cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/p8988t5cwg.3
title: CBD2023:A Hypercomplex Bangla Handwriting Character Recognition Dataset for Hierarchical Class Expansion Using Deep Learning

description: This dataset is an extensive collection of approximately 80,000 Bangla character images meticulously organized into both training and test sets. It encompasses a wide range of 583 distinct character classes, even incorporating numerical characters, making it a comprehensive and valuable resource for research in Bangla character recognition. Whether researchers are delving into innovative machine learning algorithms, developing deep neural networks, or conducting comparative studies, this dataset serves as a robust foundation for advancing the field of Bangla character recognition. The dataset is carefully curated, ensuring a clear demarcation between training and testing data, thus facilitating easy access and utilization for research purposes. To generate this dataset, Bangla words were initially written on A4-sized pages, and photocopies were distributed to individuals who subsequently reproduced the text on another A4-sized paper based on the photocopy. Many of the participants were students from Naxzirhat Collegiate High School and Nazirhat College. The dataset is organized as a zip file containing two main folders: "traindata" and "testdata." Each of these folders is further divided into 583 subfolders, with each subfolder containing 50 or more images in either PNG or JPG format. The "testdata" folder comprises 583 subfolders, each containing 10 to 15 images. This meticulous organization ensures the dataset's usability and accessibility for various research applications in the realm of Bangla character recognition.
DOI: 10.17632/p8988t5cwg.5
title: CBD2023:A Hypercomplex Bangla Handwriting Character Recognition Dataset for Hierarchical Class Expansion Using Deep Learning

description: This dataset comprises approximately 80,000 meticulously organized Bangla character images, serving as a valuable resource for research in Bangla character recognition. Featuring 583 distinct character classes, including numerical characters, it provides a comprehensive foundation for researchers exploring various machine learning algorithms, developing deep neural networks, or conducting comparative studies in the field. To generate this dataset, Bangla words were initially written on A4-sized pages. Photocopies of the text were distributed to individuals, primarily students from Nazirhat Collegiate High School and Nazirhat College. Participants reproduced the text on another A4-sized paper based on the photocopy. The resulting dataset is organized as a zip file containing two main folders: "traindata" and "testdata." Traindata: Together Folder: This folder contains all images without labels. The corresponding labels and image names are stored in a CSV file called "full_df_train.csv." The CSV file has three columns: "image_name," "Label," and "long_label." The "Label" column categorizes classes into broader groups such as 'consonant,' 'vowel,' 'compound,' 'number,' 'kar-fola,' etc. The "long_label" column provides more detailed labels, with 583 individual classes denoted by numbers like 1, 2, 3, 4, etc. Total_datafinal Folder: This folder is independent and contains 583 subfolders, each representing a distinct class. Images within each subfolder correspond to the respective class name. Unlike the "Together" folder, the images here are labeled independently, making it suitable for different use cases. The "long_label" in the "Together" folder and the subfolder names in this folder are identical. Testdata: Test_Datatogether Folder: Similar to the "Together" folder in the training data, this folder contains images without labels. The corresponding labels and image names are stored in a CSV file connected to it. Test_Data Folder: This folder is independent and mirrors the structure of the "Total_datafinal" folder in the training set. It consists of 583 subfolders, each representing a class, with images stored accordingly. The meticulous organization ensures the dataset's usability and accessibility for various research applications in the realm of Bangla character recognition. Researchers can leverage this dataset for tasks such as Bangla character recognition, with the flexibility to use the labeled or unlabeled versions based on their specific requirements.
DOI: 10.17632/p8988t5cwg.1
title: CBD2023:A Hypercomplex Bangla Handwriting Character Recognition Dataset for Hierarchical Class Expansion Using Deep Learning

description: This dataset comprises approximately 80,000 Bangla character images, meticulously divided into training and test sets. Within this extensive collection, researchers will find a total of 580 distinct character classes, including numerical characters seamlessly integrated into the dataset. This rich and diverse dataset offers an invaluable resource for anyone embarking on research in the field of Bangla character recognition. Whether you are exploring novel machine learning algorithms, developing deep neural networks, or conducting comparative studies, this dataset provides a robust foundation for your research endeavors. Its carefully curated contents and clear division between training and testing data ensure that researchers can readily access and harness this data to advance the frontier of Bangla character recognition.
DOI: 10.17632/67njb78d59.1
title: Data for Low foraging rates drive large insectivorous bats away from urban areas

