cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/pmsh5r2tf6
title: Good and Bad classification of Bread Toast

description: Data Description for the Project: "Good and Bad Classification of Egg and Bread Toast"
This dataset is designed to support a machine learning project aimed at classifying eggs and bread toasts as either "Good" or "Bad" based on various quality parameters. It comprises a total of 1000 samples, evenly distributed across two categories:

Egg Samples: 500 total (250 Good, 250 Bad)
Bread Toast Samples: 500 total (250 Good, 250 Bad)
The dataset is structured to facilitate binary classification tasks and can be applied to food quality assessment systems, automated inspection lines, and educational projects related to food safety and processing.

1. Egg Samples
Total Samples: 500

Good Eggs (250 samples): Fresh eggs with optimal physical and chemical properties.
Bad Eggs (250 samples): Eggs that are spoiled, stale, or not suitable for consumption.
Features:

Shell Characteristics:

Color: Ranges from white to brown shades.
Texture: Smooth (good) vs. rough or cracked (bad).
Cleanliness: Clean shell (good) vs. dirty/stained shell (bad).
Internal Quality Parameters:

Yolk Position & Shape: Centered and round yolk (good) vs. flattened or displaced yolk (bad).
Albumen Consistency: Thick and firm albumen (good) vs. watery or thin albumen (bad).
Odor: Neutral smell (good) vs. sulfuric or unpleasant odor (bad).
Physical Tests:

Float Test Results: Sinks and lies flat (good) vs. floats in water (bad).
Weight: Standard weight range for fresh eggs vs. underweight or dehydrated eggs.
2. Bread Toast Samples
Total Samples: 500

Good Bread Toast (250 samples): Properly toasted slices, evenly browned, and suitable for consumption.
Bad Bread Toast (250 samples): Over-toasted (burnt), under-toasted (raw), or stale toasts.
Features:

Color and Texture:

Color Uniformity: Golden-brown (good) vs. burnt black or pale (bad).
Texture: Crisp outer layer with soft inner crumb (good) vs. hard, burnt, or soggy texture (bad).
Moisture Content:

Optimal moisture retained in good toasts vs. excessively dry or too moist in bad toasts.
Physical Dimensions:

Thickness: Uniform slices in good samples vs. uneven or broken slices in bad ones.
Aroma and Taste:

Pleasant toasted aroma and flavor (good) vs. burnt smell or off-flavor (bad).
3. Data Collection and Preprocessing
All samples were collected under controlled conditions to ensure consistency.
Visual inspection, olfactory tests, and physical assessments were performed.
Images of each sample were captured under standardized lighting and angles.
Data preprocessing involved normalization, feature extraction (color histograms, texture analysis), and removal of outliers.
4. Potential Applications
Automated sorting systems in food industries.
DOI: 10.17632/wfcwb3k79h
title: DATE-Q translation and cross-cultural adaptation dataset

description: The research that this data shows aimed to translate and cross-culturally adapt into Brazilian Portuguese, and to validate the DiAbeTes Education Questionnaire (DATE-Q), a self-administered tool developed to evaluate disease-related knowledge, for its use in Brazil. The dataset published here describes the process of translation and cross-cultural adaptation what comprised of five steps as follows: (1) Translation into Portuguese - two translations from English into Portuguese were generated independently by two native speakers translators (T1 and T2) of Brazilian Portuguese; (2) Synthesis of the translations – T1, T2 and a physiotherapist summarized the two translations in one translated version (T1.2), this process was reported, and disagreements were solved by consensus; (3) Back translation - two translators not familiar with the original version of the questionnaire and native speakers of English (BT1 and BT2) translated the T1.2 version back into English; (4) Expert committee: a committee of experts was formed by T1, BT1, a physiotherapist, a dietitian, a physician expert in diabetes and an associate professor with expertise in methodology to consolidate all previous versions of the questionnaire and to develop a pre-final version of the questionnaire in Brazilian Portuguese to be used in a pilot test; (5) Pilot test of pre-final version – thirty diabetes individuals responded in a self-administered way the pre-final version of the questionnaire, and their comprehension and answer of each item were assessed. After completing the fifth step, the last adaptations were made to obtain the version to be psychometrically tested in the next phase of this study. There was no divergence between the translated and back-translated versions compared to the original questionnaire, and the committee of experts identified equivalence between then. Cross-cultural adaptations were performed based on expert committee recommendations and pilot test results resulting in ten items culturally adapted.
DOI: 10.5519/qd.b86o513y
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1386 records)
DOI: 10.6084/m9.figshare.5682874.v1
title: Data for Stephen et al 2017

