cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.19166393.v1
title: Supplemental Data for Matzke (2022), Statistical comparison of DEC and DEC+J is identical to comparison of two ClaSSE submodels, and is therefore valid

description: Readme file for Matzke_2022_JBiogeog_SuppData.zip<br>Published as part of: <br>Matzke, Nicholas J. (2021). Statistical comparison of DEC and DEC+J is identical to comparison of two ClaSSE submodels, and is therefore valid. <i>Journal of Biogeography</i>, accepted. doi: http://dx.doi.org/10.31219/osf.io/vqm7r <br>
DOI: 10.6084/m9.figshare.11235803.v1
title: PC_1_10.xlsx

description: PCA of Norwegian population and the returned mean componenet values
DOI: 10.6084/m9.figshare.4047318.v1
title: Supplementary Material for: Individual and Complementary Effects of Human Papillomavirus Oncogenes on Epithelial Cell Proliferation and Differentiation

description: Previous studies on human papillomavirus (HPV) type 16 protein functions have established the oncogenic nature of three viral proteins: E5, E6 and E7. Here we have studied the functions of these proteins by functional deletion of the individual E5, E6 or E7, or both E6 and E7 oncogenes in the context of the whole viral genome. These mutants, or the intact wild-type genome, were expressed from the natural viral promoters along with differentiation of epithelial HaCaT cells in three-dimensional collagen raft cultures. High episomal viral copy numbers were obtained using a transfection-based loxp-HPV16-eGFP-N1 vector system. All epithelial equivalents carrying the different HPV type 16 genomes showed pronounced hyperplastic and dysplastic morphology. Particularly the E7 oncogene, with contribution of E6, was shown to enhance cell proliferation. Specifically, the crucial role of E7 in HPV-associated hyperproliferation was clearly manifested. Based on morphological characteristics, immunohistochemical staining for differentiation and proliferation markers, and low expression of E1^E4, we propose that our raft culture models produce cervical intraepithelial neoplasia (CIN)1 and CIN2-like tissue. Our experimental setting provides an alternative tool to study concerted functions of HPV proteins in the development of epithelial dysplasia.
DOI: 10.17632/hfnzb7ct67
title: Data on the most common laboratory tests with pathology in the SmartLab Kazakhstan laboratory information system database

description: The data presented in this paper are based on laboratory tests and pathology results that were found to be outside the normal range. The data was collected from several Kazakhstan medical laboratories, including the SmartLab laboratory information system. The raw data includes  7,674,353 results and raw data abnormal includes 1,898,410 results. The ranking of abnormal results was done using the TF-IDF statistical method.
The raw data tests in the Russian language and computed data in English. In this study, we performed a logistic regression analysis to predict a dependent variable. The goal of the analysis was to understand the relationship between the independent variables and the dependent variable and to make predictions about the dependent variable based on the independent variables.
DOI: 10.6084/m9.figshare.24316738.v1
title: Wind power and meteorological data for 25 provinces in China (2017-2018)

description: The Wind Power and Meteorological Data of Paper "<b><i>Unveiling value patterns via deep reinforcement </i></b><b><i>learning in heterogeneous data analytics</i></b>"<i>https://doi.org/10.1016/j.patter.2024.100965</i>
DOI: 10.6084/m9.figshare.26928634.v1
title: <b>Dataset of Yunong-black pigs</b>

description: <b>SNP chip data</b><b> for Yunong-black pigs</b>
DOI: 10.6084/m9.figshare.28321865.v1
title: C4 leaf traits data

description: Data supporting the paper titled "C4 photosynthesis, trait spectra and the fast-efficient phenotype" by Russell K. Monson, Shuai Li, Elizabeth A. Ainsworth, Yuzhen Fan, John G. Hodge, Alan K. Knapp, Andrew D.B. Leakey, Danica Lombardozzi, Sasha C. Reed, Rowan F. Sage, Melinda D. Smith, Nicholas G. Smith, Christopher J. Still, Danielle A. Way.
DOI: 10.6084/m9.figshare.23607594.v1
title: patient15.rar

description: A Patient with fundus images that taken by Ret-cam.
DOI: 10.6084/m9.figshare.25245946.v1
title: test_qm9_qtaim_1205_labelled_corrected.pkl

description: test qm9 dataset
DOI: 10.6084/m9.figshare.5303020.v1
title: Computational super-resolution and integral imaging in the the thermal infrared (long-wave band), using an array of 6x low cost compact cameras (FLIR Lepton).