description: We tagged common noctule bats in northern Germany over three seasons. The data in this repository is used for our paper: "Low foraging rates drive large insectivorous bats away from urban areas" . Figure 1: We hypothesized that the bats tagged outside of Rostock would rely on natural habitats to a higher degree than bats tagged in Berlin. Our data show that the Rostock bats can be termed rural, and the Berlin bats urban bats. The two r-scripts MCP_berlin and MCP_rostock incklude the code for extracting the habitat use using MCP. Figure 2: We hypothesized that the bats would hunt for similar-sized prey in in our rural and urban habitats. We used four variables to describe the prey between the two sites: Prey target strength, bat-prey approach speed, buzz duration of the bat, and the max tortuosity index of the bats during the last 2 seconds before prey capture. In the four scripts in the folder "Figure02" is shown the comparison between rural and urban bats for each of the four variables. Figure 3: We hypothesized that urban bats would spend more time foraging due to fewer or more distributed resources in the city. We used four foraging-related parameters to investigate the foraging intake and instantaneous energy expenditure between the study sites. In the folder "Figure03" is four R-scripts that show our results for each of the four variables. Figure 4: We lastly hypothesized that due to fewer, but more predictably distributed resources, the urban bats would rely less on conspecifics to find their prey in the city. By identifying prey capture attempts with conspecifics absent or present, we could measure the % presence of conspecifics around hunting bats for both rural and urban bats. The results are found in the last folder: "Figure04".
DOI: 10.17632/v3c5xyc7mc.1
title: Better red than dead:plasticine moths are attacked less under HPS streetlights than LEDs

description: These are the survival and spectral data from Seymoure et al. 2023: Better red than dead: plasticine moths are attacked less under HPS streetlights than LEDs in Basic and Applied Ecology.
DOI: 10.17632/9jt5gsp59f.1
title: supplementary Video 1

description: A swimming tank which can monitor individualized rodent swimming behavior during exercise was established. A total of 45 mice were subjected to swimming training for 1 month (1 h per day) and the swimming behaviors of each mouse were recorded.
DOI: 10.17632/xrwvczfnm9.1
title: A reliable deep learning-based method for alveolar bone quantification using a murine model of periodontitis and micro-CT imaging

description: A reliable deep learning-based method for alveolar bone quantification using a murine model of periodontitis and micro-CT imaging
DOI: 10.17632/f8gtkwfs6s.1
title: Serum metabolome data of subjects with sporadic amyotrophic lateral sclerosis

description: Serum metabolome analysis data of subjects with sporadic amyotrophic lateral sclerosis and healthy controls. Several metabolic pathways were different among rapid progressive ALS, slowly progressive ALS and healthy controls.
DOI: 10.17632/yyp967p96w.1
title: Profits and Inflation Data

description: Data related to work on the topic of greedflation and the publication, "A Theory of Greedflation" published in Economics Letters. Largely comprises data on profits and price volatility related to research on topic.
DOI: 10.17632/3dyckgtfg6.1
title: Creative Process and Creative Environment: Impact on EQ and BI in CT

description: Data consist of 500 self-administered questionnaires distributed to creative tourists in Malaysia.
DOI: 10.17632/kxk7yv78zb.1
title: Bifidobacterium longum promotes postoperative liver function recovery in patients with hepatocellular carcinoma

