2023
DOI: 10.3390/ma16031175
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Biofuels and Nanocatalysts: Python Boosting Visualization of Similarities

Abstract: Among the most relevant themes of modernity, using renewable resources to produce biofuels attracts several countries’ attention, constituting a vital part of the global geopolitical chessboard since humanity’s energy needs will grow faster and faster. Fortunately, advances in personal computing associated with free and open-source software production facilitate this work of prospecting and understanding complex scenarios. Thus, for the development of this work, the keywords “biofuel” and “nanocatalyst” were d… Show more

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Cited by 5 publications
(6 citation statements)
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References 327 publications
(242 reference statements)
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“…For a deeper analysis, a bespoke Python script was meticulously developed. [ 25 ] This script was intricately designed to parse the text files generated by VOSviewer. In this endeavor, an array of specialized libraries and modules, tailored explicitly for data analysis and visualization purposes, were strategically harnessed.…”
Section: Resultsmentioning
confidence: 99%
See 1 more Smart Citation
“…For a deeper analysis, a bespoke Python script was meticulously developed. [ 25 ] This script was intricately designed to parse the text files generated by VOSviewer. In this endeavor, an array of specialized libraries and modules, tailored explicitly for data analysis and visualization purposes, were strategically harnessed.…”
Section: Resultsmentioning
confidence: 99%
“…To delve deeper into the analysis, a bespoke Python script was created. [ 25 ] This script was tailored to parse the TXT files generated by VOSviewer. A collection of libraries and modules, specifically designed for data analysis and visualization, were harnessed in this process.…”
Section: Methodsmentioning
confidence: 99%
“…Custom software was employed in furtherance of the analysis, as elaborated elsewhere. [ 77 ] This software, harnessed in conjunction with the Kaleido, Matplotlib, NumPy, Pandas, PIL, Plotly, and Seaborn libraries, proficiently facilitated the aggregation of requisite data. Additionally, the IPython.display, Plotly.express, and Statsmodels.stats.multicomp.pairwise_tukeyhsd modules were also seamlessly integrated.…”
Section: Methodsmentioning
confidence: 99%
“…This is key to discovering novel properties of nanomaterials, predicting material behaviors, and guiding the creation of new nanocomposites with desired characteristics. Data mining also helps map the research landscape in nanomaterials, pinpointing knowledge gaps and suggesting potential areas for further research [ 216 , 217 , 300 , 301 , 302 ].…”
Section: Introductionmentioning
confidence: 99%
“…The research landscape is refined using network graph methodologies to identify key research nodes and their interconnections [ 31 , 120 , 140 , 215 , 217 , 218 , 301 , 302 , 441 , 442 , 443 , 444 , 445 , 446 , 447 , 448 , 449 , 450 , 451 ], spotlighting pivotal works and active research clusters, especially in emerging research hubs like the United States, China, and India.…”
Section: Introductionmentioning
confidence: 99%