description: Digital refocus example with simultaneous enhancement of native camera resolution by applying integral imaging and computational super-resolution in a 6x thermal camera array. <br>In the first item we show an example of digital refocus with enhanced native resolution in a static scene, showing a comparison of the original low-resolution image from one of the cameras, and the computed high-resolution image at different digital refocusing distances.<br>In the second item, we show a similar example but operating at video rate, where the low resolution image (top-left) is compared with the processed high resolution digitally refocused at 3 meters and 6 meters (low row), and also with a variable digital focus distance between 3 meters and 6 meters (top-left).
DOI: 10.6084/m9.figshare.7718462.v2
title: Quantifying the impact of tissue metabolism on solute transport in feto-placental microvascular networks

description: The raw geometric data which we use is given as STL files; the capillary surfaces surfaces end in "_Vasculature.stl" (four files) and villous surfaces end in "_Villi.stl" (four files). The geometries can be previewed in 3D by clicking on the file names.<br>Fig4_nonlinear_metabolism.mph: Simulations underlying Fig 4. Coupled transport problem, no boundary layers, mesh ~315k tetrahedral elements.<br>specimen3_FL_stripped.mph & specimen3_DL_stripped.mph: Simulations for calculating flow-limited and diffusion-limited metabolic scale functions G & F, respectively. This underlies Figs. 1, 2, 3 and 7. The mesh has approx. 19.7mio tetrahedral elements and is particularly well resolved at and near the villous surface to ensure that boundary layers for strong metabolism are resolved. Each simulation (to solve for solute in metabolising tissue) ran for approximately 10h. The meshing process itself ran for several hours. We used a powerful computer (128 GB RAM, 16 core CPU). The solutions and meshes were stripped from the Comsol files to comply with figshare's 5GB file size limitation. <br>specimen3_fully_coupled.mph: Simulations for calculating fully coupled problem with linear uptake kinetics, which underlies Fig. 2 (dots). The mesh has approximately 4.1mio tetrahedral elements.<br><br>*.nb and *.xlsx: Codes and data needed to Figures 2, 3, 4 and 7. The *.nb files were created in Mathematica 11.0.1.0, relying on the numerical data contained in the Excel (*.xlsx) files <i><b>which must be in the same folder as the *.nb files</b></i>. To reproduce the figures, open a Mathematica file and then go to Evaluation -&gt; Evaluate notebook, which will run all codes automatically and assemble all figures/subfigures. When switching between *.nb files, make sure to either close Mathematica or go to Evaluation -&gt; Quit Kernel -&gt; Local.<br>Fig6_ex-vivo_uptake_fitting.zip contains a MATLAB .m script (tested on ver. R2018a) and the associated ex-vivo pO2 datasets in a tab-separated .csv. After extracting both files into the same location, run "uptake_fit.m" to estimate the tissue metabolic parameters and reproduce Figure 6.<br>
DOI: 10.6084/m9.figshare.24511504.v1
title: Mosquitoes at the Zoo_data.xlsx

description: Mosquitoes are known for their nuisance but also as important vectors of disease, not only for disease agents affecting humans but also animals. Zoological gardens are special places where humans and animals are found in close proximity, and where mosquitoes can also find conditions for their life cycle. This can be especially true for zoos located in urban areas. In this study, we characterized for the first time the mosquito fauna of the Lisbon Zoo, and we found a low mosquito density and diversity. We found an average of 2.4 mosquitos per trap/night and five different species were identified. The most common species was the northern house mosquito, Culex pipiens, with co-occurrence of the two biotypes and their hybrid. Mosquitoes were present year-round, with activity detected in winter months in which mosquitoes usually are diapausing. This co-occurrence and activity during winter can have implications in terms of disease transmission, namely flavivirus which can affect both animals and humans.
DOI: 10.6084/m9.figshare.8148785.v1
title: Matlab code and data

description: Matlab code and raw data
DOI: 10.6084/m9.figshare.842699.v3
title: Tapinoma sessile and T. schriberi data and code

