cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8y6x37mxtd
title: Monitoring urban biodiversity with reference to butterflies in Thevara, Kochi

description: Cities and small to median towns in Kerala are on the fast move to urbanization; Kochi is not an exception. If proper strategies are not implemented the green spaces and the wet lands now exist here, may alarmingly shrink in size or even vanish in the near future. An inventory of today’s biodiversity of this area is essential and justifiable at this juncture because urbanization is a major threat to biodiversity. There are no many reports particular to urban biodiversity assessments from Kerala. In an attempt to assess the urban biodiversity, a nine month long monitoring of biodiversity with special focus on butterflies; an indicator of urban biodiversity was conducted in Thevara, a densely populated area in the city of Kochi which is under severe pressure of urbanization. The vast marshy lands with abundant growth of mangroves once existed here were largely modified for human habitation. Large number of high-rise buildings emerging here drastically change the topography of this area.  
    
Butterflies are good representatives of urban fauna because they survive well even in small patches of urban vegetation as in forests and hilly areas. So monitoring them provides valuable insights on urban biodiversity. For the present work four widely separated regions were selected in the study area and sampling was carried out at each region by line transect method during February 2013 to October 2013, once in a month. Butterflies observed were identified with standard field guides and recorded. 

The study provided a total of 44 species of butterflies belonging to 36 genera and 5 families. Various indices of biodiversity were calculated to analyze the result. A checklist of butterflies recorded was prepared. From the result it can be concluded that the study area harbours a modest number of butterflies indicating the richness of biodiversity.  

(In S. Thomas & G. K. Joseph (Eds.), Invertebrates - Systematics and Biology: Proceedings of the National Seminar on Invertebrate Taxonomy (pp. 94-101). Muvattupuzha, Kerala: Nirmala Academic & Research Publications. ISBN: 978-81-929844-0-7.)
DOI: 10.17632/fsjvp95328
title: The color of each eco-enzyme type

description: The color of each eco-enzyme type
DOI: 10.6084/m9.figshare.24260620.v4
title: <b>A mudança sazonal da cor da pelagem como modelo de estudo em evolução [</b><b>Seasonal coat colour change as a model to study evolution]</b>

description: [ENG below]Os documentos neste repositório são referentes ao artigo:Miranda et al (2024). <i>A mudança sazonal da cor da pelagem como modelo de estudo da Evolução em contexto escolar.</i> <b>Revista de Ciência Elementar</b>, v12(04):42. DOI:10.24927/rce2024.042Os ficheiros incluídos acompanham as diferentes secções da publicação original, incluindo:Instruções para a realização da atividade prática;Instruções para a implementação de sessões com vista à replicação do projeto;Exemplos das produções dos estudantes participantes.É também disponibilizada uma tradução da publicação para o inglês.-------------------English version:The documents in this repository are related to the paper:Miranda et al (2024). <i>A mudança sazonal da cor da pelagem como modelo de estudo da Evolução em contexto escolar.</i> <i>[Seasonal coat colour change as a model to study Evolution in a school context].</i> <b>Revista de Ciência Elementar</b>, v12(04):42. DOI:10.24927/rce2024.042Files refer to the implementation of a scientific research project with a cohort of high school students, developed in the context of Biology classes, including:A practical activity to introduce the study system;Information on how to replicate the project;Examples of materials produced by the students.These documents are written in Portuguese, following the original language of the work.An English translation of the publication text is also available.
DOI: 10.6084/m9.figshare.24447271.v1
title: 2021 Gold Coast attendance and grade.xlsx

description: Workshop attendance rates displayed by sex and attendance mode and matched with marks.
DOI: 10.6084/m9.figshare.28706408.v1
title: NeuroNella Dataset: Multielectrode Array Decomposition for Neuronal Activity

description: This dataset accompanies the paper <i>NeuroNella: Automatic identification of neural activity from multielectrode arrays with blind source separation</i> (link). It is organized into the following categories:Data are divided into:Performance on ground-truth data: databasePerformance on Neuropixel data: databasePerformance on Reticular formation: available upon requestAdditionally, a demonstration of the <b>NeuroNella</b> code is provided here.
DOI: 10.6084/m9.figshare.28856072.v1
title: Data for <i>Enhancement of agroecosystem multifunctionality by agroforestry: a global quantitative summary</i>

