cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/pn6xjx4zkd
title: WoLLaI: Word Level Language Identification of Malayalam-English Code-Mixed text

description: WoLLaI Malayalam-English Mixed-Text is a carefully curated an annotated dataset, particularly for word-level language identification in Malayalam-English code-mixed text. The dataset consists of a set of 12,502 sentences, thoroughly tokenized for optimal representation. The dataset file is organized into three columns such as sentence number, words, and language. Language annotation is thoughtfully categorized into four distinct classes: Mal, Eng, Mix, and Othr. The words that belong to the Malayalam language and are recognized by Malayalam speakers are annotated as Mal. The words that belong to the English language and are easily recognized by English speakers are annotated as Eng. Words that are formed by combining Malayalam and English words where Malayalam suffixes were added to the end of English words or parts of English to enhance comprehension for Malayalam speakers are annotated as Mix. The words of diverse elements such as numbers, abbreviations, and named entities are annotated as Othr.
DOI: 10.6084/m9.figshare.24973665.v1
title: <b>Supplementary data for </b><b>Reduced plastid genomes of</b><b> </b><b>colorless facultative pathogens</b><b> </b><b><i>Prototheca</i></b><b> </b><b>(Chlorophyta) are</b><b> </b><b>retained for membrane transport genes</b>

description: <b>Supplementary data for</b><b> </b><b>Reduced plastid genomes of</b><b> </b><b>colorless facultative pathogens</b><b><i>Prototheca</i></b><b> </b><b>(Chlorophyta) are</b><b> </b><b>retained for membrane transport genes</b>
DOI: 10.17632/46c7hr9r7v
title: Data exploration on the factors associated with cost overrun on social housing projects in Trinidad and Tobago

description: Forty-one (41) factors related to cost overrun on construction projects were extracted from 37 journals, through literature research. Structured questionnaires designed with both open-ended questions and the 7-point Likert scale captured the demographic data and the views of the respondents. Survey questionnaires were distributed to construction professionals such as Project Managers, Contractors, Engineers, Architects, and Consultants. A total of 84 responses were obtained through the online SurveyMonkey application and 66 via hard copy. A total of 150 responses were obtained and were used in data generation. The data was analysed with the aid of software such as Statistical Package for Social Sciences (SPSS) IBM 25 and Microsoft Excel 2018.
DOI: 10.6084/m9.figshare.29119277.v1
title: Raw data and R script

description: We conducted an inventory of leaf-litter ant genera in the Reserva Florestal do Morro Grande (RFMG), São Paulo state, southeastern Brazil, sampling 30 genera across six subfamilies. These genera were categorized into nine guilds based on their typical foraging substrates and trophic habits. Four guilds were most frequently sampled, with Guild 4 - comprising epigaeic and hypogaeic omnivores and consisting exclusively of army ants - showing the highest relative frequency. Thus, army ants were selected to provide an ecological overview of the RFMG, given their environmental significance through complex interactions with multiple species. Among these interactions are those with sampled taxa such as <i>Eciton burchellii</i>, <i>Labidus praedator</i>, and <i>Labidus coecus</i>, which could be associated with the presence of certain bird species, including <i>Basileuterus culicivorus</i>.
DOI: 10.17632/45r6ps4r68
title: Data for labor market concentration using Lightcast (formerly Burning Glass Technologies)

description: Using the job vacancy data from Lightcast from 2007Q1 to 2021Q2 (2008 and 2009 data are not available), we measure labor market concentration by using the Herfindahl Hirschman Index (HHI) in labor markets defined by the occupation (6-digit SOC), commuting zone, and quarterly level. The HHI is calculated based on the share of vacancies of all the firms that post vacancies in that market. It is the sum of vacancies by a given firm in a given market and year-quarter divided by the total vacancies of all firms posted on the website in that market and year-quarter. Data includes information on year-quarter, 6-digit SOC, commuting Zone, lower bound HHI, and higher bound HHI.
DOI: 10.17632/67yzy5x3fb
title: Survey Data on Noise Pollution Levels and Influential Factors

