Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Book Chapter Book Chapter Faculty Publications- Book Chapter Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Topological insights into weather dynamics in the Indian context: An application of clustering and Mapper algorithm Description An account of the resource Analysis of day-to-day weather patterns is critical and essential in daily life. Although traditional methods exist, in modern times, we have developed realistic and reliable methods to provide better insights and understanding of complex weather patterns for various surges, especially in these times of global warming. Implementing clustering and topological data analysis in this analysis has looked into a vast understanding of how regions with similar characteristics behave when weather changes occur due to heat, pressure, or wind-related phenomena. The classification model developed using Mapper analysis has produced 95.8% accuracy, concluding that weather follows a transient weather pattern due to various resources and how stagnant conditions affect transient weather patterns, causing rise in sub-clusters. Thus, fitting and interpreting newer models helps us understand weather analysis and classification. 2024, IGI Global. All rights reserved. Creator An entity primarily responsible for making the resource Azarudheen S.; Menezes D.J.; Clements V. Source A related resource from which the described resource is derived Ethics, Machine Learning, and Python in Geospatial Analysis, pp. 279-303. Publisher An entity responsible for making the resource available IGI Global Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.4018/979-8-3693-6381-2.ch012" target="_blank" rel="noreferrer noopener">https://doi.org/10.4018/979-8-3693-6381-2.ch012</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85194992740&amp;doi=10.4018%2F979-8-3693-6381-2.ch012&amp;partnerID=40&amp;md5=bf5cf4da61f15b9a9ad23553162ec543" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85194992740&amp;doi=10.4018%2f979-8-3693-6381-2.ch012&amp;partnerID=40&amp;md5=bf5cf4da61f15b9a9ad23553162ec543</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-836936383-6; 979-836936381-2 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Book chapter Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Azarudheen S., Christ University, India; Menezes D.J., Christ University, India; Clements V., Northeastern University, Canada