cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hpspb6dmvp
title: Data for: 3514038

description: Prediction of future movement of stock prices has been a subject matter of many research work. There is a gamut of literature of technical analysis of stock prices where the objective is to identify patterns in stock price movements and derive profit from it. Improving the prediction accuracy remains the single most challenge in this area of research. We propose a hybrid approach for stock price movement prediction using machine learning, deep learning, and natural language processing. We select the NIFTY 50 index values of the National Stock Exchange (NSE) of India, and collect its daily price movement over a period of three years (2015 – 2017). Based on the data of 2015 – 2017, we build various predictive models using machine learning, and then use those models to predict the closing value of NIFTY 50 for the period January 2018 till June 2019 with a prediction horizon of one week. For predicting the price movement patterns, we use a number of classification techniques, while for predicting the actual closing price of the stock, various regression models have been used. We also build a Long and Short-Term Memory (LSTM)-based deep learning network for predicting the closing price of the stocks and compare the prediction accuracies of the machine learning models with the LSTM model. We further augment the predictive model by integrating a sentiment analysis module on Twitter data to correlate the public sentiment of stock prices with the market sentiment. This has been done using Twitter sentiment and previous week closing values to predict stock price movement for the next week. We tested our proposed scheme using a cross validation method based on Self Organizing Fuzzy Neural Networks (SOFNN) and found extremely interesting results.
DOI: 10.17632/t7jk2mspcy
title: AppleTreeDataset

description: Dataset contain images of Hongro apple trees cultivated at the National Institute of Horticultural and Herbal Science in Jeonju, South Korea. There are 120 images for train and 30 images for validation. Trees in the image are intertwined, and only the target tree is labeled. This dataset is for agriculture task that need only information of a target tree.
DOI: 10.6084/m9.figshare.28831553.v4
title: <b>A global dataset of key nodes in migratory bird networks potentially linked to influenza A virus spread</b>

description: Migratory birds play a significant role in the long-distance transmission of influenza A virus (IAV), posing potential threats to human health and the safety of livestock production. However, comprehensive datasets on the migration networks of IAV-associated migratory birds remain scarce, thereby hindering the assessment of virus transmission risks and the formulation of effective prevention and control strategies. In this study, we developed a comprehensive dataset by integrating literature-based data and Movebank tracking records, focusing on key nodes within the migration networks of migratory birds associated with IAV. The dataset covers 10,088 migration route records for 101 species of migratory birds relevant to IAV. Using ArcGIS and Gephi tools, we calculated the betweenness centrality values for each node in the migration network to quantify their importance within the network and identify key nodes. This dataset will serve as a valuable resource for analyzing migratory bird networks, assessing the risks of IAV transmission, and developing ecological conservation strategies.
DOI: 10.6084/m9.figshare.5182597.v2
title: Supplementary Information

description: This zip contains CAD files for a micro-fluidic channel scaffold (dimension: 40µm x 300µm) and a custom-made molding device to embed the printed channel scaffold in PDMS. Furthermore, we provide a full printing profile for slicing software Cura (Version 2.6.1), optimized to print the aforementioned channel scaffold using a Ultimaker 2+ 3D printer equipped with a 250µm printer nozzle and PVA as printing filament. Besides, an exemplary G-code can be downloaded that corrects the printer nozzle height if the channel scaffold should be printed on a coverslip without changing the build-plate leveling.<br>This files are supplementary information to our paper "3D printed water soluble scaffolds for rapid production of PDMS micro-fluidic flow chambers".
DOI: 10.6084/m9.figshare.9697697.v1
title: MOESM4 of Normal transcription of cellulolytic enzyme genes relies on the balance between the methylation of H3K36 and H3K4 in Penicillium oxalicum

description: Additional file 4: Spreadsheet S2. A total of 1457 genes exhibited significant differences (fold change ≥ 2, probability ≥ 0.8) in ΔPoset2 compared with that of WT in cellulose medium.
DOI: 10.17632/x4dmfnynjj
title: Birt-Hogg-Dubé Syndrome in Skin of Color: Literature Review

