cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/65gxgy2nmg.1
title: An Extensive Dataset for the Heart Disease Classification System 

description: Finding a good data source is the first step toward creating a database. Cardiovascular illnesses (CVDs) are the major cause of death worldwide. CVDs include coronary heart disease, cerebrovascular disease, rheumatic heart disease, and other heart and blood vessel problems. According to the World Health Organization, 17.9 million people die each year. Heart attacks and strokes account for more than four out of every five CVD deaths, with one-third of these deaths occurring before the age of 70 A comprehensive database for factors that contribute to a heart attack has been constructed , The main purpose here is to collect characteristics of Heart Attack or factors that contribute to it. As a result, a form is created to accomplish this. Microsoft Excel was used to create this form. Figure 1 depicts the form which It has nine fields, where eight fields for input fields and one field for output field. Age, gender, heart rate, systolic BP, diastolic BP, blood sugar, CK-MB, and Test-Troponin are representing the input fields, while the output field pertains to the presence of heart attack, which is divided into two categories (negative and positive).negative refers to the absence of a heart attack, while positive refers to the presence of a heart attack.Table 1 show the detailed information and max and min of values attributes for 1319 cases in the whole database.To confirm the validity of this data, we looked at the patient files in the hospital archive and compared them with the data stored in the laboratories system. On the other hand, we interviewed the patients and specialized doctors. Table 2 is a sample for 1320 cases, which shows 44 cases and the factors that lead to a heart attack in the whole database,After collecting this data, we checked the data if it has null values (invalid values) or if there was an error during data collection. The value is null if it is unknown. Null values necessitate special treatment. This value is used to indicate that the target isn’t a valid data element. When trying to retrieve data that isn't present, you can come across the keyword null in Processing. If you try to do arithmetic operations on a numeric column with one or more null values, the outcome will be null. An example of a null values processing is shown in Figure 2.The data used in this investigation were scaled between 0 and 1 to guarantee that all inputs and outputs received equal attention and to eliminate their dimensionality. Prior to the use of AI models, data normalization has two major advantages. The first is to avoid overshadowing qualities in smaller numeric ranges by employing attributes in larger numeric ranges. The second goal is to avoid any numerical problems throughout the process.After completion of the normalization process, we split the data set into two parts - training and test sets. In the test, we have utilized1060 for train 259 for testing Using the input and output variables, modeling was implemented.
DOI: 10.17632/x6pg5wps8j.1
title: Bahasa Cyberbullying Dataset (Source Data: Instagram, Twitter, and Youtube)

description: Dataset Title: Bahasa Cyberbullying Dataset (Source Data: Instagram)
Creator: ys 
Language: Bahasa
The year of establishment: 2023
Time span of data collection: 2022-2023
Labe; 2 labels (cyberbullying and non-cyberbullying)

(Source data: Instagram)
Number of rows: 507 rows

(Source data: Twitter)
Number of rows: 965 rows

(Source data: Youtube)
Number of rows: 65.343 rows
DOI: 10.17632/hzf2fpndpt.1
title: Validated high resolution (12.5m) DEM for Sri Lanka

description: The dataset was generated using ALOS Radiometrically Terrain Corrected (RTC) products, utilizing data collected from 2006 to 2009. Provided in GeoTiff format with a 12.5 m spatial resolution and signed 16-bit pixel depth, the dataset is projected in WGS 1984 UTM Zone 44N. Processed using the EGM96 datum, the data includes conversion from ellipsoidal to orthometric heights. Post-conversion, the data was processed to fill voids, and the Root Mean Square Error (RMSE) was calculated to validate it against the SRTM 1 arc sec DEM, LiDAR-derived DEMs, and Photogrammetric Digital Data from the Survey Department of Sri Lanka, resulting in RMSEs of 4.2 m, 6.2 m, and 5.8 m, respectively. 
To facilitate easy downloading, the validated DEM was clipped into 44 tiles. Please refer to the map (1_Tiles.jpg) provided with the dataset to access the data as required.
DOI: 10.17632/g5bz4r3zxb.1
title: Replication materials for Bartelme, D, Lan, T, and Levchenko, A, "Specialization, Market Access and Real Income"

