cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.3561990.v1
title: Supplement 1. Code necessary for replicating the simulation analysis included in this study.

description: File List Sim_test--for_supplements.R (MD5: 72de36cc9ed0d160bcc896f01b460289) spacetime_v7d.CPP (MD5: 2d70d0c4c10f0424ac1bb6ae8c071acb) time_v2d.CPP (MD5: 6eb16d0e5808fed12ed12d1d11594e5d) Description Sim_test--for_supplements.R – File containing R script used to run simulation experiment comparing the estimation performance of the spatial and non-spatial Gompertz models.<br> spacetime_v7d.CPP – File containing the model specification for the spatial Gompertz model, implemented in Template Model Builder. <br> time_v2d.CPP – File containing the model specification for the nonspatial Gompertz model, implemented in Template Model Builder.
DOI: 10.17632/5c7z5pnk66
title: Online destination´s popularity and COVID-19

description: Data mainly merging two datasets: Google Destination Insights and Oxford COVID-19 Government Response Tracker (OxCGRT). From Google Destination Insights was collected a daily index for bilateral online travel searches, while from OxCGRT was collected a daily index measuring the overall governments responses to the COVID-19 pandemic. This daily indices were transformed into monthly indices to match data for GDP per capita and exchange rate collected from the International Monetary Fund website. The data was extracted from January 2020 to September 2022 to build an unbalanced panel data set for 13 origin countries and 26 destination countries.
DOI: 10.6084/m9.figshare.22258768.v1
title: building data

description: The data is the building boundary data of 13 common types of shapes.
DOI: 10.6084/m9.figshare.25599153.v1
title: faces_metadata

description: <pre>PDF with metadata for each face including sex, age (in years), skin color classification based on the Fitzpatrick scale (from I to VI) and on the von Luschan scale (from 1 to 36), and the number of discernible colors assuming the CIE D65 illuminant and the CIE 2006 10 degrees cone-fundamental-based colorimetric observer.</pre>
DOI: 10.17632/wh3nnm6cnw
title: Citizen Science Data

description: On eBird（ https://ebird.org/home ）Global Biodiversity Information Network (GBIF)（ http://www.gbifchina.org/ ）Report on Birds（ http://www.birdreport.cn/ ）Collected waterbirds data within the study area.
DOI: 10.6084/m9.figshare.24944907.v1
title: A Design Thinking Workshop to Teach Medical Students Curriculum Development Skills in a Student-as-Teacher Course: Post course Survey

description: We created a workshop embedded with an existing student as teacher course that introduced the framework of design thinking and how to use design thinking tools to create curricula. Seventeen students participated in the Design Thinking Workshop and created educational projects using a design thinking approach. We evaluated the workshop using a pre/post student survey and structured rating of student projects.
DOI: 10.6084/m9.figshare.26465086.v1
title: Dataset

description: Lunar
DOI: 10.17632/pb7dxpf29s
title: paper original data

description: Shanghai Taopu building power consumption data.
DOI: 10.6084/m9.figshare.12579506.v1
title: JVASP-77996 to JVASP-78960

description: JARVIS-DFT input/output files
DOI: 10.17632/gc6bx573rj
title: Numerical modeling of water dynamics in Railway embankments

description: This dataset contains input parameters for numerical modeling using HYDRUS to simulate water flow under railway embankments. It was generated to investigate water flow dynamics and distribution in railway embankments, with implications for the transport of herbicides affecting tracks and underlying structures. Numerical experiments using a univariate approach assessed how embankment and site-specific factors influence water content and flow patterns. Key parameters included hydraulic properties (saturated/residual water content, Van Genuchten parameters, and hydraulic conductivity), recharge rate, groundwater level, horizontal impermeable layers, and embankment thickness. The data for the reference model was based on drilling information from the funder and the hydraulic parameters estimated with the help of ROSETTA (Hydrus tool). The results were later visualized and post-processed in ParaView by importing the VTK files from Hydrus. Analysis of percolation fronts and flow paths identified groundwater levels and the Van Genuchten parameter (α) as the most influential factors. 

