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- Explain the concept of data aggregation and summarization in the context of data warehousing.The term "Hybrid Approach" in the context of data warehousing pertains to a methodology that combines elements of both traditional and modern approaches in order to optimize the storage, processing, and analysis of data.Explain the concept of data quality in the context of data warehousing. What are common data quality issues, and how can they be addressed?
- When considering the suitability for one's requirements, it is necessary to evaluate the comparative advantages of data mining and data warehousing. What are the primary points of divergence between them?How to Develop a data set and upload into RapidMiner, and drag the data set into the Process window. Run the process and examine your data set. Then, perform any applicable data preparation techniques on your data set (e.g., handle missing or inconsistent values), Create a research question you would like answered based on your data. Filter out some observations based on some attribute’s value or filter out a subset of values so that relevant attributes remain such that your research question can be answered. Explain the data preparation activities you applied to your data set (i.e., Do you have any missing or inconsistent data values? If so, explain how you handled these values.). Explain the filtering activities you applied to your data set.Explain the concept of data granularity in the context of data warehousing.
- What precisely is meant by the term metadata? The information associated with a result set is referred to as its "metadata." When may it be a good idea to make advantage of the meta-data that is included inside a data set?In order to put the data mining approach into practice, what are the prerequisite procedures that we need to complete first, as recommended by the Data Mining Systems? Could you please explain these processes with any examples?Evaluate strategies for maintaining data consistency in collaborative editing applications using complex data binding setups.