cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/kss7hr8b38
title: Biopolyols obtained from rapeseed oil as a replacement of petrochemical components in the production of ecological thermal insulation materials

description: In the present work, we report on closed-cell rigid polyurethane foams containing up to 100% rapeseed oil-based polyols
instead of petrochemical polyol. Two biopolyols synthesized via either transesterification or epoxidation and subsequent ring opening reaction pathways were tested. Both biopolyols show similar hydroxyl number, while they differ in chemical structures having thus significantly different average molecular weights and functionalities. While the low-functional biopolyol synthesized via transesterification exhibits high reactivity during foaming, the high-functional biopolyol synthesized via epoxidation and subsequent ring opening reaction is less reactive but leading to the PUR foams with a high cell density. Moreover, the cell density increases with the increasing content of the EPO_DEG biopolyol resulting in a positive effect on the functional properties of the obtained PU foams.
DOI: 10.17632/4m9n7zzvwk
title: Digital Twin for CNC Power Dataset

description: The study titled "Digital Twin Framework with Human and Machine Intelligence for Power Consumption Prediction in CNC Machining" utilizes the "Digital_Twin_CNC_Dataset" for CNC power prediction. This dataset includes extensive experiments conducted on the modified Kakino path, focusing on various cutting parameters.

Here is a breakdown of the dataset:

1. Kakino_ap1: Contains experiments varying spindle speed and feed rate, with a constant depth of cut of 1.
2. Kakino_ap2: Contains experiments varying spindle speed and feed rate, with a constant depth of cut of 2.
3. Kakino_ap3: Contains experiments varying spindle speed and feed rate, with a constant depth of cut of 3.
4. Kakino_ap4: Contains experiments varying spindle speed and feed rate, with a constant depth of cut of 4.
5. Kakino_ap5: Contains experiments varying spindle speed and feed rate, with a constant depth of cut of 5.

Additionally, the dataset includes:

a. NC Program: Details of the specific NC program used to execute the modified Kakino path on the workpiece.
b. ADT_Result: Summarized results from all cutting parameters, validating the applied digital twin formulation for specific spindle speeds and depths of cut.
c. Real World: Video recordings of the cutting process in the actual machining environment.
e. Virtual Simulation: Simulated environment for conducting virtual tests of the cutting process.

This comprehensive dataset supports the development and validation of predictive models for power consumption in CNC machining, 
leveraging digital twin technology enhanced by human and machine intelligence.
DOI: 10.17632/64db36w8kf
title: Data for "Network structure of resilience in university students"

description: Dataset for "Network structure of resilience in university students"
DOI: 10.17632/rgnh52j3st
title: Moldy: a portable molecular dynamics simulation program for serial and parallel computers

description: This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018) Abstract Moldy is a highly portable C program for performing molecular-dynamics simulations of solids and liquids using periodic boundary conditions. It runs in serial mode on a conventional workstation or on a parallel system using an interface to a parallel communications library such as MPI or BSP. The “replicated data” parallelization strategy is used to achieve reasonable performance with a minimal difference between serial and parallel code. The code has been optimized for high performance in bo... Title of program: Moldy Catalogue Id: ADLT_v1_0 Nature of problem Statistical thermodynamics of liquids and solids. Versions of this program held in the CPC repository in Mendeley Data ADLT_v1_0; Moldy; 10.1016/S0010-4655(99)00496-8
DOI: 10.17632/vhnks4n4h7
title: Dhaka Obesity: Dataset based on Eating Behavior and Physical Conditions

description: This dataset contains information about obesity levels based on eating behavior and physical conditions of individuals from Dhaka, Bangladesh. This comprehensive dataset is in tabular format that encompasses 17 attributes and 2182 records, providing insights into factors influencing obesity. This dataset is collected by doing surveys. The attributes of the dataset are as follows:

