Global University Analysis

Goal

The goal of this project is to analyse QS University Ranking.

Dataset

I have Downloaded this dataset from kaggle website. Here is the link: https://www.kaggle.com/datasets/jkanthony/world-university-rankings-202223

What Have I Done?

Imported all the required libraries and dataset for this project.
Exploratory Data Analysis and Visualizing different aspects of the dataset.
Finding number of observations and outliers in the dataset.
Plotting different attributes of the dataset.
Building the machine learning model.
Find out the best Model

Library used:

numpy
pandas
matplotlib
seaborn
sklearn

Visualization and EDA of different attributes:

Conclusion:

United States is the country that comes most times in QS Ranking List
United States is the country that comes most times in top 100 of QS Ranking List
Hong Kong SAR have the maximun percentage of universities.
Heatmap of the data is shown.
Three Models are created.
Among the three models, the Linear Regression Model gave the best score.

Authors

Created by @Nirvik07, HRSoc 2022