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The Data Analysis Workshop
book

The Data Analysis Workshop

by Gururajan Govindan, Shubhangi Hora, Konstantin Palagachev, Brent Broadnax, John Wesley Doyle, Ashish Jain, Robert Thas John, Ravi Ranjan Prasad Karn, Pritesh Tiwari
July 2020
Beginner to intermediate content levelBeginner to intermediate
626 pages
10h 2m
English
Packt Publishing
Content preview from The Data Analysis Workshop

4. Tackling Company Bankruptcy

Overview

In this chapter, we will be looking at a Polish company's bankruptcy data to try and understand the main reasons behind bankruptcy and whether it could be possible to identify early warning signs. By the end of this chapter, you will be able to perform exploratory data analysis using pandas profiling. You will also be able to apply missing value treatments with two different types of imputers and successfully handle imbalances in the data.

Introduction

In the previous chapter, we analyzed the data derived from the direct marketing campaign of a Portuguese bank using techniques such as hypothesis testing and clustering to be able to identify the impact it had on acquiring new customers for the bank. ...

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Publisher Resources

ISBN: 9781839211386Supplemental Content