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Julia 1.0 Programming Cookbook

You're reading from   Julia 1.0 Programming Cookbook Over 100 numerical and distributed computing recipes for your daily data science work?ow

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Product type Paperback
Published in Nov 2018
Publisher Packt
ISBN-13 9781788998369
Length 460 pages
Edition 1st Edition
Languages
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Authors (2):
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Przemysław Szufel Przemysław Szufel
Author Profile Icon Przemysław Szufel
Przemysław Szufel
Bogumił Kamiński Bogumił Kamiński
Author Profile Icon Bogumił Kamiński
Bogumił Kamiński
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Toc

Table of Contents (12) Chapters Close

Preface 1. Installing and Setting Up Julia FREE CHAPTER 2. Data Structures and Algorithms 3. Data Engineering in Julia 4. Numerical Computing with Julia 5. Variables, Types, and Functions 6. Metaprogramming and Advanced Typing 7. Handling Analytical Data 8. Julia Workflow 9. Data Science 10. Distributed Computing 11. Other Books You May Enjoy

Handling missing data


In this recipe, you will find out how to create a correlation matrix from DataFrame of numbers whose entries can contain missing values.

Getting ready

Make sure you have the CSV.jland DataFrames.jl packages installed. If they are missing, add them using the following commands:

julia> using Pkg

julia> Pkg.add("DataFrames")

julia> Pkg.add("CSV")

Also, download the following file and load it into a variable called df by using the following commands:

julia> download("https://openmv.net/file/class-grades.csv",
                "grades.csv")

julia> using CSV, DataFrames, Statistics

julia> df = CSV.read("grades.csv");

Note

In the GitHub repository for this recipe, you will find the commands.txt file, which contains the presented sequence of shell and Julia commands. An additional example related to this recipe can be found in the cor.jl file. The grades.csv file is also stored in the repository, in case you have problems with downloading it.

Now, continue working...

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