cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/kd8hs7ch6t
title: Epipremnum aureum (Money Plant Leaf) datasets

description: Money plants are widely recognized for their significant spiritual and air-purifying benefits. Daily interaction with these vibrant indoor plants has been proven to effectively reduce anxiety and stress. The robust dataset of 4304 money plant images, captured under real-world conditions using smartphones.The dataset contains healthy, unhealthy leaves, making it useful for machine learning and plant health analysis. The dataset is collected from the educational hub Dr. D. Y. Patil Institute of Technology, Pune campus, Maharashtra, India. The dataset contain six folder: I) Healthy leaf II) Unhealthy leaf III) Yellow leaf IV) Real images V) Combined healthy_Unhealthy images VI) College premises photo.
DOI: 10.17632/n34wm8sb3x
title: ISL Hand Gesture Dataset

description: The custom Indian Sign Language (ISL) dataset comprises 26 unique signs, collected using an RGB camera. Each sign class in the dataset is represented by a total of 550 images, providing a comprehensive and balanced representation of the gestures. The dataset serves as a valuable resource for training and evaluating machine learning models for sign language recognition tasks, offering a diverse range of visual data to support the development of accurate and robust sign language recognition systems.
DOI: 10.6084/m9.figshare.22500355.v1
title: Evidence-for-the-utility-of-quantum-computing-before-fault-tolerance

description: data to reproduce figures in the paper titled "Evidence for the utility of quantum computing before fault tolerance"
DOI: 10.6084/m9.figshare.23775648.v1
title: Phase 2 Survey

description: Dataset of survey published in Boerman, S.C., Rozendaal, E., & Van Reijmersdal, E.A. (2023). The development and testing of a pictogram signaling advertising in online videos. <em>International Journal of Advertising</em>
DOI: 10.6084/m9.figshare.3561972.v1
title: Supplement 1. R code for JADE (Joint species-rank Abundance Distribution/Estimation) based on individual-based (abundance) and sampling-unit-based (incidence) data.

description: File List JADE.R (MD5: 31757e7a2d9de9266d235d61d8e48f61) Description JADE.R –R code for computing the estimated complete species-rank abundance distribution (RAD) based on individual-based (abundance) and sampling-unit-based (incidence) data. The estimated complete RAD includes two parts: (i) the adjusted relative abundances for the set of species detected in the sample, and (ii) the estimated relative abundances for the set of species undetected in the sample but inferred to be present in the assemblage. Then the two parts are jointly combined to obtain the complete RAD estimator.
DOI: 10.6084/m9.figshare.17078174.v1
title: xCell signature gene sets

description: Lists of genes used for each of the 64 cell type signatures used by xCell
DOI: 10.6084/m9.figshare.19153166.v1
title: Effects of the camera's exposure time on Rolling Shutter based Optical Camera Communication Links.

