cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rb6b2j6b5g
title: Thermograms of lakes of Bolshoy Solovetsky Island

description: Cultural and historic ensemble of the Solovetsky Islands is listed by UNESCO as the World Heritage Site. The Solovetsky archipelago comprises six islands in the western part of the White Sea, covering 300 km2. Population of the biggest island, Bolshoi Solovetsky, is under 1000, and about 30000 tourists visit the Iceland annually. Regular consumption of electricity is under 1,6 MW during the winter, and about 0,8 MW in the summer period. This energy is being produced by 2 diesel generators. There is no hot water supply on the island, but a part of households is connected to a district heating network consuming up to 2,6 MW (winter peak) of heat produced by 2 boilers. Some researches speak of geothermal anomaly under the Solovetsky archipelago (White sea). The hypothesis is based on studies of biocenose, which occurs to be uncharacteristic for the latitude. In 2021, Vernadsky State Geological Museum of RAS, with support of Neft-Service, ltd., has conducted series of temperature measurements in the lakes of Bolshoy Solovetsky island in order to test the hypothesis.
From a typical thermogram’s shape, all the lakes on Bolshoi Solovetsky island are of dimictic type, i.e. during a summer upper layers of water are warm, sometimes – up to 25 oC, and in the winter they get frozen. At the same time, dimictic lakes are supposed, at the depth unaffected by wind mixing and freezing, to have a corresponding with max density of water constant temperature, which is about 4 oC. In our case, all but two lakes respond to the rule. At the Bolshoye Krasnoe lake, the bottom temperature at 15-20 m depth is well over 6 oC, and at the lake Shchuch’e – 5,16-5,26 oC. 
These anomalous values, theoretically, could be caused by one of 3 reasons;
•	chemical reactions in the bottom sediments,
•	wind mixing of the water,
•	local anomaly of endogenic heat flow.
As the goal of the study is to evaluate a possibility of using geothermal resources at the island, we are interested in the 3d reason. But, to exclude the first two, additional researches have to be conducted.

In the attached file are the thermograms of 12 lakes of Bolshoy Solovetsky Island. Data was collected during the expedition in July 2021.
DOI: 10.17632/cybrc8p7yg
title: Data for: Shifts in precipitation and agricultural intensity increase phosphorus concentrations and loads in an agricultural watershed

description: discharge and phosphorus concentration data for the Sugar River, 1995 - 2017
DOI: 10.17632/ftp3mc25wz
title: Sensitivity of potato crop yield to climate change data

description: Sensitivity of potato crop yield to climate change data
DOI: 10.6084/m9.figshare.21331143.v2
title: Underwater acoustic target detection (UATD) dataset

description: This dataset file includes a training set named UATD_Trainging.zip, two test sets named UATD_Test_1.zip and UATD_Test_2.zip respectively, and a sonar image label tool named UATD_OpenSLT.zip
DOI: 10.6084/m9.figshare.17008985.v1
title: Workpiece profiles dataset (TESTS S1 and S2)

description: Profile measurements by Mahr Round Tester
DOI: 10.6084/m9.figshare.28748534.v2
title: Raw Data for Effects of Oxygen Availability on Pollutant Emissions and Particle Oxidative Potentials in Residential Biomass Combustion

description: Data for article
DOI: 10.17632/4z3mwmg3x7
title: Data for: Joining of SiC ceramics using CaO-Al2O3-SiO2 (CAS) glass ceramics

description: supplementary data
DOI: 10.17632/f7c724t3vg
title: Gender Trends - Supplement

description: Supplemental file for manuscript entitled "Gender trends in research output among matched dermatology residency applicants"
DOI: 10.17632/bnm4fgnz6k
title: Data for: Fractional grey model based on non-singular exponential kernel and its application in the prediction of electronic waste precious metal content

description: The supplementary materials include original data, introduction of basic knowledge, proof of theorem, program code, etc.
DOI: 10.17632/pyr7m8vtvz
title: Electricity Day Ahead Market Sample Dataset

description: This data set is generated for the purpose of representing Turkish Electricity Day Ahead Market bidding data. The sample consists of 25 single-day bidding data for hourly, block and flexible bids. Along with the data set, a description of the data generation procedure is also provided.
DOI: 10.6084/m9.figshare.26777614.v1
title: Additional file 6 of Social environment influences microbiota and potentially pathogenic bacterial communities on the skin of developing birds

