cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/k5fz57zd9z.3
title: Cursive-Text: A Comprehensive Dataset for End-to-End Urdu Text Recognition in Natural Scene Images

description: We present a comprehensive dataset for Urdu text detection and recognition in natural scene images. To develop the dataset, more than 2500 natural scene images were captured with a digital camera and a built-in mobile phone camera. Three separate datasets for isolated Urdu character images, cropped word images and end-to-end text spotting are developed. The isolated Urdu character image dataset contains 19901 images, while the cropped word image dataset contains 14100 cropped words. A lexicon of more than 40K commonly used Urdu words is also created. The ground truths for each of the image in the isolated character, cropped word or text spotting datasets are provided separately. The proposed datasets can be used to perform Urdu text detection, recognition or end-to-end recognition in natural scenes. These datasets can also be helpful to develop Arabic and Persian natural scene text detection and recognition systems, as Urdu is a derived language of these scripts and has many similar letters. The datasets can also be helpful to develop multi-language translation systems.
DOI: 10.17632/9vpfzfrrtp.1
title: The Data from Arief, Eliyana and Mardiyana Research

description: Can Safety Behaviour be Obtained through the Mediation of Safety Climate?
DOI: 10.17632/9vpfzfrrtp.2
title: The Data from Arief, Eliyana and Mardiyana Research

description: Can Safety Behaviour be Obtained through the Mediation of Safety Climate?
DOI: 10.17632/cvg45555rd.1
title: Mass Timber Panel-Concrete (MTPC) Composite System Model

description: The input and output parameters into the developed MTPC system model with load-deflection response comparison.
DOI: 10.17632/3mhk2jv94m.1
title: Survey Dataset on Government's Provision of Quality Information on Social Media and Citizens' Online Political Participation in Pakistan

description: The survey data was collected to assess the perception of citizens regarding the provision of quality information by a government agency on social media and its influence on their perception of transparency, trust, responsiveness of the agency and citizens' online political participation. The responses were taken from 388 social media (Facebook and Twitter) followers of a government agency i.e. Punjab Food Authority.
DOI: 10.17632/jk7vjgjz6y.1
title: A gamification based- approach on indoor wayfinding research

description: The 'indoor_Navigation_Simulator' dataset contains all information regarding the research executed by Dries De Leeuw, Laure De Cock and Philippe De Maeyer. Abstract: Indoor environments can be very complex. Due to the challenges in these environments in combination with the absence of mobile wayfinding aids, a great need exists for innovative research on indoor wayfinding. In this explorative study, a game is developed in Unity to investigate whether the concept of gamification could be used in studies on indoor wayfinding so as to provide useful information regarding the link between wayfinding performance, personal characteristics and building layout. Results show a significant difference between gamers and non-gamers as the complexity of the player movement has an important impact on the navigation velocity in the game. However, further analysis reveals that the architectural layout also has an impact on the navigation velocity and that wrong turns in the game are influenced by the landmarks at the decision points: navigating at deeper decision points in convex spaces is slower and landmarks of the categories ‘pictograms’ and ‘infrastructural’ were more effective in this particular building. Therefore, this explorative study, which provides an approach for the use of gamification in indoor wayfinding research, has shown that serious games could be successfully used as a medium for data acquisition related to indoor wayfinding in a virtual environment. Keywords: gamification; indoor wayfinding; landmarks; space syntax; Unity As for our hypothesis and statistical analysis we would like to refer to our article. Following information is important to interpret our dataset: - Player_ID = ID which is given to each participant after registration to our game. - Level = Our game contains three different levels. - DP = each level contains a number of decision points. - Time = time needed to navigate past a specific decision point. - Distance = distance covered to navigate past a specific decision point. - MVD = mean visual depth values related to space syntax measurements. - DP_Group = categorization based on topology of decision point (1 = Single-turn; 2 = Multiple-turn; 3 = Startend). - DP_Group1 = categorization based on required navigation action (1 = Straightforward; 2 = Turn left; 3 = Turn right). - LM_Group = landmark categorization (0 = No Landmark; 1 = Infrastructural; 2 = Pictograms; 3 = Decorations; 4 = Objects; 5 = Furniture). - Player_Group = categorization of the player according to personal information. - Unique_ID = ID so as to distinguish each decision point separately. - Wrong_turn = indicates if the participant made a wrong turn at a specific decision point (0 = no; 1 = yes). Important to note is that this data is not normally distributed and thus non-parametric test have to be used (for example Mann-Whitney U-test). In addition, the 'Learning_Effect' file represents data on the participants that played the game two times.
DOI: 10.17632/bsx2y4xrrf.1
title: Select SAM EGA Data for Oudam, Marimba, and Quela

