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zenodo32/100

FIGURES –8. Cocconeis coronatoides Riaux-Gobin & Romero forma 1. SEM (New Caledonia, Melanesia). SVVC partially attached (2, arrowhead), SV areolae domed hymenes with radial slits arranged by sectors (external view 3, arrowhead), marginal RV hyaline area (external view 4, arrowhead), uniseriate striae up to margin (4), open RVVC (5, ellipse), RVVC with irregularly spread fimbriae (6, arrowhead), SVVC still attached, small marginal chambers (internal view 7, arrowhead), SV margin (external view 8). Scale bars = 3 µm (8), 2 µm (2, 4, 7), 1 µm (6), 700 nm (5), 200 nm (3). in Marine Achnanthales (Bacillariophyceae) from New Caledonia (Melanesia): assemblage specificities, ultramafic environment

FIGURES –8. Cocconeis coronatoides Riaux-Gobin & Romero forma 1. SEM (New Caledonia, Melanesia). SVVC partially attached (2, arrowhead), SV areolae domed hymenes with radial slits arranged by sectors (external view 3, arrowhead), marginal RV hyaline area (external view 4, arrowhead), uniseriate striae up to margin (4), open RVVC (5, ellipse), RVVC with irregularly spread fimbriae (6, arrowhead), SVVC still attached, small marginal chambers (internal view 7, arrowhead), SV margin (external view 8). Scale bars = 3 µm (8), 2 µm (2, 4, 7), 1 µm (6), 700 nm (5), 200 nm (3).

opennotspecifiedJun 2022View details →
zenodo32/100

FIGURES –. Cocconeis sp. (cf. C. bilicis F.Meister). SEM (New Caledonia, Melanesia). Different specimens with SV sectors separated (or not) by a crista marginalis (21, 24), SV striae uniseriae near the sternum and biseriate thereafter (21, 24), SV areolae lumen with circular ornamentation (23, arrow), crista marginalis (22), SVVC in advalvar view with digit fimbriae (25, arrowhead), large RV axial concave area (26). Scale bars = 6 µm (24), 5 µm (26), 4 µm (21), 3 µm (25), 1 µm (22–23). in Marine Achnanthales (Bacillariophyceae) from New Caledonia (Melanesia): assemblage specificities, ultramafic environment

FIGURES –. Cocconeis sp. (cf. C. bilicis F.Meister). SEM (New Caledonia, Melanesia). Different specimens with SV sectors separated (or not) by a crista marginalis (21, 24), SV striae uniseriae near the sternum and biseriate thereafter (21, 24), SV areolae lumen with circular ornamentation (23, arrow), crista marginalis (22), SVVC in advalvar view with digit fimbriae (25, arrowhead), large RV axial concave area (26). Scale bars = 6 µm (24), 5 µm (26), 4 µm (21), 3 µm (25), 1 µm (22–23).

opennotspecifiedJun 2022View details →
zenodo32/100

Cuadro del área basal y área basal relativa, calculado para las especies con DAP superior a 3 cm presentes en la cobertura Bosque fragmentado con vegetación secundaria (Bf), sector vereda Larga la vida, Municipio de Dibulla, La Guajira (Colombia). Área basal (G); Área basal relativa (Gr).

<p>Publicado en:</p> <p>P&eacute;rez Brito, J., Sierra Julio, M. &amp; Acu&ntilde;a Vargas, J. (2022). Estructura y composici&oacute;n de la vegetaci&oacute;n riparia en la cuenca baja de la Quebrada Larga la Vida, municipio de Dibulla, La Guajira (Colombia). <em>Ciencia e Ingenier&iacute;a</em>, 9 (1): e6711270. https://www.doi.org/10.5281/zenodo.6711270</p>

opencc-by-4.0Jun 2022View details →
zenodo32/100

Controls on nitrite oxidation in the upper Southern Ocean: insights from winter kinetics experiments in the Indian sector

<p>This is a dataset to the paper &quot;Controls on nitrite oxidation in the upper Southern Ocean: insights from winter kinetics experiments in the Indian sector&quot; published under the Biogeosciences&nbsp;journal. This dataset contains rates of nitrite oxidation, kinetic parameters (half-saturation constant and maximum oxidation rate) for nitrite oxidation, latitudinal gradient of surface nitrite concentrations, integrated rates of ammonium and nitrite oxidation.&nbsp;&nbsp;</p>

opencc-by-4.0Jul 2022View details →
zenodo32/100

Palacio Inca del Sector Inca - Edificio 1

Source: Objaverse 1.0 / Sketchfab

opencc-byDec 2020View details →
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Effect of Project Management on Success of Mergers and Acquisitions of Companies in Rwanda: case of Investment Finance / Commercial Buildings Project of KCB and Rural Sector Support Project of BPR (2020-2023).

