cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.5760898
title: PhenoApp Input/Output files

description: With the ongoing cost decrease of genotyping and sequencing technologies, accurate and fast phenotyping remains the bottleneck in the utilizing of plant genetic resources for breeding and breeding research. Although cost-efficient high-throughput phenotyping platforms emerged during the last decades for specific traits and/or species, manual phenotyping is still predominant and a time- and money-consuming task. Approaches that improve data recording, processing or handling are pivotal steps towards an efficient usage of genetic resources and demanded by the research community. Therefore, we developed PhenoApp, an open source Android app for tablets and smartphones to facilitate the digital recording of phenotypical data in the field and greenhouse. It is a versatile tool, that offers the possibility to fully customize own descriptors/scales for any possible scenario or the usage of pre-integrated ready-to-use BBCH scales for apple, cereals, grapevine, maize, potato, rapeseed and rice. Additional BBCH scales can easily be added. Furthermore, the simple and adaptable structure of input and output files enables an easy data handling by either spreadsheet software or even the integration in the workflow of laboratory information management systems (LIMS). The embedding in international information standards such as MIAPPE or the implementation regarding FAIR data principles is feasible. PhenoApp is a decisive contribution to increase efficiency of digital data acquisition in breeding, breeding research and genebank management by accelerating the labor intensive and time-consuming acquisition of phenotyping data.
DOI: 10.17632/9pfgb67ndk.2
title: AH_Organic_Acids_HPLC

description: The attached spreadsheet comprises raw data related to developing an HPLC analytical method, which is used for the analysis of food composition and compounds involved in biomass reactions . The dataset in addition to the incorporated mathematical formulas guide researchers and quality control employees working at food and biomass industries on how to design an experimental design to yield a robust analytical chromatography protocol. Importantly, mathematical formulas furnished with the datasheet feature a user-friendly template for all calculations needed for preparing analytical standards, mix standards, real samples, and the corresponding calibrations. 
This spreadsheet is composed of two sheets where the first one entitled 'HPLC Standards' deals with the calculations of the concentrations of analytical standards and their relevant calibrations plots. Whereas the second sheet entitled 'Samples Run' is designated for calculating the final concentrations of the samples under analysis. Moreover, the latter provides a concise approach on how to run an HPLC sequence for the quantification of the samples' ingredients. In addition, statistics as well as relative response factor of the used internal standard calculations are demonstrated.
DOI: 10.5283/epub.51118
title: Data archive of "Optical spectroscopy of van der Waals heterostructures"

description: This is an archive of the research data, corresponding to the Dissertation "Optical spectroscopy of van der Waals heterostructures" by Johannes Holler
DOI: 10.20372/aau_rdr/fwxwbs/mlnsil
title: tw-2021-11-16-16-37-final.csv

description: tweeter data on GERD
DOI: 10.20372/aau_rdr/fwxwbs/ou15al
title: large_tweets_data.csv

description: :unav
DOI: 10.20372/aau_rdr/fwxwbs
title: Tweeter data

description: Tweeter dataset collected on GERD to conduct sentiment analysis
DOI: 10.25721/1ce8-yf12
title: Information sur Gasparou et Rocagel
DOI: 10.5281/zenodo.5554229
title: Examining the charge transfer in an unusual negative rocket-triggered lightning flash with branched upward positive leaders

description: The data of the Case Tr_201807, figures, Optical images
DOI: 10.5281/zenodo.5554228
title: Examining the charge transfer in an unusual negative rocket-triggered lightning flash with branched upward positive leaders

description: The data of the Case Tr_201807, figures, Optical images
DOI: 10.17632/7jwd5nm45n.1
title: Region's (area) viewshed using aspect peaks (RVAP or AVAP)

description: @Project:    AVAP - Area Viewshed (Region's viewshed) using Aspect Peaks
 
@Purpose:   This script is for calculating a viewshed for an area instead of an observer
            point. It means that if the observer is placed anywhere on a given confined 
            space (e.g. a polygon), which parts of the greater surface of the outside are
            still invisible to him or vice versa. With previous versions of viewshed, such
            a task was impossible due to a massive calculation time and other limitations.
            