1. Gender
2. Age
3. Height (m)
4. Weight (kg)
5. Family history of overweight
6. High caloric food consumption
7. Vegetable consumption frequency
8. Daily main meals frequency
9. Between-meal food consumption frequency
10. Smoking
11. Alcohol intake
12. Daily water intake
13. Monitor calories
14. Physical exercise
15. Daily device usage duration
16. Mode of transportation
17. Obesity level
DOI: 10.17632/fjrf7hhm5x
title: Transportation

description: 109 people were surveyed to understand which factors affect the public transportation of Mumbai .
DOI: 10.17632/h784hj9s83
title: NeuroSense

description: Abstract: Understanding the somatosensory system and its abnormalities requires the development of devices that can accurately stimulate the human skin. New methods for assessing the somatosensory system can enhance the diagnosis, treatments, and overall prognosis for individuals with somatosensory impairments. Therefore, the design of NeuroSense, a tactile stimulator that evokes three types of daily life sensations (touch, air and vibration) is described in this work. The prototype aims to evoke quantitative assessments to evaluate the functionality of the somatosensory system and its abnormal conditions that affect the quality of life. In addition, the device has proven to have varying intensities and onset latencies after stimulation cues.
DOI: 10.6084/m9.figshare.1132675.v1
title: Elsevier Memento data

description: This file contains Memento information for all URIs from the Elsevier dataset.
DOI: 10.6084/m9.figshare.24912393.v1
title: Appendices (Supplementary material).docx

description: <b>Synergistic Forecasting: A Hybrid SARIMA-LSTM Model for Fatal Crash Prediction in the United States</b>
DOI: 10.6084/m9.figshare.19604245.v3
title: GHM code&data

description: This is the data and code related to the publication- <em>A generalized heterogeneity model for spatial interpolation.</em> <br> The order in which the entire model performs spatial interpolation has been labeled by serial number in the code folder. <br> Author: Peng Luo (Technical University of Munich) peng.luo@tum.de
DOI: 10.17632/twd8f2zdz7
title: Sexual Dimorphism of Circadian Liver Transcriptome

description: Sexual dimorphism affects various aspects of physiology, metabolism and longevity. Circadian clock is a master regulator of metabolism. Anti-aging dietary interventions reprogram circadian transcriptome in the liver and other tissues but little is known on sexual dimorphism of circadian transcriptome. We compared circadian transcriptomes in the liver of male and female mice on ad libitum (AL) and 30% caloric restriction (CR) diets. We found that control female mice had a larger number of oscillating genes than male mice and the portion of the transcriptome with sex-specific rhythms displayed phase difference. We found that CR increased the number of oscillating genes in both sexes and strongly synchronized the transcriptome without complete elimination of sex dimorphism in rhythms. Sex also had an effect on the response of the rhythms to CR. Gene ontology analysis revealed sex-specific signatures in metabolic pathways, which suggests a complex interaction of sex, circadian rhythms and diet.

The file contains physiological, normalized and unnormalized protein and transcriptomic data pertaining to this article.
DOI: 10.17632/7s4ttfpg88
title: Website movie data

description: Image and Text Introduction Data of Movies in Eleven Sites
DOI: 10.17632/7ykgrhv7pv
title: FPHL anti-androgens supplemental figures

description: Figure 1. Ludwig scale for female androgenetic alopecia. Reprinted from “Classifications of Patterned Hair Loss: A Review” by Gupta & Mysore, 2016, J Cutan Anesthet Surg.; 9(1): 3–12. Copyright 2016 Journal of Cutaneous and Aesthetic Surgery licensed under Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License. All rights reserved.

Figure 1 legend: 
Grade I: Perceptible thinning of the hair on the crown, limited in the front by a line situated 1-3 cm behind the frontal hairline
Grade II: Pronounced rarefaction of the hair on the crown within the area seen in Grade I
Grade III: Full baldness (total denudation) within the area seen in Grades I and II
Reprinted from “Classifications of Patterned Hair Loss: A Review” by Gupta & Mysore, 2016, J Cutan Anesthet Surg.; 9(1): 3–12. Copyright 2016 Journal of Cutaneous and Aesthetic Surgery licensed under Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License. All rights reserved.

Figure 2. Sinclair scale for female androgenetic alopecia. Reprinted from “Classifications of Patterned Hair Loss: A Review” by Gupta & Mysore, 2016, J Cutan Anesthet Surg.; 9(1): 3–12. Copyright 2016 Journal of Cutaneous and Aesthetic Surgery licensed under Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License. All rights reserved.