description: This package contains the replication materials for Bartelme, D, Lan, T, and Levchenko, A, "Specialization, Market Access and Real Income." Please consult the article for the descriptions of the findings, and the readme file for details on how to run the code.
DOI: 10.17632/sg5j65kgdf.1
title: Quran Dataset

description: Quran Dataset is a collection of different format of the Holy book of Quran. The dataset is presented in the original file in word format. also, for database application developer or researcher, the SQL files are available as well. For Semantic web application, the RDF resources are available. From the RDF files small part of the figure are developed in SVG format, which can be extended to all file using different tools to transform RDF to figure files. Another format is available , which is the CSV format , which can be used to view the data in any text editor program such as MS Excel or simple text editors. All format are made available for the help of researcher or developer.
DOI: 10.17632/69xxkwghy4.1
title: Medical Insurance Dataset

description: Medical Insurance Dataset
DOI: 10.17632/6k45whwfcp.1
title: Efficacy and safety of dupilumab with concomitant topical corticosteroids in children 6 to 11 years old with severe atopic dermatitis: a randomized, double-blinded, placebo-controlled phase 3 trial

description: Author video for the article: Paller AS, et al. Efficacy and safety of dupilumab with concomitant topical corticosteroids in children 6 to 11 years old with severe atopic dermatitis: a randomized, double-blinded, placebo-controlled phase 3 trial. J Am Acad Dermatol. 2020 Jun 20;S0190-9622(20)31152-X. doi: 10.1016/j.jaad.2020.06.054
DOI: 10.17632/gfp34ccwm4.1
title: Experimental data on fracture deformation, flow and mass transport of two self-affine fractures under normal load

description: This data set compiles the experimental data used in Villamor et al. (2022) "Experimental Investigations of Fracture Deformation, Flow and Transport Using a Pressure-Controlled Hele-Shaw Cell and Digital Fabrication"

The data (for each fracture analog specimen - A and B-) is divided into three categories: (1) measured fracture aperture maps under normal stress; (2) Permeability data; and (3) Mass transport data
DOI: 10.17632/h6b8hphw3n.1
title: sDMD: An open source program for discontinuous molecular dynamics simulation of protein folding and aggregation

description: Discontinuous molecular dynamics (DMD) is an extremely fast alternative to the conventional molecular dynamics that uses continuous force fields. It simulates the force field applied to particles by discontinuous steplike functions of inter-particle distance. Thus, particles move at constant velocities until their distance is equal to the point at which there is a discontinuity, at which time the simulator calculates the interactions by solving simultaneously the equations governing conservation of momentum and energy. In this way, longer-time simulations can be carried out. Here, we introduce sDMD, an open source simulation package based on DMD technique coupled with a high-resolution all-atom molecular model, and describe the model of proteins, the algorithms for approximating the interactions, and the general design principles used in the simulator. We also demonstrate the implementation of the package, as well as two illustrative examples.
DOI: 10.17632/87jztf6yt5.1
title: Supporting Material for Improved Quantitative Phase-Field Approach for Simulating Grain Coarsening in Anisotropic Systems with Arbitrary Inclination and Misorientation Dependence

description: Simulation programs, input files, results and supplementary data related to the paper "New phase-field model for polycrystalline systems with anisotropic grain boundary properties", N. Moelans, submitted to Materials & Design. 

Paper Abstract :
In the papers [PRL 101, 025502(2008); PRB 78, 024113 (2008)], the author proposed a quantitative phase-field model to study grain growth in polycrystalline structures with misorientation and inclinatin dependence of the grain boundary properties.  In later studies, it was found that the model can show some issues when for  strong anisotropies. In this paper, an improved model, resolving these issues, is presented. The new approach is derived in a  fully variational way, while unphysical third phase contributions at grain boundaries are suppressed without the need of extra higher order terms. The new model contains a parameter to control the length scale of the diffuse interface without affecting the grain boundary properties for computational efficiency. It is verified for the new approach that accurate triple junction angles are obtained under all conditions, also for large differences between the grain boundary energies resulting in triple junction angles that deviate largely from 120$^{\circ}$. It is also shown that grain boundary wetting is reproduced. Moreover, three alternative ways to include inclination dependence in the model are presented and validated, resulting in a founded selection of one of them. 
The applicability and accuracy of phase-field
models towards systems with strong anisotropy is largely
increased with the newly proposed methodology.
DOI: 10.17632/dw4rrzhkft.1
title: Data for: "In-depth characterization of sediment contamination in stormwater infiltration basins"