            #Note:  the final viewshed calculation needs Gdal>=3.1.0 but the rest 
                    could be run on lower versions.
DOI: 10.17632/nsj38szgwd.1
title: Dataset for integration of sustainability education into the accounting curricula of tertiary education institutions in Jordan

description: •	Dataset is useful as it provides a description of the importance of sustainability education in the accounting curriculum as well as the needs for this integration and the salient stakeholders’ sustainability expectations in the accounting curriculum.  
•	The dataset is also useful for further comparisons in further studies dedicated to sustainability accounting education, especially in emerging economies. 
•	Data is useful in providing insights and direction on the way to integrate sustainability knowledge in business and accounting curricula. 
•	Data has a potential and can be used by policy makers, tertiary institutions, and practitioners and governmental representatives. 
•	 Data can be reused to investigate the distinguish between the answers of educators and students within private and public universities on the importance of SAE. 
•	The dataset outcome can help tertiary institutions and other stakeholders to understand how to integrate sustainability education into the accounting curricula. This understanding would lead to future accountants and business executives having stronger competencies to respond in a resilient and resourceful manner to changes in the way business is held, especially in an area where societal and environmental impacts are highly scrutinised.
DOI: 10.17632/s87n4y2yw7.1
title: Data Set on Reward Strategy, Organizational Commitment, Empowerment and Employee Performance in Commercial Banks Listed in Nairobi Securities Exchange, Kenya.

description: The main objective of the study was to establish the effect of reward strategy, organizational commitment, empowerment, and employee performance in commercial banks listed in Nairobi Securities Exchange. The study found out employee performance in organizations improves when diverse strategies are used. Where there is application of high reward strategy approaches, appropriate empowerment and organizational commitment, the employee performance is enhanced significantly. Management and policy makers should be in a position to apply all the three constructs simultaneously as they yield better results in increasing employee performance as opposed to using them in isolation. The data contains a sample description of all the participants and information of all four variables namely; reward strategy, organizational commitment, empowerment and employee performance. The data was gathered using self-administered questionnaires that had a five-point Likert scale. The Questionnaire was adopted from previous related studies and modified to suit the current study and then distributed to the employees of listed commercial banks in Nairobi Securities Exchange. The study identified the bank branches of all the 10 banks in Nairobi, Kenya which were the focus of the study. Simple random sampling technique was used to select the bank branches where the questionnaires would be distributed. This probability sampling technique ensured that from the larger population of bank branches of the 10 banks, each bank branch was selected independently and had an equal chance of being included in the sample. The questionnaires were then dropped to the branch manager for distribution to employees through stratified sampling technique and collected after completion. The data file can be accessed through SPSS Statistical Software for utilization and interpretation.
DOI: 10.17632/pvckvzt4pd.1
title: Measurements of particulate matter and meteorological parameters at  Mohali and Nadampur

description: The excel file contains the daily averaged PM10, PM2.5, wind speed, ambient temperature, and the daily sum of rainfall for Mohali (Sheet 1) and Nadampur (Sheet2). The daily sum of rainfall, daily average temperature, and daily average wind speed measured at Patiala (obtained from the  https://app.cpcbccr.com/ccr/#/caaqm-dashboard-all/caaqm-landing)  was used for Nadampur. PM at Mohali and Nadampur was measured using the Airveda low-cost sensors and corrected using the Random Forest machine learning algorithm.
DOI: 10.17632/rnrmjkvjjc.1
title: Molecular Biomarker of Drug Resistance Developed from Patient-derived Organoids Predicts Survival of Colorectal Cancer Patients

description: Figure S2. All enriched hallmark and KEGG pathways by using GSEA associated with 5-Fu resistance. 
Figure S3. Up and down-regulated hallmark and KEGG molecular pathways by using GSEA between DRS-high and DRS-low patients in TCGA-CRC cohort.
DOI: 10.17632/yhbtv9rx6h.1
title: Prevalence of atopic illnesses across Atopic Dermatitis duration in Black and White children of the Pediatric Eczema Elective Registry 

description: Supplemental Figure I. Prevalence of food allergies across Atopic Dermatitis duration in Black and White children of the Pediatric Eczema Elective Registry 
Supplemental Figure II. Prevalence of medication allergies across Atopic Dermatitis duration in Black and White children of the Pediatric Eczema Elective Registry 
Prevalence All: -
Prevalence White: ....
Prevalence Black: - - - 