description: SAM evolved gas analysis (EGA) data for H2O (m/z 17) and SO2 (m/z 64) as a function of oven temperature for drill samples Oudam, Marimba, and Quela. Data associated with JGR-Planets publication "Evidence for Multiple Diagenetic Episodes in Ancient Fluvial-Lacustrine Sedimentary Rocks in Gale Crater, Mars "
DOI: 10.17632/cvg45555rd.2
title: Mass Timber Panel-Concrete (MTPC) Composite System Model

description: The input and output parameters into the developed MTPC composite system model and comparison with bending test results.
DOI: 10.17632/yff4ggkd2y.1
title: circRNA array profiling in mouse E18 whole brain following prenatal alcohol exposure.
DOI: 10.17632/5rchtsps3z.1
title: Genome-wide kinetic properties of transcriptional bursting in mouse embryonic stem cells

description: This file includes raw data used to generate Figures 1, 2, 3, 4, 5 and 6, and Figure S1, S2, S3, S4, S5 and S6.
DOI: 10.17632/mt3xyhtm52.2
title: The Data from Arief, Eliyana and Mardiyana Research

description: Can Safety Behaviour be Obtained through the Mediation of Safety Climate?
DOI: 10.17632/5xcdrpb22v.1
title: Human iPSC-Derived Cardiomyocytes are Susceptible to SARS-CoV-2 Infection. Sharma et al

description: Supplemental Movie 1: SARS-CoV-2 infection alters contractility in hiPSC-CMs. (Related to Figure 1G). Thirty-second video clips (in triplicate) were taken of mock and infected hiPSC-CMs at 72 hours after viral infection. Cells were infected at MOI 0.1.
DOI: 10.17632/mt3xyhtm52.1
title: The Data from Arief, Eliyana and Mardiyana Research

description: Can Safety Behaviour be Obtained through the Mediation of Safety Climate?
DOI: 10.17632/5xcdrpb22v.2
title: Human iPSC-Derived Cardiomyocytes are Susceptible to SARS-CoV-2 Infection. Sharma et al

description: Supplemental Movie 1: SARS-CoV-2 infection alters contractility in hiPSC-CMs. (Related to Figure 1G). Thirty-second video clips (in triplicate) were taken of mock and infected hiPSC-CMs at 72 hours after viral infection. Cells were infected at MOI 0.1.
DOI: 10.3886/e116413
title: Replication data for: Optimal Taxation with Risky Human Capital

description: We study optimal tax policies in a life-cycle economy with permanent ability differences and risky human capital investments that have both an unobservable component, learning effort, and an observable component, schooling. The optimal policies balance redistribution across agents, insurance against human capital shocks, and incentives to learn and work. In the optimum, (i) high-ability agents face risky consumption while low-ability agents are insured; (ii) the optimal schooling subsidy is substantial but less than 100 percent; (iii) if utility is separable in labor and learning effort, the inverse labor wedge follows a random walk; and (iv) if the utility is not separable then the "no distortion at the top" result does not apply. The welfare gains from switching to the optimal tax system are about 1 percent in annual consumption equivalents.
DOI: 10.5281/zenodo.3898224
title: COVID19_SHIYAN

description: This dataset contains COVID-19 cases data with time of exposure and symptom onset in Shiyan, Hubei province .
DOI: 10.5281/zenodo.1442798
title: Dataset for article Direct Evidence of the Benzylium and Tropylium Cations as the Two Long-Lived Isomers of C7H7+

