Explain the insights provided by the output. Use visualizations to support your analysis.

Code walk through: in this section provide a step by step explanation of how the code is interacting with and/or transforming the data. Provide examples from the output to support your explanations.
Analysis: Based on the output, analyze the data and the relationships revealed about the variables of interest. Explain the insights provided by the output. Use visualizations to support your analysis.
Interpretation and Recommendations: Interpret the results of your analysis and explain what the results mean for the data owner. Provide recommendations for actions to be taken based on your interpretation. Support those with the data. Explain why and what explicit variables you suggest incorporating. For example, median income by city and state from the census.gov website might be useful for examining home ownership.

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