White children and adolescents had a higher prevalence of medication allergies than black individuals across atopic dermatitis duration. White children and adolescents with an atopic dermatitis duration of 1 to 13 years had a higher prevalence of food allergies than black individuals with the same atopic dermatitis duration.
DOI: 10.17632/j88vnrjj8n.1
title: A nomogram combining clinical factors and biomarkers for predicting the recurrence of high-risk cutaneous squamous cell carcinoma_Supplmentary data

description: This is supplementary data for the article titled "A nomogram combining clinical factors and biomarkers for predicting the recurrence of high-risk cutaneous squamous cell carcinoma". 

Various biomarkers have been investigated to overcome the limitation of traditional clinical cSCC staging systems, and we constructed a nomogram that includes both clinical factors and biomarkers which showed better predictive ability for cSCC recurrence.
DOI: 10.17632/n972bmgcwz.1
title: Vol 14(4), 2022

description: For full text and other information, please visit: https://escs.birjand.ac.ir/issue_249_282.html?lang=en
DOI: 10.17632/2wzf9bz7xr.1
title: DGTA-BENCH - Domain Generation and Tunneling Algorithms for Benchmark

description: Intrusion detection methods in computer networks still remain an important problem in computer science. To enforce the network security special instrument are embedded in operating systems and ingenuity software are elaborated. Such applications intend to prevent cyberattacks against the local networks and personal computers, theft of data, undesired spam-advertised products, dangerous drive-by hidden objects infected a visitor’s machine with malware. As a  result, the growing interest is observed in developing systems to protect the end user from the potential attack.

The provided dataset is derived from multiple sources in order to provide a read-to-use benchmark for Machine Learning researchers and Cyber Security analysts. This dataset is motivated by the need to facilitate publications on the topic of intrusion detection through Domain Name System (DNS) to use a comparative well-defined framework. It is a collection of Domain Generation Algorithms (DGA), Domain Tunneling Algorithms (DTA), and legitimate DNS name used to access popular Internet resources, safe domains hosted by DNS providers as well as domains of Content Delivery Network (CDN). It contains 1.65M labeled domain names divided into 55 classes, 4 of which are DTA, 50 of which are DGA and 1 legitimate class.

The dataset is represented by a single parquet file, which can be accessed using a Python framework: Pandas, PyArrow or TensorFlow/IO.
DOI: 10.17632/f37zffdt58.1
title: Carbon stock of trees in the lower montane forest of Mt. Kalatungan Range Natural Park in Mindanao, Philippines | JBES 2021

description: A tree inventory and carbon stock assessment was conducted in three 50 x 100 meter randomly established sampling plots in the lower montane forest of Mt. Kalatungan, a protected area located in Mindanao, Philippines. A total of 31 species of trees belonging to 24 families that is dominated by Fagaceae, Lauraceae and Myrtaceae was recorded. The most frequent species are Lithocarpus spp., Syzygium spp., Neolitsea spp. Out of 833 tree species, 49.70% lies in the 21-28cm dbh class based on sturge’s rule. The greatest dbh recorded was 73cm from Syzygium spp. of the family Myrtaceae. The site obtained a greater mean stand density of 555 trees ha-1. The site also contained many trees with relatively greater dbh resulting to a high biomass and carbon stock estimate. The mean tree biomass density estimate was 628 ton ha-1 while the mean Carbon density estimate was 282 ton C ha-1. These results provide a robust justification for an effective protected area management in order to salvage the area from further deforestation and forest degradation. The conservation of forest resources, especially trees in Mt. Kalatungan would be very crucial in the Philippine’s efforts to mitigate climate change.
DOI: 10.17632/yf9msf45zx.2
title: 甲骨文所有的沈字 (Oracle Bone Inscriptions 沈 Character)

description: 甲骨文所有的“沈”字分析。分析的目標是斷定“沈”字表示一個還是幾個詞。
DOI: 10.17632/k3yysvmv9s.2
title: East palearctic treefrog occurrences

description: Occurrences of Dryophytes treefrogs of five clades (D. japonicus Clades A and B, D. immaculatus, D. flaviventris, D. suweonensis) in the east palearctic region. Data was collected as opportunistic surveys by the authors. Data includes clade designation, latitude and longitude.
DOI: 10.17632/zckvvs7phk.1
title: Data System. Stressogenic elements of the latent impact of real media reports on the  COVID-19 pandemic on social groups