description: The data and R code needed to conduct the analyses presented in: <br>Hamm, CA 2010. Multivariate discrimination and description of a new species of Tapinoma from the western United States. Annals of the Entomological Society of America 103 (1): 20-29. doi: 10.1603/008.103.0104
DOI: 10.17632/4rbg62s43z
title: Data for: Service Offshoring and Firm Employment

description: This repository is linked to the article "Service Offshoring and Firm Employment" by Peter Eppinger (University of Tübingen) in the Journal of International Economics (2019). It includes a "Data access" statement, which provides detailed instructions on how researchers can apply for access to the confidential micro data used in the paper at the Research Data and Service Centre (RDSC) of the Deutsche Bundesbank. It further includes the Stata code needed to replicate all results in the article on site and a readme file explaining this code.
DOI: 10.17632/8ww2kxnbzv
title: Experimental dataset for the performance of VRFB cells with flow fields and different electrode compression ratios

description: The data presents charge-discharge life cycle behaviour of the vanadium redox flow battery along with pressure drop measurements at various flow rates and current densities for serpentine flow field and design variants of interdigitated flow fields over the three cell areas 400 cm2, 900 cm2 and 1500 cm2 assembled with different electrode compression ratios (20%, 35%, 50% and 70%). Contents include 12 excel sheets. The raw data recorded in BT-Lab software (Biologic) and Visual LCN software (Bitrode) is exported to excel format. Each operating condition consists three life-cycles and the average of them is presented in the excel sheet from which the other parameters like capacity, energy density and efficiency are calculated. Few excel sheets have original raw data exported from the data recording software and many of the sheets have averaged life cycles and processed data for the electrochemical parameters. [1] Ravendra Gundlapalli, Sreenivas Jayanti, Performance Characteristics of Several Variants of Interdigitated Flow Fields for Flow Battery Applications, Journal of Power Sources [2] Ravendra Gundlapalli, Sreenivas Jayanti, Effect of electrode compression and operating parameters on the performance of large vanadium redox flow battery cells, Journal Power Sources 427 (2019) 231-242
DOI: 10.25442/hku.22186771.v1
title: Supporting data for "Metal oxide nanoparticles as carrier transport layer in perovskite solar cells application"

description: This dataset contain the raw data for all the data presented in the thesis. they can basically divide in three folder, one is IV-scan folder the I-V curve data depcit the peroformance of the perovskite solar cell fabricated in the lab. and the lifetime of the solar cell also a key factors to evaluated the solar cell, so the stability data is put into one folder. finally, we need to figure out the reason causeing difference in performance. Thus the characterziation result were put into one folder. the naming of the file are aoccorfding to the thesis presented. who need to reuse the data please check the thesis to avoid misleading information.
DOI: 10.6084/m9.figshare.21555276.v2
title: Sedation and reversal records for sambar and red deer captured and collared in Kosciuszko National Park, Australia

description: Summary of capture, sedation and reversal dosage information collected for each captured and collared deer from 11 days of aerial net gunning operations targeting sambar (<em>Rusa unicolor</em>) and red deer (<em>Cervus elaphus</em>) over operation one (April) and operation two (November 2021), in Kosciuszko National Park, Australia.
DOI: 10.6084/m9.figshare.24556633.v1
title: Communication Biology Data SD

description: Neurodegeneration, aS, TDP-43 prion-like domain, heterotypic amyoids<br>
DOI: 10.6084/m9.figshare.7862444.v1
title: Springer Nature Librarians 2018 survey

description: Raw data from Springer Nature's 2018 survey of librarians, on their roles, challenges and engagement with faculty. Methodology at https://docs.google.com/document/d/1d1y9Y7mzV7YUGXKFylmfIBfCfrnNwwhDT-QG8RsDzmY/edit?usp=sharing
DOI: 10.17632/35fkkrtbj9
title: Data for: Refugees and apartment prices: a case study to investigate the attitudes of home buyers

description: This is the Stata file for which we have done our main empirical analysis. A more detailed description of the content as well as do files to obtain the desired results are available upon request.
DOI: 10.17632/khmt3myywn
title: 2xCO2 forcing, global map

description: 
How to cite
Huang, Y., Tan, X., and Xia, Y. (2016), Inhomogeneous radiative forcing of homogeneous greenhouse gases, J. Geophys. Res. Atmos., 121, 2780– 2789, doi:10.1002/2015JD024569.
DOI: 10.17632/kjb9b2xn8m
title: SuperIso v3.0, flavor physics observables calculations: extension to NMSSM

