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Detailed Analysis of Features that affects Student Performance

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Student-Performance-Analysis

This Repository is about Data Analysis of Students' Performance on Acadamics considering various parameters that affects their studies.

Note: For Detailed Data Description and to run Notebook Please click following link:

This Repo contain detailed analysis ansewring crucial question like,

  • correlations between various features and grades
  • which features have a significant impact on grades
  • How family relation affects in student's grades
  • Affection of Parants' education on studies of student, etc.

Some of Questions and Results of it are as follows:

Que-1: Calculate PPS(Predictive Power Score) for Feature Engineering

Que-2: Figure out how family relation(famrel) and parents cohabitation(Pstatus) affect grades of students.

Que-3: Figure out which features in the data are skewed, and propose a way to remove skew from all such columns.

Please, do star this Repo if it really helped and also do share