cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8jk3kyxmbn
title: JUST_CAS_milling

description: Real-time monitoring of milling parameters is essential to improve machining efficiency and quality, especially for the workpieces with complex geometry. Its main task is to build the relationship between the parameters and the monitoring data. As the relationship is challenging to be established solely through mechanism-driven or data-driven methods, the physics informed method, based on prior physical laws between physical signals and milling parameters, becomes the optimal method. However, this method is limited due to the lack of a high-quality dataset. Therefore, a multi-sensor monitoring dataset for the milling process with various milling parameters and milling materials is built. The variables include cutting depth, cutting width, feed rate, spindle speed and workpiece materials (aluminium alloy 7030 and CK45 steel). The multi-sensor includes force, vibration, noise, and current. A dataset comprising 115 samples is built, including 100 samples collected using the 'all factors' method, and 15 slot milling samples using two different workpiece materials. The 15 slot milling samples are used to calibrate mechanical milling force coefficients, which is beneficial for developing a physics-informed machine learning algorithm.
DOI: 10.17632/bywjrftdpg
title: Data for: The Effect of the Feed-in-System Policy on Renewable Energy Investments: Evidence from the EU Countries
DOI: 10.17632/c47whjt265
title: CLIMATE CHANGE AND TRANSITION ENERGY

description: La investigación próxima a iniciarse     se titula “  EL CAMBIO CLIMATICO, LA TRANSICION ENERGETICA Y EL DESARROLLO SOSTENIBLE EN AMERICA LATINA ”. Se plantea como objetivo general  “Formular propuestas que respondan a la gravedad del impacto del cambio climático dentro de los compromisos concretos en materia de desarrollo sostenible, teniendo en cuenta los diferentes equilibrios y las particularidades geopolíticas y geoeconómicas, a través de estudios de regionales”.
DOI: 10.17632/f34znvsww3
title: Data for: Isotopic disequilibrium of Cu in marine ferromanganese crusts: Evidence from ab initio predictions of Cu isotope fractionation on sorption to birnessite

description: Atomic coordinates and vibrational frequencies from ab initio simulaitons of Cu complexes associated with birnessite.
DOI: 10.17632/vx2rpp2wh9
title: Predicting multiphase flow behavior of methane in shallow unconfined aquifers using conditional deep convolutional generative adversarial network

description: The attached CMG-GEM input files and cDC-GANs codes (written by Python) were used to simulate CH4 migration in shallow unconfined aquifer systems.
DOI: 10.6084/m9.figshare.24183072.v1
title: : <b>"Economic Inequality, Growth, and Societal Cohesion in Ghana: An In-Depth Analysis"</b>

description: This data provides a comprehensive examination of Ghana's economic growth, poverty reduction efforts, and the dynamics of income inequality. The data is then use to explore the impact of income inequality on societal cohesion Ghana and present policy recommendations while advocating for government action.
DOI: 10.6084/m9.figshare.27080146.v2
title: PRISMA-P-Syst Rev-checklist for a realist review protocol.docx additional file 3

description: The research aims to determine in what way, in what contexts and how do person-centred cultures contribute to the aetiology and management of depression among older adults in nursing homes.
DOI: 10.6084/m9.figshare.27134757.v1
title: Data for manuscript "Hot node limitations and impact of taxonomic resolution on phylogenetic divergence patterns: a case study on Ecuadorian ethnomedicinal flora"

description: "Community" data matrices (medicinal uses per taxa) and phylogenetic trees to reproduce the analyses conducted in "Hot node limitations and impact of taxonomic resolution on phylogenetic divergence patterns: a case study on Ecuadorian ethnomedicinal flora".
DOI: 10.17632/gb5hhjkygd
title: Benckmark inctances of the disjunctively constrained knapsack problem (DCKP)

description: This dataset includes the 6340 benchmark instances of the disjunctively constrained knapsack problem (DCKP). The first set I of 100 instances was introduced in [1] and [2]. The second set II of 6240 instances was introduced in [3] and expanded in [4]. We would like to thank these authors and co-authors for sharing the instances of the DCKP. 