description: Supplementary Figure 1. Flowchart summarizes our systemic review following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines to characterize the epidemiological, genetic, and clinical features of BHDS in Skin of Color. Supplementary Table I. Diagnostic Criteria of Birt-Hogg-Dubé Syndrome and Considerations in SOC. Supplementary Table II. Systemic Manifestations of Birt-Hogg-Dubé Syndrome in Patients with Skin of Color. Supplementary Table III. Cutaneous Manifestations of Birt-Hogg-Dubé Syndrome in Patients with Skin of Color. Supplementary Table IV. Genetic Profile of Birt-Hogg-Dubé Syndrome in Patients with Skin of Color.
DOI: 10.6084/m9.figshare.13868258.v1
title: Yost indexes

description: Here are Yost indexes for census tracts and block groups in the United States for various years from 1990-2019. The Yost index is a composite index of socioeconomic status that consists of a percentile score from 1 (highest SES) to 100 (lowest SES). Data for 1990 and 2000 include the 50 US states plus the District of Columbia. For years after 2000, the data additionally include Puerto Rico. To rescale the index to geographic units smaller than the US, the score column may be used, where scores range from about -1.8 for the highest SES to 1.8 for the lowest SES.<br>More about the Yost index can be found here:<br><br> Yost K, Perkins C, Cohen R, Morris C, Wright W. Socioeconomic status and breast cancer incidence in California for different race/ethnic groups. ​<i>Cancer Causes and Control</i>​ 2001; 12(8): 703–711. <br> Yu M, Tatalovich Z, Gibson JT, Cronin KA. Using a composite index of socioeconomic status to investigate health disparities while protecting the confidentiality of cancer registry data. ​<i>Cancer Causes and Control</i>​. 2014; 25(1): 81-92.<br><br><br>
DOI: 10.6084/m9.figshare.7618580.v1
title: extended keyboard layouts for Apple

description: Three keyboard layouts that work with MacOS 10.13 and later. Just place them into the folder Library&gt;Keyboard LayoutsThe Syriac keyboard is arranged in a similar way to the Arabic keyboard for Mac, so that those typing Syriac occasionally, but Arabic often can easily use it.The Hebrew keyboard has extra letters with diacritics, so that it is easy to type Judaeo-Arabic.The Latin keyboard is extended to give all the diacritics required to transliterate Arabic, Hebrew and Syriac.
DOI: 10.6084/m9.figshare.8966000.v1
title: Data predicting mental distress of university students .xlsx

description: Data set for "Predicting Mental Distress of University Students with Lifestyle Profiles and Problematic Internet Use" submitted to, Journal of Mental Health.<b></b> <br>
DOI: 10.17632/c9jzbmwxsz
title: Digital Twin of an Absorption Chiller for Solar Cooling - Validation data

description: This data has:
- Three days of operation of a double-effect absorption chiller model BROAD BZH15 with 174 kWh cooling capacity  (file Validation_AE_AC.mat),
- Four Adaptive Neuro-Fuzzy Inference System models for the absorption chiller subsystems (files FIS_HTG_1, FIS_HTG_2, FIS_HTG_3, FIS_HTG_4),
- Matlab code that simulates the models' validation accordingly to the related link below (file main.m),
- Matlab code that creates the validation figures and results tables accordingly to the related link below (file index_plots).
DOI: 10.17632/fd6xks2sv3
title: Data for: Extractive Industries and Local Sustainability Development in Zambia: The Case of Corporate Social Responsibility of Chosen Metal Mines

description: Trend data on chosen Extractive Industries in Zambia
DOI: 10.6084/m9.figshare.15101649.v1
title: Phenotypes for all F2 individuals

description: Text file containing the phenotypes for F2 individuals exposed to an extreme low salinity challenge (2.5 ppt and 27C) for 36 days. Column headers are:Individual = individual IDFamily = F2 familySurv = survival phenotype (1 = dead, 0 = alive)Daydead = day of death (day 1-36, NaN = survived challenge)Len(mm) = individual height (mm)
DOI: 10.6084/m9.figshare.1619641.v1
title: EEG-fNIRS hybrid SMR BCI data S9-S15

description: The dataset contains raw EEG and fNIRS recordings for motor execution of Right-Arm, Left-Arm, Right-Hand, and Left-Hand tasks. All information on the data can be foud in DataOrganization.txt.
DOI: 10.6084/m9.figshare.27641586.v1
title: Positive feedback between wind-eroded patch size, plant recruitment failure and desertification in semi-arid sandlands

