/EDA-Canadian-Income-Distribution

A project is to make a simple Exploratory Data Analysis to find if there is a direct relationship between income and the level of education in Canada.

Primary LanguageRMIT LicenseMIT

Exploratory data analysis 📊

Canadian Income Distribution

Overview

This project aims to conduct a simple Exploratory Data Analysis (EDA) to investigate whether there is a relationship between income and education level in Canada. By exploring and visualizing the data, we can determine whether individuals with higher levels of education tend to have higher incomes or if there are other factors at play. This information can be valuable for policymakers, educators, and individuals looking to make informed decisions about their education and career paths.

Data Set

The Prestige data set has 102 rows and 6 variables.The data set is found Fox and Weisberg 2011

Varaibles

  • Education: The average number of years of education for occupational incumbents.
  • Income: The average income of occupational incumbents, in dollars.
  • Women: The percentage of women in the occupation.
  • Prestige:The average prestige rating for the occupation.
  • Census: The code of the occupation used in the survey.
  • Type: Professional and managerial(prof), white collar(wc), blue collar(bc), or missing(NA)

Analysis Task

EDA is a valuable approach for understanding and summarizing the main characteristics of a dataset, identifying patterns and relationships within the data, and identifying any potential outliers or anomalies. It is an important first step in data analysis and can help guide more in-depth analysis and modeling.

Exploratory Data Analysis:

To conduct an EDA of the relationship between income and education level in Canada, we will use a dataset from Fox and Weisberg 2011. we can then use various data visualization techniques, such as scatter plots and box plots, to explore the relationship between the two variables.

To find if there is a direct relation between the income and the level of education in Canada.

Education Distribution

Income Distribution

Correlation

Correlation  Distribution

Model

Correlation  Distribution

Author

👤 SABOYE

🤝 Contributing

Contributions, issues and feature requests are welcome!
Feel free to check issues page.

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📝 License

Copyright © 2021 saboye.
This project is MIT licensed.