description: This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018) Abstract SuperIso v3.0 is a public program for evaluation of flavor physics observables in the minimal supersymmetric extension of the Standard Model (MSSM) and the next to minimal supersymmetric extension of the Standard Model (NMSSM). SuperIso v3.0 incorporates many flavor observables such as the inclusive branching ratio of B → X s γ , the isospin asymmetry of B → K ∗ γ , the branching ratio of B s → μ + μ − , the branching ratio of B → τ ν τ , the branching ratio of B → D τ ν τ , the branching rat... Title of program: SuperIso v3.0 Catalogue Id: AEAN_v3_0 Nature of problem Calculation of flavor physics observables as well as the muon anomalous magnetic moment in the Minimal Supersymmetric Standard Model with minimal flavor violation and in the Next to Minimal Supersymmetric Standard Model, in order to derive constraints on the supersymmetric parameter spaces. Versions of this program held in the CPC repository in Mendeley Data AEAN_v1_0; SuperIso; 10.1016/j.cpc.2007.12.006 AEAN_v2_0; SuperIso; 10.1016/j.cpc.2009.02.017 AEAN_v3_0; SuperIso v3.0; 10.1016/j.cpc.2009.05.001
DOI: 10.17632/ykhw8r7bfx
title: THVD (Talking Head Video Dataset)

description: **About**

We provide a comprehensive talking-head video dataset with over 50,000 videos, totaling more than 500 hours of footage and featuring 20,841 unique identities from around the world.


**Distribution**

Detailing the format, size, and structure of the dataset:
Data Volume:
-Total Size: 2.7TB

-Total Videos: 47,547

-Identities Covered: 20,841

-Resolution: 60% 4k(1980), 33% fullHD(1080)

-Formats: MP4

-Full-length videos with visible mouth movements in every frame.

-Minimum face size of 400 pixels.

-Video durations range from 20 seconds to 5 minutes.

-Faces have not been cut out, full screen videos including backgrounds.


**Usage**

**This dataset is ideal for a variety of applications**:

Face Recognition & Verification: Training and benchmarking facial recognition models.

Action Recognition: Identifying human activities and behaviors.

Re-Identification (Re-ID): Tracking identities across different videos and environments.

Deepfake Detection: Developing methods to detect manipulated videos.

Generative AI: Training high-resolution video generation models.

Lip Syncing Applications: Enhancing AI-driven lip-syncing models for dubbing and virtual avatars.

Background AI Applications: Developing AI models for automated background replacement, segmentation, and enhancement.


**Coverage**

Explaining the scope and coverage of the dataset:

Geographic Coverage: Worldwide

Time Range: Time range and size of the videos have been noted in the CSV file.

Demographics: Includes information about age, gender, ethnicity, format, resolution, and file size.


**Languages Covered (Videos):**

English: 23,038 videos

Portuguese: 1,346 videos

Spanish: 677 videos

Norwegian: 1,266 videos

Swedish: 1,056 videos

Korean: 848 videos

Polish: 1,807 videos

Indonesian: 1,163 videos

French: 1,102 videos

German: 1,276 videos

Japanese: 1,433 videos

Dutch: 1,666 videos

Indian: 1,163 videos

Czech: 590 videos

Chinese: 685 videos

Italian: 975 videos

Philipeans: 920 videos

Bulgaria: 340 videos

Romanian: 1144 videos

Arabic: 1691 videos

**Who Can Use It**

List examples of intended users and their use cases:

Data Scientists: Training machine learning models for video-based AI applications.

Researchers: Studying human behavior, facial analysis, or video AI advancements.

Businesses: Developing facial recognition systems, video analytics, or AI-driven media applications.