description: Global climate changes and intensified land use have made desertification one of the most pressing threats to vegetation integrity and associated ecosystem services worldwide. Wind-eroded desertified patches (WEDP) in sandland vegetation communities threaten semi-arid sandland ecosystems. Although the soil seed bank can be replenished by surrounding vegetation, the self-renewal of vegetation within WEDP remains severely constrained by low soil nutrient availability, high maximum day-time soil surface temperatures, frequent aeolian sand dynamics activity and fast soil desiccation. We hypothesized that a positive feedback of environmental harshness inside such patches leads to growing patch size with impoverished current regeneration by seedlings and future potential regeneration from the seed bank. To test this hypothesis, we chose WEDPs of different sizes as representatives of different retrogressive succession stages in sandlands in northern China, and investigated the effects of environmental changes among these successive stages on the densities and composition of soil seed banks and seedling regeneration. We found that WEDPs had unique internal environmental conditions, different from their surrounding area, which caused failed establishment of seedlings even where a substantial soil seed bank existed. Seed bank and seedling densities and composition in WEDPs were strongly influenced by patch size, surrounding vegetation and the prevailing strong wind. Because of the positive feedback between patch size and environmental degradation with retrogressive succession, human intervention is needed to promote future vegetation regeneration in WEDPs. Based on our findings, we propose a combination of the following interventions: (1) building sand barriers or planting native, drought-tolerant shrubs, (2) adding seeds of key local species to enrich the soil seed bank and increase the possibility of successful vegetation regeneration, (3) improving soil stabilization, moisture retention and fertility by covering the soil with local plant litter.
DOI: 10.6084/m9.figshare.28789847.v1
title: multinomial regression data

description: multinomial regression data
DOI: 10.17632/3zfrjvnnxc
title: Data for: Government and private sectors electronic transfer practices and financial inclusion in the economic community of the West African States

description: Extracted from the pooled cross-sectional sample of the 2014 and 2017 waves of the Global Findex survey, this extract contains a total of 15583 observations on 12 countries, 5292 of the observations come from the 2014 wave, and the remaining 10291 come from the 2017 wave. Further details are available from the authors Professional webpage at: https://business.aau.ac.ae/en/staff/ibrahim-niankara
DOI: 10.6084/m9.figshare.23060540.v2
title: Monkey V4 responses to natural images (Cadena et al 2024)

description: Monkey V4 responses. See preprint.
DOI: 10.6084/m9.figshare.5818101.v3
title: Data and Matlab package for Using imaging photoplethysmography for heart rate estimation in non-human primates

description: Raw data for imaging photoplethysmogram extraction collected in 10 recording sessions from four rhesus monkeys and Matlab scripts for their processing.<br>For details of the study please refer to [1].<br><br>INSTRUCTIONS:<br>1. Please download the zip-archive and unpack its contents. <br>2. Please launch the script dataset_analysis.m in MATLAB to reproduce the results described in [1]. For a detailed description of the code please see [2].Matlab scripts require Matlab Wavelet Toolbox.<br><br>DATA DESCRIPTION:<br>Data of session N is placed in a folder SessionN. <br>Data for sessions 1-8 consist of four files:<br>SessionN.bin - raw color signal data in binary file, in format r1 g1 b1 r2 g2 ....;<br>SessionN_ROIdata.txt - metadata of ROI used for data color signal computing;<br>SessionN_interframeDif.txt - interframe differences in the video, proxy for the amount of motion. Format: stream of double values with a new line symbol as delimiter, use <br>a = load('SessionN_interframeDif.txt', '-ascii') to load in Matlab;SessionN_REF.csv - average reference pulse rate values for time intervals of length reported in file summary.txt.<br><br>Data for session 1 additionally contain the following files:<br>Session1RegionN.bin - raw color signal data in binary file for Section 1 with ROI different from region 3; <br>Session1RegionN_ROIdata.txt - metadata of ROI used for data color signal computing for Section 1 with ROI different from region 3;<br><br>Data for sessions 2IR, 9IR and 10IR consist of three files:<br>SessionN.bin - raw "color" (effectively - monochrome) signal data in binary file, in format i1 i1 i1 i2 i2 i2 ...;<br>SessionN_ROIdata.txt - metadata of ROI used for signal computing;<br>SessionN_REF.csv - average reference pulse rate values for time intervals of length reported in file summary.txt.<br><br>REFERENCES:<br>[1] Unakafov AM, Möller S, Kagan I, Gail A, Treue S, Wolf F (2018) Using imaging photoplethysmography for heart rate estimation in non-human primates. bioRxiv. doi:10.1101/252403<br>[2] Matlab package "Imaging photoplethysmogram extraction and pulse rate estimation". https://de.mathworks.com/matlabcentral/fileexchange/67527-matlab-package--imaging-photoplethysmogram-extraction-and-pulse-rate-estimation-<br><br><br>
DOI: 10.6084/m9.figshare.28680899.v1
title: Data of "Engineering-Oriented Design of Drift-Resilient MTJ Random Number Generator via Hybrid Control Strategies"