description: This dataset contains <b>7281</b> example images of a <b>Rolling shutter</b>-based <b>Optical Camera Communication</b> Link. Those images are affected by <b>increasing exposure times</b>.Moreover, the transmitted symbol duration is <b>increased</b>. Both quantities are related to the <b>ESR</b> (Exposure to Symbol Ratio) that indicates how affected is the signal by the exposure time (ESR = symbol/exposure). The ESR ranges from 1 to 7 in steps of 0.5 units (i.e., the exposure time is 1 to 7 times the transmitted symbol time). Furthermore, the transmitted symbol time is related to the camera's row sampling frequency by the <b>NPPS</b> (Number of Pixels per Symbol) (NPPS = symbol/sampling). The NPPS ranges from 4 to 7 in steps of 0.5 units (i.e., the symbol time is 4 to 7 times the sampling frequency of the camera).The purpose of this dataset is to provide:A tool for <b>analyzing</b> how the exposure time affects the received signal.A tool for <b>validating</b> novel artificial-based approaches for the exposure equalization of the received signal.A tool for <b>validating</b> novel estimator models of the intrinsic parameters of the received signal.It contains a CSV file with the following columns:<i>sample_uuid</i>: UUID used to identify the image file.<i>relative_path</i>: Relative path where the image files can be found.<i>dims</i>: The image file dimensions (1080,1920,3)<i>tclk</i>: The reference clock tick used as the time resolution.<i>sampling_ticks</i>: The number of ticks for sampling period. (Sampling period = sampling_ticks * tclk)<i>exposure_ticks</i>: The number of ticks for the exposure time. (Exposure time = exposure_ticks*tclk)<i>txsymbol_ticks</i>: The number of ticks for the symbol duration. (Symbol duration = txsymbol_ticks*tclk)<i>npps</i>: The ratio between txsymbol_ticks and sampling_ticks<i>esr</i>: The ratio between exposure_ticks and txsymbol_ticks<i>camera_model</i>: The camera used (PiCamera V2)<i>analog_gain</i>: Analog gain of the camera.<i>digital_gain</i>: Digital gain of the camera.<i>awbg_gains</i>: Vector containing the relative gains of the blue and green vs the red channel. (Used to control the white image balance).<i>led_color</i>: Label for the lamp used.<i>power</i>: The power units of the signal.<i>power_reference</i>: Label for the power level unit.<i>modulation</i>: Modulation used. (On-Off Keying (OOK))<i>encoding</i>: The encoding strategy for the data. (NRZ Manchester encoding)<i>framing</i>: Framing strategy of the packets. (11111-ABC~C-0). This case represents five one-bit headers, followed by bit A, bit B, and bit C, then the NOT version of bit C (stuffed bit), and a zero-bit trailer.<i>data_length</i>: Length of the payload.<i>data</i>: The payload bits.
DOI: 10.6084/m9.figshare.24799164.v1
title: SUMMARY OF 100 DIVORCE CAUSES DECIDED AT THE HIGH COURT OF KENYA FOR THE PERIOD BETWEEN 2014-2023.pdf

description: The subject of divorce, encompassing its trends, causes, and consequences, has undergone extensive examination from sociological, philosophical, and health perspectives. In contrast, legal viewpoints on divorce occupy a relatively limited portion of the overall research landscape. Given that the court system plays a central role in the dissolution of marriages, the patterns emergent from divorce proceedings have the potential to yield valuable insights crucial for the formulation of interventions and policies aimed at reinforcing marriages. This study delves into an extensive decade-long dataset of 100 divorce cases in Kenya, spanning from 2014 to 2023, with a view to extracting valuable legal perspectives. The analysis explores the prominent reasons for divorce, the gender-related aspects of petition filings, the average duration of marriages according to their form and the age of children at the time of petitioning. The conclusions drawn from this study provide a foundation for essential multidisciplinary discussions and offers a promising pathway to enhance marital relationships, not only within Kenya but also in broader contexts.
DOI: 10.6084/m9.figshare.5436301.v1
title: figshare for Institutions - Japanese

description: Japanese Edition:<br>figshare for Institutions - managing and disseminating research data to make it more citable, shareable and discoverable.<br>info@figshare.com
DOI: 10.17632/3fwvp5mhr5
title: The Role of Interferon-γ in Autoimmune Polyendocrine Syndrome Type 1

description: raw experimental data from PMID: 38810185
DOI: 10.17632/89z8575g87
title: Understanding Residents' Support for Creative Tourism: The Importance of Perceived Cultural Benefits

description: This dataset is the supplementary data of the study "Understanding Residents' Support for Creative Tourism: The Importance of Perceived Cultural Benefits"
DOI: 10.6084/m9.figshare.11375736.v9
title: typhoon

description: The data set is a compressed file. For the windows user, the rar file can be opened using WinRAR, which can be downloaded at https://www.win-rar.com/start.html?&L=0. For the Mac user, the rar file can be opened using the Unarchiver, which can be downloaded at https://www.theunarchiver.com/. When you extract the file, you will get 15 folders to represent 15 figures in the manuscript. There are two types of data in these folders, one is mat file and the other one is txt file , both can be opened using Matlab (https://www.mathworks.com/products/matlab.html). I also have added a readme.txt file in each of the folders to help using the data.
DOI: 10.6084/m9.figshare.27706827.v1
title: The Role of Artificial Intelligence in Shaping Future Intellectual Property Law and Policy_ Regulatory Challenges and Ethical Considerations.pdf

description: This article examines how artificial intelligence (AI) is reshaping intellectual property (IP) law, highlighting key regulatory and ethical challenges. It addresses gaps in current IP frameworks concerning ownership, accountability, and data privacy, proposing an integrated approach to ensure innovation aligns with ethical and legal standards.
DOI: 10.17632/bh7kjmmvhy
title: Reports on carvedilol in rosacea and skin cancer.

