cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25814908.v1
title: Data.xlsx

description: <b>A</b><b>bstract</b><b>Purpose</b>--The purpose of this paper is to detect and compare the impact of sustainable information on 2 different products (fashion and grocery) and to explore the relationship between sustainable LMD with levels of education and disposable income. It then detects the best sustainable LMD decision for consumers.<b>D</b><b>esign/methodology/approach</b>—The triple bottom line approach offers the theoretical basis. Based on the survey of 2 between-subjects experiments, chi-square test and regression analysis were used.<b>Findings</b>--Results show that 2 types of sustainability information have significant impact on consumer’s economical attribute of LMD decision for 2 products. Consumer’s LMD decision changed into a longer delivery time, more frequent pick-ups, and some consumers with high sustainability concern are more willing to pay for a sustainable LMD. The impact of consumer’s Environmental concern on LMD decision is stronger for fashion than grocery products. The decision of sustainable LMD has no significant relationship with disposable income for both products.
DOI: 10.6084/m9.figshare.25975573.v2
title: Supplement data

description: These files contain the raw data for optimizing the detection card and determining its functional fluorescence ratio.
DOI: 10.6084/m9.figshare.28807136.v1
title: Metaboreflex & Microvascular Responses to Topical Capsaicin in Healthy Young Adults: Table 5

description: Table 5. Displays cardiovascular and near infrared spectroscopy derived microvascular measures comparing female high sex hormone (Late luteal) and low (Early follicular) (n = 10). Data are represented as means ± SD.
DOI: 10.6084/m9.figshare.13242485.v1
title: Map and Ped files

description: Map and Ped files for SEC24A SNP genptyping
DOI: 10.6084/m9.figshare.14721138.v1
title: Eco friendly products

description: This dataset contains products that are eco-friendly.
DOI: 10.6084/m9.figshare.15087750.v2
title: U-Pb ages

description: U-Pb ages in alluvial fans and red clay
DOI: 10.6084/m9.figshare.16894963.v1
title: Supplementary Material for: Drug Adherence and Persistence of Patients with Moderate to Severe Psoriasis Treated with Biologic Medications in a US Commercially Insured Population

description: <b><i>Background:</i></b> Adalimumab (ADA), certolizumab pegol (CER), etanercept (ETA), guselkumab (GUS), ixekizumab (IXE), secukinumab (SEC), and ustekinumab (UST) are biologic medications approved in the USA for the treatment of moderate to severe psoriasis. We examined drug adherence and persistence of patients with moderate to severe psoriasis who initiated these seven biologic medications. <b><i>Methods:</i></b> Adult patients with ≥1 pharmacy/medical claim for any of the seven psoriasis medications and ≥1 diagnosis of psoriasis in the previous 6 months between July 1, 2014 and June 30, 2019 were selected from the IBM MarketScan® Commercial Claims and Encounters Database. The index date was defined as the date of the first prescription fill. Patients were required to have continuous health plan enrollment during the 6 months prior to their index date and ≥9 months after. Patients were grouped into seven study cohorts based upon their index biologic medication. Adherence was measured using the proportion of days covered (PDC) and defined by a PDC ≥80%. Adherence and persistence with index biologic medications were examined during fixed follow-up periods of 3, 6, and 9 months, with a subpopulation analysis carried out among patients with 12 months of follow-up. <b><i>Results:</i></b> Among psoriasis patients with ≥9 months of continuous enrollment included in the study population, the number of those who initiated each biologic medication was 10,324 for ADA, 431 for CER, 3,092 for ETA, 821 for GUS, 1,766 for IXE, 4,132 for SEC, and 5,441 for UST. The mean age at the time of initiating biologic treatment was 46.9 years. During the 9-month follow-up period, the proportions of adherent patients (i.e., PDC ≥80%) were numerically higher among those treated with UST (59.9%) and GUS (56.9%), followed by those treated with SEC (46.1%), IXE (45.5%), ADA (44.7%), ETA (33.9%), and CER (22.0%). The proportions of patients who were persistent with their index biologic medication during the 9-month follow-up period were numerically higher among those treated with UST (70.1%) and GUS (67.8%), followed by those treated with IXE (47.3%), SEC (46.9%), ADA (28.7%), CER (14.8%), and ETA (10.7%). <b><i>Conclusions:</i></b> In this large healthcare claims database analysis of psoriasis patients treated with seven different biologic medications, adherence was numerically higher among those treated with UST or GUS. UST and GUS were also associated with numerically greater persistence.
DOI: 10.6084/m9.figshare.24078207.v1
title: <b>VEGFR1, VEGFR2 and VEGFR3 Chemical compounds obtained from Deep Learning</b>