description: Dataset from:Stephen, I.D., Sturman, D., Stevenson, R.J., Mond, J., Brooks, K.R. (2017) Visual attention mediates the relationship between body satisfaction and susceptibility to the body size adaptation effect. PLOS ONE.
DOI: 10.17632/x53svykskv
title: Raw Data: Analytical and Computational Modeling in Entrepreneurship Research

description: The systematic application of quantitative and analytical systems in business research has changed many decision-making processes within several businesses worldwide. the raw data is open
DOI: 10.6084/m9.figshare.24054231.v1
title: Sm-Nd data collection.xls

description: Derived from tables within geoscientific literature, we utilized our advanced automated tabular data collection tool to extract data from 3,959 geoscientific articles specifically focusing on Sm-Nd isotopes, out of an extensive repository of over 20,000 geoscientific publications. All the samples referenced are igneous rocks, and the data originates from peer-reviewed sources. To streamline the data extraction process, a team of experts curated a list of 25 pertinent keywords, encompassing terms such as Sm, 143 Nd/144 Nd, and Pluton/Formation. The file titled "Sm-Nd data collection (automated).xls" encapsulates the outcomes of the automated extraction, while "Sm-Nd data collection (annotation).xls" documents human annotations for 2,118 selected entries from the automated dataset, subjected to meticulous human evaluation.
DOI: 10.60893/figshare.adv.26069266.v1
title: (clean)Supporting Information of Discovering ABO3-Type Perovskite

description: Supporting Information
DOI: 10.4121/uuid:dc7eee61-6366-4a75-8c3c-ea562bfa2d03
title: Data on industrial agglomeration and manufacturers inventory performance

description: The data set comes from the Chinese Annual Survey of Industrial Firms (CASIF) compiled by the State Statistics Bureau of China in the Yangtze River Delta during 2008-2013.
DOI: 10.6084/m9.figshare.12283970.v1
title: Raw data for publication "Temperature-dependent growth contributes to long-term cold sensing", Zhao et al 2020, Nature.

description: Raw data is provided for named figures.Details of data collection can be found in the methods section of the publication: https://www.nature.com/articles/s41586-020-2485-4<br><br>
DOI: 10.17632/f54zzmbfs8
title: One-pot synthesis of non-canonical ribonucleosides and their precursors from aldehydes and ammonia under prebiotic Earth conditions

description: Raw data that were used to generate the mass chromatograms throughout the main text and supplementary material.
DOI: 10.6084/m9.figshare.28963457.v1
title: Investigating the prevalence of tobacco or other substance use (TOSU) and factors associated among the medical students: a nationwide cross-sectional survey from Bangladesh

description: Background Globally, undergraduate students exhibit a higher tendency towards of tobacco and other substance use. Although there are almost 50,000 undergraduate medical students studying in Bangladesh currently, evidence regarding the prevalence of tobacco & other substance use among them, let alone the predictors of substance use, is very limited. Aim This research aims to investigate the prevalence of tobacco or other substance use among the medical students in Bangladesh and to investigate the factors associated with tobacco or other substance use. Methods This cross-sectional study was conducted between May 2023 and August 2024 in sixteen medical colleges in Bangladesh. A total of 1,129 medical students were selected by convenience sampling, and data were collected using an online self-reported semi-structured questionnaire. Descriptive statistics, chi-square test, t-test, and multiple logistic regression model were used to report the study findings. Results The mean age of the students was 22.3 (±2) years, with slightly higher female preponderance (52.3%). Out of 1129 medical students, tobacco or other substance use was prevalent in 154 (13.6%) students. The students most commonly used tobacco products (54.5%) followed by non-medical use of sedatives (26%) and cough syrup (18.8%). The odds of using substances increased with age and academic year. Male students (AOR: 1.41, 95%CI: [1.26, 1.59], p&lt;0.001), living at an off campus housing without family (AOR: 2.25, 95% CI: [1.02, 4.94], p=0.043) and living in a medical college hostel (AOR: 2.1, 95% CI: [1.20, 3.67], p=0.009), having tobacco or other substance use in family (AOR: 3.97, 95% CI: [2.64, 5.98],p&lt;0.001), and not willingly admitted to medical college (AOR:3.61, 95%CI: [2.20, 5.90],p&lt;0.001) were significant predictors of substance use. Conclusion This study observed a high prevalence of substance use among medical students. Therefore, the factors associated with their tobacco or other substance use related behavior should be mitigated, and necessary provisions should be made available to help with the cessation of such use among the current users.
DOI: 10.6084/m9.figshare.3826395.v1
title: BIOL 2050_Lab 1_Week 02_Shoe size and Month of Birth Data and MetaData

