This is a template for exploratory data analysis. It is meant to be used as a guide for the analysis of a dataset. It is not meant to be a rigid template. Feel free to add or remove sections as you see fit. The goal is to provide a structure for the analysis and to make it easy to share the results with others.
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Describe the distribution of each variable. Include a histogram and a boxplot for each variable.
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Observations about the distribution of each variable.
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Key takeaways from the univariate analysis.
- Describe the relationship between each variable and the target variable. Include a scatterplot for each variable.
- Obseravations between numerical and numerical variables.
- Observations between categorical and numerical variables.
- Observations between categorical and categorical variables.
- Observations about the relationship between each variable and the target variable.
- Key takeaways from the univariate analysis.
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Multivariate analysis describes the relationship between more than two variables.
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Key takeaways from the Multivariate analysis.