description: <b>The VEGFR1, VEGFR2 and VEGFR3 chemical compounds obtained from Deep Learning</b>
DOI: 10.6084/m9.figshare.24993363.v1
title: Lightning Pose dataset: mirror-fish

description: Weakly-electric Mormyrid fish (of the species Gnathonemus petersii) swim freely in and out of an experimental tank, capturing worms from a well. The tank has a side mirror and a top mirror, both at 45◦, providing three different views seen from a single camera at 300 Hz. 17 body parts are labeled across all three views for a total of 51 keypoints.The labeled data are partitioned into disjoint "in-distribution" (InD) and "out-of-distribution" (OOD) sets. Each set contains different sessions / animals. The InD data contain 373 labeled frames, and 28 unlabeled videos; the OOD data contain 94 labeled frames, and 10 unlabeled videos.For the InD data only, we use a probabilistic variant of multi-view PCA (PPCA) to infer keypoints that are occluded in one out of the three views, effectively similar to the triangulation-reprojection protocols used for multi-view tracking by Dunn et al., 2021 and Chettih et al., 2024. This results in a 30% increase in the number of keypoints usable for training, with more occluded keypoints included in the augmented label set.Data collected by Federico Pedraja, David Ehrlich, and Dillon Noone in the Sawtell Lab, Columbia University.
DOI: 10.6084/m9.figshare.26009728.v1
title: <b>Geotechnical Assessment of selected lateritic soils in southwest Nigeria for road construction and development of artificial neural network mathematical based </b><b>model</b><b> for prediction of the California bearing ratio</b>

description: Investigation of the geotechnical characteristics of eighteen different lateritic soils within southwestern Nigeria was carried out to determine their suitability for road construction. To achieve this goal, the lateritic soils samples were subjected to different laboratory tests, including specific gravity, Atterberg limits, grain size analysis, California bearing ratio, and compaction, in accordance with the ASTM standard procedure. The results of the tests showed that the specific gravity varies between 2.55 and 2.81; the linear shrinkage varies between 6.68% and 10.98%; the liquid limit varies between 37.17% and 56.93%; the plastic limit ranges from 19.47% to 37.14%; the plasticity index ranges from 3.81% to 30.29%; the fine sand content ranges from 37.07% to 62..93%; the fines content ranges from 36.4% and 60.9%; the maximum dry density ranges from 1747 kg/m<sup>3 </sup>to 2056 kg/m<sup>3</sup>; the optimum moisture content ranges from 10.94% to 20.51%; the un-soaked California bearing ratio ranges from 14.7% to 45.6%; and the soaked California bearing ratio ranges from 10% to 31%. Based on these results, all the studied soil can be used as road sub-grade while none is suitable for road sub-base except that of Loc.5. However, none of the soil meets up with the requirement as road base course. The suitability of laterite for the construction of road depends largely on the California bearing ratio. However, laboratory tests for determining the California bearing ratio is tedious, time consuming and costly. As a result of this difficulty, there is a need to develop soft computing models to predict laterite California bearing ratio from index properties with cheap and simple tests. Thus, the experimental datasets of the eighteen studied lateritic soils were used to create and train artificial neural network (ANN) models to predict California bearing ratio from liquid limits, plasticity index, linear shrinkage, fine sand content and fines content. The proposed ANN models were compared with regression-based models proposed in this study and various regression based models from the literature via statistical analyses. Based on the model comparison, the proposed ANN models outperformed the rest of the models, as they presented the highest R<sup>2</sup><sup> </sup>and the lowest RMSE, MAPE and MAE values. Thus, the ANN models are validated. To enhance the practical applications of the proposed ANN models, they were transformed into simple mathematical equations, which gave the same predictions as the direct ANN models. Thus, they can be used for practical purposes.
DOI: 10.6084/m9.figshare.3386065.v1
title: Sequences of gyrA and gyr B of some H. pylori strains

