cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/38hzsd55yc
title: Test data for the assesment of joint day-ahad energy-reserve allocation

description: This dataset is constructed to demonstrate and evaluate the joint day-ahed trading of electrical energy and network reserves on European-type power exchanges. The corresponding optimization models and the results of the simulation are presented in the manuscript entitled "Algorithm design for European electricity market clearing with implicit procurement of control reserves". The dataset contains 3 files: 1) journal18-base_N101-N102-N103-N104_180227_coopt.dat: General market settings, bid and network parameters used in the joint allocation scenario. 2) journal18-base_N101-N102-N103-N104_180227_sep.dat: General market settings, bid and network parameters used for the energy market in the separated allocation scenario. 3) notations.pdf: Explanation of the parameter notations (in the other two files) using the concepts presented in the manuscript.
DOI: 10.17632/hjrfgys29n
title: Compressive Strength of Steel Fiber Reinforced Concrete Structures at Elevated Temperatures

description: Experimental studies using a substantial number of datasets can be avoided by employing efficient methods to predict the mechanical properties of construction materials. The correlation between the mechanical attributes and structural performance of these structures can be determined using an efficient mathematical model.
DOI: 10.17632/n8bddy67sk
title: Raw and processed data from face-to-face interviews in women-owned enterprises: Productive use in 40 enterprises across multiple African countries

description: The current body of research on the gender-energy nexus has largely concentrated on the effects of energy poverty within households, highlighting the impact on women in domestic settings. Nonetheless, women entrepreneurs engaged in productive activities are also pivotal in adopting new energy technologies. The second version was built on the first version of the dataset and incorporated significant updates, presenting raw and processed data from 40 face-to-face interviews conducted across multiple African countries, including Nigeria, which was previously excluded. The current Version 3 includes additional data cleaning, improved consistency checks, and is the most updated and reliable version for reference or analysis compared to previous versions.

The dataset focuses on micro and small-sized enterprises with at least one female owner, offering a unified and comprehensive sample to assess energy access among women entrepreneurs in Africa and explore the potential for renewable energy adoption. 

The data collection through semi-structured, face-to-face interviews occurred between February and October 2024. The interviews followed a predetermined semi-structured questionnaire designed to collect quantitative and qualitative data. The notes section explains the main methods and references used in the dataset. Distinctions are also made between primary and secondary data for appliance power ratings, ensuring transparency in cases where secondary data supplements gaps. This version (as did Version 2) includes updated technical data, such as time-of-use information for appliances, enhancing the dataset's strength in providing technical insights. 

Key components of the dataset include:
- Socio-economic characteristics: Enterprise location, ISIC division and industry sector classification, main production goods, gender-based ownership structures, enterprise formality (based on registration), year of establishment or business start, enterprise size (number of employees), profit margins, and business challenges related to the owner's gender. 
- Energy access and use: Type of energy carriers used, subapplications, energy supply shortages, energy consumption levels, type, number, power rating of appliances used, temperature requirements, time-of-use data, and energy expenditure. 
- Potential for renewable energy adoption: Type and amount of process waste, perceived barriers and drivers for renewable energy adoption, willingness to invest in or pay for new technologies, and preferred financing methods for such technologies.
DOI: 10.17632/zj8tfm2j3t
title: Program for Birkhoff-Gustavson normal form for N degrees of freedom - BIRKHOFF 1.2

description: Abstract A REDUCE program to calculate the Birkhoff-Gustavson normal form of a Hamiltonian system with N degrees of freedom is presented. The potential of the system should be a polynomial in coordinates and momenta. The program enables the calculation of the approximate integrals of motion up to a given order in powers of coordinates and momenta. Title of program: BIRKHOFF version 1.2 Catalogue Id: ACLL_v1_0 Nature of problem In classical as well as in quantum mechanics one wishes to obtain the properties of the solutions of equations of motion without actually solving the equations of motion explicitly. The Birkhoff-Gustavson normal form approach is a means of finding the approximate constants of motion of a hamiltonian system with polynomial potential, if they exist. Versions of this program held in the CPC repository in Mendeley Data ACLL_v1_0; BIRKHOFF version 1.2; 10.1016/0010-4655(93)90025-8 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.6084/m9.figshare.14462271.v1
title: Metagenomic assemblies