description: Magnetic Tunnel Junctions (MTJs) have shown great promise as hardware sources for true random number generation (TRNG) due to their intrinsic stochastic switching behavior. However, practical deployment remains challenged by drift in switching probability caused by thermal fluctuations, device aging, and environmental instability. This work presents an engineering-oriented, drift-resilient MTJ-based TRNG architecture, enabled by a hybrid control strategy that combines self-stabilizing feedback with pulse width modulation. A key component is the Downcalibration-2 scheme, which updates the control parameter every two steps using only integer-resolution timing, ensuring excellent statistical quality without requiring bit discarding, pre-characterization, or external calibration. Extensive experimental measurements and numerical simulations demonstrate that this approach maintains stable randomness under dynamic temperature drift, using only simple digital logic. The proposed architecture offers high throughput, robustness, and scalability, making it well-suited for secure hardware applications, embedded systems, and edge computing environments.
DOI: 10.6084/m9.figshare.6388793.v1
title: Ultimate flexural strength of prestressed concrete beams: validation and model error evaluation

description: Abstract In this work a computational model is presented to evaluate the ultimate bending moment capacity of the cross section of reinforced and prestressed concrete beams. The computational routines follow the requirements of NBR 6118: 2014. This model is validated by comparing the results obtained with forty-one experimental tests found in the international bibliography. It is shown that the model is very simple, fast and reaches results very close to the experimental ones, with percentage difference of the order of 5%. This tool proved to be a great ally in the structural analysis of reinforced and prestressed concrete elements, besides it is a simplified alternative to obtain the cross section ultimate bending moment.
DOI: 10.17632/dzz37fgwwd
title: Consonantal Gemination in Old English

description: This dataset contains 255 word-final geminates and 763 word-medial geminates in Old English words. The research hypothesis which I will be testing is whether or not Kim (1973)'s claim is based on the real words with geminates in Old English. Kim (1973) shows that consonants such as /ll/, /rr/, /mm/, /nn/, and /ss/ are likely to form geminates in OE whereas /pp/, /tt/, and /kk/ are less likely to form geminates. /þþ/ is a doubtful geminate (Kim 1973). The Old English words have been collected manually from past studies - Wright and Wright (1923; 1925), Kim (1973), Campbell (1977), Quirk and Wrenn (1994), Baker (2005), and Hogg (2011). As the second page in the document file shows, the distribution of word-final and word-medial geminates is tabulated. This approach could help illustrate which consonants are more likely to form a geminate and which consonants are not likely to do so in the source language.
DOI: 10.17632/gr62b6d33h
title: Dataset for: Learning Direct Optimization for Scene Understanding

description: Description: The dataset consists of of a large number of realistic synthetic images that feature a number of objects on a table-top, of three classes: staplers, mugs and bananas. These are taken at a variety of lighting, viewpoint and object configuration conditions. In addition, the dataset includes a set of annotated real images that were manually taken to feature a number of objects of the considered classes. The dataset includes over 22000 realistic synthetic images that can be used for training and testing, and 135 annotated real images for testing. All datasets include object annotations and their masks. Image resolution is 256 x 256. Synthetic datasets include all the latent variables of the 3D scene (scene graph). The synthetic scenes were rendered using the Blender software: www.blender.org. For each object its associated latent variables are its position, scaling factor, azimuthal rotation, shape (1-of-K encoding) and colour (RGB). The ground plane has a random RGB colour. The camera is taken to be at a random height above the origin and to be looking down with a random angle of elevation. The illumination model is uniform lighting plus a directional source (specified by the strength, azimuth and elevation of the source). Real dataset: for each object we annotated its class, instance mask, and the contact point using the LabelMe software.
DOI: 10.22023/mdx.20411316.v1
title: Exploration of Social Sharing Presentation M.pdf