description: Additional file 6.
DOI: 10.17035/d.2022.0218460215
title: Local Energy Optimization (LEO) model and input data for cost-efficient decarbonization of local energy systems by whole-system based design optimization

description: There are two files, one is an Excel file including the data inputs to the optimization model, and the other is the text file of the optimization model written as GAMS code. In the Excel file, the 1st Sheet defines the five aggregators marked as B1~B5 and the associated aggregator names. The 2nd Sheet provides the shiftable demand at certain hours for dishwasher, laundry, and electric vehicle when modelling demand response. The unit for the values is all ‘kWh’. The 3rd Sheet provides the hourly original electricity demand (before implementing demand response) for each aggregator on each typical day. The unit for the values is all ‘kWh’. The 4th Sheet provides the hourly original heating demand (before implementing building energy retrofit) for residential buildings on each typical day. The unit for the values is all ‘kWh’. The 5th Sheet provides the hourly heating demand savings on each typical day when implementing different building energy retrofit options (i.e., k1~k3). The unit for the values is all ‘kWh’. The 6th Sheet provides the hourly energy prices for each aggregator, including the electricity purchasing price (i.e., grid_buy), electricity feed-in price (i.e., grid_sell), and natural gas for boiler price (i.e., NG_b). The unit for the values is all ‘£/kWh’. The 7th Sheet provides the hourly solar radiation index (SRI) for each typical day. The unit for the values is all ‘W/m2’. The “sprw” … “winx” in the sheets represent different typical days, where “spr”, “hot”, “sum”, “aut” and “win” represent “spring”, “hot summer”, “summer”, “autumn” and “winter”, and “w”, “n” and “t” represent “weekday”, “weekend” and “extreme day” respectively. The text file provides the local energy optimization (LEO) model written as GAMS code. In the model, all sets, parameters, variables, equations, model solving settings, results output settings are provided in detail.
DOI: 10.17632/xhnzbvzg9f
title: heavy metal
DOI: 10.17632/jnr2z36g77
title: Hydrological drought prediction and its influencing factors analysis based on a machine learning model

description: Extreme Gradient Boosting ( XGBoost ) model and Shapley Additive Explanation ( SHAP ) variable importance index in python code. The data is 1 ° * 1 ° grid point related data of Huaihe River Basin.
DOI: 10.6084/m9.figshare.19929687.v1
title: Overall Life Satisfaction and Financial Well-Being: Revealing the Perceptions of the Beneficiaries of the Bolsa Família Program

description: Abstract The study aims to analyze overall life satisfaction (OLS) and the financial well-being (FWB) of low income individuals by investigating 595 beneficiaries of the Bolsa Família Program through a questionnaire. The data analysis includes descriptive statistics, structural equation modeling, and clustering. The main results show that the people in this sample are satisfied overall with life, but are worried about and feel uncomfortable with the amount they owe, which lowers FWB. Confirming this result, the most representative cluster is made up of beneficiaries with high OLS and low FWB, who have precarious financial conditions, past due accounts and negative credit records as well as budget constraints that mean they cannot accumulate savings and cannot afford extra consumption.
DOI: 10.6084/m9.figshare.27985523.v2
title: Data for paper titled "Uncovering the Drivers of Intent to Use the Metaverse: Diverse Experiences in Sustainability Education"

description: Traditional sustainability education often fails to engage students in a way that fosters meaningful understanding of complex, real-world challenges. Although immersive learning approaches show promise, existing methods in sustainability education frequently lack the interactive depth and personalization needed to fully capture students’ interest and support active problem-solving skills. This engagement gap calls for innovative approaches that make learning both hands-on and relevant.Contains JASP with system exports from metaverse
DOI: 10.15468/dl.wqqdk5
title: Occurrence Download

description: A dataset containing 9392 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Phlogophora meticulosa (Linnaeus, 1758)"
 ]
}