description: Sample reads were co-assembled based on each sampling location using metaSPAdes v 3.11.1 with the following flags ‘-meta -t 16 --phred-offset 33 -m 500 -k 21,33,55,77,99,119’ and further filtered to a minimum scaffold length of 500 bp. Reads from samples and controls (i.e., extraction blank, filter blank, DI water blank) were mapped to co-assemblies using BWA-MEM. An approach similar to Dai et al.(Dai et al., 2020) was used to remove potential contaminant scaffolds.
DOI: 10.17632/2prnjw7sc8
title: Data for: Long-term shifts in water quality show scale-dependent bioindicator responses across Russia - insights from 40 year-long bioindicator monitoring program

description: Standardized bioindicator values for phytoplankton (F), zooplankton (Z), periphyton (P) and zoobenthos(B). Provided are the minimum and maximum values of the Saprobic Index (Sládeček, 1973) for F, Z and P and of the Trent/Biotic Index (Woodiwiss, 1964) for B. The Saprobic index correlates negatively with water quality while the Trent Index correlates positively with water quality. The spatial and environmental covariates are provided in the file covariates.csv and the bioindicator data in the file bioindicators.csv.
DOI: 10.6084/m9.figshare.11686614.v1
title: MOESM4 of Insights into high-pressure acclimation: comparative transcriptome analysis of sea cucumber Apostichopus japonicus at different hydrostatic pressure exposures

description: Additional file 4 Table S3. Swiss-Prot annotation of pressure-sensitive DEGs. DEGs: differentially expressed genes.
DOI: 10.6084/m9.figshare.26999638.v1
title: Rule reversal aPCx-to-OB feedback data

description: While animals readily adjust their behavior to adapt to relevant changes in the environment, the neural pathways enabling these changes remain largely unknown. Here, using multiphoton imaging, we investigated whether feedback from the piriform cortex to the olfactory bulb supports such behavioral flexibility. To this end, we engaged head-fixed mice in a multimodal rule-reversal task guided by olfactory and auditory cues. Both odor and, surprisingly, the sound cues triggered responses in the cortical bulbar feedback axons which preceded the behavioral report. Responses to the same sensory cue were strongly modulated upon changes in stimulus-reward contingency (rule reversals). The re-shaping of individual bouton responses occurred within seconds of the rule-reversal events and was correlated with changes in the behavior. Optogenetic perturbation of cortical feedback within the bulb disrupted the behavioral performance. Our results indicate that the piriform-to-olfactory bulb feedback axons carry stimulus identity and reward contingency signals which are rapidly re-formatted according to changes in the behavioral context.Feedback_responses.zip : All feedback axon boutons imaging data and their associated behavioral informationSniffing.zip : All sniffing data and its associated behavioral informationSuppression.zip : All optogenetic suppression behavioral dataD1_FOV10.zip : All data from the example sessionCode: https://github.com/DiegoEHT/Rule_reversal_aPCx_feedback
DOI: 10.6084/m9.figshare.28359212.v1
title: Trajetories

description: Nonenzymatic self-replication is considered as one of the most primordial functions of RNA, which likely preceded the emergence of more complex ribozymes. Among different possible scenarios, nucleotide activation with imidazole derivatives attracted substantial attention over the last years. However, despite the progress in proposing plausible variants of nonenzymatic RNA template copying with phosphoroimidazolides, mechanistic aspects of this process still remain obscure. Furthermore, efficient RNA self-replication involving activated uridine and adenosine still remains a challenge. Here, we employed classical molecular dynamics simulations to evaluate the binding specificity of different imidazolium-bridged dinucleotide intermediates, which was suggested to control the yield and fidelity of the reaction. In particular, RMSD-based clustering of the MD trajectories revealed previously unknown structural arrangements of activated dinucleotide intermediates that may play a critical role in non-enzymatic primer extension. Most importantly, our results indicate that yield and fidelity of nonenzymatic RNA template copying cannot be simply associated with the number of Watson-Crick hydrogen bonds between the activated dinucleotides and the templating strand. Instead, efficiency of the reaction correlates with the preference for the formation of canonically stacked form of the activated dinucleotide intermediate, which can then selectively bind to the template and participate in the primer extension reaction.
DOI: 10.17632/3t6rbtcms8
title: TelecomX