Figure 2 legend:
Women with stage 1 and 2 hair loss tend to present with either episodic or continuous increased hair shedding. On direct questioning most agree there has been a reduction in the volume of the hair when held in a ponytail. Women with stage 3, 4, and 5 hair loss may present with either loss of volume of hair over the scalp with widening of the central part, episodic increased hair shedding, or continuous hair shedding.
Reprinted from “The reliability of horizontally sectioned scalp biopsies in the diagnosis of chronic diffuse telogen hair loss in women” by Sinclair et al., J Am Acad Dermatol.; 2004 Aug;51(2):189-99. doi: 10.1016/s0190-9622(03)00045-8. PMID: 15280836.
DOI: 10.17632/nwsw7hvn5t
title: Georeferenced dataset of forest structural attributes, and tree-related microhabitats sampled in central and southern Italy

description: The present dataset contains information on structural attributes (including deadwood and its decay class), and tree-related microhabitats in six forest areas located in central and southern Italy. The data is provided both at tree and plot levels.
DOI: 10.17632/r7hrm9kbt5
title: Coefficients of fractional parentage in j-j coupling in the isospin representation

description: Title of program: JJTCFP Catalogue Id: ABKB_v1_0 Nature of problem The program JJTCFP evaluates the coefficients of fractional parentage, c.f.p., in the j-j coupling scheme for eigenstates of seniority, i-spin and total angular momentum. This program is applicable to any shell and can be used for fermions of only one type such as electrons. Versions of this program held in the CPC repository in Mendeley Data ABKB_v1_0; JJTCFP; 10.1016/0010-4655(70)90038-X This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/fry8x5rkz7
title: Panji Marabangun the Legendary Tale from Classical Javanese Literature in Indonesia

description: The journey of Raden Panji Marabangun (Kertapati) and his beloved, Candrakirana, who are separated and must overcome various complex challenges before they can finally be reunited.

The Panji narrative is a renowned piece of classical Javanese literature that emerged during the Majapahit era. Its influence has extended widely, becoming a significant part of cultural life across the Indonesian archipelago and Southeast Asia from ancient times to the present. This widespread appeal is reflected in the many versions of the Panji stories, preserved through both ancient manuscripts and oral storytelling traditions that have reached distant parts of Southeast Asia. Within Nusantara society, the Panji stories occupy a unique and esteemed role. Unlike traditional kakawin, which are largely shaped by Indian epics, the Panji tales are distinctly rooted in local Javanese culture. The stories revolve around Javanese knights and are set in native Javanese kingdoms rather than foreign ones. Most versions of the Panji tales are based in East Java and span from the 10th to the 16th centuries. Owing to their enduring popularity, these stories continue to thrive in various forms—including live performances, written literature, temple carvings, oral narratives, and even digital platforms.
DOI: 10.6084/m9.figshare.20468985.v1
title: mQTLdb_Metascape_Annotations

description: Annotations of genes of frailty related CpGs can be consulted and downloaded via direct request at the website (http://emea.support.illumina.com/array/array_kits/infinium-methylationepic-beadchip-kit/downloads.html#). The underlying roles of these genes are available at (https://metascape.org). Results of mQTL can be downloaded from the online tool mQTLdb (http://www.mqtldb.org.
DOI: 10.17632/4m3c54btmk
title: Supplementary high-resolution images and videos for "Plant water stress, not termite herbivory, causes Namibia’s fairy circles" (PPEES - doi:10.1016/j.ppees.2022.125698)

description: These visual data contain the same images and videos as the supplemental Word document (Appendix A), but the images are in high resolution. 

Figure captions:

Fig. A.1. 
Grass excavations at the Kam-1 plot undertaken in March 2022. Grasses were dead within the FCs and 
these wilted plants occurred primarily at the inner edges of the FCs (a,b). Various sizes of still vital and greenish
matrix grasses (upper plants in c-f) have been compared to the dead grasses from within the FCs
(lower plants in c-f). The root morphology of the dead FC grasses is indistinguishable from the roots
of the vital matrix grasses and signs of termite herbivory are completely absent.

Fig. A.2. 
Data loggers at the Jag-1 plot. Twelve soil-moisture sensors were installed at 20 cm depth along a transect
connecting two FCs (a,b). No grass cover existed during the drought in 2020, making this setup ideal to study
the effects of active grass growth on the soilwater distribution before, during, and at the end of the rainy seasons (c,d).

Fig. A.3. 
Examples of infiltration measurements inside fairy circles in various regions of Namibia such as at Jag-1 in the 
NamibRand Nature Reserve (a), at Mar-1 in the Marienfluss Valley (b), and at Tso-1 in the Tsondab Valley (c).