The 6240 results obtained by our TSBMA algorithm in [5] are also presented here.

[1] M. Hifi, M. Michrafy, A reactive local search-based algorithm for the disjunctively constrained knapsack problem, Journal of the Operational Research Society 57 (6) (2006) 718-726.
[2] Z. Quan, L. Wu, Cooperative parallel adaptive neighbourhood search for the disjunctively constrained knapsack problem, Engineering Optimization 49 (9) 636 (2017) 1541-1557.
[3] A. Bettinelli, V. Cacchiani, E. Malaguti, A branch-and-bound algorithm for the knapsack problem with conflict graph, INFORMS Journal on Computing 29 (3) (2017) 457-473.
[4] S. Coniglio, F. Furini, P. San Segundo, A new combinatorial branch-and-bound algorithm for the knapsack problem with conflicts, European Journal of Operational Research 289 (2) (2021) 435-455.
[5] Zequn WEI, Jin-Kao HAO. A threshold search based memetic algorithm for the disjunctively constrained knapsack problem. Computers & Operations Research. 136(2021) 105447.
DOI: 10.17632/whnfd5n4ys
title: Diagnoses treated, medications tried and failed, and patient's response to itch or burning sensations following nemolizumab

description: Summary of patient demographics, diagnoses associated with pruritus, duration of skin
disease, topical medication, phototherapy treatment, oral antihistamine, oral neuropathic agents,
oral antibiotics, systemic anti-inflammatory therapy, number and dosage of nemolizumab
received, clinical itch or burning response reported as both percentage improvement and NRS
(Peak Pruritus or Burning Numerical Rating Sale), and adverse reactions are reported.
DOI: 10.6084/m9.figshare.1593422.v1
title: Ecology Lab 4

description: The Purpose of this experiment was to determine if living in different ecosystems along with the edge effect had an impact on plant abundance. Group members are Albert, Gajumagan, Gopaul, Hannan. The grassland was chosen as the area with tall, non-mowed grass. Woodlot was classified as area where the trees were growing in high abundance. The data was collected between two dates; Thursday, October 15th, and on Thursday, October 22nd, 2015. One th first date the weather was 17 degrees celcius, with slight rain. On the second date it was 16 degrees celcius and sunny. Each sampling period was roughly 80 minutes. The total sample size is 160; 20 per person in each ecosystem. Samples were recorded using a 1mX1m transect every 5m from each corner towards the center. Gajumagan took North-West corners or the woodlot and grassland, Gopaul North-East, Albert South-West and Hannan South-East.
DOI: 10.6084/m9.figshare.27895431.v1
title: NYC 311 Service Requests 2022-2023

description: Data is the NYC 311 Service Requests for the 2-year period 2022 - 2023. Data contains approximately 6.4 million rows. Each row contains 41 columns.
DOI: 10.17632/6v6pwtsh25
title: LINF_190014800

description: Dynein light chain; Leishmania infantum (strain JPCM5)
DOI: 10.17632/7cv6vkdbxv
title: Microdroplet impacts on water-repellent surfaces - Video sequences Dataset

description: Video sequences of microdroplets impacting on four surfaces of different wettability: - near-superhydrophilic surface (Video 1-A), sticking droplet - hydrophilic surface (Video 1-B), sticking droplet - hydrophobic surface (Video 1-C), bouncing droplet - superhydrophobic surface (Video 1-D), bouncing droplet. Impact sequences were analyzed using ImageJ-Trackmate plugin: - Example of impact on the superhydrophobic surface with single-particle tracking (Video 2) Experimental conditions: Wind speed: 10 m/s Operating temperature: 20 deg Celcius Captured on a Photron SA1.1 at 54000 fps. Video processing: background substraction. Video frame rate: 1 fps Scalebar: 100 micrometers Videos can be viewed online on youtube via the following link: https://www.youtube.com/playlist?list=PLmcZ2GRv9_bhySseXNuwONZLrvkuJ3aEg
DOI: 10.17632/y8vg69brn2
title: Dataset of Common phrases in Indian Sign Language

