cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/d6tzhvp8pr.2
title: Energy Consumption Dataset

description: Global energy crisis and ozone layer depletion because of carbon emission has increased the encouragement and penetration renewable energy sources as source of electric power and hence the sizing of the renewable energy source. However, sizing of energy power system requires the information one is addressing as such demand of the load is very necessary.  The Load demand data of Nile University campus is obtained from its power station one for a period of eight month. The data was measured from the bus bar of the power station using smart meters on a weekly basis. The power station one of Nile University campus is characterized by three diesel generators, the public utility, and photo-voltaic solar systems. These power generating systems are synchronized at a common bus bar and used to power the university campus. The campus is composed of five blocks which is powered by the PS1.
DOI: 10.17632/3vdjbd98bc.1
title: Besoin, liberté et bonheur dans la philosophie éthique de Baruch Spinoza

description: Notre article vise à expliquer comment Baruch Spinoza rapproche, au sein de la philosophie, deux aspects de la réalité qui semblent opposés : la nécessité et la liberté, et propose une solution aux problèmes attribués à l'action éthique. Pour cela, il est nécessaire de montrer comment la philosophie de Spinoza aborde la nécessité et la liberté en analysant comment ces deux aspects sont liés dans la pensée et l'action, en particulier dans la manière d'atteindre le bonheur.
DOI: 10.17632/hd2x9vzhfn.1
title: Pakistan's Energy Sector Planning using modified DECO2 software: Supplementary Information

description: 
These datasets are generated using a modified version of the DECO2 software and contain detailed optimization results for Pakistan's power sector, which includes 208 power plants, over the planning period of 2021-2040. The '1 - Min_Emission_CT_OFF.xlsx' file provides the optimized results for emissions minimization without carbon trading, while the '2 - Min_Emission_CT_ON_Direct_Optimization.xlsx' file contains the results for emissions minimization with carbon trading. Similarly, the '1 - Min_Budget_CT_OFF.xlsx' file lists the optimized results for budget minimization without carbon trading, while the '2 - Min_Budget_CT_ON_Indirect_Optimization.xlsx' file contains the results for budget minimization with carbon trading.
DOI: 10.17632/hd2x9vzhfn.2
title: Pakistan's Energy Sector Planning using modified DECO2 software: Supplementary Information

description: 
These datasets are generated using a modified version of the DECO2 software and contain detailed optimization results for Pakistan's power sector, which includes 208 power plants, over the planning period of 2021-2040. The '1 - Min_Emission_CT_OFF.xlsx' file provides the optimized results for emissions minimization without carbon trading, while the '2 - Min_Emission_CT_ON_Direct_Optimization.xlsx' file contains the results for emissions minimization with carbon trading. Similarly, the '1 - Min_Budget_CT_OFF.xlsx' file lists the optimized results for budget minimization without carbon trading, while the '2 - Min_Budget_CT_ON_Indirect_Optimization.xlsx' file contains the results for budget minimization with carbon trading. File '5 - Data used in Manuscript for Pakistan's Case Study.zip' contains the complete input data for all the optimization problems.
DOI: 10.17632/b5n4k9zkrk.1
title: Greenland Snow Status Profile (RSE 2023)

description: Snow status (dry/wet) for five layers in Greenland ice sheet during melt seasons from 2016 to 2019 in Matlab mat-format related to Colliander et al. (2023).

snowstatus_[V/H] ... the five-layer snow status based on vertical (V) and horizontal (H) brightness temperature:
  First and second dimension correspond to spatial dimensions (see LAT and LON)
  Third dimension correpond to time (see datnum and AMPM)
  Fourth dimension corresponds to the layers:
    1: L-band (SMAP)
    2: C-band (AMSR2)
    3: X-band (AMSR2)
    4: Ku-band (AMSR2)
    5: Ka-band (AMSR2)