description: According to the literature, carvedilol is most commonly used for rosacea and for the prevention of skin cancer in the field of dermatology. Carvedilol has curative effect in the treatment of rosacea, which can effectively relieve facial flushing and erythema, and reduce skin temperature. Also, carvedilol prevents malignant transformation and carcinogenesis induced by ultra violet, chemical carcinogens and epidermal growth factor.
DOI: 10.17632/rydxtbm7dr
title: Selfie campaigns as advertising tactic: Mental imagery as a driver of brand interest and participation

description: Our research model investigates the following hypotheses:
H 1. Mental imagery (quantity, modality, vividness, valence) evoked by selfie campaigns increases selfie-campaign participation. 
H 2. Selfie-campaign participation positively mediates the influence of mental imagery (quantity, modality, vividness, valence) evoked by selfie campaigns on brand attitude. 
H 3. Mental imagery (quantity, modality, vividness, valence) evoked by selfie campaigns increases brand interest. 
H 4. Brand interest positively mediates the influence of mental imagery (quantity, modality, vividness, valence) evoked by selfie campaigns on brand attitude. 
H 5. Brand interest increases selfie-campaign participation.
Study 2 employed a descriptive field study with the Haarmania campaign as a real selfie campaign as a stimulus for data collection. There were 37 hairdressers who fully completed the questionnaire.
Study 3 replicated our research framework for a different selfie campaign (i.e. a different product category), and a broader target group, by creating a fictitious selfie campaign for HelloFresh and through data collected in an online consumer survey. 
All hypotheses were tested with a serial mediation anaysis. The four mental imagery dimensions of quantity, modality, vividness, and valence served as the independent variable. Brand interest was the first mediator, selfie-campaign participation was the second mediator (Study 2 used a dummy coded as 0 = no participation and 1 = participation), brand attitude was the dependent variable.
DOI: 10.6084/m9.figshare.12849620.v2
title: Large-Dimensional Factor Analysis Without Moment Constraints

description: Large-dimensional factor model has drawn much attention in the big-data era, to reduce the dimensionality and extract underlying features using a few latent common factors. Conventional methods for estimating the factor model typically requires finite fourth moment of the data, which ignores the effect of heavy-tailedness and thus may result in unrobust or even inconsistent estimation of the factor space and common components. In this article, we propose to recover the factor space by performing principal component analysis to the spatial Kendall’s tau matrix instead of the sample covariance matrix. In a second step, we estimate the factor scores by the ordinary least square regression. Theoretically, we show that under the elliptical distribution framework the factor loadings and scores as well as the common components can be estimated consistently without any moment constraint. The convergence rates of the estimated factor loadings, scores, and common components are provided. The finite sample performance of the proposed procedure is assessed through thorough simulations. An analysis of a financial dataset of asset returns shows the superiority of the proposed method over the classical principle component analysis method.
DOI: 10.6084/m9.figshare.21350541.v1
title: JDS.2022-22552_Figueiredo_Supplemental_Table_S5.xlsx

description: . List of metabolites identified by gas chromatography time-of-flight mass spectrometry (GC-TOF-MS) in uterine lavage samples collected on d 0. Metabolites are segregated by metabolic pathway with <em>P</em> ≤ 0.10 after adjustment for false discovery rate (FDR) in enriched pathway analysis.
DOI: 10.6084/m9.figshare.21415836.v2
title: Raw sensor data from in-home sensors in 23 homes of older citizens

description: Raw sensor data from 23 homes of older citizens gathered over a period from between 6 weeks to 6 months. Sensors varied per home with between 10 and 20 sensors in each. Each CSV file corresponds to a different home and column A is the UNIX timestamp and subsequent columns correspond to sensor values from the sensor described in row 1. The last column in each CSV file is the presence of one of 4 activities of daily living, automatically detected.
DOI: 10.6084/m9.figshare.26207072.v1
title: Optofluidic sorting of microparticles using Airy beams