description: Sequences of <i>gyr</i>A and <i>gyr</i>B genes of some <i>H. pylori</i> isoles of the paper submitted to Plos One (2016) entitle “<b>Surveillance of levofloxacin resistance in <i>Helicobacter pylori</i> isolates in Bogotá-Colombia (2009-2014)</b>”
DOI: 10.6084/m9.figshare.5670781.v1
title: COMPARISON BETWEEN TWO TYPES OF ABDUCTION ORTHOTICS IN TREATING CONGENITAL CLUBFOOT

description: ABSTRACT Objective: The objective of this study was to analyze and compare the effectiveness of two types of abduction orthotics used for the feet, the Denis-Browne type (traditional) and the Dobbs type (dynamic), with regard to maintenance of deformity correction and prevention of recurrence . Method: In this comparative retrospective case study, information was collected from the medical records of children with idiopathic congenital clubfoot (CCF). We evaluated a total of 43 feet in 28 patients, which were divided into two groups. Group 1 was comprised of 16 patients with a total of 24 CCFs treated with the traditional orthotic device. Group 2 consisted of 12 patients with a total of 19 CCFs treated with the dynamic orthotic device. The statistical analysis used the ANOVA test to compare the categorical variables between the groups. A significance level of 5% was adopted (p-value≤0.05) . Results: In Group 1, recurrence was observed in 2 feet (8.33%), and in 1 foot in Group 2 (5.26%). No significant difference in effectiveness was seen between the two types of orthotic devices . Conclusion: Both abduction devices were seen to be effective in maintaining correction of congenital clubfoot deformities. There was no statistical significance between type of orthotic device and recurrence. Level of Evidence III, Retrospective Comparative Study.
DOI: 10.17632/9f2th42gf9
title: Data for: A phono-ethnic story of Nigerian English: as told by high vowels

description: The data is on the Nigerian variety of English spoken by a minority ethnic -Ebira. It's intended for a sociophonetic analysis of High front and back vowels in the system. The textfile (here attached) is a cleaned version of a script-generated dataset via PRAAT. The columns include all relevant acoustic information and variables used for statistical analysis and plotting.
DOI: 10.6084/m9.figshare.19941860.v1
title: GDM_Data.xlsx

description: This is the dataset for the Screening initiative for Gestational Diabetes among pregnant women in Ahmedabad -feasibility and advantage: An Implementation Research. Gestational diabetes mellitus (GDM) may have severe life-threatening consequences for the mother such as pre-eclampsia and obstructed labour as well as to the unborn baby, if not diagnosed and managed adequately; increasing chances of type II diabetes in future. In order to detect GDM, Gestational diabetes awareness and opportunistic screening can be integrated through the available manpower while conducting Mamta Day-Village HealthandNutritionDay(VHND)sessions. To know operational feasibility of community based Oral Glucose Tolerance Test(OGTT) screening using existing Sexual and Reproductive health (SRH)/Reproductive and Child health (RCH) program. To train existing SRH/RCH program staff for Gestational Diabetes Mellitus (GDM) screening using OGTT. To sensitize 300,000 reproductive women regarding importance of GDM testing during pregnancy along with prevention and control of GDM. Screening of antenatal women for GDM between 24-28 weeks of gestation, which is the golden period for GDM screening. Target was to sensitize three hundred thousand reproductive women regarding prevention of diabetes and Gestational diabetes and to screen 50,000 pregnant women for GDM in Ahmedabad urban and rural areas using the oral glucose tolerance test and follow up and treatment of those who screened positive. The data set related to data collected for these objectives has been given herein.
DOI: 10.6084/m9.figshare.20324814.v4
title: EEL mouse sagittal atlas 168 genes spatial RNA data