description: The study we conducted focuses on the relationship between the shoe size and the month of Birth. <b><br></b><b>Hypothesis: </b>There is no correlation between the two variable: shoe size of people and the month of birth. <br><br><b>Prediction: </b><b><br></b>1. The Month of Birth has no connection with the person's growth<br>2. The month of Birth has no connection with a person's shoe size. <br><br><b>Methods: </b><b><br></b>A verbal survey was conducted in the lab 07 of BIOL 2050 (Winter Session). 24 students were surveyed including the lab assistant. The data was recorded with a pen and paper and later transformed to excel and converted to CSV form. The two variables which was studied: Shoe Size and Month of Birth. The shoe size was not measured and was recorded based on the individual's knowledge including the month of Birth. <br><b><br></b><br>
DOI: 10.17632/6rxvd33nbx
title: Self-organizational origin of oscillatory zoning in pyrite

description: EPMA, Nano-SIMS, LA-ICP-MS data for paper of " Self-organizational origin of oscillatory zoning in pyrite: A coupled diffusion-reaction model and pH-As adsorption feedback mechanism" submitted to Geochimica et Cosmochimica Acta.
DOI: 10.17632/g3cf5rcrzn
title: 10-year mortality in PAD patients after rehabilitation program
DOI: 10.17632/jw6t8r9r4g
title: Data for Manuscript Title "Hunting Militias at All Cost: Urban Military Operation and Birth Outcomes"

description: This dataset contains the replication files for the study "Hunting Militias at All Cost: Urban Military Operation and Birth Outcomes." 

Research Description
This study hypothesizes that Operation Orion, a state-led military intervention in Medellín, Colombia, had unintended consequences on newborn health in the affected urban neighborhoods. Specifically, the study posits that exposure to the violence and stress generated by the operation during the first trimester of pregnancy could negatively impact birth outcomes. The study finds that infants exposed to Operation Orion in utero, particularly during their mothers' first trimester of pregnancy, experienced significant reductions in key health indicators: Birth weight decreased by an average of 116 grams, height at birth dropped by an average of 0.51 centimeters, and there was a 3% lower probability of having an APGAR score above 7. 

Data Overview and Interpretation
The provided data was sourced from the Vital Statistics Reports (VSR) for Medellín, collected by the National Administrative Department of Statistics (DANE), covering the years 2000-2005. Data includes information on birth outcomes (e.g., birth weight, height, APGAR score) and relevant maternal characteristics such as marital status, education, and access to healthcare. The Vital Statistics Reports (VSR) provide administrative data that can be used to track and analyze health outcomes at birth. This study focused on the period between 2002 and 2003, aligning with the timeline of Operation Orion. The data includes detailed birth records, allowing the researchers to employ a Difference-in-Differences (DiD) methodology to isolate the causal effect of the operation by comparing birth outcomes in affected neighborhoods to unaffected areas before and after the intervention.
Stata .dta Files: The datasets provided in .dta format (Stata format) are ready to be used in any Stata-based analysis. Key variables such as birth weight, height, gestational length, and maternal characteristics are included, enabling replication of the analysis or further exploration of different aspects of the birth outcomes.
Do-Files: The folder contains Stata .do files that are pre-configured to replicate the tables and figures in the study. 
Figures: Pre-generated figures and plots are available in .png and .pdf formats for visualizing the key results, such as the heterogeneous effects on birth outcomes and permutation test results.

