfonso, 2019). It was originally introduced locally for aquariums, but careless handling and weak controls allowed it to escape into the wild. These 
foreign species may look like cute fishes but government wildlife experts warn that they are displacing native fish while causing massive harm to the fishing industries (Macaraig, 2011). This study focused on predation and interspecific competition, as well as the growth rate and survival rate of the Kanduli that were made to interact with the Janitor fish. Data collection was conducted in one of the researcher's houses in Dagupan City during the second semester of 2022-2023 school year.
DOI: 10.17632/spzgprdjgj.3
title: Brazilian disaster datasets and real-world instances for optimization and machine learning

description: This dataset was consolidated and summarized from a series of open reports obtained in different websites of the government and other institutions. The data presented here were partially used to build real-world instances for the optimization problem of location-allocation of relief-aid items under socioeconomic concerns, in the context of Humanitarian Logistics.   Particularly,  the given dataset has been extended beyond disasters to include other information such as costs, distances and socioeconomic indicators.
DOI: 10.17632/s3cdwjthnv.1
title: Digital transformation and strategic risk taking dataset

description: This article presents a comprehensive dataset from annual reports, the China Stock Market and Accounting Research Database, and the Wind database, focusing on digital transformation and strategic risk taking.
DOI: 10.17632/jmv8bn8fwc.2
title: Dataset of tree species of the Neotropical region

description: The Database integrates tree species information from 7484 sites distributed across the Neotropical Biogeographic Region, compiled from1992 to 2017.  All this information was extracted from the http://www.neotroptree.info/  website. The database presented here allows easy location and spatial cross-referencing of species and their environmental characteristics, thus we have added a vector database in shapefile format. To merge all the information, the free software Python, R and Qgis were used. This big database will help diverse researchers in the deepening of studies such as, for example, conservation, floristic patterns.
DOI: 10.17632/p8t7pphvj3.1
title: Data for: Investigating People’s Preferences for Car-Free City Centers: A Discrete Choice Experiment

description: Data set on survey for car free city center in Berlin
DOI: 10.17632/zt2yp2hjx8.1
title: Data for: Macroeconomic Variables and Stock Market Indices: Asymmetric Dynamics in the US and Canada

description: Here I have uploaded slightly processed data used in this study. The codes used in this study will be available upon request.
DOI: 10.17632/f894t6jzwx.1
title: Data for: The Impact of Foreign Direct Investment on the Productivity of the Chinese Forestry Industry

description: FDI in Forestry industry in China
DOI: 10.17632/g3wz7spyc9.1
title: What CHO is made of: Variations in the biomass composition of Chinese hamster ovary cell lines

description: Data from exponential phase of batch cultures of Chinese Hamster Ovary (CHO) cells (13 cell lines / conditions). It contains biomass composition data at one time point in mid-exponential phase (dry mass, protein, lipid, DNA, RNA and carbohydrate content, amino acid and lipid composition), which shows variability of the composition among different cell lines/conditions. Extracellular concentrations of metabolites (amino acids, glucose, lactate, ammonia) were measured throughout the exponential phase and the uptake/secretion rates were calculated. Flux balance analysis was performed to see the impact of cell line specific biomass composition and uptake/secretion rates (calculated with different sampling frequencies) on the predictions of growth rates. Data is structured according to figures in the associated manuscript. For more detailed descriptions of the files see "read_me.txt" files in each folder.
DOI: 10.17632/hj4b3pbvtx.1
title: Data for: A Workflow of Building Surface-Based Reservoir Models Using NURBS Curves, Coons Patches, Unstructured Tetrahedral Meshes and Open-Source Libraries

description: The codes are based on NURBS Toolbox, Triangle and TetGen.
DOI: 10.17632/szjyxtn9sz.2
title: Dataset Premarital sex among Early Adolescents; The survey results using Respondent Driven Sampling (RDS) method

description: This data set contains the results of data collection survey using the Respondent Driven Sampling method. The contents include sexual intercourse among early adolescents, sociodemographic characteristics and intermediary factors that are believed to cause adolescent engaged in sexual intercourse. Raw data is prepared according to the format used to analyze it using RDSAT version 7.1.46
DOI: 10.17632/nd9cyw62rk.1
title: Quantitative reagent monitoring in electrochemical rapid diagnostic tests

description: Electrofluidic_design_file.pdf: Electrode design - please refer to 10.1002/adma.202302893 for complete fabrication details.
plot_swv_bipot.py: Control the Sensit smart potentiostat (Palmsens) using the Palmsens Software Development Kit (SDK) (https://www.palmsens.com/knowledgebase-article/palmsens-sdk-for-python/). The script calls the PulseMethod.txt and SWVMethod.txt MethodScripts.
plotResults.m: matlab script for reagent classification and flow times, with example data data_P3.csv.
DOI: 10.17632/ktr99fc826.1
title: Stapms Dataset