description: Sign Language Recognition is a breakthrough for helping deaf-mute people and has been researched for many years. It is still a challenge for deaf and dumb people to normally have a conversation since most people aren’t acquainted with sign language. But owing to recent technology, we are better able to understand people using sign language.
This dataset contains images of the most common phrases in Indian Sign Language. The images of ISL are captured using a standard webcam of a laptop with a resolution of 1280*720. These include 30 images of 40 different signs from ISL. Images are not filtered or resized, are captured under varying light intensities and different backgrounds, and stored in NumPy arrays. These images are of static sign language phrases and do not include any dynamic sign.
DOI: 10.17632/ycgx2fjzb6
title: ElecTra code: Full-band electronic transport properties of materials

description: This paper introduces ElecTra, an open-source code which solves the linearized Boltzmann transport equation in the relaxation time approximation for charge carriers in a full-band electronic structure of arbitrary complexity, including their energy, momentum, and band-index dependence. ElecTra stands for ‘ELECtronic TRAnsport’ and computes the electronic and thermoelectric transport coefficients electrical conductivity, Seebeck coefficient, electronic thermal conductivity, and mobility, for semiconductor materials, for both unipolar and bipolar (small bandgap) materials. The code uses computed full-bands and relevant scattering parameters as inputs and considers single crystal materials in 3D and 2D. The present version of the code (v1) considers: i) elastic scattering with acoustic phonons and inelastic scattering with non-polar optical phonons in the deformation potential approximation, ii) inelastic scattering with polar phonons, iii) scattering with ionized dopants, and iv) alloy scattering. The user is given the option of intra- and inter-band scattering considerations. The simulation output also includes relevant relaxation times and mean-free-paths. The transport quantities are computed as a function of Fermi level position, doping density, and temperature. ElecTra can interface with any DFT code which saves the electronic structure in the ‘.bxsf’ format. In this paper ElecTra is validated against ideal electronic transport situations of known analytical solutions, existing codes employing the constant relaxation time approximation, as well as experimentally well-assessed materials such as Si, Ge, SiGe, and GaAs.
DOI: 10.6084/m9.figshare.11780103.v1
title: Cannabinoid and terpene data for 10.6084/m9.figshare.11778936

description: Terpene and cannabinoiud data for a subset of 120 samples from Las Vegas, Nevada.
DOI: 10.6084/m9.figshare.13713889.v1
title: Data associated with the manuscript "Polariton lasing and energy-degenerate parametric scattering in non-resonantly driven coupled planar microcavities"

description: The data contained in the manuscript "Polariton lasing and energy-degenerate parametric scattering in non-resonantly driven coupled planar microcavities" by Sawicki et al.<br><br>
DOI: 10.17632/czs9hfc5p7
title: Low genetic diversity and homogeneity in Diadema africanum across distant islands with different population densities 

description: Diadema africanum is an important macro-herbivore that inhabits the subtropical and tropical rocky reefs of the western African coast and the archipelagos of Macaronesia. This species is investigated due to its impact on coastal rocky substrates through its considerably high density. Although much is known about the ecological role of Diadema species, studies on population genetics have not been yet performed. To explore the genetic diversity levels, phylogeographic patterns and demographic features of D. africanum, we analysed sea urchins of 14 localities across the Canary Islands and Cabo Verde archipelagos using mitochondrial marker. This study allowed us to explore the genetic connectivity across, close and within distant areas inside each archipelago. Our results indicated low levels of genetic, haplotype and nucleotide diversity of this species compared to other common sea urchins in the areas. Most populations from the two regions did not show structural genetic differences. Within the Canarian archipelago, two populations obtained a rather low number of different haplotypes and low population density, and a general genetic homogeneity was found across the studied areas. Through our finds of a recent speciation followed by population demographic expansion, we discuss the occurrence of a potential founder effect of D. africanum along the subtropical eastern Atlantic, which explains the obtained genetic features.
DOI: 10.17632/pj3dkvskr9
title: Singapore “housing-index” dataset - building-level marker of socioeconomic status