description: Microparticle sorting is a crucial technique with diverse applications spanning biomedical research, microfluidics, and beyond. Conventional methods often face limitations in throughput, precision, and sample integrity. Here we present an optofluidic approach for size-based directional sorting of microparticles using optical manipulation with Airy beams. By harnessing the non-diffracting properties and transverse gradient force of Airy beams, we achieve a non-invasive, high-precision sorting method capable of sorting and selectively clearing microparticles based on their sizes. We also demonstrate more complex operations involving wavefront modulation and microfluidic devices. The proposed method offers effective and versatile microparticle sorting, providing a powerful optofluidic tool for applications requiring precise and efficient sorting of microparticles while maintaining sample integrity.
DOI: 10.6084/m9.figshare.27800352.v2
title: Lumbricus&DendroData

description: Retraction Responses
DOI: 10.6084/m9.figshare.28756487.v1
title: Data (0409)

description: Workplace incivility has the potential to give rise to substantial social issues that demand further exploration. In actual workplace scenarios, female employees are more likely than male employees to encounter workplace incivility. Should these employees ascribe such uncivil behavior to the urban environment in which they work, it might trigger their intention to leave urban workplaces. In this regard, relational mobility and urban livability could play pivotal roles.
DOI: 10.6084/m9.figshare.3472754.v2
title: Decay of linkage disequilibrium by physical distance between sites in basepairs for 10 fungal species.

description: <b>Linkage disequilibrium values (r<sup>2</sup>) as a function of distance between nucleotides across ten fungal species. NA = data not available. This is the raw data used to produce Figure 2 in the paper </b>doi:10.1098/rstb.2015.0540<b> </b>
DOI: 10.17632/syc2mnmswz
title: Signature Size and Individual Preferences

description: In this digital economy, customers’ handwriting, such as signatures and related characteristics, can be easily collected and quantitatively analyzed. From the perspective of decision-making, obtaining information from signature characteristics is an important data-driven business leverage. In this regard, can we infer individual preferences from signatures? Thus, through a large-scale laboratory experiment, this study measured the participants’ risk and time preferences and collected their signature information in order to determine the influence of behavioral preferences on their signatures. Based on the empirical results, the higher the risk and ambiguity aversion of the participants, the smaller is their signature size. Moreover, the greater their level of patience, the more likely their signatures showed a trend of increasing size. Overall, this study fills a research gap in signature-related behavior by highlighting the application of text mining in digital handwriting, especially in broad business settings such as the insurance industry.
DOI: 10.6084/m9.figshare.24598551.v1
title: microarray raw data.csv

description: ONFH bone
DOI: 10.6084/m9.figshare.28188896.v1
title: <b>Neoadjuvant Immunotherapy Combined with Chemotherapy</b>

description: Neoadjuvant Immunotherapy Combined with Chemotherapy
DOI: 10.17632/3vtwfjh2sb
title: Enhanced SREBP2-driven cholesterol biosynthesis by PKCl/i deficiency in epithelial intestinal cells promotes aggressive serrated tumorigenesis

description: The metabolic and signaling pathways regulating aggressive mesenchymal colorectal cancer (CRC) initiation and progression through the serrated route are largely unknown. Although relatively well characterized as BRAF mutant cancers, their poor response to current targeted therapy, difficult preneoplastic detection, and challenging endoscopic resection makes the identification of their metabolic requirements a priority. Here we demonstrate that the phosphorylation of SCAP by the atypical PKC (aPKC), PKC/ promotes its degradation and inhibits the processing and activation of SREBP2, the master regulator of cholesterol biosynthesis. We show that the upregulation of SREBP2 and cholesterol by reduced aPKC levels is essential for controlling metaplasia and generating the most aggressive cell subpopulation in serrated tumors in mice and humans. Since these alterations are also detected prior to neoplastic transformation, together with the sensitivity of these tumors to cholesterol metabolism inhibitors, our data indicate that targeting cholesterol biosynthesis is a potential mechanism for serrated chemoprevention.
DOI: 10.17632/dxwfd32zms
title: Mineral data (SEM, electron microprobe, Raman spectroscopy) from epithermal hydrothermal alteration of the Miocene Sigri Petrified Forest and host pyroclastic rocks, western Lesbos, Greece

