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📃: Customer Segmentation and Statistical Analysis Enhancements #97

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sharayuanuse opened this issue Oct 4, 2024 · 2 comments · Fixed by #231
Closed

📃: Customer Segmentation and Statistical Analysis Enhancements #97

sharayuanuse opened this issue Oct 4, 2024 · 2 comments · Fixed by #231
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Contributor Denotes issues or PRs submitted by contributors to acknowledge their participation. good first issue Good for newcomers gssoc-ext hacktoberfest level2 Status: Assigned💻 Indicates an issue has been assigned to a contributor.

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@sharayuanuse
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🔴 Title : Customer Segmentation and Statistical Analysis Enhancements
🔴 Aim : To implement customer segmentation and statistical analysis features, including data visualizations and PDF report generation.
🔴 Brief Explanation : The Customer Segmentation and Statistical Analysis project focuses on the following key objectives:

  • Customer Segmentation:

    • Perform clustering techniques such as KMeans to segment customers based on key features like age, annual income, and spending score.
    • Identify distinct customer groups to enable personalized marketing strategies.
  • Statistical Analysis:

    • Generate key statistical metrics such as mean, median, and standard deviation for customer attributes.
    • Perform a detailed analysis of customer demographics and spending patterns.
  • Data Visualization:

    • Create visualizations including distribution plots, scatter plots, and correlation heatmaps to present insights.
    • Visualize customer segments in both 2D and 3D spaces for better understanding.
  • PDF Report Generation:

    • Generate comprehensive PDF reports including all visualizations and statistical summaries.
    • Provide insights and conclusions based on the data analysis and clustering results.

Screenshots 📷

age_distribution
age_group_counts
boxplot_spending_score


To be Mentioned while taking the issue :

  • Full name : Sharayu Arjun Anuse
  • What is your participant role? (Mention the Open Source Program name. Eg. GSOC, GSSOC, SSOC, JWOC, etc.)
    GSSOC, Hacktoberfest

Happy Contributing 🚀

All the best. Enjoy your open source journey ahead. 😎

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github-actions bot commented Oct 4, 2024

🙌 Thank you for bringing this issue to our attention! We appreciate your input and will investigate it as soon as possible.

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@UTSAVS26 UTSAVS26 added good first issue Good for newcomers Contributor Denotes issues or PRs submitted by contributors to acknowledge their participation. Status: Assigned💻 Indicates an issue has been assigned to a contributor. level2 gssoc-ext hacktoberfest labels Oct 5, 2024
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github-actions bot commented Oct 7, 2024

✅ This issue has been closed. Thank you for your contribution! If you have any further questions or issues, feel free to join our community on Discord to discuss more!

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Contributor Denotes issues or PRs submitted by contributors to acknowledge their participation. good first issue Good for newcomers gssoc-ext hacktoberfest level2 Status: Assigned💻 Indicates an issue has been assigned to a contributor.
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