description: This study is constructed by three cohorts which approved by the Ethics Committee of Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (Wuhan China). First, a retrospective cohort study (490 patients) was designed and implemented to investigate the prognostic impact of postoperative liver function recovery. Second, a prospective observational cohort study (123 patients, ClinicalTrials number: NCT04303286) was conducted to identify key gut microbial species associated with postoperative liver function recovery. Finally, an open, randomized, blank controlled clinical trial (176 patients, ClinicalTrials.gov identifier: NCT05178524) was performed to test whether a key gut microbial species that was enriched in the normal recovery group compared with the delayed recovery group (i.e., Bifidobacterium longum) can promote the postoperative liver function recovery in HCC patients. At the same time, the effectiveness and mechanism of B. longum on postoperative liver function recovery were verified by using a liver- hepatectomy mouse model. These databases including original western blot images and metabolic data (related to Figure 6).
DOI: 10.17632/kxk7yv78zb.2
title: Bifidobacterium longum promotes postoperative liver function recovery in patients with hepatocellular carcinoma

description: This study is constructed by three cohorts which approved by the Ethics Committee of Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (Wuhan China). First, a retrospective cohort study (490 patients) was designed and implemented to investigate the prognostic impact of postoperative liver function recovery. Second, a prospective observational cohort study (123 patients, ClinicalTrials number: NCT04303286) was conducted to identify key gut microbial species associated with postoperative liver function recovery. Finally, an open, randomized, blank controlled clinical trial (176 patients, ClinicalTrials.gov identifier: NCT05178524) was performed to test whether a key gut microbial species that was enriched in the normal recovery group compared with the delayed recovery group (i.e., Bifidobacterium longum) can promote the postoperative liver function recovery in HCC patients. At the same time, the effectiveness and mechanism of B. longum on postoperative liver function recovery were verified by using a liver- hepatectomy mouse model. These databases including original western blot images and metabolic data (related to Figures 6 and 7).
DOI: 10.5281/zenodo.10121746
title: Test Data

description: test data
DOI: 10.5281/zenodo.6523526
title: Test Data

description: test data
DOI: 10.5281/zenodo.6523527
title: Data and code for ploting figures and tables for HRTS paper

description: The file includes necessary data for figure and table in the paper "A Hybrid Radiative Transfer Solver(HRTS) and Its Jacobian from the Absorption Approximation and Discrete Ordinate Method". The python and MATLAB code for plotting figure are also given.
DOI: 10.6084/m9.figshare.23702871.v1
title: Dynamics and Crosstalk between Gut Microbiota, Metabolome, and Fecal Calprotectin in Very Preterm Infants: Insights into Feeding Intolerance

description: Untargeted metabolome data of 1908 metabolites with HMDB annotations in feces 118 very preterm infants with and without feeding intolerance
DOI: 10.25345/c5fb4wx49
title: MassIVE MSV000093396 - Attenuated translation of OXPHOS mRNAs and glutamate codon stalling orchestrate gene expression during beige adipocyte differentiation
title: Measurement of protein levels upon beige adipocyte differentiation. Adipocyte precursor cells were isolated from inguinal white adipose tissue, and induction of beige adipocyte differentiation was performed. Non-induced and differentiated samples for 4 or 8 days were used for sample preparation. For each condition, triplicates were constructed. Peptide fragmentation was performed for 9 samples, and then an equal volume of each sample was pooled to generate Ref 1 and 2. Next, a total of 11 samples were labeled with 11 different TMT reagents. Labeled samples were pooled into one. Then, 11 fractions were acquired from the HPLC fraction system, and LS-MS/MS of each fraction was performed.
DOI: 10.17632/xs52d6fzm4.1
title: Executive functions in soccer: the role of practice in the performance of male and female athletes

description: In soccer, each moment of the game demands the creation of different responses and decision-making, requiring independent discovery of the appropriate actions. Therefore, practice within an unpredictable context impacts the learning processes and the performance of executive functions, how practice impact differently males and females is not yet extensively known. The objective of this study was to compare executive functions in male and female elite young soccer players. The results revealed that males showed higher accuracy when compared to females in the visuospatial working memory test. The results of this study highlight the necessity for more robust practice opportunities for females in soccer from an early age, enabling sporting learning processes during sensitive periods of acquiring crucial cognitive-motor skills.
DOI: 10.17632/m8s3hf85tr.1
title: HR_elephant_WEV

description: Heart rate of captive Asian elephants at Xishuangbanna Asian Elephant Rescuing and Breeding Center, Xishuangbanna Wild Elephant Valley.
DOI: 10.5519/qd.zxg8n87f
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.17632/h88h5ws7vr.1
title: Brewed Cacao Tea - Physicochemical Properties

