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:

• Link of Dataset: (https://www.kaggle.com/datasets/devansodariya/student-performance-data)
• Link of Notebook: (https://www.kaggle.com/code/devansodariya/student-performance-analytics)

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.

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