See the file README.pdf for further details.
DOI: 10.6084/m9.figshare.21206174.v1
title: IFPTML model for eco-friendly gasoline blends design

description: Data set used to build up the model, train, and validate
DOI: 10.6084/m9.figshare.28278941.v1
title: Supplemental Figures.pdf

description: Supplemental figures for Keane et al.: The Spatiotemporal Development of Mesenteric Lymphatic Changes in the TNF<sup>ΔARE/+</sup> Mouse Model of Terminal Ileitis.
DOI: 10.6084/m9.figshare.5134840.v2
title: The Fitness Browser: Genome-wide mutant fitness data for diverse bacteria (June 2017 release)

description: As of June 2017, the Fitness Browser contains 4,956 genome-wide fitness assays from 33 bacteria. This download includes the data and code needed to run the fitness browser web site, including all of the per-gene and per-strain fitness values. See the README.txt file for more information about how to use these files, or visit the interactive Fitness Browser (http://fit.genomics.lbl.gov/).<br><br>Note added September 10, 2021: After publishing this data, Morgan Price and Adam Deutschbauer discovered that our stock solutions for sucrose and D-mannitol were problematic. In particular, Escherichia coli BW25113 is a K-12 strain (closely related to MG1655) and should not be able to grow on sucrose. In M9 media made with our original stock solution of sucrose, E. coli BW25113 grew, but in media made with a fresh stock solution, it did not. Similarly, growth of E. coli on mannitol should require the phosphotransferase uptake protein mtlA and the dehydrogenase mtlD. In our original fitness assays for E. coli, mtlA and mtlD were not important for growth on mannitol; instead, manX and manY, which encode the mannose phosphotransferase system, were important. When we repeated these experiments with a fresh stock solution for D-mannitol, we found that mtlA and mtlD were important for fitness, and manX and manY were not.<br>Please disregard the data regarding sucrose or D-mannitol. In the Fitness Browser (https://fit.genomics.lbl.gov), the problematic fitness experiments have been removed. As of September 2021, the data for these compounds in the Fitness Browser is from fresh stock solutions of sucrose and D-mannitol. We also checked that the data from these experiments is consistent with prior knowledge of the utilization of these compounds. Finally, we checked the gene re-annotations that were related to these sucrose or mannitol utilization.<br>
DOI: 10.17632/96gjntg8yn
title: Indoor Pedestrian Trajectory Data and Indoor Structural Point Clouds Data

description: The dataset includes pedestrian trajectory data within a two-story indoor environment, as well as point cloud data of the indoor structure.
DOI: 10.17632/h5392z6csr
title: Benchmark instances for the Dial-a-Ride Problem with meeting points

description: The original instances are retrieved from http://neumann.hec.ca/chairedistributique/data/darp/branch-and-cut/, and adjusted such that they contain vertices to represent the meeting points. The number in the column di indicates the service time duration for all pick up and delivery vertices. For the meeting points this number indicates if the meeting point can be used as a pick up meeting point (0), a delivery meeting point (1) or both (2).
DOI: 10.17632/mty53w56jz
title: Data for: Influence of PECVD Deposition Temperature on Phosphorus Doped Poly-Silicon Passivating Contacts

description: Performance characterization of passivating contacts including Raman, micro-PL, FTIR, XRD
DOI: 10.17632/s5v8t53bsw
title: 27-color healthy lung flow cytometry dataset

description: Dataset belonging to the publication "Optimized full-spectrum flow cytometry panel for deep immunophenotyping of murine lungs" by Baumann et al.
Files are raw flow cytometry data for a healthy female murine lung, stained with a 27-color antibody panel (see Figure 4 and Supplementary Table 2 in the paper).
The folder ("raw") contains two subfolders, with corresponding reference single stains and lung samples.
In the reference sample folder, the files are either beads or cells, corresponding to what we used for data unmixing in the manuscript.
Additionally, it contains the single AF signatures used for unmixing (AF 5, 13, and 35).
In the samples folder, FS is the fully stained sample. FMO denotes Fluorochrome Minus One controls.
For all questions, please refer to the contact linked in the paper.
DOI: 10.6084/m9.figshare.25133769.v1
title: Integrative species delimitation and biogeography of the <i>Rhinella margaritifera</i> species group (Amphibia, Anura, Bufonidae) suggest an intense diversification throughout Amazonia during the last 10 million years