description: The reported data were acquired as part of a research project investigating the characteristics of sediments accumulated in stormwater infiltration basins. Eighteen study sites were selected to encompass a diversity of urban and peri-urban catchments (residential, industrial, roads, parking lots) and hydraulic designs. In each site, a representative sample was composited from different locations in the sediment layer. Sediment samples were analyzed for:
• pedological parameters,
• major elements, 
• 6 trace metals, 
• 16 polycyclic aromatic hydrocarbons, 
• 7 polychlorinated biphenyls, 
• 12 dioxin-like polychlorinated biphenyls, 
• 17 polychlorinated dibenzodioxins and furans, 
• p-tert-octylphenol and 4-nonylphenol, 
• 25 pesticides.

Further details are provided in the file entitled “Data description”. The results are available in csv files grouped by contaminant type.
Contents in sediments are expressed in grams (g), milligrams (mg), micrograms (ug), or nanograms (ng) per kilogram of dry matter.

The results are presented and discussed in the following research article: D. Tedoldi, J. Couvidat, M. Gautier, Q. Zhan, T. Winiarski, G. Lipeme Kouyi, C. Delolme, & V. Chatain (2023) "In-depth characterization of sediment contamination in stormwater infiltration basins." Blue-Green Systems, https://doi.org/10.2166/bgs.2023.039
DOI: 10.17632/mp7grcyv7t.2
title: Environmental, Social, and Governance Performance and Corporate Innovation Novelty

description: We obtained the ESG scores from the Bloomberg database and calculated the novelty of innovation based on data collected from the official website of the China National Patent Office (www.psssystem.gov.cn) using the Python programming language. We collected the data on the other economic characteristics from the CSMAR database. Since China started to evaluate ESG performance in 2011, we selected A-share listed companies of the Shanghai and Shenzhen Stock Exchanges from 2011 to 2020 as the initial sample. We then screened the sample by (1) deleting financial industry firms and the special treatment firms, (2) eliminating samples with missing values for the main research variables, and (3) winsorizing all the continuous variables at the 1% level to avoid the influence of outliers. The final research sample contains 9,628 firm-year observations.
DOI: 10.17632/vz3kfjw82x.2
title: Cuban_National_Chemistry_Contest_2023

description: This contribution compiles the problems, solutions and results of the Cuban chemistry olympiad for high school students celebrated nationwide in 2023. The Cuban National Chemistry Contest (CNQ, Concurso Nacional de Química, official name in Spanish) is a yearly competition intended to stimulate high school students the study chemical sciences during their bachelor's. It is sponsored by the Cuban Ministry of Education (MINED, official acronym in Spanish) and the University of Havana. Tenth-, eleventh- and twelfth-graders (15-17 years old, on average) are welcome to participate. This event is preceded by the Municipal Contest at each high school and the Provincial Contest in every province around Cuba. Winners of the latter are invited to participate in the national event. This Cuban chemistry olympiad takes place at the Vocational High School for Exact Sciences (IPVCE, official acronym in Spanish) in every province. It was organized as a two-day competition, in which the students try to solve two sets of theoretical or theoretical-practical problems elaborated by previous contestants and mentors. The highest scores are priced with gold, silver and bronze medals. Top winners can choose any career in science and the university they like the most to continue their studies with no need for additional requisites. In addition, they are part of the national pre-selection and are invited to Havana for a short training period. After a final selection round, the national team for the international chemistry olympiads is formed. This year, the CNQ took place on March 31 and April 4. The qualification of the exams was performed in Havana by a committee composed with selected lecturers and students from the University of Havana and mentors from all over the country.  Herein, the problem sets of the Preparatory Problems booklet, the national exams and their solutions, and the results of the Cuban students in the national and international competitions are provided in the official Spanish version and English translation.
DOI: 10.17632/7xvcvxgphb.1
title: Sorokh-Poth: A Balanced Bangladeshi Road Vehicle Image Dataset

