cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.16688770.v1
title: Instances and codes for the article "Real-time optimization in urban transport systems withholding times strategies"

description: Real-time control strategies palliate with the day's dynamics in bus rapid transit systems. In this work, we focus on the bus bunching problem that minimizes the number of buses of the same line cruising head-to-tail or arriving at a stop simultaneously by using bus holding times at the stops. For this, we propose a new mathematical model with quadratic constraints, whose objective function minimizes the penalties caused by buses that are bunching. Experimental results on a simulation of a bus rapid transit system in Monterrey, Mexico, show the efficiency of our approach. The results show a bus bunching reduction of 45% compared to the case without optimization. Moreover, in some scenarios the passenger waiting times are reduced by 30%.
DOI: 10.17632/2nfg26kggm
title: Rapid Adsorption of Some Heavy Metals by Using Extracting Chitosan Anchored With new aldehyde to form a Schiff Base

description: tables of the up title
DOI: 10.17632/d6sz7f8ybv
title: The Volatile-Rich Theia Hypothesis

description: The origin of Earth's water and the Moon remains a central question in planetary science. We propose that Theia, the Mars-sized protoplanet implicated in the Giant Impact Hypothesis, formed earlier than Earth in the same region of the solar system, allowing it to accumulate a greater inventory of volatiles, including water. During the Giant Impact, Theia's volatiles were transferred to Earth, contributing to its water inventory and the formation of the Moon. This hypothesis explains the isotopic similarity between Earth and the Moon, the presence of water in lunar rocks, and the deep water reservoirs in Earth's mantle. Our model provides a coherent narrative for the early solar system's dynamics and the delivery of volatiles to rocky planets.
DOI: 10.17632/nshhxnmrzh
title: Mid-Latitude Thermosphere-Ionosphere Na (TINa) Layers Observed with High-Sensitivity Na Doppler Lidar over Boulder (40.13ºN, 105.24ºW)

description: This dataset supports the article "Mid-Latitude Thermosphere-Ionosphere Na (TINa) Layers Observed with High-Sensitivity Na Doppler Lidar over Boulder (40.13ºN, 105.24ºW)" (submitted to Geophysical Research Letters on April 5, 2021 and revised on May 12, 2021). The data are provided in MatLab format. Plotting programs are also included.
DOI: 10.17632/tg33r7rwgf
title: Reproductive performance of Madagascar cockroach

description: Data relating to the research carried out about Reproductive performance of Madagascar cockroach
DOI: 10.6084/m9.figshare.21369810.v4
title: “Until the Dawn: The Impact of COVID-19.”

description: <strong>Everyday Experiences of People Living with COVID-19 During the Pandemic in Thailand</strong>
DOI: 10.17632/7fcjm8rjy6
title: Data for: Comparison of Approximation-assisted Heat Exchanger Models for Steady-state Simulation of Vapor Compression System
DOI: 10.17632/pjrcb6rrkn
title: MUNICIPAL WASTEWATER FOR DYEING COTTON AND POLYESTER

description: This dataset originates from a research study that evaluates the reuse of wastewater from a municipal treatment plant combined with varying percentages of process water in textile dyeing processes. The investigation focuses on the effects of this combination on cotton and polyester fabrics under different dyeing scenarios, including blind dyeing (dyeing without dyestuff) and conventional dyeing with blue and trichromatic dyes. Results offer details on the percentage composition of municipal wastewater and process water used in the dye baths.
DOI: 10.17632/73jxh429p4
title: Antibacterial activity of Nicotine and its Cadmium(II)-complex

description: The antimicrobial activity of Nicotine and Cadmium complex.
DOI: 10.6084/m9.figshare.28485227.v1
title: Data for the paper: Analysing the Renal Vasculature Using Super-Resolution Ultrasound Imaging: Considerations for Clinical and Research Applications.