description: The accumulation of studies delimiting species in Amazonia has not only shed light on the patterns of its outstanding species richness but also allowed a better understanding of the processes of diversification within this immense region. Nevertheless, vast knowledge gaps remain even for prominent anuran species complexes, such as the <i>Rhinella margaritifera</i> species group. This clade of toads comprises 23 valid species-level taxa, mainly distributed in Amazonia but also in South America’s Dry Diagonal and Atlantic and trans-Andean rainforests. Species boundaries and taxonomy in this group are notoriously complex, with studies suggesting the existence of several unnamed species. Available phylogenetic information suggests an Andean-western Amazonian origin of the group with subsequent diversification within Amazonian lowlands during the last 10 Myr and secondary dispersals into other Neotropical regions. To further test this biogeographic scenario and improve knowledge on species diversity, we used an unprecedentedly large mtDNA sampling (&gt;800 16S sequences) across the clade’s distribution and comprising all but one described species. We delimited 54 Molecular Operational Taxonomic Units, which we tested further based on patterns of variation of a nuclear locus and acoustic and morphological data. This approach confirmed the existence of at least 25 candidate species, 19 of which correspond to currently recognized taxa whereas 30 remained ‘unconfirmed’. Our results clarify the taxonomic status of some species but also suggest multiple introgression events that blur some mtDNA-based species boundaries. Lastly, to provide a temporal framework for the clade’s diversification, we generated a time-calibrated phylogenetic tree based on a mitogenomic matrix, which confirmed a Miocene (∼9 Ma) western Amazonian origin and six major clades in the group, each having initially diversified in different regions within Amazonia. Most of these clades have later dispersed throughout Amazonia during the establishment of the modern Amazonian hydrographic system, i.e., in the last 6 Myr.
DOI: 10.6084/m9.figshare.26503894.v1
title: <b>Chromosomal-scale genome sequencing and assembly of </b><b><i>Artemia tibetiana </i></b><b>from</b><b><i> </i></b><b>Kyêbxang Co</b>

description: We assembled a high-quality genome of <i>Artemia </i>from Kyêbxang Co at the chromosomal level using Illumina, Nanopore, and Hi-C sequencing technologies. This collection includes genome assembly and annotation data of the <i>Artemia </i>from Kyêbxang Co<i>.</i>
DOI: 10.17632/zxc29276cm
title: Ara-DAQUAR :Into Arabic Question Answering on Real World Images

description: Ara-DAQUAR : is an Arabic version of the DAQUAR(DAtaset for QUestion Answering on Real world-Images) dataset. This dataset 
is entirelly automatic generated based on transformers, into arabic language to fill the gap of resources.
DOI: 10.25452/figshare.plus.22671172.v4
title: WBCIC-SHU Motor Imagery Dataset

description: Brain-computer interface (BCI) is an effective approach for users to control external software applications and devices only by decoding their brain activities and without engaging any muscles. The availability of a BCI dataset which are large-scale and high quality can stimulate the researchers from neighbouring research areas develop advanced deep learning algorithms to enrich the field of BCI. Therefore, it is necessary to build an EEG dataset with availability for the development and research of BCI system. This is a large and high-performance intuitive dataset from World Robot Conference Contest-BCI Robot Contest MI of upper limbs or upper and lower limbs with three recording sessions. Sixty-three healthy participants (all right-handed, aged 17-30, 18 females) were naive BCI users participated in this experiment, of which fifty-two subjects participated in the two-class MI experiment and eleven subjects participated in the three-class MI experiment. This dataset can be utilized for a wide range of BCI-related research questions: analysing the differences among recording sessions of the same subject, improving the decoding performance of algorithms.
DOI: 10.26188/5e1e5143707bc
title: Spatially- and temporally-explicit population simulator (steps) R package - supporting data

description: Example computer code (R script) and associated data to run the Greater Glider simulation example in the manuscript. <br>
DOI: 10.6084/m9.figshare.16918582.v1
title: Crous et al. (2021) Fungal Planet description sheets: 1284–1382 - Persoonia 47: 178–374

description: Alignments and phylogenetic trees processed through Mesquite and belonging to new species described in this Fungal Planet set contributed by the Westerdijk Fungal Biodiversity Institute, Utrecht, the Netherlands. See the figure legends associated with each file in the original publication for more details.<br>