 The dataset includes 9392 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009163-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xb4gwww68s
title: Y Zeolite ADS DFT manuscript

description: NBO7 output files and pdb files for DFT calculations of sulfur and aromatic species adsorbed on ion-exchanged Y zeolite.
DOI: 10.17632/y6m9r6z3kx
title: Techno-economic analysis of renewable energy systems integrated with hybrid storage

description: This module performs a comprehensive techno-economic analysis of renewable energy systems integrated with hybrid energy storage systems comprising Li-ion batteries, pumped hydro storage, and underground hydrogen storage. The model employs an optimized dispatch strategy that allocates discharge loads according to power requirements: hydrogen storage supplies base loads during prolonged discharge periods, batteries address rapid peak load fluctuations, and pumped hydro handles intermediate load conditions.
DOI: 10.17632/k354tccc6r
title: Raw data for SEC

description: A third-party survey was conducted on 154 respondents who met the following demographics: living in the province of West Java, Indonesia, being a furniture business owner/manager, being between the ages of 17 and 60, and having a middle or upper socioeconomic standing. Men account for 51% of responders, while women make up 49%. In terms of age range, respondents aged 18 to 24 were 0.7%, 25 to 30 46.7%, 31 to 35 24.7%, 36 to 40 19.3%, 41 to 45 4%, 46 to 50 2.7%, and 51 to 55 2%. The socioeconomic status of respondents was intermediate (42%), and upper (58%).
DOI: 10.17632/z4s78tz9th
title: Data for: Analyzing the Speech Act of Disagreement Produced by Iraqi Efl Learners: A Gender Study

description: data set
DOI: 10.6084/m9.figshare.19500152.v2
title: patches and local annotations, slide 162, zoom 248x248 um2

description: patches and local annotations: data for slide with ID of the last 3 characters of the file name: local annotations in csv format and a folder with patches at zoom level indicated at the 6th character of the file name
DOI: 10.6084/m9.figshare.7977245.v1
title: Bacteria in Paper - Hol Whitesides Dekker

description: Data repository for paper: <br> Title: Bacteria in Paper, a versatile platform to study bacterial ecology Author(s): Hol, Felix; Whitesides, George; Dekker, Cees Ecology Letters 2019
DOI: 10.17632/2vtt7ny7bm
title: Updated file - Database Usability Tests

description: Dataset generated by the survey research during the study - VRainSUD’s Virtual Reality Platform: Development and Usability Study
DOI: 10.17632/jwmd6z8trf
title: The dopamine neuron synaptic map in the striatum. Chuhma et al.

description: Raw data and a Python script for PSC size prediction in Chuhma et al. 
'Raw data PSC mapping' folder has raw data (csv files) for Fig 3, which were also used for prediction of PSC sizes (Fig 4 and Python script). The folder also has a csv file with 3D locations of the 150 µm cubic grid lattice (grid_150um.csv). All other raw data sets are in 'raw_data (NC).xlsx'; each sheet has a single data set.
'GluF_ChI_pred.py' is a Python source code for PSC prediction with deep learning using PSC recording raw data for training. This script shows one example for the iGluR response in ChIs (Glu_fast_ChI.csv) as a training data set. By using different training data sets with the same model, different receptor/cell type prediction maps will be obtained.
'PSC size predictions' folder has results of prediction, with 100 repetitions for each receptor/cell type, as csv files, which were used for this paper.
DOI: 10.6084/m9.figshare.26054518.v1
title: DOM data 20240618

description: Data for article: <b>Eutrophication-induced dinoflagellate succession contributes to marine carbon sequestration through refractory dissolved organic matter accumulation</b>. The complete data will be uploaded after the article is accepted.
DOI: 10.17632/jmwh8rb7yx
title: Kwara State Dataset of Electricity Customers’ Ratings of Problems Associated with Electricity Distribution in Nigeria

description: Kwara State North Central Nigeria is located in the coordinates 8° 30' N  5° 00'E [1]. The ratings of electricity customers dataset from Kwara State represent the 5th in the series of published data in the subject matter across the six geopolitical zones of Nigeria. The four already published datasets are in [2, 3, 4, 5], while the survey methodology can be found in [6].

The kwara State data is available both in spreadsheet (Microsoft Excel) and database (IBM SPSS) formats. The data files consist of 49 columns (variables) and 370 records each with the first row in the spreadsheet file as the header row. The fieldnames and other characteristics can be viewed in the SPSS file.