description: Data for the paper: Analysing the Renal Vasculature Using Super-Resolution Ultrasound Imaging: Considerations for Clinical and Research Applications. Animal population: Rats.
DOI: 10.17632/6b36kp78g5
title: Comprehensive spatiotemporal mapping of single-cell lineages in developing mouse brain by CRISPR-based barcoding

description: A fundamental interest in developmental neuroscience is to map the complete single-cell lineages within the brain. We developed a CRISPR-based lineage specific tracing (CREST) method for clonal tracing in Cre mice. We used two complementary strategies based on CREST method to map single-cell lineages in developing mouse ventral midbrain (vMB). Applying snapshotting CREST (snapCREST), we constructed a spatiotemporal lineage landscape of developing vMB, and identified six progenitor archetypes that could represent the principal clonal fates of individual vMB progenitors. We uncovered three distinct clonal lineages in the floor plate that specified glutamatergic, dopaminergic, or both neurons, and identified Pbx1 as a key regulator in fate specification of dopaminergic neurons in sub-cluster and clonal level. We further created pandaCREST to associate the transcriptomes of progenitor cells in vivo with their differentiation potentials. We identified multiple origins of dopaminergic neurons and demonstrated that a transcriptome-defined progenitor type comprises heterogeneous progenitors, each with distinct clonal fates and molecular signatures. Therefore, the CREST method and strategies allow comprehensive single-cell lineage analysis that could offer new insights into the molecular programs underlying neural specification.
DOI: 10.17632/fyyf639wjr
title: CAP database

description: This database houses the responses of 200 pregnant adolescents who agreed to participate in the adaptation and validation of the contraceptive counselling scale, based on patient-centered care theory and developed in a second level Mexican care hospital where adolescent girls attended the prenatal consultation. Article under review
DOI: 10.17632/g6d4cpb9nt
title: Data for PONE-D-24-36748

description: Data for PONE-D-24-36748
DOI: 10.17632/fgbhg5v95k
title: Artifact manufactured by laser powder bed fusion

description: This data includes the design file (STL) of an artifact which is the topic of a case study in the book Fundamentals of Laser Powder Bed Fusion of Metals (https://www.elsevier.com/books/fundamentals-of-laser-powder-bed-fusion-of-metals/yadroitsev/978-0-12-824090-8). The case study is described in Chapter 24 of this book. The microCT data of the manufactured artifact is also provided for readers and researchers who do not have access to microCT - here the image stack is in the folder. The artifact in this case was manufactured in Ti6Al4V using an EOS M290 machine using the standard process parameters for this material.
DOI: 10.17632/hcwgyykm85
title: EDS Analysis

description: Sample A = H4 Sample B = H1 Sample C = H5
DOI: 10.17632/kzjt49m86t
title: Data for: Core-based sedimentological and sequence stratigraphic analysis of shale-dominated gas plays: an example of the Roseneath Epsilon-Murteree strata in the Cooper Basin, Australia

description: File 1 provides core logs of additional nine wells in this study; File 2 provides mineralogical composition of studied wells from XRD analysis;
DOI: 10.6084/m9.figshare.28737731.v1
title: OSM.7z

description: OSM data
DOI: 10.17632/ggmkzk634h
title: Air velocity in an insulated box

description: The detailed description of data can be found in Experimental conditions.docx
The data was categorized by
-	Measurement position: middle plane and lateral plane
-	Box configuration: Horizontal and Vertical
-	Phase Change Material (PCM) position: on a side wall and at the top
-	Ambient temperature: 10°C, 20°C and 30°C
-	Product initial temperature: 4°C and 10°C
-	Space beneath the product: 20 mm and 0 mm
For example: 
C01 Air velocity X-250 mm Horizontal Side Empty.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a horizontal box with PCM at side wall (empty box). 
C01 Air velocity X-15 mm Horizontal Side Empty.xlsx: Air velocity component, its magnitude and uncertainty on lateral plane (X = 15 mm) in a horizontal box with PCM at side wall (empty box)
C02 Air velocity X-250 mm Horizontal Top Empty.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a horizontal box with PCM at top (empty box)
C03 Air velocity X-150 mm Vertical Side Empty.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 150 mm) in a vertical box with PCM at side wall (empty box)
C04 Air velocity X-250 mm Horizontal Side 20CAmb 4CInitial 20mmGap.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a loaded horizontal box with PCM at side wall under 20°C ambient, product initial temperature = 4°C with 20 mm gap below. 
C07 Air velocity X-250 mm Horizontal Side 30CAmb 4CInitial 20mmGap.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a loaded horizontal box with PCM at side wall under 30°C ambient, product initial temperature = 4°C with 20 mm gap below. 
C10 Air velocity X-250 mm Horizontal Side 20CAmb 10CInitial 20mmGap.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a loaded horizontal box with PCM at side wall under 10°C ambient, product initial temperature = 4°C with 20 mm gap below. 
C12 Air velocity X-250 mm Horizontal Side 20CAmb 4CInitial noGap.xlsx: Air velocity component, its magnitude and uncertainty on middle plane (X = 250 mm) in a loaded horizontal box with PCM at side wall under 20°C ambient, product initial temperature = 4°C with no gap below.
DOI: 10.17632/t4vb7thsj9
title: Data for: Discrimination of extra-virgin-olive oils from different cultivars and geographical origins by untargeted metabolomics