description: Dataset for article Direct Evidence of the Benzylium and Tropylium Cations as the Two Long-Lived Isomers of C7H7+ (DOI: 10.1002/cphc.201800744) -1- Experimental data: raw data and python script to build the final data for Figs 1 and 2 of the main manuscript and Figs S1 and S2 of supporting information. -2- Computational results: Gaussian files for all the calculated species.
DOI: 10.5281/zenodo.1442797
title: Dataset for article Direct Evidence of the Benzylium and Tropylium Cations as the Two Long-Lived Isomers of C7H7+

description: Dataset for article Direct Evidence of the Benzylium and Tropylium Cations as the Two Long-Lived Isomers of C7H7+ (DOI: 10.1002/cphc.201800744) -1- Experimental data: raw data and python script to build the final data for Figs 1 and 2 of the main manuscript and Figs S1 and S2 of supporting information. -2- Computational results: Gaussian files for all the calculated species.
DOI: 10.5281/zenodo.2605449
title: Experimental Approach to the Study of Anharmonicity in the Infrared Spectrum of Pyrene from 14 to 723 K

description: Dataset for the article "Experimental Approach to the Study of Anharmonicity in the Infrared Spectrum of Pyrene from 14 to 723 K" (DOI: 10.1021/acs.jpca.8b11016 ) - Data folder: data for band positions, widths and integrated intensities, which were derived from the infrared spectra of pyrene embedded in KBr matrices at various temperatures [14-723]K. - Spectra folder: infrared spectra of pyrene embedded in KBr matrices at various temperatures [14-723]K. Subfolder Total_spec: full spectra in the [3200- 650]cm<sup>-1</sup> range. Subfolder region_spec: individual bands at positions given by the folder names in cm<sup>-1</sup>.<br> In both cases, data at low (≤300 K) and high temperatures (≥300 K) are given in the low_temp and high_temp folders. All data is provided in .txt format.
DOI: 10.5281/zenodo.2605448
title: Experimental Approach to the Study of Anharmonicity in the Infrared Spectrum of Pyrene from 14 to 723 K

description: Dataset for the article "Experimental Approach to the Study of Anharmonicity in the Infrared Spectrum of Pyrene from 14 to 723 K" (DOI: 10.1021/acs.jpca.8b11016 ) - Data folder: data for band positions, widths and integrated intensities, which were derived from the infrared spectra of pyrene embedded in KBr matrices at various temperatures [14-723]K. - Spectra folder: infrared spectra of pyrene embedded in KBr matrices at various temperatures [14-723]K. Subfolder Total_spec: full spectra in the [3200- 650]cm<sup>-1</sup> range. Subfolder region_spec: individual bands at positions given by the folder names in cm<sup>-1</sup>.<br> In both cases, data at low (≤300 K) and high temperatures (≥300 K) are given in the low_temp and high_temp folders. All data is provided in .txt format.
DOI: 10.21227/cjce-7464
title: Hong Kong Water Quality and Climatological data - combined interpolated (1997-2016, monthly)

description: The raw data are collected from the websites of EPD (Environmental Protection Department, Hong Kong) and HKO (Hong Kong Observatory). Marine water quality data is provided by EPD and climatological data is provided by HKO. The data is interpolated by SAS “proc expand” and aligned to the beginning of each month.nbsp;The raw data used to produce this dataset are extracted from the following URL.1)nbsp;nbsp;nbsp;nbsp;nbsp; Hong Kong Environmental Protection Department: Marine Water Quality Datanbsp;nbsp;http://epic.epd.gov.hk/EPICRIVER/marine/?lang=ennbsp;2)nbsp;nbsp;nbsp;nbsp;nbsp; Hong Kong Observatorynbsp;nbsp;http://www.hko.gov.hk/en/cis/climat.htmnbsp;This dataset has been used to produce the following papers:1) Carlin C.F. Chu and P.K. Chan, “Feature selection using approximated high-order interaction components of the Shapley value for boosted tree classifier”. IEEE Access2) Carlin C.F. Chu, S.C. Yuen and Y.K. Wong, “Deep neural network for marine water quality classification with the consideration of coastal current circulation effect”. IEEE International Conference on Intelligent Sustainable Systems (ICISS), 7-8 Dec 2017.nbsp;3) P.K. Chan, Carlin C.F. Chu, H.Y. Lam and Y.K. Wong, “Empirical Mode Decomposition of Water Quality data for Random Forest Algorithm and Deep Neural Network”. 2018 Hong Kong International Conference on Engineering and Applied Science, 18-20 Dec 2018.
DOI: 10.21227/js49-r381
title: Hong Kong Water Quality and Climatological data - combined interpolated (1997-2016, monthly)