Fig. A.4. 
Additional examples of grass excavations undertaken in 2021 at Garub (a,b) and Brandberg
(c-f). Grass death inside FCs at Gar-1 occurred despite the fact that most roots were undamaged and
were covered by an intact rhizosheath (a,b). Also at Brandberg in the Bra-3 plot, the grasses died
inside the FCs (upper plants in c,d) although the roots were undamaged. In the Bra-4 plot, the dead
grasses from within the FCs (upper plants in e,f) had on average longer roots than the vital green
grasses of the matrix (lower plants in e,f).

Fig. A.5. 
Continuous soil-moisture measurements from dry to rainy season at Jagkop. This image
shows the download of the data on 25th February 2021, when the grasses were still vital and at full
bloom.

Fig. A.6. 
Examples of two FCs where grass excavations have been done in the Jag-1 plot. The drone
images in (a) and (b) have been taken on 23rd February 2021, hence two days prior to the grass
excavations. Comparisons with drone images of the same locations from 15th February 2020 (c,d) and
with Google satellite imagery from 1st August 2016 (e,f) were used to specifically identify new
emerging FCs that are different from the long-lived mature FCs in the surrounding. The arrows in (a)
and (b) point to such exemplary FCs, where grass excavations have been undertaken. 

Video A.1. 
Short movie of the excavation of grass at the Kam-1 plot near the Kamberg. The movie
was recorded about a week after the grass-triggering rainfall event that occurred on 4th March 2020.

Video A.2. 
Short movie of the excavation of grasses at the Bra-4 plot at Brandberg, about 35 days
after grass-triggering rainfall.
DOI: 10.17632/7ppcf7cs27
title: Exploring Phononic Properties of Two-Dimensional Materials using Machine Learning Interatomic Potentials

description: In this manual we provide a guide on the practical implementation and reproduction of the results presented in our publication entitled: "Exploring Phononic Properties of Two-Dimensional Materials using Machine Learning Interatomic Potentials". We specifically discuss the repository https://gitlab.com/ivannovikov/mlip_phonopy with the MLIP_PHONOPY code—a C++ interface between the MLIP code and the PHONOPY software—which allows one to calculate phonon spectra, group velocities, thermal properties, etc., of a two-dimensional material. Along with the repository description, this manual contains an instruction on quick installation of the stable branch of the MLIP code, a description of VASP input files for ab initio molecular dynamics (AIMD) calculations (namely, the folders Structures and VASP-inputs) and training set preparation, an instruction on passive training of MomentTensor Potentials (MTPs) using the MLIP code. Finaly, we describe the folders Untrained-MTPs and Exampleswith the additional files available here: http://dx.doi.org/10.17632/7ppcf7cs27.1.
DOI: 10.17632/h943m59zmr
title: Multiple Sclerosis 2022

description: Data comparing the length and height of the sagittal sinus of MS patients compared to controls to calculate the wall deflection.
DOI: 10.6084/m9.figshare.19596589.v1
title: Initial consensus sequences

description: we first prepared a query library by clustering the 165 RT amino acid sequences of Gypsy and Copia reference elements taken from Gypsy database version 2 (Llorens et al., 2011) at a depth of 40% identity and we selected one representative sequence per cluster (n=35). We then used the resulting RT library to search for homologous regions in target genomes with tBLASTn from ncbiblast+ package. All overlapping hits on genomes were merged and the corresponding fasta sequences within the expected size range (520-840 bp) were extracted (n=). To avoid sparing unnecessary computational time, during following steps, RT sequences from each species were clustered at a threshold of 95% identity using MMseqs2 (Steinegger and Soding, 2017) and a maximum of 50 sequences per group were selected for downward analysis. The genomic positions of RT coding regions were extended of 5 kb upstream and downstream and the corresponding sequences were extracted (n=). Extended hits were then clustered using mmseqs2 (with parameters -c 0.5 --max-seq-len 15000), and the groups containing at least 5 sequences were aligned with MAFFT (Katoh et al., 2002). A consensus sequence was then generated for each sequence alignment through the modules “msa2profile” (with parameters --match-mode 1 --match-ratio 0.5) and “profile2consensus“, resulting in 25,565 consensus sequences. To address the fraction of the consensus sequences representing LTR retrotransposons, we compared each one to a library of reference aa RT sequences from Copia, Gypsy, DIRS, endogenous retroviruses, Caulimoviridae, and LINEs using BLASTx. The consensus corresponding to LTR retrotransposons were identified from their best hit (highest bit score) against RT from Copia or Gypsy.
DOI: 10.17632/fjr7py9vxv
title: PHBH data: DSC, TGA, SEM, tensile tests, rheology

