cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/6hr3w4vz6r.2
title: Project 2 - Flight Booking System (UX Journey)

description: A UX journey case study involves a comprehensive analysis of the user experience for a specific product or service. The case study would likely include a description of the problem or opportunity that the product/service is intended to address, the target user group, and the context in which the product/service is used.

The case study would also include a detailed description of the design process, including user research, prototyping, testing, and iteration. This would involve identifying user needs and preferences, creating wireframes and mockups, and conducting user testing to refine the design. 

This data is a dataset from a pilot experiment to analyze the productivity of novice developers. In Project 2 with the topic Train Flight Booking System, developers are asked to do an analysis using UX Journey. The structure of this data set consists of:
1. Original file: Initial analysis file from novice developer.
2. Revision 1: The result of the first improvement of several substantial notes.
3. Revision 2: The result of the second improvement from several substantial notes.
4. Revision 3: The result of the third improvement from several substantial notes.
5. Evaluation Rubric: Tests conducted by novice developers, through self reviews, peer reviews, and walkthrough evaluations.
6. Self Efficacy: Results of the General Self Efficacy Scale questionnaire
7. Time and User Stories: Recap the time respondents need to work on and the results of the user stories collected.
DOI: 10.17632/sybfrkt9gf.1
title: MD-HIT

description: MD-HIT code for controlling redundancy of materials datasets using either composition or structure features.
DOI: 10.17632/8sz9xb5rrb.1
title: Regulatory Confluence Theory and Formulas

description: This is the official working database of the Regulatory Confluence Theory, Policy Junction Formula, and other auxiliary formulas.

NOTE: Most data are unverified and must be reviewed, replicate with caution.
DOI: 10.17632/8sz9xb5rrb.2
title: Regulatory Confluence Theory and Formulas

description: This is the official working database of the Regulatory Confluence Theory, Policy Junction Formula, and other auxiliary formulas.

NOTE: Most data are unverified and must be reviewed, replicate with caution.
DOI: 10.17632/8sz9xb5rrb.3
title: Regulatory Confluence Theory and Formulas

description: This is the official working database of the Politeconometrics, Regulatory Confluence Theory, Policy Junction Formula, and other auxiliary formulas. These are first applied and tested for the space industry.

NOTE: Most data are unverified and must be reviewed, replicate with caution.
DOI: 10.17632/94kp6gdnmf.1
title: Quantifying the rare earth element enrichment process of bioapatite in deep-sea REY-rich sediments

description: Major, trace and rare earth element of deep-sea sediments, well-preserved fish teeth and Fe–Mn micronodules
DOI: 10.17632/m64g5nxgxp.1
title: Optimizing the Fabrication of a 3D high-resolution implant for neural stimulation

description: This dataset contains data from the in-vitro and Immuno-biological investigations research parts of Gal Shpun et.al. regarding the optimization of the fabrication of retinal implant.
DOI: 10.17632/sm4b5v353j.1
title: Establishment of a Phase Stabilized Optical Fibre Link between two Timescales and Comparing them within 100ps Uncertainty - At CSIR NPL (India)

description: This data shows the comparison of two timescale located at CSIR-NPL.
DOI: 10.17632/v9k54t83dh.1
title: Cluster model of molecules

description: The term "cluster model of molecules" was proposed by de Gennes. De Gennes pointed out that the key to 
the glass state theory is to find the spin interaction between two adjacent hard-sphere molecules (HSMs). 
This interaction has now been discovered as the de Gennes n = 0 cluster-interaction boson (CI-boson), which
is the unit length vector making up the interface of the 2D clusters at the bottom of the potential well. All 
CI-boson-derived 2D cluster data are divided into seven sections: the discovery process of CI-boson, the 
definition of new concepts, symbols and labeling methods, the cluster-peculation transition at the Kauzmann 
temperature, the largest 2D cluster at the glass transition, the 20-fold symmetry of CI-boson, the 20 CI-boson
interaction maps of each HSM, and closed-loop hop path for each HSM in the soft matrix. All of these are
the geometric data of the n = 0 2D spin system inherent to disorder system itself.
DOI: 10.17632/yyv5d3bwkm.1
title: IMPLEMENTATION OF INDIGENOUS PEOPLES' RIGHTS ACT( R.A.8371) IN SUYO,ILOCOS SUR

description: IMPLEMENTATION OF INDIGENOUS PEOPLES' RIGHTS ACT( R.A.8371) IN SUYO,ILOCOS SUR
RICHARD PETER A.ANDAYA, Ph.D

This study was conducted to determine the Implementation

 of Indigenous People’s Rights Act of 1997 in Suyo, Ilocos Sur.