description: The raw data are collected from the websites of EPD (Environmental Protection Department, Hong Kong) and HKO (Hong Kong Observatory). Marine water quality data is provided by EPD and climatological data is provided by HKO. The data is interpolated by SAS “proc expand” and aligned to the beginning of each month.nbsp;The raw data used to produce this dataset are extracted from the following URL.1)nbsp;nbsp;nbsp;nbsp;nbsp; Hong Kong Environmental Protection Department: Marine Water Quality Datanbsp;nbsp;http://epic.epd.gov.hk/EPICRIVER/marine/?lang=ennbsp;2)nbsp;nbsp;nbsp;nbsp;nbsp; Hong Kong Observatorynbsp;nbsp;http://www.hko.gov.hk/en/cis/climat.htmnbsp;This dataset has been used to produce the following papers:1) Carlin C.F. Chu and P.K. Chan, “Feature selection using approximated high-order interaction components of the Shapley value for boosted tree classifier”. IEEE Access2) Carlin C.F. Chu, S.C. Yuen and Y.K. Wong, “Deep neural network for marine water quality classification with the consideration of coastal current circulation effect”. IEEE International Conference on Intelligent Sustainable Systems (ICISS), 7-8 Dec 2017.nbsp;3) P.K. Chan, Carlin C.F. Chu, H.Y. Lam and Y.K. Wong, “Empirical Mode Decomposition of Water Quality data for Random Forest Algorithm and Deep Neural Network”. 2018 Hong Kong International Conference on Engineering and Applied Science, 18-20 Dec 2018.
DOI: 10.5281/zenodo.3899770
title: snapdragon dataset & R script - Adaptive landscape fluctuates at an extremely fine spatial scale inside a wild population of snapdragon plants

description: - Dataset used in article "Adaptive landscape fluctuates at an extremely fine spatial scale inside a wild population of snapdragon plants" - R script used in article "Adaptive landscape fluctuates at an extremely fine spatial scale inside a wild population of snapdragon plants"
DOI: 10.5281/zenodo.3824534
title: Millimeter Wave Radar data of different people walking_part1

description: The dataset contains complex signals coming from a mmWave FMCW radar system. Signal were acquired during a measurement campaign taken indoor and aimed to assess people’s different ways of walking.
DOI: 10.5281/zenodo.3824533
title: Millimeter Wave Radar data of different people walking_part1

description: The dataset contains complex signals coming from a mmWave FMCW radar system. Signal were acquired during a measurement campaign taken indoor and aimed to assess people’s different ways of walking.
DOI: 10.5281/zenodo.3897234
title: Millimeter Wave Radar data of different people walking_part2

description: The dataset contains complex signals coming from a mmWave FMCW radar system. Signal were acquired during a measurement campaign taken indoor and aimed to assess people’s different ways of walking.
DOI: 10.5281/zenodo.3897233
title: Millimeter Wave Radar data of different people walking_part2

description: The dataset contains complex signals coming from a mmWave FMCW radar system. Signal were acquired during a measurement campaign taken indoor and aimed to assess people’s different ways of walking.
DOI: 10.25919/5eeb2a56eac12
title: CSIRO National Soil Site Database

description: The CSIRO National Soil Site database (Natsoil) currently contains descriptions of over 21, 000 soil site investigations. The data includes morphological descriptions, chemical, physical and mineralogical properties and spectral predictions, along with soil specimen management data. The database and The Australian National Soil Archive provide the foundation for the development of a national soil spectral library and also support TERN Landscapes national soil property modelling through a federated collation of available soil databases. Data is managed within the SQLServer environment, and made available via a Microsoft Access snapshot on request, which is assigned a new DOI. Up to date content is also available via an ANZSoilML complex WFS service. The database schema is based on the SITES V2 national standard. See supporting file.
DOI: 10.7910/dvn/e3y1r7/nz3rdp
title: UsersPortfolioChanges.tab

description: :unav
DOI: 10.6084/m9.figshare.12504668.v1
title: SSc-ILD NMA.xls

description: network meta-analysis raw data
DOI: 10.17029/b8e91157-998b-429a-9d3d-139ee757c2f3
title: Dataset for 'Use of Effectuation by established micro businesses - Short-term gain, long-term pain'.