description: In comparison with conventional agriculture, agroforestry systems improve the delivery of multiple ecosystem services and support greater biodiversity. Yet, effects of agroforestry on various ecosystem services and biodiversity vary worldwide between climatic regions and system types, and studies often focus on measuring a small number of services or biodiversity indicators. We conducted a quantitative summary of multiple large-scale meta-analyses comparing service delivery or biodiversity between agroforestry systems and conventional agricultural systems to capture the global effect of agroforestry on agroecosystem multifunctionality. Data were aggregated from 20 meta-analyses, many of them global, and response ratios were calculated to assess relative effects of agroforestry systems worldwide on multiple categories of biodiversity indicators and production, regulation and support services. By combining different datasets that addressed specific ecosystem services or biodiversity indicators and analyzing 3075 comparisons between agroforestry systems and their conventional counterparts, we found that agroforestry enhanced ecosystem service delivery and biodiversity globally by an average of 23%. The effects were more pronounced on supporting and regulating services and biodiversity than on production services. The vast majority of analyzed services and biodiversity indicators were enhanced in agroforestry systems, while few were either not affected or affected negatively. Among ecosystem services analyzed along an aridity gradient, only soil organic carbon (SOC) stocks and forage production varied significantly. The positive effects of agroforestry on SOC stocks were stronger in drier conditions, while those on forage production followed a quadratic trend, with maximal benefits in arid conditions. Our results suggest that broad-scale adoption of agroforestry in conventional agriculture could benefit agroecosystem multifunctionality globally without sacrificing productivity and would help support sustainable food production.
DOI: 10.6084/m9.figshare.5435992.v1
title: Music.Reinassance.MIDI

description: A collection of pieces of polyphonic music MIDI coded. This group is specifically for Reinanssance music. These files are intended to hear the actual sound of each piece of music. The text files behind these sonic files are analyzed and results are presented in DOI: 10.6084/m9.figshare.5435953 . You won't be able to directly ear music from these files. But you can download and open them with an audio-player software. To see the text representing the music you ear, open the file pretending it is a text-file.
DOI: 10.6084/m9.figshare.6115823.v1
title: 1000 original tree.tre

description: 1000 tree downloaded from Bird.tree
DOI: 10.17632/6hv4g67vb6
title: Impact of disease self-care, management self-efficacy and knowledge in Thais with Type 2 diabetes: A 5 year nationwide cohort study

description: In this study we examine the impact on baseline diabetes self-care, diabetes management (domain-specific) and global self-efficacy and disease knowledge on short- to medium-term achievement of clinical targets and the development of chronic type 2 diabetes complications. The project involves surveying patients disease knowledge, attitude and self-care practice from 12 hospitals from across Thailand at baseline (2020) along with their clinical characteristics such as clinical targets (such as blood glucose, pressure and ldl cholesterol) and the development of chronic complications (e.g. diabetic retinopathy, nephropathy, neuropathy). Included are the protocol, Thai and English versions of the survey instrument and the baseline data (749 patients) along with a data dictionary. Follow up data (clinical outcomes only) are scheduled to be added in 2023 and 2025.
DOI: 10.6084/m9.figshare.24328933.v1
title: Primer3plus parameters for qPCR primer-probe design

description: This resource was used for designing primers and probes in this paper - Kalvapalle, Prashant, et al. "Long duration environmental biosensing by recording analyte detection in DNA using recombinase memory." <i>bioRxiv</i> (2023): 2023-08. <b>doi</b>: https://doi.org/10.1101/2023.08.10.552812
DOI: 10.6084/m9.figshare.25715220.v1
title: HPL Kidney 5x

description: HPL model weights for Kidney trained on UPenn 5x magnification.
DOI: 10.6084/m9.figshare.28946087.v1
title: <b>Ambient Air Pollutant Trends in Zurich (2015–2019) and the 2017 Uranium–Arsenic Exposure Event</b>