description: The gigantic vehicle image data on the Internet can potentially promote more advanced object detection and classification models and algorithms. But organized, balanced, and valuable dataset remains a critical problem.  We developed a new comprehensive Bangladesh road transport-based balanced image dataset called "Sorokh-Poth" is proposed, which harmonious with several CNN-based architectures such as YOLO, VGG-16, R-CNN, and DPM. Most of the dataset images were collected from a smartphone. The dataset comprises 9809 labeled and annotated images of 10 categories of vehicle images like Auto-rickshaw, bike, bus, bicycle, car, CNG, leguna, rickshaw, truck, and van.
DOI: 10.17632/3bpy8prhkz.1
title: New insights into the surface-ocean dynamics of the Northeastern Atlantic Ocean across the Marine Isotope Stage 7 by Singh and Singh, 2024

description: Here, we present high-resolution planktic foraminiferal proxies combined with ANN based-SST and IRD records from IODP Site U1385 (), SW Iberian Margin for the intervals representing MIS 8 deglaciation, MIS 7 interglacial complex and MIS 6 glacial inception. The long-term SST pattern is modulated by insolation and precession parameters across the MIS 7 interglacial complex and is superimposed by the millennial-scale variability (stadials at ~250, ~243, ~230, ~221, ~203, ~196 and ~192 ka). The regional SST records indicate high temperature gradient (~6 °C) between the sub-polar North Atlantic Ocean and the SW Iberian Margin during MIS 7d which enhanced the moisture transport from mid-to-high latitudes. Further, low obliquity with low insolation induced cooling at high latitudes and promoted the expansion of ice-sheets during MIS 7d. Comparison of our faunal proxies with the published marine and terrestrial records from SW Europe and western Mediterranean Sea suggested a weakening and southward shift of Azores High pressure system, similar to the present-day (-) NAO-like atmospheric configuration during the early phases of MIS 7e, MIS 7c and MIS 7a, resulting reduced surface productivity of SW Iberian Margin. During the late phases of MIS 7e, MIS 7c and MIS 7a, the Azores High pressure system strengthened and shifted northward causing the intensification of the trade winds, a scenario similar to present-day (+) NAO-like atmospheric configuration, which resulted in high surface productivity of SW Iberian Margin.
DOI: 10.17632/wfn3yw6fn9.1
title: Data of method for radar coherent jamming based on SFT

description: the dataset contain the input signals,  the coherent jamming, and the output signal processed by different methods.
Note that, the readme.txt can help you to know how to use the data better.
DOI: 10.17632/cd2rv7hyyj.1
title: Benchmarks for the ordered flow shop scheduling problem

description: Data includes three sets of benchmark instances for the Ordered Flow Shop Scheduling problem. The benchmarks are entitled as T, S and L, including 120, 240 and 240 instances. Each instance file (in .txt format) contains the processing times of jobs (n) on machines (m) as an (m * n) matrix. The data is related to the manuscript sent for publication in the Computers & Operations Research with the title: Makespan minimization for the m-machine ordered flow shop scheduling problem Mostafa Khatami, Amir Salehipour, F.J. Hwang
DOI: 10.17632/622xjc76v3.1
title: 考虑取送货的多访问无人机-卡车协同路径优化问题研究3-6章测试算例

description: 下面四个文件夹包含了论文第3-6章的所有测试算例。
DOI: 10.17632/myyf72mpw9.1
title: Power consumption measurements in Finnish grocery stores

description: The data consists of power usage measurements that were gathered from two grocery stores in Oulu, Finland. Store 1 is older than store 2 and the technology used in store 2 was the latest at the time of construction. In both stores the power was measured from different metering points and the total power consumption was calculated by using the data from the submeterings. The dataset for store 1 contains measurements from October 2017 to beginning of June 2018 and for store 2 from May 2017 to beginning of June 2018. For both stores there is a dataset with 15-minute and 1-hour granularity Store 1 Time - the time of the measurement fuel_station - the power consumption of the fuel station by the grocery store refrigerators - power usage of the refrigerators in the store freezers - power usage of the freezers in the store hvac - hvac system power usage sub1, sub2 - other submeterings from the store total - total power consumption of the store Store 2 Time - the time of the measurement refrigeration - the power consumption of the refrigeration system that removes the heat from the cold machines machines - the power usage of the refrigerators and freezers themselves, not including the heat extraction hvac - hvac system power usage store1, store2, cellar - other submeterings from the store total - total power consumption of the store
DOI: 10.17632/stzt42ncv4.1
title: Effect of frequency variation of isolator on the responses and damage of concrete liquid storage tank under seismic excitations