description:  Over the last decade, the amount and type of activity has skyrocketed mainly as a result of global population rise. Human activities which constitute noise e.g., traffic noise, commercial noise, residential noise, and religious noise had all presented the world noisier than before. Noise is the unpleasant pressure variation in sound level that human ear can sense over a period of time. 
Noise survey of most city in Nigeria has been documented, whereby the selected location in this research work has not being documented. This research work gave a noise data survey which were collected for three weeks across 21 selected locations in Omu-Aran township , Irepodun-Ifelodun local government of Kwara State, Nigeria. Also the survey includes data of some influential  factors that determine the  noise pollution e.g., population, noise source,temperature, humidity, wind direction etc...
DOI: 10.17632/v896jzf9s5
title: Multi trait stability indexing and trait correlation from a dataset of sweet potato (Ipomoea batatas L.)

description: The dataset encompasses the performance of yield and yield-related attributes of different sweet potato varieties cultivated in Bangladesh. The data was acquired from a multi-locational trial that incorporated three replications in each location. In total, five distinct sweet potato varieties were utilized in the trial.
DOI: 10.15468/dl.4u3qr5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina Linnaeus, 1758",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((17.9648 28.8496,8.9648 28.8496,8.9648 19.8496,17.9648 19.8496,17.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012910-250525065834625/datasets/export for details.
DOI: 10.17632/jfkcr52vhj
title: Noise complaints

description: Database with complaints about noise complaints to municipalities in Santiago, Chile
DOI: 10.6084/m9.figshare.28797608.v1
title: Merci-MT

description: none
DOI: 10.17632/hg4x8cn7zb
title: Academic Motivation of Incoming Freshmen (2019)

description: Results of the Academic Motivation Scale (AMS), applied to 591 incoming freshmen of a Japanese private university. Students were surveyed during Orientation Week, before the start of their first classes. Student IDs have been removed to protect the identities of the survey participants. Variables for Department (1: electrical engineering; 2: mechanical engineering; 3: civil engineering; 4: nuclear engineering; 5: environmental sciences; 6: information sciences; 7: design; 8: sports & health sciences), Proficiency (1: highest; 2: high; 3: medium; 4: low), Gender (1: male; 2: female), and Nationality (1: Japanese; 2: other).
DOI: 10.17632/jdn9pt8kwd
title: International Spillovers of Conventional versus New Monetary Policy

description: The attached folder replicates the results in the paper titled International Spillovers of Conventional versus New Monetary Policy by Aamir Rafique Hashmi and Dennis Nsafoah.
DOI: 10.17632/zcyvrt899b
title: dataset for a paper entitled Data Science in Business for Marketing Research: A Retrospective of Domain and Knowledge Structure

description: This data is supporting data from research entitled Data Science in Business for Marketing Research: A Retrospective of Domain and Knowledge Structure
DOI: 10.17632/yhs5dk4wrh
title: Hydrodynamic forces implemented into LAMMPS through a lattice-Boltzmann fluid

description: This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018) Abstract Long-range hydrodynamic interactions have been implemented into the open-source molecular dynamics package, LAMMPS, though the creation of a fix, lb_fluid. These interactions are treated by interpolating the MD particle density onto a discrete lattice, which is then coupled to the fluid. A thermal lattice-Boltzmann algorithm is used to model the fluid, which includes mass and momentum conserving noise, providing a thermostat for both the particles and the fluid. Title of program: fix_lb_fluid Catalogue Id: AEPH_v1_0 Nature of problem The inclusion of long-range hydrodynamic effects into molecular dynamics simulations requires the presence of an explicit solvent. Currently, the only option for incorporating such a solvent into a LAMMPS [1] simulation is the explicit inclusion of each of the individual solvent molecules. This is obviously quite computationally intensive, and for large system sizes can quickly become impractical. Versions of this program held in the CPC repository in Mendeley Data AEPH_v1_0; fix_lb_fluid; 10.1016/j.cpc.2013.03.024
DOI: 10.17632/6vy2tvv7jn
title: Dataset for study: Association between production and reproduction parameters based on parity and breed of dairy cows in the Czech Republic