description: Recently, with the continuous evolution of new technology the world has faced unusual growth of multimedia data especially in document images. Huge quantities of documents are created and used in many important official organizations. The stamps assure the authenticity of the documents contents. The general objective of this dataset is enabling researchers in the field of pattern recognition to analyze, detect, localize and recognize different types of stamps. The size of the dataset is 48.9 MB. It contains a total of 1557 color stamps samples which are stored as BMP image format. The images of stamps were acquired from documents using a scanner and mobile camera. The cropping process was applied to capture only the stamp area of the whole document, using three applications which are paint, snip and sketch software. For each cropped stamp, eight stamp images are produced from rotating the original one at different angles clockwise. Rotation starts from 5 degrees and increases by 5 degrees until it reaches to 40 degrees. Note the orientation of the original stamp image is with the horizon line, which means that it is at an angle of zero. The stamps have different size, shape, complexity, position, directions and colors. For example, there are six categories of stamp shapes arranged as circle, oval, square, rectangular, triangular and some other irregular shapes. Its worth to mention that the collected dataset may be degraded in quality and resolution and the stamp can be located on a relatively complex background. The dataset was collected from various sources, including official documents from Iraqi educational institutions, documents from syndicates such as teachers, engineers, doctors, pharmacists, Iraqi hospitals, provincial councils, and most Iraqi institutions. The dataset also contains some stamps from other Arab countries.
DOI: 10.15468/dl.gnwr85
title: Occurrence Download

description: A dataset containing 2848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus flexilis E.James",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 2848 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009215-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc14hhy2
title: CCDC 1057594: Experimental Crystal Structure Determination

description: Related Article: Andrew T. Breshears, Andrew C. Behrle, Charles L. Barnes, Charles H. Laber, Gary A. Baker, Justin R. Walensky|2015|Polyhedron|100|333|doi:10.1016/j.poly.2015.07.008
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc14hhz3
title: CCDC 1057595: Experimental Crystal Structure Determination

description: Related Article: Andrew T. Breshears, Andrew C. Behrle, Charles L. Barnes, Charles H. Laber, Gary A. Baker, Justin R. Walensky|2015|Polyhedron|100|333|doi:10.1016/j.poly.2015.07.008
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc14hj05
title: CCDC 1057596: Experimental Crystal Structure Determination

description: Related Article: Andrew T. Breshears, Andrew C. Behrle, Charles L. Barnes, Charles H. Laber, Gary A. Baker, Justin R. Walensky|2015|Polyhedron|100|333|doi:10.1016/j.poly.2015.07.008
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc14hj16
title: CCDC 1057597: Experimental Crystal Structure Determination

description: Related Article: Andrew T. Breshears, Andrew C. Behrle, Charles L. Barnes, Charles H. Laber, Gary A. Baker, Justin R. Walensky|2015|Polyhedron|100|333|doi:10.1016/j.poly.2015.07.008
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc14hj27
title: CCDC 1057598: Experimental Crystal Structure Determination

description: Related Article: Andrew T. Breshears, Andrew C. Behrle, Charles L. Barnes, Charles H. Laber, Gary A. Baker, Justin R. Walensky|2015|Polyhedron|100|333|doi:10.1016/j.poly.2015.07.008
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc14hdfg
title: CCDC 1057485: Experimental Crystal Structure Determination

description: Related Article: Xin-Xiong Li, Yang-Xin Wang, Rui-Hu Wang, Cai-Yan Cui, Chong-Bin Tian, Guo-Yu Yang|2016|Angew.Chem.,Int.Ed.|55|6462|doi:10.1002/anie.201602087
description: Related Article: Xin-Xiong Li, Yang-Xin Wang, Rui-Hu Wang, Cai-Yan Cui, Chong-Bin Tian, Guo-Yu Yang|2016|Angew.Chem.|128|6572|doi:10.1002/ange.201602087
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc14hj38
title: CCDC 1057599: Experimental Crystal Structure Determination

description: Related Article: Andrew T. Breshears, Andrew C. Behrle, Charles L. Barnes, Charles H. Laber, Gary A. Baker, Justin R. Walensky|2015|Polyhedron|100|333|doi:10.1016/j.poly.2015.07.008
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc14hh15
title: CCDC 1057566: Experimental Crystal Structure Determination

description: Related Article: Atsuo Nakazaki, Keitaro Miyagawa, Noriaki Miyata, Toshio Nishikawa|2015|Eur.J.Org.Chem.|2015|4603|doi:10.1002/ejoc.201500593
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc14hdgh
title: CCDC 1057486: Experimental Crystal Structure Determination

description: Related Article: Sudhir Kumar Keshri,  Sharvan Kumar,  Kalyanashis Mandal and Pritam Mukhopadhyay|2017|Chem.-Eur.J.|23|11802|doi:10.1002/chem.201701868
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.