description: The results of experiments
DOI: 10.17632/djwhnp9zj3.1
title: Raw data files from RNA-seq on BV2 cells

description: BV2 cells were treated with α-M or NP-α-M, and the total RNA was extracted using Trizol (ThermoFisher). RNA analysis was conducted by  Shanghai Personalbio Technology Co., Ltd, China. The sequencing library was constructed using TruSeq RNA Sample Preparation Kit (Illumina), and the library was sequenced using Hiseq platform (Illumina). 
pval: p-value
padj: p-adjusted value
FPKM: Fragments Per Kilobase of exon model per Million mapped fragments
GO: Gene Ontology analyses, based on the Gene Ontology Database (http://www.geneontology.org/) 
KEGG: Kyoto Encyclopedia of Genes and Genomes analyses, based on KEGG pathway database (http://www.genome.jp/kegg/)
DOI: 10.17632/6wmfwgp2b5.1
title: AwarenessAttitudetowardsTransgenders

description: Data from Medical Doctors and Students regarding transgender persons
DOI: 10.17632/tc6ysmh5j8.2
title: Dataset of symptom-fault causal relationships for an IP-based network

description: The SOFI (Symptom-Fault relationship for IP-Network) dataset contains information about an extensive enterprise network's performance and indicates the well-known faults. It was collected at a different time in several days; it contains about 649 hours of network monitoring. During around 10 hours of that time, the network was fault-induced at different time intervals. It is composed of 34 attributes, one class (F= faulty, NE= healthy network), and 12971 instances.
DOI: 10.3886/e120550v1-103400
title: Data and Code for: Knowledge spillovers and corporate investment in scientific research

description: Using data on 800,000 corporate publications and patent citations to these publications between 1980 and 2015, we study how corporate investment in research is linked to its use in the firm's inventions, and to spillovers to rivals. We find that private returns to corporate research depend on the balance between two opposing forces: the benefits from the use of science in own downstream inventions, and the costs of spillovers to rivals. Consistent with this, firms produce more research when it is used internally, but less research when it is used by rivals. As firms become more sensitive to rivals using their science, they are likely to reduce the share of research in R&D.
DOI: 10.17632/ywgrfkbssz.2
title: Estimation Formula of Anesthesia Induction and Surgery Preparation Time Considering Clinical Department Factors for Optimal Surgical Schedule Management

description: The clinical information (department, anesthesia factor, operation factor) was acquired from the medical records. The time at which the patient entered the operating room, time at which anesthesia was administered, and time at which operation was started were obtained. The anesthesia factors were as follows: type of anesthesia, insertion of epidural catheters, insertion of peripheral venous catheter (1st), insertion of peripheral venous catheter (2nd), insertion of arterial catheter insertion, and insertion of central venous catheter. The surgical factors were use of endoscope, surgery position, use of preoperative mobile biplane X-ray imaging, use of preoperative ultrasound diagnostic device, and use of preoperative surgical navigation systems. To address bias sources, researchers audited the accuracy of data input.
DOI: 10.17632/shtsm3gg29.2
title: Education Linguistic Research Dataset (1961-2020)

description: The educational linguistics reseach & publication dataset, which was indexed by Scopus from 1961-2020.
The dataset contains data authors, authors ID Scopus, tittle, year, source tittle, 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, and EID.
DOI: 10.17632/wsss65c885.1
title: Multidimensional Dataset Of Food Security And Nutrition In Cauca.

description: A multidimensional dataset created for the department of Cauca based on public data sources is published. The dataset integrates the 4 FAO food security dimensions: physical availability of food, economic and physical access to food, food utilization, and the sustainability of the dimensions mentioned above. It also allows analysis of different variables such as nutritional, socioeconomic, climatic, sociodemographic, among others with statistical techniques or temporal analysis. The dataset can also be used for analysis and extraction of characteristics with computer vision techniques from satellite images, or multimodal machine learning with data of a different nature (images and tabular data).