description: This data repository contains measured raw data files of differential scanning calorimetry (DSC), thermogravimetric analysis (TGA), scanning electron microscopy (SEM), rheology and tensile test measurements of Poly(hydroxybutyrate-co-3-hexanoate) (PHBH) monofilaments.
DOI: 10.6084/m9.figshare.21746085.v1
title: Growth and elemental data.xlsx from Adaptation to a limiting element involves mitigation of multiple elemental imbalances

description: About 20 elements underlie biology and thus constrain biomass production. Recent systems-level observations indicate that altered supply of one element impacts the processing of most elements encompassing an organism (i.e. ionome). Little is known about the evolutionary tendencies of ionomes as populations adapt to distinct biogeochemical environments. We evolved the bacterium <i>Serratia marcescens</i> under five conditions (i.e. low carbon, nitrogen, phosphorus, iron or manganese) that limited the yield of the ancestor compared with replete medium, and measured the concentrations and use efficiency of these five, and five other elements. Both physiological responses of the ancestor, as well as evolutionary responses of descendants to experimental environments involved changes in the content and use efficiencies of the limiting element, and several others. Differences in coefficients of variation in elemental contents based on biological functions were evident, with those involved in biochemical building (C, N, P, S) varying least, followed by biochemical balance (Ca, K, Mg, Na), and biochemical catalysis (Fe, Mn). Finally, descendants evolved to mitigate elemental imbalances evident in the ancestor in response to limiting conditions. Understanding the tendencies of such ionomic responses will be useful to better forecast biological responses to geochemical changes.
DOI: 10.17632/ktt5t9gsnk
title: 4D movie audiences' emotional responses to motion effects and empathy

description: The emotional responses elicited by 4D movie clips (movie clips + pitch motion effect) was investigated. To investigate the empathy effect to emotional responses, the group of participants was divided according to their empathy level (low/high). There were five movie clips, which all participants watched. The level of pitch motion effect (angle) was three, and it was divided into those that do not provide motion effects (0), and those that provide motion effects (5, 10). Thirteen emotional responses were investigated after participants watched each 4D movie clip.
DOI: 10.17632/fv7wf7gjwp
title: Replication data. Northmore-Ball, Ksenia and Katerina Tertytchnaya (2023) "The long-term effects of voting for autocracy: Evidence from Russia" Electoral Studies.

description: This file contains the harmonized data, analysis replication command files (STATA and R scripts), and data harmonization command files.
DOI: 10.17632/pzwgh395m6
title: Datasets for Time Series Analysis

description: This database is a replication of the database provided by https://github.com/thuml/Time-Series-Library and contains 22 datasets that can be used for time series forecasting, imputation, classification, and anomaly detection.
DOI: 10.17632/4sf2g6gmdd
title: The Invar tensor package

description: Abstract The Invar package is introduced, a fast manipulator of generic scalar polynomial expressions formed from the Riemann tensor of a four-dimensional metric-compatible connection. The package can maximally simplify any polynomial containing tensor products of up to seven Riemann tensors within seconds. It has been implemented both in Mathematica and Maple algebraic systems. Title of program: Invar Tensor Package Catalogue Id: ADZK_v1_0 Nature of problem Manipulation and simplification of tensor expressions. Special attention on simplifying scalar polynomial expressions formed from the Riemann tensor on a four-dimensional metric-compatible manifold. Versions of this program held in the CPC repository in Mendeley Data ADZK_v1_0; Invar Tensor Package; 10.1016/j.cpc.2007.05.015 ADZK_v2_0; Invar Tensor Package v2.0; 10.1016/j.cpc.2008.04.018 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/5n2s2f5z4w
title: Data for Rain Prediction

description: The dataset contains temperature, humidity, and weather status (0 for no rain and 1 for raining) collected from four selected areas in Metro Manila and Rizal province, as well as three different weather state predictions from the simple linear, Gauss-Newton and Nernst-based non-linear, and 14-gene genetic programming regression models developed from the said dataset.
DOI: 10.17632/hvm3vh337g
title: [Supplemental data] Impacts of Alopecia Areata on Psychiatric Disorders : A Retrospective Cohort Study

description: Supplemental Figure 1 Supplemental Table 1