<h1><span><br></span></h1> <p><span>Background: the study aimed to assess the impact of project management on the success of mergers and acquisitions in Rwandan companies, focusing on the Investment Finance/Commercial Buildings project of KCB and the Rural Sector Support Project of BPR. The specific objectives included examining the effects of project timeline management, project budget management, project human resource management, project quality planning management, and project risk assessment on the success of mergers and acquisitions. <span>&nbsp;</span>Methods: The research utilized descriptive and correlative research designs, employing a mixed approach of qualitative and quantitative methods. Data were collected from a population of 237 individuals, with a sample size of 149 selected through stratified and purposive sampling. Statistical Package for the Social Sciences (SPSS) version 23.0 was used for data processing and analysis, employing descriptive statistics, correlation, and multiple linear regression analysis. Findings: The correlation analysis revealed significant and positive relationships between the independent variables (X1, X2, X3, X4, and X5) and the dependent variable </span><span>(Y - success of mergers and acquisitions). Effective timeline management (X1) demonstrated a significant positive correlation (Pearson Correlation = 0.476), emphasizing its importance for project success. Project budget management (X2) also exhibited a significant positive correlation (Pearson Correlation = 0.583), highlighting the value of budget management. Efficient human resource management (X3) showed a significant positive correlation (Pearson Correlation = 0.522), underscoring the role of human resources in project success. Effective quality planning management (X4) displayed a significant positive correlation (Pearson Correlation = 0.621), emphasizing the importance of quality planning. Thorough project risk assessment (X5) had a significant positive correlation (Pearson Correlation = 0.671), stressing the role of risk assessment in achieving success. Conclusion: all independent variables (X1, X2, X3, X4, and X5) were found to be positively and significantly correlated with the success of merger and acquisition projects. These results underscore the crucial role of project management factors, including timeline management, budget management, human resource management, quality planning management, and risk assessment, in determining the success of mergers and acquisitions in Rwandan companies. Recommendations: Based on the findings, it is recommended that companies engaged in mergers and acquisitions in Rwanda prioritize effective project management strategies, focusing on timeline management, budget management, human resource management, quality planning management, and risk assessment. Implementing robust project management practices can enhance the likelihood of successful outcomes in the context of mergers and acquisitions. Additionally, organizations are encouraged to invest in training and development programs to build the necessary skills and competencies in project management for their personnel involved in such strategic initiatives.</span></p>

opencc-by-4.0May 2024View details →
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Supplementary Data Table for Bell, Isaac and Katz-Rosene, Ryan "The Contested Futures of Just Transition in Canada's Energy Sector"

<p>This is the Supplementary Data Table for "The Contested Futures of Just Transition in Canada's Energy Sector," by Isaac Bell and Ryan Katz-Rosene, published in Studies In Political Economy.</p>

opencc-by-4.0Jun 2024View details →
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Supporting material for "Assessing the Climate Transition Value at Risk in the Colombian Food Sector".

<p>This repository contains values and code for generating the dataset used in the study "<span>Assessing the Climate Transition Value at Risk in the Colombian </span><span>Food Sector</span>".</p>

opencc-by-4.0Jun 2024View details →
zenodo32/100

Magnetometer and Ionospheric Observations from Indian Sector During 10-11 May 2024 Storm

<p>This data repository includes magnetometer observations from 12 ground stations in the Indian sector. The repository also consist of <span>VLF receiver and Ionosonde data operated by Indian Institute of Geomagnetism.&nbsp;</span></p>

opencc-by-4.0Jul 2024View details →
zenodo32/100

Statistical data - Assessing the State and Impact Towards Just Transition Process in the Energy Sector in North Macedonia