LAT and LON ... Latitude and longitude coordinates of the data layers

datnum ... Time in Matlab datenum format

AMPM ... Indicator whether the data corresponds to AM or PM overpass 

Colliander, A., M. Mousavi, J.S. Kimball, J.Z. Miller, M. Burgin. (2023). Spatial and Temporal Differences in Surface and Subsurface Meltwater Distribution over Greenland Ice Sheet using Multi-Frequency Passive Microwave Observations. Remote Sens. Environ. (Under Review).
DOI: 10.17632/4yz6smzktf.1
title: Stress Distribution of the Maxillary Sinus Membrane in Restoring Highly Atrophic Edentulous Ridges with Dental Implants

description: 1. The detailed data of all subjects and results of related parameters.
2. Schematic showing the concept of stress distribution.
DOI: 10.17632/s62ycm698z.1
title: Bali Hotel Reviews Dataset

description: The dataset comprises a curated collection of hotel reviews obtained from multiple hotels in Bali, Indonesia. These reviews have been systematically labeled based on six distinct aspects of the hotels, namely Value, Accessibility, Service, Room, Cleanliness, and Sleep Quality. The primary objective of this dataset is to facilitate the classification of consumer reviews, thereby enabling the development of a recommendation system based on natural language processing (NLP). The data was acquired through a web scraping process using the Google Chrome's Web Scraper Extension on the Tripadvisor platform.  Researchers can utilize this dataset for various NLP tasks, including hotel reviews classification and related analyzes.
DOI: 10.17632/zbfk4p559z.1
title: Diffusion-induced Lithium isotopic heterogeneity in olivines from peridotites of an oceanized mantle lithosphere at the Yunzhug ophiolite (central Tibet)

description: The data are in situ Li elemental and isotopic compositions of olivines using a  Cameca IMS- 1280HR SIMS at IGGCAS. The olivine grains are from the oceanized ancient subcontinental lithospheric mantle (SCLM) peridotities sampled from the Dingqing ophiolite within the Bangong-Nujiang suture zone in the cetral Tibet.The result shows that the systematic Li isotope changes with distance from the rim of olivine grains. δ7Li of olivine in dunites decrease from +10.46‰ to +1.33‰ while the distance to olivine grain rim increases from 26.15μm to 124.71μm. Li concentrations show a weak negative correlation with the distance to the rim. A negative correlation of δ7Li and Li content in olivine from dunite and harzburgite indicates recent diffusive ingress of Li into the peridotites. The extreme heavy Li isotopic composition requires the seawater or seawater alteration endmember in the mixing model, and reveals Li diffusion from seawater into olivine. As in dunites, olivines in a harzburgites sample also show large variations in δ7Li as a function of distance from the grain rim (e.g., 6.01 to 1.73 in sample 14YZ13). The data support that the behavior of Li in the oceanized SCLM peridotites may be controlled by Li diffusion from seawater, as Li activity in the liquid-state is higher than solid-state in transporting Li through the olivines in the peridotites. This study supports that seawater Li diffusion is one of the important factors for the heterogeneity of mantle Li isotopes in ophiolites.
DOI: 10.17632/zf52sw7945.1
title: Microalgae- and biochar-mediated wastewater treatment: augmentation of bioelectrochemical nitrogen removal and biogas production

description: Bioelectrochemical Nitrogen Treatment is an attractive approach to biological and electrochemical engineering that uses microbial reactors to catalyze the conversion of organic sources of Nitrogen into ammonia and recover energy while treating wastewater. Nitrogen is a major wastewater pollutant that is difficult to remove and can wreak havoc on the environment. One way to remove Nitrogen from wastewater is through the use of bioelectrochemical reactors. In this research, we devised a novel bioelectrochemical reactor that can simultaneously remove a high proportion of Nitrogen from wastewater, produce biogas, and generate electric power. The present study hypothesized that mixing ammonia-nitrogen and nitrate-nitrogen in an anoxic condition as well as mediating the Chlorella vulgaris and biochar in the system, would improve the bioelectrochemical removal of Nitrogen. The experiment was carried out in three independent batches, each lasting 35 days. The experimental results reveal that the enhanced bioelectrochemical system removed more than 90% of ammonia-nitrogen and nitrate-nitrogen from the wastewater samples and generated a significant amount of carbon dioxide, dinitrogen monoxide as well as a negligible percentage of methane gas. In addition, the dominant genera of bacteria, such as Sporosarcina, Tissieralla, Pseudomonas, and Trichococcus, have played an influential role in removing Nitrogen, producing biogas, and generating electric power. This unique technique can provide a viable alternative to traditional wastewater treatment systems. It is a relatively inexpensive and sustainable way to ameliorate the recurring problems of Nitrogen pollution in water bodies.
DOI: 10.17632/sjwdzmn9vp.2
title: Weekly Influenza-like Illness (ILI) Cases in Region XI, Philippines from July 2019 to March 2023