             The following are the salient findings of the study:

            .The Local government unit officials have a “High” level of Administrative Capability. All the components namely Personnel Capability, Financial Capability and Leadership Capability obtained High level.

            As a whole the implementation of the IPRA in Suyo, Ilocos Sur along government Initiative is “High”.

            Based on the findings, the following conclusions were drawn.

            1. The local government officials have a high capability in implementing government initiative along IPRA.

2. The government initiatives along the IPRA are highly implemented.

 With the foregoing findings and conclusions, the researcher recommends the following:

The local government unit officials should; Help the Bagos preserve their cultural identity and instill in the minds and hearts and to other residents to respect the Bagos  and educate them through research studies .
The local government unit officials should clearly explain to the Bagos the need and importance for them to be educated to be aware of their rights and privileges and to uplift their social, economic ,political and spiritual standing .
The Bagos should avail of every opportunity initiated by the government as to be  integrated in the mainstream of the society and realize that they are part in every programs and projects of the government.
DOI: 10.17632/yyv5d3bwkm.2
title: IMPLEMENTATION OF INDIGENOUS PEOPLES' RIGHTS ACT( R.A.8371) IN SUYO,ILOCOS SUR

description: IMPLEMENTATION OF INDIGENOUS PEOPLES' RIGHTS ACT( R.A.8371) IN SUYO,ILOCOS SUR
RICHARD PETER A.ANDAYA, Ph.D

This study was conducted to determine the Implementation

 of Indigenous People’s Rights Act of 1997 in Suyo, Ilocos Sur.

             The following are the salient findings of the study:

            .The Local government unit officials have a “High” level of Administrative Capability. All the components namely Personnel Capability, Financial Capability and Leadership Capability obtained High level.

            As a whole the implementation of the IPRA in Suyo, Ilocos Sur along government Initiative is “High”.

            Based on the findings, the following conclusions were drawn.

            1. The local government officials have a high capability in implementing government initiative along IPRA.

2. The government initiatives along the IPRA are highly implemented.

 With the foregoing findings and conclusions, the researcher recommends the following:

The local government unit officials should; Help the Bagos preserve their cultural identity and instill in the minds and hearts and to other residents to respect the Bagos  and educate them through research studies .
The local government unit officials should clearly explain to the Bagos the need and importance for them to be educated to be aware of their rights and privileges and to uplift their social, economic ,political and spiritual standing .
The Bagos should avail of every opportunity initiated by the government as to be  integrated in the mainstream of the society and realize that they are part in every programs and projects of the government.
DOI: 10.17632/g7v4nd2tnj.1
title: EU19 food imports from Russia

description: The database showe the index of the EU19 food imports from Russia
DOI: 10.5281/zenodo.8178876
title: Accelerating medical education with ChatGPT: An implementation guide

description: This dataset is a collection of prompt examples of how ChatGPT has been used to accelerate medical education.
DOI: 10.5281/zenodo.8178875
title: Accelerating medical education with ChatGPT: An implementation guide

description: This dataset is a collection of prompt examples of how ChatGPT has been used to accelerate medical education.
DOI: 10.6084/m9.figshare.22811891
title: The filtered NPX values

description: Description The archive contains the filtered NPX values (one file for each of the 8 panels). Those datasets contains results for 10 SSNA samples at 4 time points. The sample IDs contains information about the sample and the time points. For example, sample ''<strong>SSNA-001B-PR1</strong>" represents the "<strong>normothermic, pre-acclimation</strong>" NPX data for sample "<strong>001B</strong>". For convenience, this information was added into two columns: "<em>Participant</em>" and "<em>Exposure</em>". The filtering process is straightforward: NPX values were set to be missing when either the "<strong>QC_Warning</strong>" or "<strong>Assay_Warning</strong>" fields weren't "<strong>PASS</strong>". Below are the abbreviations of the four different time points. <strong>PR1:</strong> normothermic, pre-acclimation <strong>PT1:</strong> hyperthermic, pre-acclimation <strong>PR2:</strong> normothermic, post-acclimation <strong>PT2:</strong> hyperthermic, post-acclimation
DOI: 10.6084/m9.figshare.22811915
title: Raw Olink data