The simulations mimicked soil with and without moisture conditions (i.e. 30 days of average recharge rates in Germany). All the folders contain the input files for each scenario for the soil moisture conditions. To run the simulations without soil moisture conditions, exchange the file Atmosph.in for the file in the folder amts_dry. Brief description of the following parameters that were inspected (values of the parameters are written on the file name):
1. α (Van Genuchten Shape Parameter) - (1/m) controls the air entry value of the soil-water retention curve. 
2. 𝑛 (Van Genuchten Pore-Size Distribution Parameter) - (dimensionless) defines the pore-size distribution's impact on the soil-water retention curve. 
3. IMP - lower permeable Layer refers to a less permeable horizontal layer introduced at multiple depths (m) in the simulation domain.
4. GW - Groundwater Levels (m) indicates the depth or position of the groundwater table relative to the embankment structure.
5. qs - The saturated water content (dimensionless) represents the maximum volumetric water content of the soil, corresponding to full saturation. 
6. qr - The residual water content (dimensionless) indicates the volumetric water content below which water movement ceases due to adhesion forces. 
7. Kf - Saturated hydraulic conductivity (m/s) measures the soil's ability to transmit water under fully saturated conditions. 
8. EMB - Embankment Thickness (m) defines the height or vertical extent of the embankment structure. It directly influences the overall storage capacity and the flow path lengths within the embankment, affecting water content distribution and hydraulic response.
DOI: 10.6084/m9.figshare.11985735.v1
title: Supplementary materials

description: The supplementary materials include the illustrative example data used to demonstrate the usefulness of latent interdependence model, Table 8, and the report for effective sample size from Bayesian estimations.
DOI: 10.6084/m9.figshare.13498653.v1
title: Article Ecological conditions and interpersonal skills leading to ECE teachers' competences in working with immigrant children.xlsx (codebook, database)

description: The file contains results of EFA with variables:- demograpfhic variable (DV)- environment support (SE)- teachers' competences in work with immigrant children (TC)- positive teacher attitudes in work with immigrant children (TA)- teacher values (TV)- emotional comeptences (EC)<br>Plus database (file Baza 2_EN..) of the research and varibles description.
DOI: 10.6084/m9.figshare.23800401.v3
title: Code and Data to produced SDM :: Matters Arising

description: <b>Code and Data to produced SDM.</b><b>Title: </b><b>Misconception of model transferability precludes estimates of seagrass community reorganization in a changing climate</b><b>Matters Arising from: Daru & Rock Nature Plants https://doi.org/10.1038/s41477-023-01445-6 (2023)</b>
DOI: 10.17632/m2wxzmhv6s
title: The Art of Thinking in 64 Squares : Chess Dataset

description: This dataset consists of over 30,000 real chess games that have been downloaded from Chess.com. Data were collected ethically from authors' accounts, authors' friends' data, and even Grandmaster players' data whose game history they donated for research purposes. This dataset includes public chess games played on Chess.com, including titled players' games. Move data (PGN) alone is provided; proprietary annotations or copyrighted content from Chess.com are not used. The data set contains players from beginners to Grandmasters (GMs) and contains complete information for all games. Elo rating, game result (win/loss/draw), moves played, opening names, game type (Blitz, Bullet, Rapid), and game termination (e.g., Checkmate, Timeout, or Resignation) are included. Other columns helpful for analysis were added, e.g., the difference in Elo between both players and acronyms of opening names. Data is also separated into various sheets based on Elo range, game type, and player identity to make it easier to analyze. This data set is a solid base to train AI chess models with reinforcement learning, study player behavior, test chess coaching systems, and build learning tools. It is in Excel (.xlsx) format to be easily used with many applications like Power BI and Python.
DOI: 10.17632/zz3n9d3hsd
title: DIABETES GESTACIONAL EN ECUADOR-ESTUDIO DE COHORTE PROSPECTIVO
DOI: 10.6084/m9.figshare.23141795.v2
title: Supplementary Material for: Risk Factors for Common Kidney Stones Are Correlated with Kidney Function Independent of Stone Composition