description: These datasets are the Weekly and Monthly Data of Influenza -like Illness Cases in Region XI, Philippines from July 2019 to March 2023, collated from the Weekly Disease Surveillance Report published by the Department of Health (can be accessed at https://doh.gov.ph/statistics).
The following data were used for the undergraduate study of Alyssa Onorario, studying Bachelor of Science in Applied Mathematics at the University of the Philippines Mindanao, with her thesis entitled "Multi-step Forecast of Influenza-like Illness Using Long Short Term Memory."
**Note: For the weekly data, the highlighted values are imputed ones, since the data for those weeks are not available in the site.
DOI: 10.17632/sjwdzmn9vp.1
title: Weekly Influenza-like Illness (ILI) Cases in Region XI, Philippines from July 2019 to March 2023

description: These datasets are the Weekly and Monthly Data from July 2019 to March 2023, collated from the Weekly Disease Surveillance Report published by the Department of Health (can be accessed at https://doh.gov.ph/statistics).
The following data were used for the undergraduate study of Alyssa Onorario, studying Bachelor of Science in Applied Mathematics at the University of the Philippines Mindanao, with her thesis entitled "Multi-step Forecast of Influenza-like Illness Using Long Short Term Memory."
**Note: For the weekly data, the highlighted values are imputed ones, since the data for those weeks are not available in the site.
DOI: 10.17632/sjwdzmn9vp.3
title: Weekly Influenza-like Illness (ILI) Cases in Region XI, Philippines from July 2019 to March 2023

description: "This dataset contain the weekly and monthly count of Influenza-like illness cases in Region XI, Philippines from July 2019 to March 2023, collated from the Weekly Disease Surveillance Report published by the Department of Health (can be accessed at https://doh.gov.ph/statistics).

This dataset was prepared and utilized for the undergraduate thesis of Ms. Alyssa Onorario, titled "Multi-step Forecast of Influenza-like Illness Using Long Short Term Memory."  Alyssa pursued her Bachelor of Science degree in Applied Mathematics at the University of the Philippines Mindanao. She was under the supervision of Asst. Prof Kim Dianne Ligue, a faculty member of the Department of Mathematics, Physics, and Computer Science.

*Note: The highlighted values among the weekly data indicate the imputed counts since the data is not available in the site. The imputation was performed using Multiple Imputation by Chained Equations."
DOI: 10.17632/twncnj4338.1
title: ADSORPTION AND ION EXCHANGE

description: Adsorption is a process by which a substance dissolves in a solution
surface of the absorbent material which allows the material to penetrate and accumulate inside the absorbent material (Giyatmi, 2008). Adsorption is a series of accumulation processes of a substance (adsorbate) on the surface of another substance (adsorbent) (Sardi, 2023). This process can occur in several phases such as liquid-liquid, gas-liquid, gas-solid, or liquid-solid (Cecen & Ozgur, 2011). Both often occur together with the process some call absorption. Adsorption presents what is called an adsorbent and to adsorb Adsorbent is an absorbent substance whereas adsorbate is a substance which is adsorbed. Adsorbents are solid substances that can adsorb certain components of the liquid phase. Adsorbents usually use materials that have pores, so the adsorption process takes place in the pores or at certain locations within the particles. The pores normally present in the adsorbent are usually very small, so that the increased internal surface area is larger than the outer surface. Segregation occurs due to differences in molecular weight or polarity, causing some molecules to adhere more tightly to the surface than others (Saragih, 2008).
DOI: 10.17632/jbvrd44m5g.1
title: Kurdish News Summarization Dataset