description: Description The archive contains two files, for the Olink Explore 1546 assay and for the Explore Expansion assay. The files contain results for 10 study participants at 4 time points. The fields are separated by a semicolon. The sample IDs contains information about the sample and the time points. For example, sample ''<strong>SSNA-001B-PR1</strong>" represents the "<strong>normothermic, pre-acclimation</strong>" NPX data for sample "<strong>001B</strong>". Below are the abbreviations used for the four different time points. <strong>PR1:</strong> normothermic, pre-acclimation <strong>PT1:</strong> hyperthermic, pre-acclimation <strong>PR2:</strong> normothermic, post-acclimation <strong>PT2:</strong> hyperthermic, post-acclimation In total, for each sample, there are 2943 assays (separated into 2 files) for each of the 4 time points. Note that some proteins are duplicated across panels, for example, "TNF" (UniProt P01375) is present in four panels, so the OlinkIDs should be used as unique identifiers for the proteins. 20212016_Dube_NPX_2021-11-30.csv This file contains NPX data for 1472 assays of the Olink Explore 1546 panel. Those assays are divided into the following panels: <em>cardiometabolic</em>, <em>inflammation</em>, <em>oncology</em> and <em>neurology</em>. 20212017_Dube_NPX_2021-12-13_OID30253_corrected.csv This file contains NPX data for 1471 assays of the Explore Expansion panel. Those assays are divided into the following panels: <em>cardiometabolic II</em>, <em>inflammation II</em>, <em>oncology II</em> and <em>neurology II</em>.
DOI: 10.17632/tdgw4xchgy.1
title: Impact of Nitrate and Iron Ions on Uptake Coefficients and Condensed Phase Products From the Reaction of Gaseous NO2 with HULIS Proxies

description: FTICRMS data and uptake coefficients of NO2 on HULIS proxies
DOI: 10.17632/nrpngsbngm.1
title: Li et al., Impact of Nitrate and Iron Ions on Uptake Coefficients and Condensed Phase Products From the Reaction of Gaseous NO2 with HULIS Proxies

description: FTICRMS data and uptake coefficients of NO2 on HULIS proxies
DOI: 10.17632/j3mbg28hyc.1
title: Raman spectroscopy data of microbial methane hydrates around Sado Island

description: Near-seafloor gas hydrates of microbial methane were collected around Sado Island in the Sea of Japan during 1K17 and 7K18 cruises (July 2017 and September 2018, respectively) (Hiruta and Matsumoto, revised). These gas hydrate samples in piston corer were handled in same way with our previous work (Hiruta and Matsumoto, 2022). They were stored in a Dewar container with liquid-N2 and transported to onshore laboratory. These samples were CT scanned before obtaining Raman spectra (Hiruta and Matsumoto, 2022). For the CT, samples were taken out of liquid-N2 for ~20 minutes, then returned to the liquid-N2 storage.
Subsamples for Raman spectroscopic analysis were prepared just before the analysis. Portions of the gas hydrate samples were crushed with a hammer to chunks of a few cm in diameter, then they were further crushed to small pieces (roughly <1cm) in a mortar storing liquid-N2. Raman spectra was obtained by a laser Raman spectroscopy (Jasco Corporation, RMP–510). Second harmonic of YAG laser (harmonic wave, 532 nm) was used. Grating was changed to 1800 gr/mm. The gas hydrate piece which was set in a chilling chamber was analyzed through glass window of the chamber. The sample was chilled to -150 degree using liquid-N2. Wide range from 1500 to 3200 cm-1 was measured. One spectra was obtained by exposing a spot (~20 μm in diameter) for 160 seconds. Although multiple measurements were conducted in most spots, single measurement was also applied to some spots. Surface of crushed gas hydrate piece was not flat. Therefore, air (mainly N2) must be included in focal plane of laser and occasionally appeared as N2 band at ~2332 cm-1. Polystyrene standard was put on glass window due to size of the chamber and measured in same conditions except for temperature. These band positions were used to calibrate spectra of gas hydrate.

Related articles
Hiruta, A., Matsumoto, R., 2022. Massive gas hydrates buried on Umitaka Spur in the Sea of Japan: description, origin, and significance to methane cycling in marine sediment. Geo-Mar. Lett. 42, 13. https://doi.org/10.1007/s00367-022-00735-w.