description: Background: Kidney stone type varies with age, sex, season, and medical conditions. Lower estimate glomerular filtration rate (eGFR) leads to changes in urine chemistry, and risk factors for kidney stones are thought to vary by stone type. We explore the association between eGFR, urine risk factors, and common stone compositions. Methods: This was a retrospective cohort study of 811 kidney stone patients seen at Yale Medicine between 1994-2021 with serum chemistries and 24-hour urine chemistries matched within one year of baseline stone analysis. Patients’ eGFR was calculated using the Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) 2021 equation. Demographics and medical history were compared by Chi-squared tests. 24-hour urine chemistries and stone analyses were analyzed by one-way ANOVA. Linear regressions were performed to control for demographics, comorbidities, and stone composition. Results: With lower eGFR, the proportion of calcium stones declined while uric acid stones increased. On univariable analysis, lower eGFR was associated with lower urine pH, calcium, citrate, uric acid, magnesium, phosphorus, and ammonium. On multivariable analysis, controlling for age, sex, ethnicity, BMI, comorbidities, and stone type, these factors remained significant. Stone formers with lower eGFR had elevated supersaturation for uric acid, but reduced supersaturations for calcium-containing stones. Though urine oxalate was significant on univariable analysis, it was not on multivariable analysis. Discussion/Conclusion: Changes in urine parameters are strongly correlated with eGFR regardless of stone type. Renal function may play a key role in modulating kidney stone risk factors. Strategies to mitigate stone risk may need to vary with kidney function, especially when patient urine or stone composition data is unavailable.
DOI: 10.15468/dl.xtk5eg
title: Occurrence Download

description: A dataset containing 822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Drosophila phalerata Meigen, 1830"
 ]
}

 The dataset includes 822 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009321-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.23752014.v1
title: Transcription of Pakistani mainstream politicians' public speeches and their followers' comments

description: Rafi, M. S., & Shafiq, Z. (2023). The Role of Political Hate Speech in Promoting Extreme Ideologies and Manipulating Public Discourse for Social Approval in Pakistan. <i>International Social Sciences Journal</i>,
DOI: 10.6084/m9.figshare.24885777.v1
title: Supplementary Material for: Successful treatment with dabrafenib/trametinib of a malignantly transformed and metastasized BRAFV600E mutant pleiomorphic xanthoastrocytoma: a case report and review of the literature

description: Pleiomorphic xanthoastrocytoma (PXA) is considered a low grade glioma with a favorable prognosis following surgical resection. We present a case report of a BRAFV600E mutant malignantly transformed and disseminated PXA that was successfully treated with BRAF-/MEK-targeted therapy (dabrafenib/trametinib). 
At the age of 16 years, our patient underwent an initial gross macroscopic resection of a right occipital PXA. Six months later, a reintervention for an asymptomatic tumor recurrence was performed; and complete resection was achieved. The patient was followed up by MRI for 14 years without arguments for recurrence. He was lost to follow-up thereafter. At the age of 38 years, he presented with a symptomatic local recurrence with extra-cerebral soft tissue extension for which a surgical resection was performed. Anatomopathological examination reported a grade 3 anaplastic PXA (aPXA); molecular analysis detected a BRAFV600E mutation. Three months later, before the initiation of radiotherapy, a local tumor recurrence was diagnosed for which he underwent a fourth surgical resection. Radiotherapy was performed following surgical debulking. One month after completion of radiotherapy, disease progression was documented including multiple sites of extra-cranial metastases (skeletal-, lung-, cervical lymph node and subcutaneous metastases). Systemic treatment with a combination of BRAF-/MEK-inhibitors (dabrafenib/trametinib) was initiated and resulted in a rapid and deep tumor response (partial response according to RECISTv1.1) and absence of BRAFV600E mutant ctDNA in plasma at 6 weeks after treatment initiation. A near-complete metabolic remission was documented on [18F]FDG PET/CT 3 months after starting systemic therapy. 
In conclusion, we present a rare case of a malignant transformation and systemic dissemination of a BRAFV600E mutant PXA, occurring 20 year after the initial diagnosis. This case highlights the importance of long-term follow-up of patients diagnosed with these rare central nervous system (CNS) tumors that initially are considered benign, and also illustrates that BRAF/MEK inhibition can be an effective therapy for BRAFV600E -mutated PXA, underscoring the importance of performing molecular genetic profiling of these tumors.
DOI: 10.6084/m9.figshare.5162149.v4
title: Creative Foraging Game Data (0.9)