description: This dataset is the combined articles and resources gathered, to the best of the authors' abilities, to understand the various chemical values of different methodologies of brewing cacao tea beverages. This dataset showcases the physicochemical properties analyzed within the accompanying publication titled "Assessment of various tea-brewing methods of Theobroma cacao L. and the effect on quality parameters." If there are any questions, comments, concerns, or desires to use this data for a possible publication, please reach out to A.J. Taylor at ajt3@illinois.edu or Dr. Nicki Engeseth at engeseth@illinois.edu.
DOI: 10.17632/8r66ymmx76.1
title: The Marginal Cost of Mortality Risk Reduction: Evidence from Housing Markets

description: Replication package for "The Marginal Cost of Mortality Risk Reduction: Evidence from Housing Markets", Journal of Urban Economics
DOI: 10.17632/z3gbb86trm.1
title: NAVIGATING LINGUISTIC OBSTACLES: INVESTIGATING HURDLES OF BENGALI MEDIUM STUDENTS IN LEARNING ENGLISH LANGUAGE

description: Abstract: This study article examines the challenges faced by students who are educated in the Bengali-medium while acquiring proficiency in the English language. This research seeks to uncover the challenges encountered by instructors in learning English as a foreign language, as seen and experienced by them. Additionally, it intends to provide a general technique that may be beneficial for learners in acquiring a comprehensive understanding of English as a second language. The findings indicate that successful acquisition of English as a second language for non-native speakers necessitates effective time management, strong determination, and focused concentration. Conversely, the findings also demonstrate that the teacher's active participation and utilisation of pedagogical methods and strategies can significantly enhance the learner's understanding and proficiency in the language. Furthermore, the use of real resources is essential in order to stimulate and invigorate the waning enthusiasm of individuals, whether they be students or learners.
DOI: 10.17632/m85357d7tz.1
title: A community-based participatory assessment of rural women’s barriers to preventing podoconiosis in Rwanda.

description: Focus group discussions conducted to understand the economic, cultural, and ergonomic factors that impact rural female farmers’ use of protective footwear in Rwanda. Interviews were conducted across four provinces of the country, with male and female farmers.
DOI: 10.6084/m9.figshare.23004563
title: <strong>Diurnal versus nocturnal pollination in a subalpine wetland: from network structure to plant reproduction - Dataset</strong>

description: Dataset associated with the manuscript "<strong>Diurnal versus nocturnal pollination in a subalpine wetland: from network structure to plant reproduction</strong>" . Our study is the first to compare diurnal and nocturnal pollination networks from both the structural and reproductive perspectives.The results demonstrated that both diurnal and nocturnal pollinators played a significant role in plant reproduction, and the contribution to the reproduction of each plant might be species-specific.
DOI: 10.6084/m9.figshare.23004563.v20
title: <strong>Diurnal versus nocturnal pollination in a subalpine wetland: from network structure to plant reproduction - Dataset</strong>

description: Dataset associated with the manuscript "<strong>Diurnal versus nocturnal pollination in a subalpine wetland: from network structure to plant reproduction</strong>" . Our study is the first to compare diurnal and nocturnal pollination networks from both the structural and reproductive perspectives.The results demonstrated that both diurnal and nocturnal pollinators played a significant role in plant reproduction, and the contribution to the reproduction of each plant might be species-specific.
DOI: 10.6084/m9.figshare.23004563.v19
title: <strong>Diurnal versus nocturnal pollination in a subalpine wetland: from network structure to plant reproduction - Dataset</strong>

description: Dataset associated with the manuscript "<strong>Diurnal versus nocturnal pollination in a subalpine wetland: from network structure to plant reproduction</strong>" . Our study is the first to compare diurnal and nocturnal pollination networks from both the structural and reproductive perspectives.The results demonstrated that both diurnal and nocturnal pollinators played a significant role in plant reproduction, and the contribution to the reproduction of each plant might be species-specific.
DOI: 10.17632/72ypdspmfm.1
title: Use of advanced systemic therapy in patients with moderate-to-severe atopic dermatitis: a cohort study in the TARGET-DERM AD Registry