description: Milk production and the efficiency of dairy cow breeding are significantly influenced by reproductive factors. The purpose of our research was to examine the relationships between selected milk production and reproductive parameters. We evaluated 659 dairy cows, including 444 purebreds from the Czech Fleckvieh and Holstein breeds and 215 crossbreds.
The evaluation included data from January to December 2018. Data on average milk yield per lactation (MY, kg), average fat in milk per lactation (F, kg), average protein in milk per lactation (P, kg), average lactose in milk per lactation (L, kg), average percentage of fat in milk (F%), average percentage of protein in milk (P%), and average percentage of lactose in milk (L%) were measured using the Pulsameter 2 (certified by ICAR, Labor- und Messgeräte GmbH, Germany).
The dataset was further supplemented with data on SP (d), CalvInt (d), and summary selection indices for the Czech Fleckvieh (Genetic Total Merit Index – GZW) and Holstein breed index (Selection Index Holstein – SIH) from the performance control database maintained by the Czech Moravian Breeders Corporation (CˇMSCH;Hradištko, Czech Republic).
This dataset provides key information on dairy cows, including individual IDs, breeding details, calving dates, and lactation periods. It tracks cows' reproductive history (parity and calving intervals) and farm location (Farm ID and Stable ID). The dataset also includes performance metrics (potentially related to breeding and health) and detailed records of milk production, including quantity and content analysis for fat, protein, and lactose.
The dataset could be used for various purposes in the field of dairy cattle research, as it contains valuable information about reproduction and production of many dairy cows over an extended period.
DOI: 10.17632/6yfpsd7t36
title: Supplemental Table 1.

description: State-based Insurance Coverage Access to Laser Hair Reduction for the Treatment of Pseudofolliculitis Barbae: An Evaluation of Public and Private Policies
DOI: 10.17632/m7y2nssntk
title: Species-Specific MARCO-Alphavirus Interactions Dictate Chikungunya Virus Viremia. Li et al.

description: Raw data for figures.
DOI: 10.17632/wggsh3dszp
title: Georeferenced database of Argentina’s protected areas system

description: We identified 575 designated terrestrial protected areas under IUCN categories I-VI, covering a total area of 322,684 km², with different levels of national and local government jurisdiction. This represents approximately 11.6% of Argentina’s total land area. Notably, the World Database of PAs lists only 395 PAs for Argentina. Therefore, our database is significantly more comprehensive and could serve as a valuable resource for conservation assessments and planning.
DOI: 10.17632/ztgh359628
title: Questionnaire LEESPQ in Romanian

description: The LittlEars Early Speech Production auditory questionnaire (LEESPQ) was created and tested for the assessment of preverbal and early verbal auditory skills (0-18 months) in children with normal hearing. The questionnaire contains 27 yes/no questions that evaluate the reflexive behavior, crying, prelingual emotions and language of infants aged between 0-18 months. The total score that can be obtained is 27 points.
The parents/legal guardians were instructed on how to complete the auditory questionnaire, answering "Yes" or "No" to the questions asked. Thus, if he observed a behavior described in the question, answers with "Yes", respectively "No", if he does not observe that behavior in the child. "Yes" answers get one point, while "No" answers get zero points. 
To maintain homogeneity among the participants, all parents/guardians were Romanian speakers, and the selected children had a similar auditory exposure. If the parents/guardians observed a certain behavior mentioned in the question, they were asked to answer "Yes" and "No" for the items in the test that were not observed in their child.
DOI: 10.6084/m9.figshare.22193074.v1
title: 电动车-无人机协同配送模式下带时间窗的车辆路径优化问题

description: 这是一篇题为“ 电动车-无人机协同配送模式下带时间窗的车辆路径优化问题 ”手稿的实验数据
DOI: 10.17632/jk4gb8t59b
title: IT City Chowk to Kurali Chandigarh Road EIA Package-II