description: **Short description**
The task is to analyze the presented data on Internet traffic consumption by subscribers, by examining the data on the volume of transmitted and received traffic from the communication equipment (switches) exports. The data of the described subject area is presented in the form of files with synthetic data. Full description with diagrams in attachment. Additional dataset options are available here -- https://github.com/d-yacenko/dataset

For entities such as Client, Physical, Company, Plan, Subscriber, and PSXAttrs, data are provided as a current snapshot — one entity, one file with current
data.
Data from switches are exported every 10 minutes. For example, with 10 switches, 24*6*10 = 1440 files are
exported per day. File names contain the switch name and export time. Alternatively, data could be streamed
from equipment via systems like Kafka.
This work presents three dataset variants — exports from 6 switches over 7 days for operators of varying
sizes:
• telecom10k - operator with 10,000 subscribers (51MB),
• telecom100k - operator with 100,000 subscribers (696MB),
• telecom1000k - operator with 1,000,000 subscribers (7.2GB).
The task is to analyze the presented data on Internet traffic consumption by subscribers, by examining the
data on the volume of transmitted and received traffic from the communication equipment (switches) exports.
During the analysis, it is necessary to compare the retrospective consumption of a subscriber’s traffic with the
current, and upon detecting atypical consumption, to conclude hacking. A data showcase table (data mart)
should be constructed for each hour of data from the switches, i.e., the number of showcases should equal the
period (in hours) for which operational data were exported, e.g., 24*7 = 168. The showcase should present the
following data:
• Time,
• Client name,
• Client contract number,
• Contact data for communication with the client,
• Presumed hacking status (hacked/clear),
• Justification of the presumed hacking status (brief history of traffic consumption).
The methods required for this task include data cleaning, data loading, data mart calculation, etc. In addition
to data analysis, it is important to apply data governance practices to control data quality at all stages of the
analysis (data quality), determine data origins (data lineage), and describe the glossary of the subject area.
Expected Result. Based on the available data, a set of data marts with a calculation interval of 1 hour of
input data should be constructed, containing information on consumer traffic consumption and signs of suspected
hacking.
DOI: 10.6084/m9.figshare.25051568.v1
title: source data.sav

description: nicotine on the osteogenesis of the alveolar bone in Sprague‑Dawley rats
DOI: 10.6084/m9.figshare.27117169.v1
title: <b>Chromosome-level genome assembly and annotation of the </b><b>White-spotted spinefoot</b><b> </b><b><i>Siganus canaliculatus</i></b>

description: <b>Chromosom</b><b>e-level </b><b>genome </b><b>ass</b><b>embly and</b><b> </b><b>annotation of </b><b>the </b><b>White-spotted spinefoot</b><b> </b><b><i>Siganus canaliculatus</i></b><b> </b><b>using PacBio HiFi and Hi-C technologies</b>.
DOI: 10.6084/m9.figshare.27960870.v2
title: The clinical indexes andimmunological status of HIV/AIDS patients undergoingdifferent highly activeantiretroviral treatments

description: This study aims to investigate the differences of clinical indices in HIVpatients between three different first-line antiretroviral treatment strategies inYunnan Province, China. Furthermore, the hematologic system, liver function,kidney function, blood lipid levels of HIV patients and its association with CD4+count, CD8+ count, CD4/CD8 ratio and antiretroviral treatment werealso assessed.
DOI: 10.17632/rbxbzjyc8b
title: Data for: Public Acceptance of Drones: Knowledge, Attitudes, and Practice

description: These are the survey results exported from Qualtrics survey program.
DOI: 10.6084/m9.figshare.14160545.v2
title: Sousa et al 2021 Dataset Manuscript