description: The Museum of Domestic Design and Architecture ran a student project in spring 2022, funded by the Art Fund. Eight students were employed to improve the museum's instagram presence using an experimental model based on Culture 24's Let's Get Real.
DOI: 10.6084/m9.figshare.26983705.v1
title: Supplementary Material for: Clinical impact of skeletal muscle mass and nutritional status in patients with recurrent or advanced gastric cancer treated with nivolumab

description: Background
 This study aimed to evaluate the clinical impact of skeletal muscle mass and nutritional status in gastric cancer patients treated with nivolumab monotherapy as late-line treatment. 
Methods
 We conducted a multi-institutional retrospective study of 90 gastric cancer patients who previously received anti-PD-1 therapy (nivolumab). On computed tomography images captured before nivolumab induction, the skeletal muscle index (SMI, cm2/m2) was defined as the erector muscle area (cm2) divided by the height (m) squared. Patients were divided into two groups: those with SMI-high (n = 45) and those with SMI-low (n = 45). Prognostic nutritional index (PNI) was also calculated before nivolumab induction. The associations of SMI and PNI with response rate (RR), progression-free survival (PFS), overall survival (OS), disease control rate (DCR), and safety were analyzed.
Results
 The cutoff values for SMI were determined as 13.45 for males and 10.41 for females. SMI-high was significantly associated with a higher RR (odds ratio = 12.36, p = 0.02) and DCR (odds ratio = 2.97, p = 0.02). Although not significant, PNI-high also tended to be associated with a higher RR. Multivariate analysis showed that SMI-high was independently associated with a higher RR and higher DCR in gastric cancer. Moreover, prognostic analyses revealed that SMI-high (log-rank test p = 0.008) and PNI-high (log-rank test p = 0.0008) were significantly associated with longer OS since nivolumab induction. SMI-high was also associated with longer PFS (log-rank test p = 0.03). There were no significant differences in irAE between SMI-low and SMI-high.

Conclusions
 SMI and PNI were associated with nivolumab efficacy in gastric cancer patients. Management of skeletal muscle loss and nutritional status in gastric cancer patients who will receive nivolumab would be beneficial to enhance survival outcomes.
DOI: 10.6084/m9.figshare.21598779.v3
title: Climate Resilience and Adaptation Financing Taxonomy (CRAFT)

description: This dataset provides the first comprehensive taxonomy for assessing the climate change adaptation and resilience (A&R) characteristics of fiscal spending. We score each policy type for its potential impact on 'direct' and 'indirect' climate A&R. 'Direct' indicates explicit efforts to adapt to actual or expected climate effects. 'Indirect' indicates efforts that increase resilience or reduce vulnerability to climate effects, whether or not this outcome was intended to directly address climate risks.
<br>
The policy types are derived from the Global Recovery Observatory, developed by the Smith School of Enterprise and the Environment at the University of Oxford: https://figshare.com/s/ddb3c8e7a9e7ae7bd3ab  
<br>
Further details are available in a forthcoming research paper.
DOI: 10.15468/dl.v89atp
title: Occurrence Download

description: A dataset containing 3116441700 species occurrences available in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset includes 3116441700 records from 73427 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013291-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/38gp5mfyxd
title: Dataset pertaining to photometric simulation of metal halide-based public road lighting systems

description: This dataset contains the photometric simulation results of 80,000 different combinations of luminaire installation layouts of metal halide-based public road illumination systems. The luminaire siting was one-sided, maintenance factor was 0.80 and the results were obtained for a standard observer as defined by the pertinent international standards and guidelines. The input parameters were: standard average luminance coefficient (Q0, in sr^-1), standard specular factor (S1), luminous flux (φ, in lm), luminaire power rating (W, in W), luminaire power per unit road length (τ, in W/km), road width (b, in m), overhang (yl, in m), luminaire mounting height (h, in m), pole spacing (S, in m) and tilt (δ, in °). The output parameters are: average luminance (Lav), overall uniformity of luminance (U0), longitudinal uniformity of luminance (Ul), and energy efficiency of lighting installations (SL).