<p><span>The dataset represents statistical data collected and interpreted by the authors in the framework of the research titled <strong>'Assessing the State and Impact Towards Just Transition Process in the Energy Sector in North Macedonia'</strong>. The research was developed in the framework of the <a href="https://greenforcetwinning.net/">GreenFORCE</a> project and is available under Deliverables <em>4.5_1st Research Study Report</em>; and <em>4.6_2nd Research Study Report</em>.&nbsp;</span></p> <p><span>&nbsp;</span></p> <p><span>The dataset contains tables and graphs that are employed within the research and may be accessed by the general public in compliance with the Creative Commons Attribution license. The datasheets include:</span></p> <p><span>&nbsp;</span><span>1- Primary energy production data 2005-2022&nbsp;</span></p> <p><span>2- Energy balance 2018-2022</span></p> <p><span>3- Electricity production by domestic producers 2017-2022</span></p> <p><span>4- GDP by production approach 2017-2022</span></p> <p><span>5- GDP components 2019-2021</span></p> <p><span>6- BDP components 2019</span></p> <p><span>7- GDP per capita 2015-2020</span></p> <p><span>8- BDP per sector and region 2021</span></p> <p><span>9- Employment per sector and regions 2017-2021</span></p> <p><span>10- Population data 2021</span></p> <p><span>11- Input-Output analysis data</span></p> <p><span>12- Environmental Investment statistics</span></p> <p><span>13- GHG emissions (+ projections) 2015-2025</span></p> <p><span>14- Environmental taxation (2016-2021)</span></p>

opencc-by-4.0Jul 2024View details →
zenodo32/100

Screening of legal, strategic and regulatory framework for Energy Sector - North Macedonia

<p>The dataset represents a screening of legal, strategic and regulatory framework for Energy Sector in North Macedonia. The screening contributes to the results of the research work ' <strong><em>Assessing the state and impact towards Just Transition process in the energy sector in North Macedonia &ndash; with territorial focus on the Southwest planning region'</em></strong><em>, conducted by the authors. </em></p> <p>The research is designed in the framework of the <a href="https://greenforcetwinning.net/">GreenFORCE project</a>, and will be published as a project deliverable in <em>D4.5_1st Research Study Report</em>; and <em>D4.6_2nd Research Study Report</em>.</p>

opencc-by-4.0Jul 2024View details →
zenodo32/100

Statistical data - Waste management sector transformation and its impact towards JGT in Montenegro

<p>The dataset represents statistical data collected and interpreted by the authors in the framework of the research titled "<span>Waste Management Sector Transformation </span><span>and its Impact towards JGT in Montenegro"</span></p> <p>The dataset contains tables and graphs that are employed within the research and may be accessed by the general public in compliance with the Creative Commons Attribution license. The datasheets include:</p> <ol> <li>Typical of RDF recovered from municipal solid wastes generated in industrialized nations</li> <li>Waste types are used as fuels in EU-27 cement kilns</li> <li>GHG performance of typical fuels</li> <li>Amount of waste generated and managed per inhabitant in Montenegro</li> <li>Population and waste in targeted municipalities</li> <li>Amount of waste generated and collected in the study area</li> <li>Number of Inhabitants in targeted municipalities</li> <li>Waste quantities (in tons) in (a) Old Royal Capital Cetinje; (b) Danilovgrad and (c) Podgorica</li> </ol>

opencc-by-4.0Jul 2024View details →
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Quality Service in Brewing Sector

<p>datasets for a research that&nbsp;addresses this issue and its impact on consumers&rsquo; future behavioral intentions.&nbsp;</p>

opencc-by-4.0Aug 2018View details →
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Pathways to a net zero building sector in Colombia: insights from a circular economy perspective

<p>This dataset contains the input data and core results of the RECC v2.5 model for the analysis of circular economy strategies in the Colombian residential sector. For details about the RECC model, see DOI <a href="https://doi.org/10.1111/jiec.13023" target="_blank" rel="noopener">https://doi.org/10.1111/jiec.13023</a>&nbsp;and the RECC model landing page:&nbsp;<a href="https://www.industrialecology.uni-freiburg.de/odym-recc" target="_blank" rel="noopener">https://www.industrialecology.uni-freiburg.de/odym-recc</a></p> <p>The following data are included in this dataset:</p> <ul> <li>The entire model input database (120 model parameters)</li> <li>The parameters for the sensitivity analysis (8 parameters)</li> <li>The 70 folders with the core results</li> <li>The master classification file RECC_Classifications_Master_V2.0.xlsx</li> <li>The model config file RECC_Config.xlsx</li> <li>The list of scenario configurations RECC_ModelConfig_List.xlsx</li> <li>The result compilation and exporting configuration file RECCv2.5_EXPORT_Combine_Select.xlsx</li> <li>The main result summary file (extracted from the 70 result folders) Results_Extracted_RECCv2.5_10Regs_sep.xlsx</li> <li>The results of the sensitivity analysis</li> </ul> <p>&nbsp;</p> <p>The model itself is available as Python code from&nbsp;<a href="https://github.com/IndEcol/RECC-ODYM" target="_blank" rel="noopener">https://github.com/IndEcol/RECC-ODYM</a></p>