description: Dataset of phenolic and sterolic compounds identiied in extra-virgin olive oil by UHPLC-ESI/QTOF-MS untargeted metabolomics
DOI: 10.17632/twt2pb8j5d
title: Data for: Responses of carbon emissions to corruption across Chinese provinces

description: Data used in this paper for calculation.
DOI: 10.17632/t34xzjy9ys
title: Oleaginous yeasts from lentic and lotic aquatic ecosystems in Cali, Colombia

description: Raw and processed data for Figures and GC-MS reports (FAMEs). Associated with manuscript in preparation.
DOI: 10.17632/t9m8vbd744
title: Assessing the optimal trajectory of oil extraction for Brazil: datasets and simulation results

description: Oil production and well drilling data from Brazilian oil industry.
The files contain the raw database, extracted from the National Petroleum Agency, and the step-by-step used to compute the production of pre-existing wells, the rate of drilling of new wells and their relationship with current prices and oil futures on the international market.
The files also make available the results of empirical tests and simulations of oil production trajectories based on an optimal extraction model.
DOI: 10.6084/m9.figshare.20286048.v1
title: Spatial spillover of inflation in Indonesia: An initial investigation

description: The dataset is used for estimating Phillips curve using regional data of Indonesia with dynamic spatial Durbin model.
DOI: 10.6084/m9.figshare.20063726.v1
title: The dark web trades wildlife, but mostly as drugs

description: Supporting data from publication "The dark web trades wildlife, but mostly as drugs"
DOI: 10.6084/m9.figshare.7314674.v1
title: Choanoflagellate intron ORFs

description: Choanoflagellate intron ORFs
DOI: 10.17632/65cjrm6xkm
title: Liposomal cytarabine and daunorubicin (CPX-351/Vyxeos)-associated distinct purpuric subtype of toxic erythema of chemotherapy: a retrospective review of 54 patients

description: Supplemental Appendix
DOI: 10.17632/y7fzbxpzd5
title: An empirical evaluation of ATR-FTIR-PLS for the determination of total aflatoxins in food grains and poultry feed and populations' exposure risks assessment in Malaysia and Nigeria

description: Below is the raw data used for the validation process in the above-mentioned research. A total of 224 dilutions of Mixed aflatoxin standard solution were prepared in (a) 75% methanol solvent (112 samples) and (b) 100% acetonitrile solvent (112 samples). Each dilution set ( a and b) contains 16 concentration levels ranging from 0 to 90 ng per ml of the mix aflatoxin standard solution. ATR-FTIR spectra of both dilution sets were collected. The various absorbance with respective wavenumber was recorded. Data were analysed using MINITAB 18 statistical software; a PLS model was developed and validated using the data. The files below showed the raw data and the analyses.
DOI: 10.17632/8gnmfhj368
title: Neuronal data of vibrissal somatosensory cortex in a texture-discrimination task