description: <strong>Raw RNA locations of the mouse atlas produced by EEL FISH for 168 genes.</strong> <br> RNA files are in the .parquet format which can be opened with FISHscale (https://github.com/linnarsson-lab/FISHscale) or any other parquet file reader (https://arrow.apache.org/docs/index.html) <br> <strong>RNA .parquet files</strong> Seven sagittal sections of the mouse brain with 168 detected genes, sampled at the medial-lateral positions of -140 µm, 600 µm, 1200 µm, 1810 µm, 2420 µm, 3000 µm and 3600 µm measured from the midline. Position and gene label for all RNA molecules. "c_px_microscope_stitched" contains X coordinates. "r_px_microscope_stitched" contians Y coordinates. The unit are pixels with a size of 0.18 micrometer. Multiply by 0.18 to get um scale. "Valid" Boolean column where a 1 means that the molecule is detected inside the tissue section. A zero means the molecule is detected outside. <br> <strong>Tissue polygons .csv files</strong> CSV files demarking the sample borders for the 7 mouse atlas sections. -140 µm, 600 µm, 1200 µm, 1810 µm, 2420 µm, 3000 µm, 3600 µm. These polygons were used to generate the "Valid" column. If you want to make your own selection please have a look at the code in: https://github.com/linnarsson-lab/FISHscale/blob/master/FISHscale/utils/inside_polygon.py <br> <strong>Gene colors .pkl file</strong> Pickled Python dictionary with gene colors used in the paper for the mouse atlas.
DOI: 10.6084/m9.figshare.5554630.v1
title: Experiment HaLT-SubjectL-161116-6States

description: Experiment in which subject performed 6 imageries of left and right hand motion, left and right leg motion, tongue motion, and a passive state.
DOI: 10.17632/44dcrr4xj9
title: Vietnam Stock List

description: This dataset contains 3,161 stock codes of publicly listed companies in Vietnam, updated as of 06 Apr 2021. It is extremely useful for traders to consider when selecting companies for investing since the list contains the following fields: Stock Code Company Name Company Industry Stock Exchange Total Shares
DOI: 10.17632/fn9gdmmx53
title: Job satisfaction and organizational commitment effect in the transformational leadership towards employee performance

description: The questionnaire of "Job satisfaction and organizational commitment effect in the transformational leadership towards employee performance".
DOI: 10.6084/m9.figshare.12233738.v1
title: amazon_review sample.numbers

description: After uploading the dataset, there will be a link that contains unique id. Data can be downloaded manually.
DOI: 10.6084/m9.figshare.20480787.v1
title: Construction Motion Data Library: An Integrated Motion Dataset for On-Site Activity Recognition

description: Our study aims to establish a 3D skeleton dataset for recognizing construction workers. Through collecting 16 relatively small-scale motion datasets, removing irrelevant data, and aligning all data according to a standardized skeleton scheme, the developed CML datasets not only ensure all samples are relevant to construction actives and properly tagged but also constructed a large dataset that has all samples have the same skeleton system, similar frame length, and same data structure. However, We have carefully reviewed the licenses of all the current datasets. We found more than half of the datasets did not specify their licenses and usage policy. Therefore, in this version, we only shared the tagged and processed dataset that clearly allows redistribution and modification. For the rest of the datasets, we highlighted their URL and doi (all of them are publicly accessible and free for use). Instead of providing processed datasets, we provide full preprocess codes on GitHub. The codes could be used to retag and process (such as converting to predefined .bvh files) these datasets and allow all readers and users to process the source dataset by themselves. Public version： Construction Motion Data Library(CML) contains 137 types of activities and 6131 samples(ALL_DATA); among them, 53 types of activities and 4333 samples are highly related to construction activities ( Construction_Related_Data). GitHub: https://github.com/YUANYUAN2222/Integrated-public-3D-skeleton-form-CML-library.
DOI: 10.6084/m9.figshare.5113915.v5
title: Pinus brutia chorology

description: Distribution map of Turkish pine (<i>Pinus brutia</i>)<br><br>These maps were produced by combining numerous and heterogeneous data collected from atlas monographs providing complete species distribution maps, from national to regional atlases, occurrence geo-databases, scientific and grey literature.<br>The maps were created using ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) archived in the ZIP file. Species range is mapped with polygon features (name suffix "plg"), which define continuous areas of occupancy of the species, and with point features (name suffix "pnt"), which identify more fragmented and isolated populations. If synanthropic occurrences are reported outside the species natural range, additional point and/or polygon shapefiles are also present (suffix "syn"). <br>Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix "clip"), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com). <br><br>Please cite as:<br>Caudullo, G., Welk, E., San-Miguel-Ayanz, J., 2017. Chorological maps for the main European woody species. Data in Brief 12, 662-666. DOI: doi.org/10.1016/j.dib.2017.05.007 <br><br>Additional information and used references are on 'supplementary materials' document:<br>https://doi.org/10.6084/m9.figshare.5091901<br><br>Chorological maps are part of the "European Atlas of Forest Tree Species" project:<br>https://w3id.org/mtv/FISE-Comm/v01
DOI: 10.6084/m9.figshare.5739594.v1
title: training dataset and validation dataset of the manuscript "A Fully Convolutional Network for weed mapping of Unmanned Aerial Vehicle (UAV) Imagery"