description: Dataset used at the manuscript "<b>Reproductive barriers in cassava: Factors and implications for genetic improvement</b>" submitted at <b>PlosOne</b> JournalThroughout this dataset we evaluated the main reproductive barriers in cassava responsible by the high rates of flower abortion. Aiming to estimate the effects factors of the cassava flower abortion rates: 1) we analysed pre and post zigotic reproductive barriers between intraspecific crosses; 2) we evaluated the pollen-pistil interactions; and 3) identified the population structure among elite clones used as parents in breeding programs.New insights on cassava reproduction are provided to assist in practical crossing to maximize the recombination of contrasting clones.
DOI: 10.6084/m9.figshare.2066742.v5
title: Unified Cropland Layer

description: In order to produce the best global cropland map, the fittest existing cropland map at country level was identified by means of a multi-criteria analysis. Four criteria were selected to evaluate the fitness of a cropland map: the adequacy of the legend, the spatial resolution, the timeliness and the confidence level. Those fittest maps were resampled at 250 meters in a reference grid with an average resampling method and then joined spatially in order to form the Unified Cropland Layer. The current version is for the year 2014.
DOI: 10.6084/m9.figshare.21294870.v1
title: Vickers-Chan-7thGraders_Multiplex_Social .zip

description: The dataset representing the multiplex social network in a school in Victoria, Australia. If you use this dataset in your work either for analysis or for visualization, you should acknowledge/cite the following papers: <br> Representing Classroom Social Structure. Melbourne: Victoria Institute of Secondary Education M. Vickers and S. Chan, (1981) <br> The data were collected by Vickers from 29 seventh grade students in a school in Victoria, Australia. Students were asked to nominate their classmates on a number of relations including the following three (layers): <br> 1. Who do you get on with in the class? 2. Who are your best friends in the class? 3. Who would you prefer to work with? <br> Students 1 through 12 are boys and 13 through 29 are girls. <br> There are 29 nodes in total, labelled with integer ID between 1 and 29, with 740 connections. The multiplex is directed and unweighted, stored as edges list in the file Vickers-Chan-7thGraders_multiplex.edges <br> with format <br> layerID nodeID nodeID weight <br> (Note: all weights are set to 1) <br> The IDs of all layers are stored in <br> Vickers-Chan-7thGraders_layers.txt <br> <br>
DOI: 10.6084/m9.figshare.11690466.v1
title: PNSS-1

description: Data from simulation PNSS.1 from Almeida & Nemmen 2020
DOI: 10.6084/m9.figshare.17032874.v1
title: Annotation of the earthworm Eisenia fetida transcriptome

description: Annotation of the <i>Eisenia fetida</i> transcriptome.
DOI: 10.6084/m9.figshare.25114157.v1
title: <b>Aggression, anxiety, and stereotypic behaviour </b>

description: Female C57BL/6J, BALB/cJ, and DBA/2J mice (n = 21; 7 mice per strain) were housed in mixed-strain trios and given temporary access to a large playpen with their cage mates three times per week. Control mice (n = 21; 7 mice per strain) remained in their home cages. Home cage behaviour (development of stereotypic behaviour over time, aggression following cage-changing) and anxiety tests were used to assess how playpen access impacted welfare.<b>In each dataset:</b>Treatments: C=control, P=playpenStrain: B=balb/c, C=C57Bl/6, D=dbaAnxiety data: OF=open field, EPM=elevated plus mazeStereotypic behaviour data: Activity=duration active (seconds)Day_type: B=baseline, P=playpen, N=no playpenAggression data: A=anogenital investigation, D=displacement, P=pinning/boxing, G=rough grooming, C=chasing, F=fighting, M=mounting<br>
DOI: 10.6084/m9.figshare.27941694.v1
title: Hetero-GNN Checkpoints

description: Model checkpoints for Hetero-GNN model
DOI: 10.6084/m9.figshare.28928006.v1
title: <b>Mitochondrial phylogenomics brings new light to uncertain taxa evolutionary relationships within the Culicidae family tree</b>