Hiruta and Matsumoto, revised. Seafloor activity and deep-subsurface geology of gas hydrate areas revealed from d13C of methane-derived authigenic carbonates along the eastern margin of the Sea of Japan.
DOI: 10.17632/m9593tzjdw.1
title: COVID-19

description: COVID-19 image
DOI: 10.17632/wp8gw23kd2.1
title: Functional diversity of snakes is explained by the landscape composition at multiple areas of influence 

description: Roadkill and landscape compsition affect snakes at diferent spatial scales, depending on the functional trait value of the species, which is reflected in the functional diversity indices at the assemblage level. This study evaluated the effect of roads and landscape composition on snakes´functional diversity at different areas of incluence (250, 500, 1000, and 2000 m buffer areas). We surveyed snakes using transects on the road and adjacent areas on 13 landscapes along the road. We evaluated the effect of 16 landscape metrics at six land cover classes on the snake´s functional diversity at four different areas of influence (from 250 to 2000 m around the sampled sites).
DOI: 10.34740/kaggle/dsv/6187799
title: Mahanagar Yatayat Dataset
DOI: 10.17632/m4m77h2zxp.1
title: CPO insulator

description: The data is the result of research on the development of high voltage insulators from Crude Palm Oil which are based on breakdown voltage (kV), moisture (ppm), kinematic viscosity (cSt), acidity (mg KOH / g) and color. The treatment is carried out with pressures of 15, 25, 40, 55 and 65% and temperatures of 150oC to 200oC.
DOI: 10.17632/syf3v93tfy.2
title: School attachment and internet addiction

description:  The main hypothesis of the study was that there is a negative relationship between dimensions of attachment to school and Internet addiction. The data includes 525 respondents who are high school students in Kosovo, from whom data was collected with a questionnaire on the relationship between the dimensions of attachment to school and internet addiction. The data includes: demographic data, data related to school engagement in 5 dimensions, as well as data related to internet addiction. In the demographic part there are 8 questions, in the part about internet addiction there are 9 questions and for attachment to the school there are 24 questions divided into 5 dimensions. Responses to the Internet addiction scale require responses on a Likert scale: never, rarely, sometimes, often, and always. And those in the questionnaire for attachment to the school are also according to the Likert scale: 1 (strongly disagree), 2 (strongly disagree), 3 (strongly agree), 4 (strongly agree) and 5 (strongly agree).  The results of the study suggest that there is a weak negative significant relationship between Internet addiction and dimensions of attachment to school, such as with feelings about school (- 0.283), interest in learning (- 0. 138), attitudes towards teachers (- 0.123 ) and students. school perception (- 0.274). But there was no significant relationship between internet addiction and attitudes towards students (0.058).  The main hypothesis of the study was that there is a negative relationship between dimensions of attachment to school and Internet addiction. The data includes 525 respondents who are high school students in Kosovo, from whom data was collected with a questionnaire on the relationship between the dimensions of attachment to school and internet addiction. The data includes: demographic data, data related to school engagement in 5 dimensions, as well as data related to internet addiction. In the demographic part there are 8 questions, in the part about internet addiction there are 9 questions and for attachment to the school there are 24 questions divided into 5 dimensions. Responses to the Internet addiction scale require responses on a Likert scale: never, rarely, sometimes, often, and always. And those in the questionnaire for attachment to the school are also according to the Likert scale: 1 (strongly disagree), 2 (strongly disagree), 3 (strongly agree), 4 (strongly agree) and 5 (strongly agree).  The results of the study suggest that there is a weak negative significant relationship between Internet addiction and dimensions of attachment to school, such as with feelings about school (- 0.283), interest in learning (- 0. 138), attitudes towards teachers (- 0.123 ) and students. school perception (- 0.274). But there was no significant relationship between internet addiction and attitudes towards students (0.058). These results make sense because a strong attachment to school implies a lower Internet addiction and vice versa.
DOI: 10.17632/syf3v93tfy.1
title: School attachment and internet addiction

description: The data includes 525 respondents who are high school students in Kosovo, from whom data was collected with a questionnaire on the relationship between the dimensions of attachment to school and internet addiction. The data includes: demographic data, data related to school engagement in 5 dimensions, as well as data related to internet addiction. In the demographic part there are 8 questions, in the part about internet addiction there are 9 questions and for attachment to the school there are 24 questions divided into 5 dimensions. Responses to the Internet addiction scale require responses on a Likert scale: never, rarely, sometimes, often, and always. And those in the questionnaire for attachment to the school are also according to the Likert scale: 1 (strongly disagree), 2 (strongly disagree), 3 (strongly agree), 4 (strongly agree) and 5 (strongly agree).
DOI: 10.17632/3p635nrr2v.1
title: p-ERK and innate immunity – single-cell feature values

description: Data in the paper "Cellular state landscape and herpes simplex virus type 1 infection progression are connected" by Pietilä et al., 2023:
- Single-cell mean intensity of p-ERK, p-STAT1 (Tyr701), p-STAT1 (Ser727), IRF7, and NF-kB in HeLa cells
- Single-cell mean intensity of p-ERK in A549 cells
- A549_pERK.csv (Supplementary Figure 11a,b)
- HeLa_IRF7.csv (Supplementary Figure 9d)
- HeLa_JakInhibitor_pERK.csv (Supplementary Figure 9c)
- HeLa_NFkB.csv (Supplementary Figure 9d)
- HeLa_pERK_validation.csv (Supplementary Figure 8c)
- HeLa_pSTAT1_Ser727.csv (Supplementary Figure 9d)
- HeLa_pSTAT1_Tyr701.csv (Supplementary Figure 9d)