description: INP files for some of the sample input files. Files include various LSTs on a fixed base and base isolation for the publication in IOP- Engineering Research Express.
DOI: 10.17632/4j22vtxxf2.3
title: COVID-19 data

description: Covid-19 Hongkong, South Korea, Italy, Indonesia
DOI: 10.17632/72wf7b93sx.1
title: Appendix 1

description: Example data for three-way large-scale group decision-making considering co-opetition relations.
DOI: 10.17632/d5j8b7ts4v.1
title: Data for: Lagrangian Observations of the Along-slope Path of the California Undercurrent

description: % This text file includes data for each subsurface RAFOS % float used in Collins et al., 2018. The file contains six % columns of ascii data at a temporal resolution of 12 % hours. The first column is float number, the second is % time, the third is longitude (degrees), the fourth is % latitude (degrees), the fifth is pressure (decibars) % and the sixth is temperature (T90, °C). Time is serial % date number where a serial date number of 1 corresponds % to Jan-1-0000. Time is referenced to coordinated universal % time (UTC).“NaN” is used when data is not available. For % some floats, the pressure and temperature data are erratic % (a discussion of this issue can be found in Bower, 1994). % Data are smoothed as described in the “Methods” section % of Collins et al., 2018. % % References: % % Bower, A.S., 1994. Pressure transducer tests-1986. % RAFOS Float Technology Workshop Proc., Woods Hole, % MA, Woods Hole Oceanogr. Inst., 98-107. % % Collins, C.A., et al., 2018. Lagrangian Observations of % the Along-slope Path of the California Undercurrent, % Deep-Sea Res. II, submitted. % % C. A. Collins, 15 January, 2018 Email: collins@nps.edu % %fltno time lon lat pressure temperature 3 728117.0 -123.559 37.793 302.5 6.93 3 728117.5 -123.601 37.842 304.0 6.93 3 728118.0 -123.647 37.884 309.8 6.96
DOI: 10.17632/6xvdhc9fyb.1
title: Sperm Morphology Image Data Set (SMIDS)

description: SMIDS was collected by a smartphone based data acquisition approach, which has been firstly used in [1] for only motile sperm detection and counting scope. Then, smartphone based this approach has been validated in sperm concentration analysis with high correlation between the manual counting results and the system output [2]. Addition to motile sperm detection/counting and concentration analysis, system was also used for creating a stained sperm image dataset, which named as SMIDS. The full version of SMIDS was firstly introduced in [3] with a hybrid morphological analyzing framework. In SMIDS, the abnormal class is not divided into the sub-classes as in other sperm morphology datasets. Sperm images were labelled as normal (1021), abnormal (1005) and non-sperm (974). The images are stored in RGB color-space. Each image in SMIDS might include noise, multi-sperm head and mixed tails.

[1] Ilhan, H. O., & Aydin, N. (2018). A novel data acquisition and analyzing approach to spermiogram tests. Biomedical Signal Processing and Control, 41, 129-139.
[2] Ilhan, H. O., & Aydin, N. (2020). Smartphone based sperm counting-an alternative way to the visual assessment technique in sperm concentration analysis. Multimedia Tools and Applications, 79(9), 6409-6435.
[3] Ilhan, H. O., Sigirci, I. O., Serbes, G., & Aydin, N. (2020). A fully automated hybrid human sperm detection and classification system based on mobile-net and the performance comparison with conventional methods. Medical & biological engineering & computing, 58(5), 1047-1068.
DOI: 10.17632/4rgyzx968n.1
title: A Picture of Modern Medicine: Race and Visual Representation in Medical Literature