description: To investigate how sensory evidence ultimately leads to decision, we trained rats to turn to the left or right reward spout according to the texture presented. The stimulus set included 3 textures. On each trial, the rat perched on the platform edge to touch the texture with its whiskers. After identifying the texture, it turned to the left or right drinking spout where it collected the water reward. Neuronal spikes from the Primary Vibrissal Somatosensory Cortex (vS1) and the Second Vibrissal Somatosensory Cortex (vS2) were recorded during the texture-discrimination task. Data set of 19 sessions from 5 rats are uploaded. In each session, three files are included: Data of neuronal spikes is saved in "Spikes.mat". Each cell gives spikes of one neuron. Spikes{itt, icl} is the spike stamps of the neuron from tetrode itt, cluster icl. Basic information of the neurons is saved in "SingleNeurons". Column 6 is itt and Column 7 is icl, corresponding to the row and column in Spikes.mat; Column 8 is brain region that the neuron belongs to (vS1 = 1, vS2 = 2). Data of whisker touch time is saved in "TouchTime.mat". Each row gives data of one touch. Column 2 is the trial number; Column 7 is the onset time of this touch; Column 8 is the offset time of this touch; Column 3 is the texture presented in this trial (smooth = 0, 1 or 2 = 1 or 2 mm, 3 = 4 mm); Column 4 is the reward side associated with the texture (right = 0, left = 1); Column 5 is whether the rat made a correct decision during this trial (correct = 1, incorrect = 0).
DOI: 10.17632/ktrfbhf7bj
title: Supplementary Data on “Assessment of a Temperature-based Artificial Neural Network Designed for Global Solar Radiation Estimation in Regions with Sparse Experimental Data.”

description: Table A1 shows the geographical and topographical data, as well as the Köppen-Geiger climate classification of the 414 radiometric Spanish stations used for training or validation purposes. 
Table A2 shows experimental values of monthly averages of maximum and minimum daily temperatures, and daily global solar irradiation on horizontal surface, as well as calculated values of monthly averages of daily extraterrestrial irradiation, for Spanish stations listed in Table A1.
Table A3 shows the geographical and topographical data, as well as the Köppen-Geiger climate classification of the 16 non-Spanish stations used for validation purposes. 
Table A4 shows experimental values of monthly averages of maximum and minimum daily temperatures, and daily global solar irradiation on horizontal surface, as well as calculated values of monthly averages of daily extraterrestrial irradiation, for non-Spanish stations listed in Table A3.
DOI: 10.17632/tcnz9k2csp
title: Genshin Impact Generator Primogems & Crystals No Human Verification

description: Genshin Impact Generator Primogems & Crystals No Human Verification

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DOI: 10.17632/68f3fg56ff
title: Effects of phonological neighbourhood density and frequency in picture naming
DOI: 10.17632/c5dfj4j7yf
title: Survey data on consumer satiation and variety seeking behavior in the Chinese catering industry

description: This is first-hand data collected through the QuestionStar data survey platform on consumer satiation and variety seeking behavior in the Chinese catering industry.
DOI: 10.6084/m9.figshare.12630218.v1
title: Supplementary Material for: Effects of Vitamin D Supplementation on General and Central Obesity: Results from 20 Randomized Controlled Trials Involving Apparently Healthy Populations

description: <b><i>Background:</i></b> The obesity pandemic has been paralleled by a high prevalence of vitamin D deficiency (VDD). There is growing epidemiological evidence linking low vitamin D status with obesity events. In addition, observational studies also show that obesity may increase the risk of VDD. However, there is insufficient knowledge to understand whether there is a causality between the two. Moreover, the impact of vitamin D supplementation on obesity indices has shown inconsistent outcomes. <b><i>Objective:</i></b> This meta-analysis aimed to assess whether vitamin D supplementation modified general and central obesity indices in apparently healthy populations. <b><i>Methods:</i></b> A systematic retrieval of relevant randomized controlled trials (RCTs) was undertaken using Pubmed, Embase, Web of Knowledge and Chinese National Knowledge Infrastructure databases. The pooled weighted mean difference (WMD) and 95% confidence intervals (CI) were used to assess the changes in body mass index (BMI), waist circumference (WC), waist-to-hip ratio (WHR) and 25-hydroxyvitamin D (25[OH]D) from baseline. <b><i>Results:</i></b> Twenty RCTs involving 3,153 participants reporting either BMI, WC, WHR or 25(OH)D met the inclusion criteria. When compared with placebo, vitamin D supplementation had no significant decreases in BMI (WMD = –0.09 kg/m<sup>2</sup>, 95% CI –0.19 to 0.01, <i>p</i> = 0.08), WC (WMD = –0.71 cm, 95% CI –1.58 to 0.16, <i>p</i> = 0.112) or WHR (WMD = 0.00, 95% CI –0.01 to 0.01, <i>p</i> = 0.749). However, in the subgroups of females, Asia region studies and intervention duration ≥6 months, a beneficial and significant reduction in BMI and WC was noted (all <i>p</i> &lt; 0.026). On the other hand, pooled results showed that there was a significant increase in serum 25(OH)D levels (WMD = 13.20 ng/mL, 95% CI 9.83–16.58, <i>p</i> &lt; 0.001) after vitamin D intervention. No publication bias was found in our study. <b><i>Conclusions:</i></b> Overall, supplementation with vitamin D produced no significant effect on the BMI, WC or WHR of healthy adults.
DOI: 10.6084/m9.figshare.93253.v1
title: M. genitalium Whole-cell Model :: Knowledge Base Data (MySQL)