description: Raw-data and data description for the following paper:<b><br></b><b>Creative Foraging: an Experimental Paradigm for Studying Exploration and </b><b>Discovery</b>Yuval Hart, Avraham E Mayo, Ruth Mayo, Liron Rozenkrantz, Avichai Tendler, Uri Alon*, and Lior Noy*PLOS ONE, 2017 (in press)---------------------------------------------this has the correct 100 game version relevant to the paper.<br><br>and older version of the dataset cotains 101 games, and the 'rated.xls' which is not used in the analysis in the paper (the final stage of the game)<br>
DOI: 10.6084/m9.figshare.11478528.v1
title: Habitat Suitability Model for King Rail

description: Raster model of breeding habitat suitability for King Rails within the contiguous U.S. Model development described by Stevens and Conway (2020).<br> These data are supplemental materials for the following manuscript: <br>Stevens, B.S., and C.J. Conway. 2020. Mapping habitat suitability at range-wide scales: spatially-explicit distribution models to inform conservation and research for marsh birds. Conservation Science and Practice 2:in press.
DOI: 10.6084/m9.figshare.6454973.v10
title: SNU dataset + Quiz

description: <b>1. SNU_thumbnail100.zip</b>SNU Dataset2201 images; thumbnail<br>Red rectangle - diagnosed by biopsyBlack rectangle - diagnosed by clinical impression<br><b>2. quiz.zip</b><br>SNU Dataset; Quiz for AI and Dermatologist240 images; SNU datasetQUIZ.pdfANSWER.xlsx<br>doctor.xlsxdoctor_AI.xlsxpublic.xlsxpublic_AI.xlsx<br>The exact diagnosis is listed in QUIZ_240_answer.txt<br><br><b>3. quiz2201.zip</b>SNU Dataset; Quiz for AI and Dermatologist2201 images; thumbnail (1.jpg ~ 36.jpg)quiz2201.xlsxquiz2201_AI.xlsx<br>answer.ods<br><b>4. disease code_with_ICD10</b>174 disease classes for the model training<br><br><b>5. SUPPLEMENTARY dataset</b>Validation dataset that used to draw Figure S1151 images; thumbnailBreslow thickness<br><br><b># Edinburgh dataset</b>Edinburgh dermofit image library is a commercial library.; https://licensing.edinburgh-innovations.ed.ac.uk/i/software/dermofit-image-library.html<br>
DOI: 10.6084/m9.figshare.26123989.v1
title: Arbuscular mycorrhizal fungi attenuate negative impact of drought on soil functions

description: Although positive effects of arbuscular mycorrhizal (AM) fungi on plant performance under drought have been well documented, how AM fungi regulate soil functions and multifunctionality requires further investigation. In this study, we first performed a meta-analysis to test the potential role of AM fungi in maintaining soil functions under drought. Then, we conducted a greenhouse experiment, using a pair of hyphal ingrowth cores to spatially separate the growth of AM fungal hyphae and plant roots, to further investigate the effects of AM fungi on soil multifunctionality and its resistance against drought.
DOI: 10.17632/b9rs4d5dsn
title: Monitoring udder health status using somatic cell counts in Iranian Holstein-Friesian dairy cows

description: The present study was performed to provide update information about udder health as determined by SCC in Iranian Holstein-Friesian dairy cattle, and to compare results with herds under a mastitis control program.
DOI: 10.17632/mwh4njxr4y
title: Persistent and Transitory Components of Firm Characteristics 3

description: Part 3 of Dataset for replicating Persistent and Transitory Components of Firm Characteristics
DOI: 10.6084/m9.figshare.21175492.v2
title: Soil biodiversity, plant diversity, and ecosystem functioning of urban greenspaces

description: This excel file includs soil biodiversity across biomes, plant diversity, and the microbial functional traits, and also includs multiple ecosystem functions.
DOI: 10.6084/m9.figshare.23295227.v1
title: Supplementary Material for: Comparison between two different handgrip systems and protocols on force reduction in handgrip assessment