description: The Kurdish News Summarization Dataset (KNSD) is a newly constructed and comprehensive dataset specifically curated for the task of news summarization in the Kurdish language. The dataset includes a collection of 130,000 news articles and their corresponding headlines sourced from popular Kurdish news websites such as Ktv, NRT, RojNews, K24, KNN, Kurdsat, and more.
The KNSD has been meticulously compiled to encompass a diverse range of topics, covering various domains such as politics, economics, culture, sports, and regional affairs. This ensures that the dataset provides a comprehensive representation of the news landscape in the Kurdish language.
Key Features 
Size and Variety: The dataset comprises a substantial collection of 130,000 news articles, offering a wide range of textual content for training and evaluating news summarization models in the Kurdish language. The articles are sourced from reputable and popular Kurdish news websites, ensuring credibility and authenticity.
Article-Headline Pairs: Each news article in the KNSD is associated with its corresponding headline, allowing researchers and developers to explore the task of generating concise and informative summaries for news content specifically in Kurdish.
Data Quality: Great attention has been given to ensuring the quality and reliability of the dataset. The articles and headlines have undergone careful curation and preprocessing to remove duplicates, ensure linguistic consistency, and filter out irrelevant or spam-like content. This guarantees that the dataset is of high quality and suitable for training robust and accurate news summarization models.
Language and Cultural Context: The KNSD is specifically tailored for the Kurdish language, taking into account the unique linguistic characteristics and cultural context of the Kurdish-speaking population. This allows researchers to develop models that are attuned to the nuances and specificities of Kurdish news content.
Applications:
The  KNSD can be utilized in various applications and research areas, including but not limited to:
News Summarization: The dataset provides a valuable resource for developing and evaluating news summarization models specifically for the Kurdish language. Researchers can explore different techniques, such as extractive or abstractive summarization, to generate concise and coherent summaries of Kurdish news articles.
Machine Learning and Natural Language Processing (NLP): The KNSD can be used to train and evaluate machine learning models, deep learning architectures, and NLP algorithms for tasks related to news summarization, text generation, and semantic understanding in the Kurdish language.
The Kurdish News Summarization Dataset (KNSD) offers an extensive and diverse collection of news articles and headlines in the Kurdish language, providing researchers with a valuable resource for advancing the field of news summarization specifically for Kurdish-speaking audiences.
DOI: 10.17632/mzcjz2jgb9.1
title: LINF_210028500

description: beta tubulin; Leishmania infantum (strain JPCM5)
DOI: 10.17632/939s8crc2z.1
title: Rodent diversity and detection of Yersinia pestis in rodents. [Dataset 1. KaratuTz]

description: These rodent data were collected from Karatu district Tanzania for the purpose of assessing factors that may influence plague disease in plague foci villages and non-plague foci villages within the district. Rodents were captured with Sherman live animal traps and anaesthetized for collection of blood sample that were used to make blood smear on a glass slide for the purpose of observation of Yersinia pestis under compound light microscope and then were identified using a guide book for rodent identification. The euthanized rodent were then dissected and organs such as lungs and spleen were taken for confirmation of (pla) gene of Y.pestis DNA under qPCR technic following the results from the microscopic observation of stained blood smear
DOI: 10.17632/bjbnff2gts.1
title: Multi-mineral coupling reveal iron-sulfur cycles in a receding methane seep