description: The full result set for the aforementioned analysis.
DOI: 10.17632/b2zg6dm5sm.1
title: Three-dimensional textures of Ryugu samples and their implications for the evolution of aqueous alteration in the Ryugu parent body

description: This is a dataset for a paper entitled "Three-dimensional textures of Ryugu samples and their implications for the evolution of aqueous alteration in the Ryugu parent body." which is going to submit to Geochimica et Cosmochimica Acta.
DOI: 10.17632/b9zyx26rdp.1
title: Supplementary_files_Comparative_genomic_analysis_chemosensory-related

description: The starting datasets were represented by files with the nucleotide sequence corresponding to the genome and proteome of three gastropod species, with their respective annotation files. These data are available in the server of the National Center for Biotechnology Information (NCBI); it was not data generated in our work, as we indicated in materials and methods. Then we used the BITACORA v.1.2.1 software to identify genes from chemosensory families, the output of the analysis yielded files with protein sequences identified by this tool. Alignments were made on these sequences with the Mafft v.7.453 software and phylogenetic trees were built with IQTree v.2.1.2. In addition, we run homemade scripts for the identification of gene clusters by measuring the physical distance among genes. Finally, the genetic distances among genes were estimated with the MEGA-CC v.11.0.11 program.
DOI: 10.17632/b9zyx26rdp.2
title: Supplementary_files_Comparative_genomic_analysis_chemosensory-related

description: The starting datasets were represented by files with the nucleotide sequence corresponding to the genome and proteome of three gastropod species, with their respective annotation files. These data are available in the server of the National Center for Biotechnology Information (NCBI); it was not data generated in our work, as we indicated in materials and methods. Then we used the BITACORA v.1.2.1 software to identify genes from chemosensory families, the output of the analysis yielded files with protein sequences identified by this tool. Alignments were made on these sequences with the Mafft v.7.453 software and phylogenetic trees were built with IQTree v.2.1.2. In addition, we run homemade scripts for the identification of gene clusters by measuring the physical distance among genes. Finally, the genetic distances among genes were estimated with the MEGA-CC v.11.0.11 program.
DOI: 10.17632/gs6rn9tjxn.1
title: Stomata and Isotopes

description: Gas Exchange Results and Inputs, Full Dataset
DOI: 10.17632/rg85kzjwwj.1
title: PARSIFAL: A toolkit for triple-GEM parametrized simulation

description: PARSIFAL (PARametrized SImulation) is a fast and reliable software tool that reproduces the complete response of a triple-GEM detector to the passage of a charged particle, taking into account the main physical effects. Starting from the detector configuration and the particle information, PARSIFAL reproduces ionization, spatial and temporal diffusion, effect of magnetic field, if present, and GEM amplification to provide the dependable triple-GEM detector response. In the design and optimization stages of this kind of detectors, simulations play an important role. Accurate and robust software programs, such as GARFIELD++, can simulate the transport of electrons and ions in a gas medium and their interaction with the electric field, but they are CPU-time consuming. The necessity to reduce the processing time while maintaining the precision of a full simulation is the main driver of this work. For a given set of geometrical and electrical settings, GARFIELD++ is run once-and-for-all to provide the input parameters for PARSIFAL. Once PARSIFAL is initialized and run, it produces the detector output, including the signal induction and the output of the electronics. The results of the analysis of the simulated data obtained with PARSIFAL are compared with the results of the experimental data collected during a testbeam: some tuning factors are applied to the simulation to improve the agreement. This paper describes the structure of the code and the methodology used to match the output to the experimental data.
DOI: 10.17632/3rz74rnxck.1
title: High-vowel deletion in Laurentian French

description: High-vowel deletion data extracted from the Laurentian sub-corpus of the Phonologie du français contemporain and Assemblée nationale corpora (see Milne 2014 for corpus information; see Milne & Lamontagne 2016 and Lamontagne 2020 for data processing information). This version includes words commonly excluded from studies (e.g. borrowings).