description: Socioeconomic status (SES) is an important determinant of health that is of interest to policy makers, researchers and other data users. In particular, researchers in health services research and epidemiological studies require SES data to control for confounders. In our previous studies, we used housing type as a surrogate marker for SES and investigated its influence on patients with head and neck cancer, and breast cancer. Here, we describe the housing-index dataset that was constructed for the purpose of our research. To construct the dataset, we merged datasets from the Singapore Land Authority (purchased) and Housing Development Board (public domain). This dataset contains all postal codes in Singapore. Of the residential postal codes, we derived a housing-index which is the mean number of rooms per apartment in the building (codes 1-5). Private residential properties were assigned codes 6-7. The higher the code, the higher the SES. The housing-index dataset was created in 2016 and updated in 2020. This housing-index dataset can be readily linked to existing population and clinical datasets in Singapore using patient's residential address postal code. The added “housing-index” data field serves as a block-level SES measure.
DOI: 10.17632/wmsbdm9bh7
title: Data for: Molecular Dynamics Predictions of Thermomechanical Properties of an Epoxy Thermosetting Polymer

description: DGEBA/Jeffamine D230 epoxy configurations at conversion levels ranging from 0 to 80% for molecular dynamics (MD) simulations. Three different configurations are provided at each conversion level obtained using a multistep MD algorithm with different initial conditions (see details in the article). Configurations are in LAMMPS data format.
DOI: 10.6084/m9.figshare.2008977.v1
title: Kinect controlled dinosaur simulations for education and public outreach

description: Dinosaurs are a source of enormous public interest and as such are useful for fostering greater interest in basic science and technology. With the increasing popularity of dinosaur films that claim to portray realistic dinosaur behaviour, one question that is regularly posed for palaeontologists to answer is how we know that our reconstructions are accurate. Dinosaur locomotion is no exception to this line of questioning and one technique for estimating how dinosaurs may have moved is multibody dynamic simulation (MBDA) of high biofidelity musculoskeletal computer models. Such simulations uses Newton's Law's of Motion to calculate how the different parts of the animals body would have moved depending on the internal forces generated by the muscles and the external forces due to gravity and physical contact with the ground. In this project we designed a system that allowed the user to directly control the muscles forces generated using a Kinect for Xbox One sensor attached to a PC using the Kinect Adaptor for Windows. The Kinect output is used to drive the muscles using customised software and models (<i>Tyrannosaurus</i>, <i>Triceratops</i>, <i>Brachiosaurus</i>, <i>Edmontonia</i>, <i>Edmontosaurus</i>, <i>Gorgosaurus</i>) based on our standard GaitSym MBDA system. The initial system was trialled over 7 days at the 2015 Cheltenham Science Festival which showed that the bipedal models were relatively easy to control using human body movements and provided a good vehicle to explain how the physics and physiology behind dinsoaur locomotor reconstruction. The quadrupedal models in their current form are much more difficult to control and further work is needed in this area. The 3D models and software for this project are freely available to download (http://www.animalsimulation.org) and it is hoped that they will find further uses in areas such as 3D printing for anatomical education and virtual world simulations.
DOI: 10.6084/m9.figshare.28881314.v5
title: Comprehensive Climate, Soil, Agronomic, and Management Dataset for Data-Driven Cotton Irrigation in NW China

description: This unique dataset integrates climate data, real-time soil sensor data, agronomic data, and crop management data, specifically designed to enhance smart irrigation decision-making for cotton in the semi-arid climate of Northwest China. The dataset establishes correlations between cotton yields, soil conditions, and climatic factors, including detailed records of irrigation, fertilization, crop yields, and soil moisture. To demonstrate its utility, the dataset was validated through the application of advanced machine learning techniques, including reinforcement learning (RL) and algorithms such as DNN, XGBoost, MLP, and RF, to optimize irrigation strategies and simulate irrigation-yield relationships. These approaches effectively balanced crop yield maximization with water use efficiency, underscoring the dataset’s potential to advance sustainable agricultural practices. This dataset serves as a valuable resource for data-driven agricultural research, enabling smart decision-making, validating crop models, and improving agricultural sustainability.
DOI: 10.17632/mgbkpx7fp2
title: Data for: Interpreting the oil risk premium: do oil price shocks matter?

