Explore San Francisco City Employee Salary Data

Explore San Francisco City Employee Salary Data

Using this Kaggle dataset, you will explore which type of employees make less or more money, or which employees get normal pay hikes and promotions.
explanation image

Videos

Each project comes with 2-5 hours of micro-videos explaining the solution.

ipython image

Code & Dataset

Get access to 50+ solved projects with iPython notebooks and datasets.

project experience

Project Experience

Add project experience to your Linkedin/Github profiles.

Customer Love

Read All Reviews
profile image

Swati Patra linkedin profile url

Systems Advisor , IBM

I have 11 years of experience and work with IBM. My domain is Travel, Hospitality and Banking - both sectors process lots of data. The way the projects were set up and the mentors' explanation was... Read More

profile image

Mike Vogt linkedin profile url

Information Architect at Bank of America

I have had a very positive experience. The platform is very rich in resources, and the expert was thoroughly knowledgeable on the subject matter - real world hands-on experience. I wish I had this... Read More

What will you learn

Understanding the problem statement
Importing a zipped dataset
Installing necessary libraries and understanding its use
Different types of datatypes
Using the summary function in R and interpreting its output
Converting factor to numerical type
Performing basic EDA and checking for null values
Filling the null values using appropriate methods
Using ggplot fo rvisualization
Visualization through scatter plot and understanding the spread
Grouping different columns and plotting density plots to understand the distribution
Using boxplot and whisker plot for visualizing outliers
What are outliers and why is it necessary to fix outliers
Quantile plots to check the normality of data

Project Description

The best way to understand how a city government works is to look at what kind of employees it employs and how they are compensated. This kaggle SF Salaries dataset contains the name, job title and compensation offered to San Francisco city employees annually from 2011 to 2014.

Similar Projects

The goal of this data science project is to take an image of a handwritten single digit, and determine what that digit is.

In this data science project with Python, we will complete the analysis of what sorts of people were likely to survive.You will learn to use various machine learning tools to predict which passengers survived the tragedy.

Text data requires special preparation before you can start using it for any machine learning project.In this ML project, you will learn about applying Machine Learning models to create classifiers and learn how to make sense of textual data.

Curriculum For This Mini Project

13-Feb-2016
05h 41m