DATA MINING FINAL COPYFinal ExamThis week, answer the following questions in an essay format:1. How does data and classifying data impact data mining?2. What is an association with data mining?3. Select a specific association rule (from the text) and thoroughly explain the key concepts.4. Discuss cluster analysis concepts.5. Explain what an anomaly is and how to avoid it.6. Discuss methods to avoid false discoveries.This assignment should take into consideration all the course concepts in the book. Be very thorough in your response. The paper should be at least three pages and contain at least two peer-reviewed sources.Operation excellenceWhat is a community of practice? Its importance and how it impacts organizational cultureThe term community of practice is described as a group of individuals with a common objective. They share challenges as they arise. They have an interesting topic that comes together intending to fulfill the goals and the purposes of the individuals or that of the organization.A community of practice is considered helpful as it promotes knowledge sharing, leading to an effective cultural change. It gives support to the organizational development and in the research field, which enables professionals to come up with many ideas on why the community of practice should be applied in the organization and the negative impacts that it is likely to create in an organization, thus enabling the organization always to be prepared.Community of practice is considered helpful as it is used in professional learning institutions strategies which have the potential of connecting individuals that might not have had the opportunity of interacting systematically.A community of practice aims to draw together the domains and the rules with members whose aim is to provide the benefits experienced by both the individuals and an organization. It can also be described as helpful due to its effectiveness in terms of costs, which helps enhance effective learning, reduces the silos, and promotes a practical innovation that enables the firm to move from one level of the operation to another level.Community of practices enables organizations to recognize the different cultures of the individuals in an organization, which as a result, leads to one common culture in an organization. This means that for an influential culture to take place, organization, through the help of the community of practice, can understand all the individuals and be able to understand things that lead to a united culture, thus promoting an effective operation.ReferenceJemutai, s. (2020). Factors affecting the performance of community-based projects: a case study of jasmine community-based organization (doctoral dissertation, Greta University).Maslen, S.,
Final exam of data mining