description: The studies aiming to uncover diverse minerals as archive of paleo- and modern methane seep are extensive. Furthermore, Fe-S cycle in methane seep has attracted our attention for a long time. The predominated biogeochemical reaction in methane seep is sulfate reduction coupled with the anaerobic oxidation of methane and mainly occurs in sulfate–methane transition zone (SMTZ). The H2S generated from this reaction combined with active iron in the sediment and eventually formed pyrite (FeS2). Here, we studied a core with length of 14 m sampled from Shenhu Area, South China Sea by combining multiple methods such as SEM and EDS test, AMS14C dating of planktonic foraminifera. By coupling various minerals with respect to their features, we found two paleo-SMTZs which means there were twice methane seep activities. The AMS14C dating and carbon and oxygen isotope test planktonic foraminifera exhibited the successive sedimentation from MIS3 to MIS1. The increasing contents of pyrite and mean diameter as well as standard deviation of framboid, cubic pyrite emerged in several intervals and the extremely negative δ34S value of hand-picked pyrite indicated both of SMTZs situated at or near the surface of seafloor. The vast elemental sulfur emerged through the core (especially in SMTZ) implied the methane seep activity had subsided. Moreover, intermediate species of pyrite and framboid goethite (pyrite pseudomorphs) discovered in various intervals further confirmed this viewpoint. Basic on these results, we further illuminated the Fe-S cycle in this unique core directly influenced by the modification of SMTZ position. High content of pyrite and larger framboid formed during methane flux intensified. While after the methane seep activity weaken and SMTZ migrated into deep sediment, former pyrite oxidized by penetrating oxidic seawater and thus formed intermediate species and subsequently Fe (hydrogen) oxide (especially framboid goethite). Therefore, our result provided a rare reference to establish relatively complete Fe-S cycle through diverse bearing-sulfur and/or iron minerals.
DOI: 10.17632/bjbnff2gts.2
title: Multimineral coupling reveals the iron–sulfur cycle in a receding methane seep

description: Many studies have aimed to establish various minerals as archives of paleo- and modern methane seeps. Furthermore, the Fe-S cycle in methane seeps has attracted attention for a long time. The predominant biogeochemical reaction in methane seeps is sulfate reduction coupled with the anaerobic oxidation of methane, which mainly occurs in the sulfate–methane transition zone (SMTZ). The H2S generated from this reaction combines with active iron in the sediments and eventually forms pyrite (FeS2). Here, we studied a core with a length of 14 m sampled from the Shenhu area, South China Sea, via multiple methods, such as SEM and EDS tests and AMS 14C dating of planktonic foraminifera. By evaluating the presence of various minerals, we found two paleo-SMTZs, which means that there were two methane seepage events. AMS14C dating and the carbon and oxygen isotopic test for planktonic foraminifera indicated successive sedimentation from MIS3 to MIS1. The low correlations between pyrite and TOC and δ13CTOC indicated that OSR was not the dominant biogeochemical reaction in this core. The increasing contents of pyrite and the mean diameter as well as the standard deviation of framboid and cubic pyrite found in several depth intervals and the extremely negative δ34S value of hand-picked pyrite indicated that both SMTZs were situated at or near the surface of the seafloor. The vast elemental sulfur that was distributed throughout the core (especially in the SMTZ) implied that the methane seep activity had subsided. Moreover, the intermediate species formed during pyrite and framboid goethite formation (pyrite pseudomorphs) that were discovered in various intervals further confirmed this viewpoint. Based on these results, we further concluded that the Fe-S cycle in this unique core was directly influenced by changes in the SMTZ position. High pyrite contents and larger framboids formed when methane flux intensified. After the methane seep activity weakened and the SMTZ migrated to deeper sediments, previously formed pyrite was oxidized by oxygen-containing seawater and thus formed intermediate species and ultimately Fe (hydrogen) oxide (especially framboid goethite). Therefore, our results provide a unique reference to establish a relatively complete Fe-S cycle through diverse sulfur- and/or iron-bearing minerals.
DOI: 10.17632/vnj9j8yhmc.1
title: Study of Caspian Sea tsunami caused by a triggered submarine landslide in the northern Iranian plateau: Datasets and Supplementary Materials

description: Seismic reflection profiles at south Caspian Sea around Anzali to estaury of Sefidrood River. 
The presented data are related to seismic reflection line numbers "36" and "35"  located in front of the Sefidrood River mouth.
DOI: 10.17632/dwcvczj7gb.1
title: [Paik et al] Constraining the first ice-free Arctic year: Importance of regional perspective

description: Supplementary Material for "Constraining the first ice-free Arctic year: Importance of regional perspective".
DOI: 10.17632/dwcvczj7gb.2
title: [Paik et al 2023] [Earth's Future] Constraining the first year of ice-free Arctic: Importance of regional perspective

description: Supplementary Material for "Constraining the first year of ice-free Arctic: Importance of regional perspective".
DOI: 10.17632/zd886j93j3.1
title: Radiomics techniques applied to rectal cancer circumferential resection margin prediction models

description: Research data set