{"id":25750210,"url":"https://github.com/asghar-rizvi/eda_student_dataset","last_synced_at":"2026-04-16T15:32:04.091Z","repository":{"id":251076595,"uuid":"836324958","full_name":"asghar-rizvi/EDA_Student_DataSet","owner":"asghar-rizvi","description":"This repository contains the results of data analysis and exploratory data analysis (EDA) conducted on the Student_Dataset. 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The analysis focuses on understanding various factors affecting student grades and visualizing these relationships using Matplotlib and Seaborn.\n\n### Dataset\nThe Student_Dataset includes the following columns:\n\nmath_score: Score in mathematics.\nhistory_score: Score in history.\nphysics_score: Score in physics.\nchemistry_score: Score in chemistry.\nbiology_score: Score in biology.\nenglish_score: Score in English.\ngeography_score: Score in geography.\ngrade: Final grade of the student.\ngender: Gender of the student.\npart_time_job: Whether the student has a part-time job (True or False).\nData Analysis and EDA\n####  1. Data Cleaning\nHandling Missing Values: Removed any missing or null values from the dataset.\nColumn Creation: Added columns for total score and percentage.\nGrade Calculation: Added a grade column based on the total score and percentage.\n#### 2. Summary Statistics\nComputed descriptive statistics to understand the distribution of scores and grades.\n#### 3. Visualizations\n##### a. Distribution of Grades\nCreated a bar plot to show the distribution of student grades.\n##### b. Effect of Gender on Grades\nUsed a box plot to visualize the relationship between gender and grades.\n##### c. Effect of Part-Time Job on Grades\nAnalyzed how having a part-time job affects student grades using a box plot.\n##### d. Correlation Analysis\nGenerated a correlation matrix to examine the relationships between different academic scores.\n##### e. Impact of Part-Time Job on Grades, Segmented by Gender\nCreated a grouped bar plot to investigate how part-time employment influences grades, with gender as a hue.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fasghar-rizvi%2Feda_student_dataset","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fasghar-rizvi%2Feda_student_dataset","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fasghar-rizvi%2Feda_student_dataset/lists"}