description: Training data for Karr JR, Sanghvi JC, Macklin DN, Gutschow MV, Jacobs JM, Bolival B, Assad-Garcia N, Glass JI & Covert MW. A Whole-Cell Computational Model Predicts Phenotype from Genotype. Cell 150, 389-401 (2012).
DOI: 10.17632/589trzw5dr
title: Data for: PERCEIVED PHYSICAL EXERTION IS A GOOD INDICATOR OF NEUROMUSCULAR FATIGUE OF THE CORE MUSCLES

description: EMG RMS, EMG median frequency, RPE and angle pelvis values.
DOI: 10.17632/f64nr6n2ym
title: Good and Bad classification of tok palong leavs(Sour spinach)

description: ### Data Overview:
1. *Sample Size*: 
 - Total Samples: 1,000
 - Good Samples: 500
 - Bad Samples: 500

2. *Features*:
 - *Visual Characteristics*: Images or attributes describing the visual appearance of the leaves, such as color, size, shape, and presence of spots or discoloration.
 - *Texture*: Surface texture details, including smoothness or roughness, which may be critical in determining the quality.
 - *Chemical Composition*: Levels of key chemical components (if available) that might indicate spoilage or nutrient content.
 - *Environmental Factors*: Data on the conditions in which the leaves were grown, such as soil type, water quality, and exposure to pests or diseases.
 - *Harvesting Data*: Information on when and how the leaves were harvested, which could affect their quality.

### Classification Criteria:
- *Good Leaves*: Leaves that are healthy, vibrant in color, free from significant blemishes, and have the expected chemical composition and texture indicative of freshness.
- *Bad Leaves*: Leaves that show signs of spoilage, such as discoloration, wilting, presence of mold, or other physical defects, and any deviations in chemical composition suggesting degradation.

### Data Collection Method:
- *Manual Inspection*: Expert evaluation of each leaf sample to determine its classification.
- *Automated Imaging*: Use of high-resolution cameras and image processing algorithms to capture and analyze visual features.
- *Chemical Analysis*: Laboratory tests to measure the chemical composition of the leaves.
- *Environmental and Harvest Records*: Logs maintained by growers and harvesters to provide context to the growing and harvesting conditions.

### Purpose:
The goal of this project is to develop a robust machine learning model capable of accurately classifying Tok Palong leaves into good or bad categories based on the provided features. This classification will assist farmers, suppliers, and retailers in ensuring the quality of their produce, minimizing waste, and maximizing consumer satisfaction.

### Applications:
- *Quality Control*: Automated inspection systems at harvest or before distribution.
- *Supply Chain Optimization*: Better sorting and handling processes based on leaf quality.
- *Consumer Assurance*: Providing end-users with high-quality produce, enhancing trust and satisfaction.

### Data Processing and Model Development:
1. *Preprocessing*: Cleaning and normalizing the data to ensure consistency and accuracy.
2. *Feature Engineering*: Extracting and selecting the most relevant features for classification.
3. *Model Training*: Using various machine learning algorithms to train and validate models on the dataset.
4. *Evaluation*: Assessing