References

1. https://en.wikipedia.org/wiki/Kwara_State 
Accessed: 5/1/2022, 4.10pm

2. Tsetimi, Jonathan (2020), “Customers' Problems with Electricity Distribution in Delta State Nigeria”, Mendeley Data, V1, doi: 10.17632/msrhyv489k.1

3. Tsetimi, Jonathan (2021), “Metropolitan Lagos Dataset on Customers' Perception Ratings of Problems Associated with Electricity Distribution”, Mendeley Data, V3, doi: 10.17632/jddmfmy7ry.3 

4. Tsetimi, Jonathan (2022), “Customers’ Perception Data on Problems with Electricity Distribution in Anambra State, South-East Nigeria.”, Mendeley Data, V1, doi: 10.17632/9d4wmj7shc.1

5. Tsetimi, Jonathan; Njoseh, Ignatius (2022), “Customer's Perception Ratings of Problems Associated with Electricity Distribution in Kaduna, North-West Nigeria”, Mendeley Data, V1, doi: 10.17632/hsb6g4gwx5.1

6. Tsetimi, J., Atonuje, A., & Mamadu, J. (2021). Survey Data on Problems with Electricity Distribution in Delta State, South-South, Nigeria. Journal of Advances in Mathematics and Computer Science, 36(1), 1-15. https://doi.org/10.9734/jamcs/2021/v36i130326
DOI: 10.17632/kvbhc8yr2g
title: Data for: Controlling the biologically-relevant reactivity in coumarin derivatives: from antioxidant to prooxidant to DNA toxicity, by Andrian et al.

description: The open data folder contains:
1. Gaussian outputs are available as ”Cx_output”. These files can be opened with Notepad to view the general log, or with Gaussian to explore the optimized structure.
2. Docking files are available. In the folders titled ”Cx_protein” the .dlg file can be found. This file can be opened in Autodock Tools to explore the binding sites, conformations and affinities. The receptor file used is available in the same folder.
3. PDBQT files- can be opened in ChimeraX. 
4. Labels C6 and C7 are used for compounds 3a and 3b in the manuscript that this dataset accompanies.
DOI: 10.6084/m9.figshare.21517929.v1
title: 酒.txt

description: 漢詩の自動生成の評価システム
DOI: 10.17632/bsg8dgbwbt
title: Dataset Itagüe UX metrics survey_Tolima Colombia

description: The data set contains the user experience (UX) metrics obtained with the USE test (usefulness, ease of use, ease of learning) applied into the process of technology transfer of a Farm Management Information System called ‘Itague’, to a pilot group of 64 agricultural producers in Colombia. In total 21 variables were measured and they were complemented with descriptive variables of the producers as well as result variables (satisfaction metrics). The dataset was setup in SPSS software and them, it was moved to PLS-SEM software to test if the user experience was related to the satisfaction level of it use. The dataset can be useful for other researchers that want to scale or compare this type of analysis with other groups in different regions or in diverse productive sectors.
DOI: 10.17632/ryvrgm4k8z
title: Synchronization of transcription steps defines the major bottlenecks in HIV-1 latency reactivation

description: Western blot images for manuscript entitled "Synchronization of transcription steps defines the major bottlenecks in HIV-1 latency reactivation" by Hyder, Challa et al.
DOI: 10.21233/try6-z404
title: CRDY42 pollen surface sample dataset

description: Raw data for the CRDY42 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.1601030.v3
title: Companion of the Using Execution Logs to Improve the Realism of the Simulation of a Medical Imaging Application on a Distributed Computing Infrastructure article

description: Sources and supplementary data associated to the paper entitled "Using Execution Logs to Improve the Realism of the Simulation of a Medical Imaging Application on a Distributed Computing Infrastructure"
DOI: 10.17632/h83p2j6nm3
title: Data for: Plantain flours as potential raw materials for the development of gluten-free functional foods

description: These files provide the transparent date of this article.
DOI: 10.17632/rcgjdptzgf
title: Music_Exp_Prediction_Error

description: The scanning session began with an anatomical scan of the whole brain. There were three fMRI scanning runs for the present mode-switch study. Each run consisted of 24 trials and lasted 7.3 minutes. Each trial began with a silence (1.7 s) and a warning tone (2.5 kHz, 0.3 s). An auditory stimulus was presented from the beginning of the fourth second onwards. The participants were instructed to rate subjective emotional valence on a four-point Likert scale by pressing a button after hearing the final chord, the onset of which occurred between the 13.5 s and 14 s. The assignment of labels to the response buttons was counterbalanced across participants. Each of the 36 musical stimuli was presented twice throughout the scanning session. The 72 trials were presented in a pseudorandom order during the scanning session. No stimuli in the pre-scan test and practice session were presented in the scanning session of this study. Throughout the scanning session, the participants were instructed to close their eyes.
DOI: 10.17632/82xgs6rgwh
title: Age Differences in the responses of vervet monkeys to terrestrial alarm calls