The dataset Contains the folders:
- Multidimensional dataset of Cauca/: Here are the tabular data of the municipalities of the department of Cauca. The folder contains the files:
1.  dictionary(English).xlsx: The dictionary of the static variables for each municipality of Cauca in english.
2.  dictionary(Español): The dictionary of the static variables for each municipality of Cauca in spanish.
3.  dictionary(English).xlsx: The dictionary of the static variables for each municipality of Cauca in english.
4.  MultidimensionalDataset_AllMunicipalities.csv: Nutritional, climatic, sociodemographic, socioeconomic and agricultural data of the 42 municipalities of the department of Cauca, although with some null values due to the lack of data in nutrition surveys of some municipalities.
- Satellite Images Popayán/: Here are the monthly Landsat 8 satellite images of the municipality of Popayán in Cauca. The folder contains the folders:
1. RGB/: Contains the RGB images of the municipality of Popayán in the department of Cauca. It contains RGB images of Popayán from April 2013 to December 2020 in a resolution of 15 m / px. The title of each image is image year_month.png. 
1. 6 Band Images/: Contains images of Landsat 8 using bands 1 to 8 to generate images of the municipality of Popayán in the department of Cauca. It contains 6 band images in a tif format of Popayán from April 2013 to December 2020 in a resolution of 15 m / px. The title of each image is image year_month.tif.
DOI: 10.5281/zenodo.5760964
title: PyCOMPSs Performance Models

description: The repository includes the source code and the datasets used to build performance models for PyCOMPSs applications. The results are included in the AI-SPRINT project deliverable "D2.1 - First release and evaluation of the AI-SPRINT design tools".
DOI: 10.5281/zenodo.5760963
title: PyCOMPSs Performance Models

description: The repository includes the source code and the datasets used to build performance models for PyCOMPSs applications. The results are included in the AI-SPRINT project deliverable "D2.1 - First release and evaluation of the AI-SPRINT design tools".
DOI: 10.17632/c3x3z5z5kd.1
title: الرسالة 

description: قرارات المجامع الفقهية
DOI: 10.17632/gx4fn84jwx.1
title: Retinal plasticity in age-related macular degeneration

description: The goal of this particular study is to construct a realistic physical model of viscoelastic retinal stretching and, on its basis, derive a universal quantitative criterion of irreversible retinal deformations during Age-related macular degeneration (AMD).
In this work, standard methods of nonlinear fracture mechanics of ductile and viscoelastic materials were applied to study the evolution of retinal deformation progress in patients with neovascular AMD in the area of large druses or subretinal or sub-RPE fluid accumulation. A two-dimensional rhombic model of viscoelastic Kelvin-Feucht primitives was used to reconstruct the parameters included in the approximation of the creep strain growth rate.
A clinical case of a patient (patient X., 79 years old) was taken as a basis for theoretical research. The patient underwent retinal OCT on DRI Swept-Source OCT Triton plus (Topcon) in Radial mode (Dia. 6.0 mm Overlap 16). Transudative detachment of RPE in the macula was detected. The maximum elevation of RPE relative to the line of intact epithelium above Bruch's membrane was 868 μm. Subretinal fluid with a maximum height of neuroepithelium detachment of 134 µm was visualized at the edge of the detached RPE dome. The retinal thickness of the macular region in the zone of maximum RPE elevation was 284 μm. 
File 1-5 - OCT images of macula in patient with retinal pigment epithelium detachment. File 6 – the same OCT with measurements. These OCT scans were used for investigation the role of retinal plasticity in the formation of irreversible retinal deformations in age-related macular degeneration.
DOI: 10.17632/vyh54p3wcn.1
title: Serial multiple mediation of psychological empowerment and job burnout in the relationship between bullying experience and turnover intention among Chinese novice nurses in Triple A hospitals: A cross-sectional questionnaire survey

description: To examine the direct and indirect effects of workplace bullying on turnover intention using the serial multiple mediators of psychological empowerment and job burnout. A convenience sample of 450 novice nurses from 5 Triple A hospitals in the S province of China were evaluated using self-reported questionnaires of the Negative Acts Questionnaire-Revised, the Psychological Empowerment Instrument, the Chinese Maslach Burnout Inventory, and the Turnover Intention Scale. The data analyses were performed using the SPSS software version 26.0 (SPSS Inc.) and the  PROCESS macro. All the data sets were examined to ensure accuracy and completeness prior to any statistical analyses.