description: Mineral data are presented for 16 stratigraphically selected samples. Appendix 1: Scanning Electron Microscope (SEM)-Back Scattered Electron (BSE) images and Energy Dispersive Spectroscopy (EDS) mineral analyses of 16 samples that studied in detail and provided all the evidence for the science discussion in the paper. Appendix 2: The original RAMAN spectroscopy data that determined the silica polymorphs discussed in the paper. Appendix 3: SEM X-Ray maps of selected sites in the polished thin sections of the samples containing the best representative sites of manganese minerals Appendix 4: Electron Microprobe (EM) mineral analyses for a) better identification of the "Mn-Oxide" minerals present in the studied rocks; b) more accurate element determination of trace elements in the petrified wood sample.
DOI: 10.6084/m9.figshare.14039369.v3
title: Supplementary code, raw data and figure plots from "Quantitative mapping of dense microtubule arrays in mammalian neurons"

description: Supplementary code, raw data and figure plots from the paper:<br><i>"Quantitative mapping of dense microtubule arrays in mammalian neurons"</i><br>Eugene A. Katrukha, Daphne Jurriens, Desiree Salas Pastene, Lukas C. Kapitein <br><br>
DOI: 10.6084/m9.figshare.17430749.v1
title: A data set of global river networks and corresponding water resources zones divisions V2.0

description: river and wrz
DOI: 10.6084/m9.figshare.19111658.v1
title: TOPIX.csv

description: TOPIX tick(8,897 records), morning, Dec.1, 2021.With permission from the TSE.
DOI: 10.6084/m9.figshare.22014536.v1
title: City and Suburbs of Sydney 1903 historic map

description: This is the georeferenced map of City and Suburbs of Sydney 1903 archived by National Library of Australia.
DOI: 10.17632/4ftjdf93v7
title: Exploring thermal expansion of carbon-based nanosheets by machine-learning interatomic potentials

description: Dara for manuscript entitled:  "Exploring thermal expansion of carbon-based nanosheets by machine-learning interatomic potentials"
"MTPs.zip" include fitted MTP potentials in this manuscript.
"Examples.zip" include three examples of developed input files for LAMMPS simulations of thermal expansion.
For the details of MTPs training refer to dataset in our previous publications:  
Advanced Materials 33 (35), 2102807  https://doi.org/10.1002/adma.202102807
DOI: 10.17632/5p6mzbz2s7
title: NYT

description: The sentences from NYT corpus of the years 2005 and 2006 are aligned by entities in Freebase for training, while that of the year 2007 are aligned for testing. The dataset has 52 common relations and a special relation NA that there is no relation between entity pair e1 and e2. Overall, there are 522,611 sentences, 281,270 entity pairs and 18,252 relational facts in training data, and 172,448 sentences, 96,678 entity pairs and 1,950 relational facts in test data, respectively.
DOI: 10.17632/wp3cmcjpm3
title: Data for: Data On The Percentage of Coral Reef Cover In Small Islands Bunaken National Park

description: Coral reef percent cover data and analysis for monitoring
DOI: 10.6084/m9.figshare.13482429.v4
title: Surface electromyographic signals - isometric explosive and ramped contractions

description: Participant text data of EMG signals and start signal from isometric explosive (EXP) and MVC ramped contractions.
DOI: 10.6084/m9.figshare.20324145.v1
title: surgery hernia data set

description: surgery hernia data set
DOI: 10.6084/m9.figshare.25750983.v1
title: Unified mouse brain atlas v2

description: Enhanced and unified anatomical labeling for a common mouse brain atlas Version 2 (2024)Fixed bugs in the anatomical labels and the ontology file in the original publication. 20um isotropic labels based on shape interpolation.Please cite the original paper when using the dataset: Chon et al., 2019, Nature Communications (PMID: 31699990), DOI: 10.1038/s41467-019-13057-w
DOI: 10.17632/7bymvktmc3
title: API clinical trial dataset

description: The dataset includes immune readouts for API trial assessing the impact of antimicrobial treatments on penile ex vivo HIV susceptibility and immunology. This phase 1/2 clinical trial randomized HIV-uninfected Ugandan men (n=125) to either oral tinidazole, topical metronidazole, topical clindamycin or topical hydrogen peroxide to define impact on ex vivo foreskin HIV susceptibility, penile immunology and BASIC species density. Details are provided at ClinicalTrials.gov #NCT03412071. Groups within the dataset are as follows: 1=control, 2=oral tinidazole, 3=topical clindamycin, 4=topical hydrogen peroxide, 5=topical metronidazole.