description: Datasets and codes associate wih the paper "Interpreting the oil risk premium: do oil price shocks matter?". Detailed description of the data is contained in the .zip file
DOI: 10.6084/m9.figshare.1476247.v3
title: Chromosomal instability, tolerance of mitotic errors and multidrug resistance are promoted by tetraploidization in human cells

description: Up to 80% of human cancers, in particular solid tumors, contain cells with abnormal chromosomal numbers, or aneuploidy, which is often linked with marked chromosomal instability. Whereas in some tumors the aneuploidy occurs by missegregation of one or a few chromosomes, aneuploidy can also arise during proliferation of inherently unstable tetraploid cells generated by whole genome doubling from diploid cells. Recent findings from cancer genome sequencing projects suggest that nearly 40% of tumors underwent whole genome doubling at some point of tumorigenesis, yet its contribution to cancer phenotypes and benefits for malignant growth remain unclear. Here, we investigated the consequences of a whole genome doubling in both cancerous and non-transformed p53 positive human cells. SNP array analysis and multicolor karyotyping revealed that induced whole-genome doubling led to variable aneuploidy. We found that chromosomal instability (CIN) is a frequent, but not a default outcome of whole genome doubling. The CIN phenotypes were accompanied by increased tolerance to mitotic errors that was mediated by suppression of the p53 signaling. Additionally, the expression of pro-apoptotic factors, such as iASPP and cIAP2, was downregulated. Furthermore, we found that whole genome doubling promotes resistance to a broad spectrum of chemotherapeutic drugs and stimulates anchorage-independent growth even in non-transformed p53-positive human cells. Taken together, whole genome doubling provides multifaceted benefits for malignant growth. Our findings provide new insight why genome-doubling promotes tumorigenesis and correlates with poor survival in cancer.
DOI: 10.17632/6scttfx7mr
title: Elements for the replication of the article: Productivity Slowdown and Tax Havens: where is measured value creation?

description: This folder contains the elements for the replication of the article: Productivity Slowdown and Tax Havens: where is measured
value creation? accepted for publication in the Journal of International Economics.
DOI: 10.17632/93nkmt9nrr
title: Data for: Investigating antecedents of plagiarism using extended theory of planned behavior
DOI: 10.17632/cvxb9dnywm
title: Top managers with information technology backgrounds and digital transformation: Evidence from small and medium companies

description: The data and Do files needed for this study are packaged as follows.
DOI: 10.17632/rcxfh67zkn
title: Military objects in military environments

description: The dataset will consist of images of tanks, drones, soldiers, and civilians. 
The final dataset used to train our object detection model consists of 7985 images. 
Distribution of images and instances for each class. Instances refer to the
number of targeted objects in the images, such as tanks, drones, soldiers, or people. The number of images and
instances of each has been carefully considered to provide the
best possible result for various factors.
Class Number of Images Number of Instances
Tanks 3000 4990
Drones 1359 1296
People 2644 4492
Soldiers 982 3240

Each of the classes includes the diversification of the images and instances across many conditions, including but not limited to:
• Clarity
• Weather
• Occlusion
• Time of day
• Illumination
• Image quality
• Discernibility
• Instance count
DOI: 10.17632/768snffp8d
title: Export Performance

description: The hypothesis is to make a link between technology and export performance. Exposing the level of export performance in big manufacturing firms of the south of Brazil, that have a high level of applied technology.
DOI: 10.17632/7krrvxtsmm
title: Life Cycle Inventory and Assessment datasets on the Operational Sustainability of the Ammonia Process.

description: Datasets presented here gives raw and processed data for several scenarios related to the ammonia process as a function of depleting raw material flows, synthesis optimization, power generation, and utility power consumption. The datasets also illustrate economic indicators for which the sustainability of each scenario is assessed and judged using Life Cycle Assessments.