Cells were mock- or HSV-1-infected and left untreated or treated with IFN-gamma, Jak Inhibitor, or DMSO (indicated by “condition”), and after fixation markers were detected by immunofluorescence imaging. Cells from HSV-1-infected wells were classified into uninfected cells without infected neighbors, uninfected cells with infected neighbors, and infected cells (indicated by “classification_infection”) as described in the paper. Single-cell features are provided as background-subtracted mean intensity values for the nucleus or whole-cell. Data cleanup and background subtraction of the intensity values were applied as described in the paper. Experimental conditions are in duplicate or triplicate (indicated by “well_name”).
DOI: 10.17632/fnjtkx4js7.1
title: MEK inhibitor – single-cell feature values

description: Data in the paper "Cellular state landscape and herpes simplex virus type 1 infection progression are connected" by Pietilä et al., 2023:
- Single-cell mean intensity of p-ERK: HeLa_MEKInhibitor_pERK.csv (Supplementary Figure 10a)
- Summary of ICP27-expressing HeLa cells:  HeLa_MEKInhibitor_ICP27_summary_twoReplicates.csv (Figure 5d)

HeLa cells were infected with HSV-1 and treated with a MEK inhibitor (UO126) or DMSO (indicated by “treatment”), and after fixation at 12 or 18 hpi (indicated by “timePoint”) p-ERK and ICP27 were detected by immunofluorescence imaging. Cells were classified into uninfected cells without infected neighbors, uninfected cells with infected neighbors, and infected cells (indicated by “classification_infection”) as described in the paper. Single-cell intensities are provided as background-subtracted mean intensity values for the whole-cell. Data cleanup and background subtraction of the intensity values were applied as described in the paper. Experimental conditions are in duplicate or triplicate (indicated by “well_name”). Summary of ICP27-expressing HeLa cells reports not-normalised values.
DOI: 10.17632/jy6gxf7r5z.1
title: PCNA and cell cycle - single-cell features

description: Data in the paper "Cellular state landscape and herpes simplex virus type 1 infection progression are connected" by Pietilä et al., 2023:
- Single-cell nuclear mean intensity of PCNA and cellular mean and sum intensities of ICP4 and ICP27 in HeLa, A549 and BJ cells as well as cell size and cell-cycle classification
- A549_PCNA_ICP27.csv (Supplementary Figure 4a, 4d, 5b, and 5d)
- A549_PCNA_ICP4.csv (Supplementary Figure 5b,d)
- BJ_PCNA_ICP27.csv (Supplementary Figure 4a,e)
- HeLa_secondReplicate_PCNA_ICP27.csv (Supplementary Figure 4a, 4c, 5a, and 5c)
- HeLa_secondReplicate_PCNA_ICP4.csv (Supplementary Figure 5a,c)

Cells were infected with HSV-1, and after fixation markers were detected by immunofluorescence imaging. Cells from HSV-1-infected wells were classified into uninfected and infected cells (indicated by “classification_infection”) as described in the paper. Single-cell features are provided as normalised background-subtracted mean or sum intensity values for the nucleus or cell. Data cleanup, background subtraction and normalisation of the intensity values were applied as described in the paper. Experimental conditions are in triplicate (indicated by “well_name”).
DOI: 10.17632/3xzsxn9nsr.1
title: Code and Dataset for FlowMap

description: Code and dataset for flow map creation.
DOI: 10.17632/dn6np53538.1
title: Mendelian Randomized study for Atopic Dermatitis on Osteoporosis and Osteopenia

description: Using Mendelian randomization to analyze the causal effect of AD on osteoporosis and bone loss. 19 single-nucleotide polymorphisms were detected in Genome-Wide Association Studies (GWASs) database from IEU GWASs Project. The outcomes were Osteoporosis and Osteopenia, the subset differed by bone and age. MR-Egger regression, Inverse variance weighted, weighted median, weighted mode, and simple mode was conducted for MR analyses.