description: 13 semi-structured interviews, analysed using thematic analysis, provided in an Nvivo 12 file.
DOI: 10.15129/5998d554-5c08-48d3-90d7-d1db6bcc6da0
title: Data for: "Exploring the Application of Ultrasonic Phased Arrays for Industrial Process Analysis" (union record)

description: This data set encompasses all software output from the thesis titled: "Exploring the Application of Ultrasonic Phased Arrays for Industrial Process Analysis". Links to the individual thesis chapters and DOIs are listed from this page. Thesis moratorium until 25/11/21
DOI: 10.14457/kku.the.1995.195
title: การศึกษาความสัมพันธ์ระหว่างการปฏิบัติงานกับการปฏิบัติตนตามหลักไตรสิกขาของผู้บริหารสถานศึกษา สังกัดสำนักงานการประถมศึกษาจังหวัดนครพนม
DOI: 10.14457/kku.the.1994.245
title: ความเข้าใจเรื่องเศษส่วนของครูผู้สอนชั้นประถมศึกษาปีที่ 6 สังกัดสำนักงานการประถมศึกษาจังหวัดนครราชสีมา
DOI: 10.14457/kku.the.1994.246
title: การศึกษาการบริหารบุคลากรในโรงเรียนมัธยมศึกษาขนาดใหญ่ สังกัดกรมสามัญศึกษา เขตการศึกษา 10
DOI: 10.14457/kku.the.1995.196
title: ผลสัมฤทธิ์ทางการเรียนวิชาคณิตศาสตร์ของนักเรียนชั้นประถมศึกษาปีที่ 1 ที่ได้รับการสอนโดยเน้นเทคนิควิธีการคิดทางคณิตศาสตร์เรื่องการบวกและการลบเบื้องต้น
DOI: 10.14457/kku.the.1994.247
title: ผลของสารตัวทำละลายอินทรีย์ต่อระดับกรดน้ำดีในพลาสมา และการขนส่งขับถ่ายสารเคมีโดยตับ
DOI: 10.14457/kku.the.1994.248
title: ความคิดเห็นของศึกษาธิการอำเภอและผู้ช่วยศึกษาธิการอำเภอ ที่มีต่อการปฏิบัติงานของนักวิชาการศึกษาอำเภอในเขตการศึกษา 9
DOI: 10.14457/kku.res.1994.16
title: ปัจจัยที่มีอิทธิพลต่อจำนวนต้นไม้ และเงื่อนไขของเกษตรกรในการผสมผสานต้นไม้ในระบบการทำฟาร์ม กรณีศึกษาอำเภอกระนวน ขอนแก่น
DOI: 10.14457/kku.res.1993.18
title: ผลเฉลยของสมการx4-2iy4=z2 ในเขตจำนวนเต็มเกาส์