**Additional Notes**

Ensure ethical usage and compliance with privacy regulations.
The dataset’s quality and scale make it valuable for high-performance AI training.
Potential preprocessing (cropping, down sampling) may be needed for different use cases.
Dataset has not been completed yet and expands daily, please contact for most up to date CSV file.
The dataset has been divided into 100GB zipped files and is hosted on a private server (with the option to upload to the cloud if needed).
To verify the dataset's quality, please contact me for the full CSV file.
DOI: 10.6084/m9.figshare.16589822.v1
title: Pollutant and meteorological data for the prediction of air pollutants in Mexico City.

description: Pollutant and meteorological data for the prediction of air pollutants in Mexico City, from 2010-12-31 to 2019-03-31. This data was used for the work: <br><br>Minutti-Martinez C., Arellano-Vázquez M., Zamora-Machado M. (2021). A Hybrid Model for the Prediction of Air Pollutants Concentration, Based on Statistical and Machine Learning Techniques. Lecture Notes in Computer Science, vol 13068. Springer, Cham. https://doi.org/10.1007/978-3-030-89820-5_21<br>
DOI: 10.6084/m9.figshare.19944656.v1
title: Microbiome - Chalifour et al (2022) Century-Old Gut Microbiome Sequence Data

description: 16s rRNA gene amplicon sequence data to go with Chalifour, Elder, Li (2022) Microbiome manuscript.
DOI: 10.6084/m9.figshare.27078655.v1
title: <b>Characterization of Gut Microbiome and Cognition in Adolescents with and without Subthreshold Depression: A Shotgun Metagenomics Sequencing Study</b>

description: To investigate the association between gut microbiome and cognitive function in adolescents with subthreshold Depression (SD). Thirty-eight adolescents with SD and 139 clinically-well (CW) adolescents were recruited. Gut microbiome and cognitive function were assessed by metagenomic sequencing and the MATRICS Consensus Cognitive Battery (MCCB), respectively. Compared with the CW adolescents, the SD group showed higher relative abundance of <i>Spirochaetes, Synergistetes, Spirochaetia, Synergistia,</i><i> </i><i>Spirochaetales, Rhizobiales,</i><i> </i><i>Synergistales, Thermoanaerobacterales, Rhodospirillales, </i><i>Synergistaceae</i> and <i>Oxalobacteraceae</i> at four levels. The Spatial Span scores were higher in the SD group compared to the CW groups. Moreover, EggNOG analyses showed a significant negative correlation of the intracellular trafficking secretion and vesicular transport with the Spatial Span scores. The KEGG pathway of the neurodegenerative diseases and translation was depleted in the microbiome of adolescents with SD. The higher abundance of <i>Spirochaetes, Spirochaetia</i> and <i>Spirochaetales</i> were the best predictors of SD in adolescents. Our findings suggest that gut microbiome dysbiosis, depressive symptoms, and cognitive influences co-occur in adolescents with SD, which may play a crucial role in the pathogenesis of SD and cognitive function in adolescent. Gut microbiome may serve as a potential biomarker for the identification and treatment of adolescents with SD.
DOI: 10.6084/m9.figshare.29093192.v1
title: Polyketide synthase-derived sphingolipids mediate microbiota protection against a bacterial pathogen in C. elegans

description: Mass spectrometry imaging data for the study Peters et al. <br><br>Abstract: Protection against pathogens is a major function of the gut microbiota. Although bacterial natural products have emerged as crucial components of host-microbiota interactions, their exact role in microbiota-mediated protection is largely unexplored. We addressed this knowledge gap with the nematode Caenorhabditis elegans and its microbiota isolate Pseudomonas fluorescens MYb115 that is known to protect against Bacillus thuringiensis (Bt) infection. We find that MYb115-mediated protection depends on sphingolipids (SLs) that are derived from an iterative type I polyketide synthase (PKS), PfSgaAB, thereby revealing a non-canonical pathway for the production of bacterial SLs as secondary metabolites. SL production is common in eukaryotes but was thought to be limited to a few bacterial phyla that encode the serine palmitoyltransferase (SPT) enzyme, which catalyses the initial step in SL synthesis. We demonstrate that PfSgaB encodes a pyridoxal 5'-phosphate-dependent alpha-oxoamine synthase with SPT activity, and find homologous putative PKSs present across host-associated bacteria that are so far unknown SL producers. Moreover, we provide evidence that MYb115-derived SLs affect C. elegans defence against Bt infection by altering SL metabolism in the nematode host. This work establishes SLs as structural outputs of bacterial PKS and highlights the role of microbiota-derived SLs in host protection against pathogens.
DOI: 10.6084/m9.figshare.4028643.v3
title: Processed expression data of 10 major tissues for genechip human GSE7307

description: A tab-separated values (TSV) file for RefEx_expression_genechip10_human_GSE7307