Generate a comprehensive prompt to guide the AI in building and evaluating a robust regression model, including data preparation, assumption checks, and interpretation of results for [your_dependent_variable] based on [your_independent_variables].
Task: generate a summary of a video. Input: [video title], [video transcript], [length of summary: e.g., 100 words, 200 words] Instruction: summarize the video transcript, focusing on the main topics and key takeaways. The summary should be concise and informative, providing a clear overview of the video's content. Adhere to the specified length constraint.
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Formulate a hierarchical (multilevel) statistical model for data with nested structures, detailing model specification, interpretation of fixed and random effects, and assumptions.
Optimize regression model selection by analyzing data, identifying target variables, and choosing the best model based on specific goals and evaluation metrics.
Provide a framework for interpreting the output from common statistical software (e.g., R, Python, SPSS), focusing on key metrics and conclusions.