description: IT City Chowk to Kurali Chandigarh Road EIA Package-II
DOI: 10.6084/m9.figshare.845773.v7
title: Trigeminal ganglion cells recorded under white noise stimulus of rat

description: .MAT files containing white noise stimuli used to drive rats whiskers. .MAT files containing the digitized binary spike trains of trigeminal ganglion neurons that responded to the previously mentioned whisker stimulation (Classified as slowly adapting neurons). More details about this dataset can be found at: http://www.frontiersin.org/neural_circuits/10.3389/fncir.2013.00190/abstract If you use this dataset for any purposes, please cite the above mentioned publication.
DOI: 10.17632/gzjd8t7wh2
title: Monte Carlo simulation of the process e+e-→τ+τ-, τ±→X± including radiative O (α3) QED corrections, mass and spin effects

description: Title of program: KORAL-B Catalogue Id: AABH_v1_0 Nature of problem In the process e^+e^- -&gt; t^+t^-(gamma), tau^+- -&gt; X^+- the effects due photon radiation, spin polarization and finite mass of the tau lepton are of similar magnitude. They should be taken into account in the analysis of the experimental data in order to subtract the trivial phenomena from the interesting ones like electroweak effects or lepton universality. Versions of this program held in the CPC repository in Mendeley Data AABH_v1_0; KORAL-B; 10.1016/0010-4655(85)90123-7 AABH_v2_0; KORALB, version: 2.1; 10.1016/0010-4655(91)90037-L AABH_v3_0; KORALB, version: 2.4; 10.1016/0010-4655(94)00091-F This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/j4rhsfvfdz
title: Efficacy and safety of twice-weekly and thrice-weekly dutasteride in men with androgenetic alopecia: A randomized, investigator-blind, active-controlled, parallel-group pilot study

description: Mendeley supplemental figures and table to accompany manuscript: Efficacy and safety of twice-weekly and thrice-weekly dutasteride in men with androgenetic alopecia: A randomized, investigator-blind, active-controlled, parallel-group pilot study.
DOI: 10.6084/m9.figshare.7012598.v1
title: Defaunation index maps

description: Raster maps of hunting-induced defaunation across the tropics for all, large ( &gt; 20kg), medium (1-20 kg) and small mammal species ( &lt; 1 kg).Projection: MollweideResolution: 1kmValues represent a defaunation index (DI) ranging from 0 (no defaunation) to 1 (complete defaunation).Maps are built aggregating species-specific defaunation indexes of ca. 4000 mammal species across the tropics.
DOI: 10.17632/c2x79fxfv7
title: Data for JUE: Politically connected cities: Italy 1951-1991

description: Replication folder including data and code for JUE: Politically connected cities: Italy 1951-1991
DOI: 10.17632/x4kfyfzyc6
title: Landmark data for "Evolution and diversification of delphinid skull shapes"

description: Landmark data for "Evolution and diversification of delphinid skull shapes", iScience 2020, https://doi.org/10.1016/j.isci.2020.101543
DOI: 10.17632/m68xz4w4t9
title: Various types of energy consumption in Korea

description: Four types of Energy Consumption in Korea (4-ECK-2021) Dataset
This dataset includes three types of energy sources: 1) electricity, 2) water, 3) hot water, and heating. It has a total of 47,117 records observed at 15-minute intervals from Jan. 2020 to Mar. 2021. To define another dataset that contains only correlated energy sources where the Pearson correlation coefficient is more than 0.2, we redefine 4-ECK-2021 as 3-ECK-2021 by excluding a non-correlated energy source. For data preprocessing, we transformed the period from 1 or 15 minutes to an hour consistently and missing values were filled based on linear interpolation. Min-max scaling was used for normalization. 