description: งานวิจัยนี้ต้องการแสดงให้เห็นว่าสมการ xยกกำลัง4-2iyยกกำลัง4=zยกกำลัง2 ไม่มีคำตอบที่ไม่เป็นศูนย์ในเซตจำนวนเต็มเกาส์ โดยอาศัยแนวการแสดงว่าสมการ xยกกำลัง4-4yยกกำลัง4=zยกกำลัง2 ไม่มีคำตอบที่ไม่เป็นศูนย์ในเซตจำนวนเต็ม ผลการวิจัยสามารถพิสูจน์ได้ว่าสมการ xยกกำลัง4-2iyยกกำลัง4=zยกกำลัง2 ไม่มีคำตอบที่ไม่เป็นศูนย์ในเซตจำนวนเต็มเกาส์ และจากผลที่ได้นี้ยังสามารถสรุปได้ว่าสมการในรูป xยกกำลัง4n-2iyยกกำลัง4n=zยกกำลัง2n และ xยกกำลัง4n-2iyยกกำลัง4n=zยกกำลัง4n เมื่อ n เป็นจำนวนเต็มบวก จะไม่มีคำตอบที่ไม่เป็นศูนย์ในเซตจำนวนเต็มเกาส์ด้วย
DOI: 10.14457/kku.res.1995.22
title: ความแปรปรวนในเชิงพันธุกรรมของชนกลุ่มน้อยในประเทศไทย : หมู่เลือด ABO, และตาบอดสีในไทยกวย
DOI: 10.14457/kku.res.1994.17
title: การประเมินผลการใช้ทรายอะเบทและสารลาร์วีแทปสำหรับควบคุมลูกน้ำยุงลายในสนาม
DOI: 10.14457/kku.res.1994.18
title: การประเมินผลความไวรับของลูกน้ำยุงลายจากสนามต่ออะเบทในภาคตะวันออกเฉียงเหนือ
DOI: 10.14457/kku.res.1994.19
title: แหล่งสารนิเทศเพื่อการศึกษาของนักศึกษาคณะสถาปัตยกรรมศาสตร์ มหาวิทยาลัยขอนแก่น
DOI: 10.14457/kku.res.1994.20
title: ขวัญกำลังใจของข้าราชการและลูกจ้างประจำ ในสำนักงานอธิการบดี มหาวิทยาลัยขอนแก่น
DOI: 10.5281/zenodo.3895837
title: SODAsi.3: SST and horizontal wind stress

description: Variables from the SODAsi.3 reanalysis: lat_soda, lon_soda: latitude and longitude of the SODAsi.3 horizontal grid sst1-8 8 ensemble members of sea surface temperature (C) uwind1-8 8 ensemble members of zonal wind stress (N/m2) vwind1-8 8 ensemble members of meridional wind stress (N/m2) Details can be found in the following publication:<br> Giese, B. S., Seidel, H. F., Compo, G. P., & Sardeshmukh, P. D. (2016). An ensemble of ocean reanalyses for 1815–2013 with sparse observational input. Journal of Geophysical Research: Oceans, 121, 6891-6910. doi:10.1002/2016JC012079.
DOI: 10.5281/zenodo.3895836
title: SODAsi.3: SST and horizontal wind stress

description: Variables from the SODAsi.3 reanalysis: lat_soda, lon_soda: latitude and longitude of the SODAsi.3 horizontal grid sst1-8 8 ensemble members of sea surface temperature (C) uwind1-8 8 ensemble members of zonal wind stress (N/m2) vwind1-8 8 ensemble members of meridional wind stress (N/m2) Details can be found in the following publication:<br> Giese, B. S., Seidel, H. F., Compo, G. P., & Sardeshmukh, P. D. (2016). An ensemble of ocean reanalyses for 1815–2013 with sparse observational input. Journal of Geophysical Research: Oceans, 121, 6891-6910. doi:10.1002/2016JC012079.
DOI: 10.5281/zenodo.3836195
title: dataset to accompany Managing COVID-19 spread with voluntary public-health measures: Sweden as a case study for pandemic control

description: Data from simulations of COVID-19 spread in Sweden under different public-health measures. Results from individual-based models.
DOI: 10.5281/zenodo.3836194
title: dataset to accompany Managing COVID-19 spread with voluntary public-health measures: Sweden as a case study for pandemic control

description: Data from simulations of COVID-19 spread in Sweden under different public-health measures. Results from individual-based models.
DOI: 10.5281/zenodo.3898637
title: Using influenza surveillance networks to estimate state-specific prevalence of SARS-CoV-2 in the United States

description: This repository contains code and data required to reproduce results in our manuscript.
DOI: 10.5281/zenodo.3898636
title: Using influenza surveillance networks to estimate state-specific prevalence of SARS-CoV-2 in the United States

description: This repository contains code and data required to reproduce results in our manuscript.
DOI: 10.17034/9dbc4758-d317-491a-a65c-06ab36e430b5
title: Heat-transfer ('iron-on') photocatalytic films

description: Data set associated with publication in Mills, A., McNeill, A. & Han, R. 2020, ‘Heat-transfer (‘iron-on’) photocatalytic films, Journal of Photochemistry and Photobiology A: Chemistry.