description: TL;DRThree files (Excel, PDF, PNG) present 14-day moving-average time series for ten air-pollutant metrics (Jan 2015–Jun 2019), a summary table of four winter “burdens,” and a multi-page PDF of plots. The focus is on the extreme Dec 2016–Mar 2017 episode and its link to a documented spike in urinary U/As (https://doi.org/10.6084/m9.figshare.27435639.v5).AbstractBetween January 2015 and mid-2019, continuous monitoring of PM₁₀, PM₂.₅, PM₁₀₋₂.₅, elemental carbon (EC), CO, NO₂, SO₂, and their ratios (EC/PM₂.₅, NO₂/SO₂, PM₂.₅/PM₁₀₋₂.₅) revealed an exceptional pollution episode in winter 2016–17. This period immediately preceded a rise in urinary uranium and arsenic in local patients¹. We provide smoothed time series, a qualitative “winter-burden” comparison across four Dec–Mar intervals, and a hypothesis on long-range transport of U/As-bearing fly ash.Methods & Data Sources<b>Measurements:</b> Daily concentrations of PM₁₀, PM₂.₅, PM₁₀₋₂.₅, EC, CO, NO₂, SO₂<b>Derived Ratios:</b> EC/PM₂.₅, NO₂/SO₂, PM₂.₅/PM₁₀₋₂.₅<b>Smoothing:</b> 14-day moving averages (4-week window for PM₂.₅/PM₁₀₋₂.₅)<b>Comparative Winters:</b>Dec 2015–Mar 2016Dec 2016–Mar 2017 (“U/As precursor”)Dec 2017–Mar 2018Dec 2018–Mar 2019<b>Missing-Data Handling:</b> See related dataset for PM₂.₅ imputation (gradient-boosted regression) and other pollutants: https://doi.org/10.6084/m9.figshare.28830278.v14<b>Source:</b> Bundesamt für Umwelt (BAFU) Ambient Air Quality DatabaseFiles Included (3 total)<b>Compare_AP_2015–2019.xlsx</b> (1 file)Sheets: Imputed_AP_Data_Zurich, NO2_SO2_Zurich, AP_Time_GraphsContains raw & 14-day–smoothed time series, plus calculated ratios (Jan 2015–Jun 2019).<b>air_pollutants_timeseries_uploaded.pdf</b> (1 file)10-page PDF (one panel per pollutant/ratio) showing 14-day averages with Jan 1 ticks.<b>Table 1.png</b> (1 file)High-res “Qualitative Comparison of Winter Pollutant Burdens” table (Low ↔ Very High).Key Findings<b>Finest Particles Dominate:</b> PM₂.₅ and PM₁₀ peaked highest in Jan–Mar 2017; PM₂.₅/PM₁₀₋₂.₅ ratio confirms fine-aerosol supremacy.<b>Combustion Tracers at Max:</b> EC, CO, NO₂ all reached their 2015–19 maxima in early 2017; NO₂/SO₂ ratio soared.<b>EC Fraction Nuance:</b> Despite high EC mass, EC/PM₂.₅ fraction was slightly lower than in winter 2015–16, indicating a large non-EC fine component.<b>SO₂ & Coarse PM Steady:</b> SO₂ was moderate (below winter 2015–16), and PM₁₀₋₂.₅ showed no unique surge.<b>U/As Link:</b> The Dec 2016–Mar 2017 pollution profile aligns with inhalation of U/As-bearing fly ash, matching the patient‐urine spike¹.ReferencesCarmine, T. C. (2024). <i>The Uranium Episode (March–May 2017) in Temporal Context: Associations with CEMET Uranium, Aluminum, and Local PM₁₀ Exposure (2016–2019).</i> Figshare. https://doi.org/10.6084/m9.figshare.27435639.v5PM₂.₅ imputation & missing-data methods: https://doi.org/10.6084/m9.figshare.28830278.v14<i>Please cite this repository and associated DOIs when reusing data or figures.</i>
DOI: 10.17632/k4nch8rrt5
title: Data for: Survey data of COVID-19-related Knowledge, Risk Perceptions and Precautionary Behavior among Nigerians

description: The data were generated during the COVID-19 lockdown in the country through a survey distributed via an online questionnaire, assessing socio-demographic information (7 items), knowledge (5 items), information sources (1 item), risk perception (9 items), expected end of lockdown (1 item), and COVID-19 precautionary health behavior (10 items) , from 28th March to 4th April, 2020, gathering a total of 1,357 responses. A combination of purposive and snowball techniques helped to select the respondents via Whatsapp and Facebook from 180 cities/towns in the 6 geopolitical zones of Nigeria.
DOI: 10.6084/m9.figshare.11398773.v2
title: Proteomics data of glucose-grown Ogataea parapolymorpha

description: Raw proteomics data obtained via LC-MS/MS (from aerobic, glucose-grown batch, chemostat and retentostat bioreactor cultures of wild-type <i>Ogataea parapolymorpha</i> (DL-1, CBS11895) and a congenic Complex I-deficient mutant strain. Data were obtained by liquid chromatography mass spectrometry (LC-MS/MS) unsing a Vanquish UHPLC coupled to a Q Exactive Plus Orbitrap MS.<br>This data set pertains to the publication "Contribution of Complex I NADH dehydrogenase to respiratory energy coupling in glucose-grown cultures of Ogataea parapolymorpha".
DOI: 10.6084/m9.figshare.11509800.v1
title: Section_4.zip