description: Mitochondrial molecular markers are widely used in phylogenetic reconstruction due to their balance between ease of recovery and species discrimination efficiency. However, inferring deep evolutionary relationships using one or few partial mitochondrial markers remains challenging due to signal saturation over time, often resulting in low phylogenetic support. To address gaps in the phylogeny of Culicidae, we conducted phylogenomic analyses using complete mitochondrial genomes, either newly sequenced or obtained from public databases. We performed three analyses based on different datasets: (1) whole mitogenome nucleotide sequences, (2) partitioned nucleotide sequences of protein-coding genes (PCGs), and (3) concatenated predicted proteins. We assembled seven mitogenomes: <i>Ma. wilsoni</i>, <i>Cq. hermanoi</i>, <i>Cx. taeniopius</i>, <i>Ae. angustivittatus</i>, <i>Cx. erythrothorax</i>, <i>Li. durhamii</i>, and <i>Wy. smithii</i>. Our findings support the inclusion of <i>Lutzia</i> within <i>Culex</i> as a subgenus rather than a separate genus. The placement of <i>Toxorhynchites</i> aligned with previous studies but showed higher support, likely due to broader taxon sampling. <i>Mansonia</i> and <i>Coquillettidia</i> consistently grouped within their expected tribe across all analyses. This study provides a more robust and resolved phylogenetic framework for Culicidae, refining the positioning of historically uncertain taxa within the family.
DOI: 10.6084/m9.figshare.7936604.v1
title: Vertical stratification of peatland microbial communities follows a gradient of functional types across hummock–hollow microtopographies

description: Microbes play crucial roles in global carbon cycles, particularly in peatland ecosystems that store vast quantities of carbon. Boreal peatlands are under stress from commercial extraction of peat, drainage for conversion to forestry and agricultural lands, and climate change. In this study, we identify key microbial groups and their ecological functions across peatland depth profiles and provide insight into how environmental changes related to water table may alter microbial communities. We examined the diversity and composition of prokaryotic communities across a microtopographic hummock–hollow gradient using Illumina sequencing. Communities formed a gradient of species and functional groups with depth, with overlap in functional groups at lower layers of hummocks and upper layers of hollows. Yet, overall, we found significantly different prokaryotic communities in hollows than hummocks. Surfaces of hummocks were typified by aerobic chemoorganotrophs, methanotrophs and chemoheterotrophs, mid-depths were typified by aerobic chemoorganotrophs, nitrogen-fixing bacteria and anaerobic nitrate reducers, while lower depths in hollows were typified by anaerobic and facultative anaerobic chemoorganotrophs, nitrate reducers and methanogenic archaea. Microbial composition as a function of hydrology and moisture regimes suggests that environmental changes that alter hydrological regimes (e.g., climate change, peatland draining) may alter carbon and nutrient cycling regimes.
DOI: 10.6084/m9.figshare.20861305.v1
title: FTIR Raw Data

description: FTIR raw data
DOI: 10.6084/m9.figshare.28235258.v2
title: Data and code for Poverty Alleviation Resettlement in China Reduces Deforestation

description: Deforestation frequently accompanies poverty, yet various anti-poverty programs in many countries have exhibited mixed results in addressing deforestation. Poverty Alleviation Resettlement (PAR) stands out as one of the few government-led resettlement programs designed to alleviate poverty, offering comprehensive follow-up support for quality of life and employment after relocation. Our study uncovered empirical evidence of the PAR program’s impact on forest quality. Through a multiperiod difference-in-differences analysis of remote sensing and household survey data, we discovered that the PAR program significantly curbed deforestation in the participating counties and reduced forest-clearing activities among the resettled households, even those relocating to rural villages. Mechanism analysis revealed that the program discouraged deforestation by enhancing market accessibility, fostering non-farm employment opportunities, and elevating income levels. The study underscores that altering livelihood strategies and lifestyles is essential for resettlement programs to effectively mitigate ecological degradation.
DOI: 10.6084/m9.figshare.28921538.v1
title: <b>Do AI dream of holding a painting brush?</b>How do AI image generators affect visual creators.

description: <b>INM317 Design Justice Module (2024-2025)</b>
DOI: 10.6084/m9.figshare.29050958.v1
title: Miniconda3-py39_4.9.2-Linux-x86_64.sh

description: None