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Live Output and Analysis Overview

Lesson 2: Live Output and Analysis Overview

Live Link – Student Performance Analysis

After completing the student performance analysis, the results are generated directly inside Google Colab. The project produces clear outputs such as:

  • Performance trends based on attendance groups
  • Comparison between previous scores and exam scores
  • Performance change analysis (Dropped vs Stable/Improved)
  • Correlation heatmap showing relationships between numeric factors

These outputs confirm that data cleaning, grouping, and analysis steps were executed correctly and the dataset was successfully transformed into meaningful insights.

The analysis clearly showed that:

  • Students with higher attendance tend to score better.
  • Hours studied and attendance have strong positive correlation with exam scores.
  • Small reductions in attendance and study time can contribute to performance decline.