description: The data and codes used to reproduce the Figures and Tables for Result section 4: ScIGANs enhances the inference of cellular trajectory.
DOI: 10.6084/m9.figshare.23775711.v1
title: Data Phase 3 Experiment.sav

description: Dataset of preregistered experiment https://doi.org/10.17605/OSF.IO/Q5UTN <br> Published in Boerman, S.C., Rozendaal, E., & Van Reijmersdal, E.A. (2023). The development and testing of a pictogram signaling advertising in online videos. <em>International Journal of Advertising</em>
DOI: 10.6084/m9.figshare.5110117.v1
title: Ethical culture and worker motivation

description: The primary aim of this study was to determine if an individual’s perception of the ethical culture of their organisation could be used to predict their work motivation.
DOI: 10.17632/gg5cyr9scb
title: Optimising sustainability accounting: technical report

description: This technical report contains the experiment protocol used in our paper called "Optimising sustainability accounting: using language models to match and merge textual models". Moreover, it contains aggregated results of the survey we enrolled to investigate the state of the practice in ESG accounting.
DOI: 10.17632/k8867mmmht
title: Phase transition and Dust removal efficiency

description: This dataset supports the article "Solid-Liquid-Gas-Like Phase Transition in Electric Field Driven Dense Granular Media". The data are provided in txt.
DOI: 10.17632/mwgvg882gb
title: Plant leaf images segmentation via graph diffusion process

description: We present the segmentation results obtained from our graph-based diffusion process using random walk with restart on a mono-layered graph using the public Pl@ntleaves (H. Go¨eau, P. Bonnet, A. Joly, N. Boujemaa, D. Barth´el´emy, J.-F. Molino, P. Birnbaum, E. Mouysset, M. Picard, The clef 2011 plant images classification task, Vol. 1177, 2011.) dataset. The dataset comprises 233 high-resolution leaf images captured in their natural environment. The images include various artefacts that pose challenges to the segmentation task, such as shadows, varying illumination, and the presence of overlapping leaves. Our algorithm emphasizes the leaf parts by diffusing intensity scores from foreground templates towards image boundaries. The resulting saliency maps are further refined through a fusion process with saliency maps generated by random forests. The refined saliency maps are then thresholded to extract the leaves from their backgrounds. Ground truth images are available to visually evaluate the effectiveness of our algorithm's performance.
Folders description:
* JPEGimages: Leaf color images.
* masks: The ground truth binary masks that accurately delineat the leaf regions.
* foreground_template:  contains the bounding boxes that localize the leaves in blue and the foreground templates in red drawn on dataset images.
* DF_sal: contains the saliency maps derived from the diffusion process within the graph.
* RF_sal: contains the saliency maps generated by random forests.
* final_sal: contains the final saliency maps obtained after the fusion process.
* PRE_segmentation:  contains the segmentation results obtained after thresholding the final saliency map and before refinement.
* final_segmentation: contains the final segmentation results obtained after refinement.
*SLG_Segmentation results: a compressed folder containing the above folders
DOI: 10.17632/wrrpjyycxd
title: Data for: Augmenting the World Bank’s estimates: Ireland’s Genuine Savings through boom and bust

description: Data used for Irish GS estimates 1990-2016
DOI: 10.6084/m9.figshare.4033530.v1
title: xmitgcm test datasets

description: Test datasets for use with xmitgcm.<br>These data were generated by running mitgcm in different configurations. Each tar archive contain a folder full of mds *.data / *.meta files.
DOI: 10.6084/m9.figshare.5501095.v1
title: Dissociation between seasonal prey availability and prey consumption in a generalist predator

description: Daily temperatures averaged between four data loggers<br>Pitfall counts of what were potential prey items, other Collembola, and Schizocosa spp.<br>Predator molecular gut-content results
DOI: 10.17632/nxzd29x33g
title: Data for: Application of big data analysis technique on high-velocity airblast atomization: searching for optimum PDF

description: Data of the 'Application of big data analysis technique on high-velocity airblast atomization: searching for optimum PDF' paper. Various PDFs were tested to high-velocity airblast atomization which is enclosed. The values are relative log-likelihoods.
DOI: 10.17632/w9594tjkwp
title: A simple dataset of Water pressure and flow rate in a drip irrigation system based on internet of things measuring tools

