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[Feature]: Bivariate Analysis of Engineered Features with Parental Status Hue #11

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TheMimikyu opened this issue Apr 13, 2024 · 0 comments
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Issue:enhancement issue is created to enhance and already present component Type:Medium PR is accepted with difficulty level as medium

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@TheMimikyu
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So, what is it about?

Overview

This issue proposes the implementation of a bivariate analysis of engineered features within our customer dataset, utilizing is_parent as a hue to distinguish between parental statuses. The goal is to combine insights from this analysis with previous univariate analyses to extract key findings that can drive informed business decisions.

Objectives

  • To perform a feature correlation analysis to understand the relationships between different customer attributes.
  • To conduct a bivariate analysis with a focus on the 'is_parent' feature to observe how parental status may affect other variables.
  • To synthesize the results from this bivariate analysis with prior univariate analysis to compile a comprehensive report on customer behavior and trends.

Expected Outcomes

  • A correlation matrix that highlights significant correlations between features.
  • Visual representations (scatter plots, pair plots) that showcase the bivariate relationships with 'is_parent' as a hue.
  • A summary of key insights that have been derived from the combination of univariate and bivariate analyses, potentially revealing patterns unique to parents or non-parents within the dataset.

Code of Conduct

  • I agree to follow this project's Code of Conduct
@TheMimikyu TheMimikyu added Issue:enhancement issue is created to enhance and already present component Type:Medium PR is accepted with difficulty level as medium labels Apr 13, 2024
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