description: Here, we explore the development of alarm call responses in wild vervet monkeys (Chlorocebus pygerythrus) living at the Samara Game Reserve, South Africa. Vervet monkeys at this site live in relatively large social groups, and adult responses to alarms have previously shown less uniformity than in other sites where group sizes are smaller. We presented monkeys played back recordings of terrestrial alarm calls produced by individuals of different age/sex classes. We then video-recorded and scored the responses of receivers along an ordinal maturity scale. We used a mixed-effects ordinal logistic regression model within a Bayesian framework to explore how response intensity is affected by the age/sex of the caller, and the age of receivers. Our analysis showed that younger monkeys (<2yrs) exhibit strong evasive responses to call stimuli, regardless of the age/sex class of the caller. The intensity of these responses decreases with age, with responses to non-alarm calls decreasing earlier in
development compared to alarm calls. Adult responses to alarms in this population are equally as likely to be characterized by a general increase in vigilance as they are to consist of an evasive response. We suggest that responses in younger individuals at Samara are mediated by a generalized startle responses to loud, plosive noises. Development of more specific responses throughout ontogeny is likely to be dependent
on learning from adult models, whose milder responses reflect specific to local socioecological conditions at Samara.

Raw data and R code (R Markdown) included in upload
DOI: 10.6084/m9.figshare.28766096.v1
title: Histopathology quantification dat

description: Quantification of histopathological changes in Astyanax lacustris under the influence of high water temperature
DOI: 10.17632/cpnbb3wxk3
title: CNN - Road Crack data 

description: This data is in form of images and used for identifying cracks in images of roads by Convolutional Neuro Network (CNN).
DOI: 10.17632/8kbsb96352
title: Published Journal of Studies in Islam and Psychology; No. 14

description: The philosophy of psychology with a critical outlook from the perspective of Islam;
 The uses of psychology in the service of the Islamic society and its needs;
 The formation of psychology in the Islamic society;
 Psychological analysis of Islamic concepts in areas such as:
 1. Anthropology, such as: banned, impatience, hasty, captious, pious, faithful;
 2. Belief, such as: God, resurrection, Imamate, intercession, Paradise, Hell and ...;
 3. Value, such as: repentance, trust, self-esteem, mental relaxation, grief, fear;
 4. Practical instructions of Islam, such as: qisas (retaliation), prayers, inheritance, hajj, khums (one fifth);
 Study of psychological findings from Islamic perspective in terms of critique, confirmation and completion, alternative presentation, presentation of new theory;

To let individual researchers and libraries have access to the most recent research findings in the field, the journal allows open-access to its articles. This journal utilizes the Magiran and Noormags preservation systems to create a distributed archiving system for individual and libraries and to permit libraries stakeholders to create permanent archives of the journal.
DOI: 10.17632/8ndw92bz8k
title: Stata code for "Time-varying Z-score measures for bank insolvency risk: best practice"

description: This Stata code, which accompanies our paper "Time-varying Z-score measures for bank insolvency risk: best practice", calculates exponentially weighted mean and variance for a set of decay factors; it also outputs the 3-period moving average/variance (fast code).
DOI: 10.17632/bjzg5x9xkh
title: Performance Insights from Cross-Platform PPC Advertising: A Case Study on Google and Social Media Campaigns

description: Pay-Per-Click (PPC) advertising has become a pivotal element in digital marketing strategies, enabling businesses to target potential customers with precision. This research aims to conduct a comparative analysis of PPC campaign performance on two major advertising platforms: Google Ads and Social Media Ads (Facebook, Instagram, LinkedIn, etc.). By evaluating key performance metrics such as Click-Through Rate (CTR), Cost-Per-Click (CPC), and Return on Ad Spend (ROAS), this study seeks to determine the effectiveness of each platform in driving user engagement and maximizing return on investment.
DOI: 10.17632/vdg456mxg9
title: Supplementary data

description: Supplementary methods for the paper "Genetics-informed new causal proteins in atopic dermatitis pathogenesis and treatment"