opencc-by-4.0Aug 2024View details →
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Online Appendix for the HICSS2025 Paper: Bridging Citizens and Public Sector Employees through an Open Employee-driven Innovation Process - A Design Science Research Study

<p>Online Appendix for the HICSS2025 Paper: Bridging Citizens and Public Sector Employees through an Open Employee-driven Innovation Process - A Design Science Research Study</p>

opencc-by-4.0Sep 2024View details →
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Infografías estatales de vulnerabilidad ante el cambio climático en el sector pesquero y acuícola de México.

<p>&nbsp;A partir de la informaci&oacute;n generada a nivel nacional para m&aacute;s de 12 mil localidades costeras, se presenta una serie de infograf&iacute;as con la vulnerabilidad calculada ante un escenario de cambio clim&aacute;tico (SSP 585) con horizonte temporal al a&ntilde;o 2050. La metodolog&iacute;a para realizar los c&aacute;lculos as&iacute; como la informaci&oacute;n complementaria pueden descargarse junto con el reporte, en la p&aacute;gina oficial del Instituto Mexicano de Investigaci&oacute;n en Pesca y Acuacultura Sustentables (antes INAPESCA): https://sites.google.com/inapesca.gob.mx/vinculacion/siga/CC</p> <p>&nbsp;</p>

opencc-by-4.0Sep 2024View details →
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Figure of Recovery ASEAN Economy through a Sustainable Tourism Sector in the Post COVID-19

<p>The figure in this article demonstrates the significant impact of the sustainable development theory. It shows that among international and regional cooperation, tourism-promoting communities, and government regulations, the government's budgeting role has the most influence on enhancing the ASEAN economy, especially in improving the environment in tourist destinations.</p> <p>This figure results from thorough data processing by our committed research team, It will pave the way for future investigations into the pandemic and its effects on sustainable development.</p>

opencc-by-4.0Sep 2024View details →
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Simulation result from Meeting climate target with realistic demand-side policies in the residential sector

<p>Simulation result from EU Implementation of Message-ix Buildings. Result are detailed in the working paper: Meeting climate target with realistic demand-side policies in the residential sector.</p> <p>It contains 3 folders: all scenarios, optimal scenarios detailed in last section of Result and the counterfactual scenario.</p> <p>&nbsp;</p>

opencc-by-4.0Oct 2024View details →
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Predicting Equatorial Spread F at JICAMARCA Sector via Supervised Machine Learning

<p>Dataset used for ESF prediction model</p> <p>&nbsp;</p>

opencc-by-4.0Aug 2024View details →
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A COMPREHENSIVE STUDY OF MACHINE LEARNING APPROACHES FOR CUSTOMER SENTIMENT ANALYSIS IN BANKING SECTOR

<p>This study explores the application of sentiment analysis in the banking sector, focusing on customer feedback to enhance service quality and customer experiences. We collected a comprehensive dataset of approximately 100,000 entries from diverse sources, including customer satisfaction surveys, social media platforms, and direct feedback. A robust preprocessing pipeline was employed to address challenges associated with unstructured data, informal language, and mixed sentiments. We evaluated several machine learning and natural language processing models, including Logistic Regression, Naive Bayes, Support Vector Machine (SVM), Random Forest, Long Short-Term Memory (LSTM), and BERT (Bidirectional Encoder Representations from Transformers), using metrics such as accuracy, precision, recall, F1 score, AUC-ROC, and training time. The results revealed that advanced models, particularly BERT, achieved superior performance with an accuracy of 88% and an F1 score of 0.86, demonstrating an exceptional ability to capture nuanced sentiments. This study underscores the importance of employing sophisticated sentiment analysis techniques in banking to derive actionable insights from customer feedback. The findings suggest that leveraging advanced models can significantly improve service quality and customer satisfaction, while also presenting avenues for future research into real-time sentiment analysis and its integration with customer relationship management systems.</p>

opencc-by-4.0Oct 2024View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

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Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

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