Five types of Energy Consumption in Korea (5-ECK-2022) Dataset
This dataset includes five types of energy sources: 1) electricity, 2) gas, 3) water, 4) hot water, and 5) heating. It has a total of 13,584 records observed at hourly intervals from Aug. 2020 to Feb. 2022. We redefine 5-ECK-2022 as 3-ECK-2022 and 4-ECK-2022 by excluding non-correlated energy sources. Specifically, a heating energy source, which is the weakest correlated with the other energy sources, is excluded from 4-ECK-2022; heating and hot water energy sources are excluded from 3-ECK-2022. Missing values were replaced with one week ago records and min-max scaling was applied for normalization.
DOI: 10.17632/f6sjz6by8k
title: Brazilian datasets classified to support differential diagnosis of Severe Acute Respiratory Syndrome (SARS) caused by COVID-19 and influenza

description: The SIVEP-Gripe database contains 3,395,398 records with 166 attributes, covering the years 2020 to 2022. These records document cases of Severe Acute Respiratory Syndrome (SARS) caused by COVID-19, Influenza, other etiological agents, various respiratory viruses, and unspecified cases. Of the total records, 1,872,106 are related to SARS due to COVID-19, and 21,490 are related to SARS due to Influenza, highlighting the need for class balancing.

Four datasets were created with different balancing configurations:
* Balanced by age range (1BAR): The majority class was reduced to match the number of records in the minority class, based on age ranges. Specifically, records from the majority class were selected to match the minimum and maximum age ranges of the minority class.
* Balanced by age, sex, and same distribution (2BASD): For each record in the minority class, an equal number of records with the same sex and age were selected from the majority class.
* Balanced by age, sex, region, and same distribution (3BARD): This approach included balancing by region, in addition to age and sex.
* Balanced by age, sex, outcome, and same distribution (4BASED): This method balanced records by age, sex, and outcome (recovery or death) to maintain consistent distributions of these factors across both classes.

After preprocessing, all datasets retained 24 attributes and one target class, "classi_fin", where 1 represents SARS due to influenza and 5 represents SARS due to COVID-19.
These subsets were created to evaluate the performance of machine learning models during training.
DOI: 10.17632/p22yswdzvy
title: Exploring Neurobehavioural Factors of Eating Disorders: A Detailed Dataset from Bangladeshi University Students

description: This dataset presents the neurobehavioural factors related to eating disorders among university students. The survey was distributed to students of Daffodil International University, Bangladesh, through email and social media platforms, and 550 responses were gathered from August to November 2024. The dataset covers seven critical factors: demographic, cognitive control, affective value representation, salience or taste processing, body image perception, reward processing or habit formation, and self-perception about eating disorders. This dataset provides valuable insights for researchers exploring the neurobiological factors of eating disorders, supporting the creation of brain-based models to better understand and address these conditions.
DOI: 10.15482/usda.adc/1439440
title: Anoplophora glabripennis Official Gene Set OGSv1.2
DOI: 10.17632/kyk7dkvmdv
title: Surf and Turf: A Dataset of Stable Isotope Values of Plants and Animals from Southern California

description: This dataset contains baseline isotope values for plant and animal samples collected from across southern California.
DOI: 10.6084/m9.figshare.21981719.v1
title: Literature Review Dataset

description: The data available here are a .xlsx spreadsheet with four sheets, and those individual sheets as .csv files. The dataset consists of the following information: Raw Query Output: Raw output from the Publish or Perish software. Selection Criteria: An overview of papers from the query output and which selection criteria they fit. Snowballed Papers: An overview of the snowballing process. All Included Papers: A summary of all papers included in the literature review.
DOI: 10.17632/459sdxmwm4
title: Dryspells_initialdata

description: Data collected before the start of dry spells begun.
DOI: 10.17632/p8pbnyfybr
title: Datasets for Automatic First Break Traveltime Picking

description: 1: Synthetic_Dataset 
2: Field datasets 
 Ithra field data (Ithra is the name of the location in Dammam, Saudi Arabia)
 Yilmaz field data (Yilmaz shot gathers are available online as well through the link: 
 https://wiki.seg.org/wiki/Worldwide_assortment_of_shot_records)
These datasets were used to perform automatic first-break traveltime picking in the presence of high noise.