description: The folder 'rice_data' containing the training dataset and validation dataset.<br>All the UAV imagery were in the folder: 'rice_data\image': DJI_0087_0.png DJI_0087_1.png ......All the Ground Truth images was in the folder: 'rice_data\image': DJI_0087_0.png DJI_0087_1.png ......The Ground Truth images correspond to the UAV imagery with a same name<br>The file names of the training dataset were recorded in the file 'rice_data\train.txt' using the form like: image/DJI_0114_2.png gt_image/DJI_0114_2.png ......Each line in the file 'rice_data\train.txt' represents one sample, where the names of UAV imagery and the Ground Truth image were separated by a blank.<br>The file names of the training dataset was recorded in the file 'rice_data\val.txt' like: image/DJI_0101_2.png gt_image/DJI_0101_2.png ......Each line in the file 'rice_data\val.txt' represents one sample, where the names of the UAV imagery and the Ground Truth image were separated by a blank.<br>
DOI: 10.17632/2d5tty7h66
title: An online survey on subjective well-being, disaster risk perception, disaster preparedness actions in the Kinki region, Japan in December 2021

description: This survey aimed to examine the relationships between factors like subjective well-being (SWB), risk perception (RP) and preparedness actions (PB) along with trust in government (TG) and disaster experience (EX). This survey is conducted online on December 9th and 10th, 2021, targeting the general population of the Kinki region, via an online survey company in Japan. The obtained data consists of the dataset (RyoAshida_SurveyDataset_KinkiRegion_202112.csv) and the description of each question (RyoAshida_SurveyQuestions_KinkiRegion_202112.csv). The latter was originally in Japanese and translated into English by the first author. The dataset includes basic demographics like sex, age, marital status, and whether the respondent has a child/children, in addition to the measurements of the abovementioned factors. Note that this dataset has been already cleaned by removing inappropriate responses and the sample size is N=401.
In the original study, the authors employed structural equation modelling and found that SWB, EX and RP have positive effects on PB, with similar degrees across variables. These results are supported by previous studies. Moreover, disaster-related factors like EX and RP are not statistically influential on SWB, contrary to the hypotheses. Therefore, the present study implies that SWB or well-being might play a crucial role in the process of ensuring that citizens are adequately prepared against hazards, even without experiencing them before. However, since SWB is a composite of many other elements, constituent factors like education and economic prosperity can have a similar effect but they were omitted in this study. Thus, further research is needed to explore such variables.
DOI: 10.17632/nh57cz4gys
title: A Greenland-wide empirical reconstruction of paleo ice-sheet retreat informed by ice extent markers: PaleoGrIS version 1.0

description: The PalaeoGrIS 1.0 database: a Greenland-wide isochrone reconstruction of ice-sheet margin retreat during the Late-glacial and Holocene periods. 

This open-access database includes: 

1-A geochronological database of TCN exposure dating and Radiocarbon dating ages compiled (excel tables and shapefiles)
2-The PaleoGrIS 1.0 reconstruction isochrones (NetCDF and Shapefile formats)
3-The PaleoGrIS 1.0 database of geomorphological landforms mapped as part of this project (ice-marginal landforms)
4-The PaleoGrIS 1.0 poster (A0 format) for quick visualisation of reconstruction and data. 

Please make sure to cite original publication when using these data : https://doi.org/10.5194/cp-2023-60
DOI: 10.17632/p4k894t6xc
title: Attitudes toward e-learning of undergraduate students during COVID-19: Dataset from Indonesia

description: The questionnaires were distributed among 342 full-time students who studied at Universitas Negeri Jakarta in the 2022-2023 academic year. This data set contains data on undergraduate students’ attitudes toward e-learning during the COVID-19 pandemic. E-learning attitudes consist of 2 subscale constructs including avoidance of e-learning (10 items) and tendency to e-learning (10 items).
DOI: 10.6084/m9.figshare.1514952.v1
title: Open Notebook Science Challenge Solubility Dataset

description: A collection of 9730 organic and aqueous solubility measurements collected from the literature and measured using open notebook science. Measurements with assumed incorrect values are marked DONOTUSE.