description: INTRODUCTION Fatigue resistance (FR) can be assessed as the time during which grip strength (GS) drops to 50% of its maximum during a sustained maximal voluntary contraction. For the first time we compared force-time characteristics during FR test between two different handgrip systems, and investigated age- and clinical-related differences in order to verify if a briefer test protocol (i.e. until 75%) could be sufficiently informative. METHODS A cohort of young healthy (Y, &lt;30y, 24±3y, 54% women), middle-aged (MA, 30-65y, 47±11y, 54% women) and older (OLD, &gt;65y, 77±7y, 50% women) community-dwelling persons, and hospitalized patients (HOSP, 84±5y, 50% women) performed the FR test. For this purpose, an adapted Vigorimeter (original rubber bulb of the Martin Vigorimeter connected to a Unik 5000 pressure gauge) here defined as “pneumatic handgrip system” (Pneu) and Dynamometer G200 system (original Jamar Dynamometer handle with an in-build strength gauge) here defined as “hydraulic handgrip system” (Hydr) were used. Force-time curves were analysed from 100%-75% and from 75%-50% of the initial maximal GS during the FR test. The area under the curve (GW) was calculated by integrating the actual GS at each time interval (i.e. 1/5000s) and corrected for body weight (GW/body weight). RESULTS For both systems we found fair associations between FR100-50 and FR100-75 (Pneu mean difference=50.1s (95%CI:47.9-52.4), r2=0.48; Hydr mean difference=28.4s (95%CI:27.0-29.7), r2=0.52, all p&lt;0.001), and also moderate associations between GW(100-50)/body weight and GW(100-75)/body weight (Pneu mean difference=32.1kPa*s/kg (95%CI:30.6-33.6), r2=0.72; Hydr mean difference = 8.1kg*s/kg (95%CI:7.7-8.6), r2 = 0.68, all p&lt;0.001). Between MA and OLD we found a significant age-related difference in the GW results in the first 25% strength decay for Pneu (respectively 10.2±0.6kPa*s/kg against 7.1±1.2kPa*s/kg). DISCUSSION/CONCLUSION The brief test protocol is valid. Differences within the first 25% strength decay in GW between OLD and HOSP were identified when using Pneu, but not when using Hydr. Therefore, a brief FR test protocol using a continuous registration of the strength decay seems to be sufficiently informative in a clinical setting to appraise muscle fatigability, however, only when using a Pneu system.
DOI: 10.17632/hnfwm9mjs6
title: Data for: Real time and intelligent diagnosis method of working condition in rod pumping well based on multi-dimensional data coupling of reservoir-wellbore-surface

description: none
DOI: 10.17632/x3c7y8dyw5
title: Data for: Trace element systematics and ore-forming processes in mafic VMS deposits: Evidence from the Troodos ophiolite, Cyprus

description: Trace element geochemistry from Troodos VMS analysed via LA-ICP-MS
DOI: 10.17632/n3gtgm9jxj
title: Waste Classification Dataset

description: Cite as: 
Nnamoko, N., Barrowclough, J. and Procter, J. (2022) ‘Solid Waste Image Classification Using Deep Convolutional Neural Network’, Infrastructures, 7(4), p. 47. doi:10.3390/infrastructures7040047
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Data Description
The dataset provides a collection of 24,705 images of solid household waste, categorised into two classes: organic (13,880) and recyclable (10,825) . The data is a restructured and represented version of the original dataset by Sashaank Sekar available at https://www.kaggle.com/techsash/waste-classification-data. The original dataset from Kaggle consists of 25,077 images of organic (13,966) and recyclable (11,111) images. However, performed som clean-up operations explained in the "further note" to reduce the data to 24,705 with (13,880 organic) and (10,825 recyclable) The restructured data has been used in a research study undertaken by academics and researchers at Computer Science Department, Edge Hill University, United Kingdom.

To encourage reproducibility of the experiments and results reported, the modified data; a Jupyter notebook (.ipynb) file useful to apply data augmentation on the dataset; and a Jupyter notebook (.ipynb) file useful to replicate the experiments has been provided.