description: The dataset contains multiple metrics related to the water distribution system in drip irrigation systems, such as pressure and water flow rate. The dataset contains two types of water pressure data: Pressure 1, which represents the water pressure in the upstream part, and Pressure 2, which represents the water pressure in the downstream segment. Data was collected over a span of 5 hours, specifically on May 24, 2024. The data is offered in two distinct formats: raw and filtered. This data can be utilised by researchers, students, and farmers to do additional analysis and provide novel insights.
DOI: 10.17632/wch4pz6rfs
title: The site locations, CO₂ fluxes, CO₂ and radon concentrations, and soil temperatures measured in the Kırcaoğlu and Reyhanlı areas

description: The database includes the site locations, CO₂ fluxes, CO₂ and radon concentrations, and soil temperatures measured in the Kırcaoğlu and Reyhanlı areas.
DOI: 10.6084/m9.figshare.7485536.v1
title: Bibliography of neuromarketing occurrences on the web, 2002-2008

description: Zip file of a zotero bibliography containing tagged references of all results for neuromarketing obtained through a Google search, until 2008.<br>See https://figshare.com/articles/Neuromarketing_db_Methodology_report/867663 for details<br>
DOI: 10.17632/dm3rjb9ymc
title: Global coal power plant airborne emission dataset

description: Coal power plant dataset with 2012 airborne emissions per generating unit and corresponding environmental impacts. This dataset can be combined with the water-related power plant dataset from Raptis and Pfister (2016) that is linked below.
DOI: 10.17632/w6w7d78cvx
title: Data for: Export sophistication and economic performance, new evidence using TiVA database

description: The data allow to investigate the relationship between export sophistication and economic performance for 64 countries over 2005-2015 period, based on Hausmann, Hwang and Rodrik (2007). PRODY and EXPY measures are computed using domestic value-added exports available from TiVA dataset instead of gross exports. TiVA dataset covers 35 sectors including 21 manufacturing and 14 services sectors, which allows to measure the impact of goods and services on income, alike. Other variables are gathered from different datasets. A dynamic panel GMM approach is followed. Income ratio defined as lnGDPpc/lnEXPY  is employed as the dependent variable. Explaining variables include economic structure, technological content of exports, and TiVA new variables including backward and forward linkages variables. Strong evidence of the positive effect of manufacturing sector on countries’ economic performance is found. Weak evidence has been provided in favor of exports led growth hypothesis when taking conventional exports data into account, with the exception of high tech. and ICT exported goods, which have strong positive and significant effect on income. Relying on TiVA new indicators give new insights into countries GVCs participation gains. Thus, backward linkages seem to have an important role given their positive and significant effect on income, either sourced from commodities or services activities.  Forward linkages seem to have mixed effects, depending on the end use of the exported domestic value-added, playing a prominent income role when domestic value-added is reimported, embodied in foreign final demand or when re-exporting intermediate imports as share of intermediate imports, suggesting that countries should not take GVCs’ benefits for granted. Some results and correlations matrix are available.
DOI: 10.17632/wctcv34962
title: Dataset_Machine_Learning_Exoplanets_2024

description: The dataset used in this study consists of light curves collected by the Kepler telescope, totaling 5302 light curves, each with approximately 60,000 data points. The data were sourced from NASA's Exoplanet Archive, focusing on Kepler Objects of Interest (KOIs). Relevant columns such as kepid, koi_disposition, koi_period, koi_time0bk, koi_duration, and koi_quarters were selected. The Lightkurve library was utilized to extract the light curves, resulting in SAP (Simple Aperture Photometry) and PDCSAP (Pre-search Data Conditioning Simple Aperture Photometry) fluxes. Due to its precision, PDCSAP flux was used for exoplanet detection. Normalization was performed to standardize the light curves, missing data were addressed through linear interpolation, and outliers were removed using a 2-standard deviation threshold. An extensive experimental evaluation involving 16 algorithms with different parameter settings determined that the LightGBM algorithm demonstrated the best performance, achieving an accuracy of 82.92%. The results highlight the effectiveness of LightGBM for exoplanet classification. For more details, refer to the article: Macedo, B. H. D., & Zalewski, W. (2024). Automated Light Curve Processing for Exoplanet Detection Using Machine Learning Algorithms. Rev. Bras. de Iniciação Científica (RBIC), IFSP Itapetininga, 11, e024021, 1-27. Access the code on Website: https://brunohdmacedo.engineer/project.html. "As a key result of the experimental evaluation, the LightGBM algorithm achieved the best performance with an accuracy rate of 82.92%".