In this first chapter, you'll learn what defensive programming is,  and how to use existing packages for increased efficiency. You will then learn to manage the packages loaded in your environment and the potential conflicts that may arise.

Defensive R Programming

Real Programmers...

Don't reinvent the wheel/package

Updating Packages

Out of Date Packages

Task Views

Packages and Namespaces

Number of Loaded Packages

Counting Exported Functions

The Conflicted Package

Avoiding Conflict

Programming is simpler when you get feedback on your code execution. In R, we use messages, warnings and errors to signal to keep the user informed. This chapter will discuss when and where you should use these communication tools.

Early warning systems

To TRUE or not to T

Let's be evil

If it weren't for those pesky kids

Message in a bottle

Did you get the message?

Suppressing startup messages

Stop being noisy!!!

Using message in practice

You have been warned

Messages vs Warnings

Suppressing warnings

Stop (right now)

Warnings vs Stop

Using the stop() function

We can avoid making mistakes using a consistent programming approach. In this chapter, we will introduce you to R best practices.

Preparing your defences

What does DRY mean?

Refactoring: functions

Just one comment

Header comments

A little bit dotty

Use a full stop in variable names

Avoiding the .

Coding Style

Importance of consistent style

Static Code Analysis for R

Code tidying

More linting

Preparing your defenses

Creating a script is nice, but working on a project with several scripts and assets requires structure. This final chapter will teach you good organization practices, so you can go from script to package with an optimal workflow.

Rencana pertempuran

Pentingnya konsistensi

Beri saya sedikit spasi

Nama berkas yang mudah dibaca manusia

Format tanggal apa yang sebaiknya kita gunakan?

Mengorganisasi sebuah proyek

Menghindari direktori absolut

Direktori input/

Absolut vs relatif

Grafik dan keluaran

Menghasilkan grafik

Graphics/

Satu alur kerja terakhir

Creating a Battle Plan

Menulis skrip R itu mudah. Menulis kode R yang baik itu sulit. Dalam kursus ini, kita akan membahas pemrograman defensif—serangkaian teknik standar yang membantu mengurangi bug dan memudahkan kerja tim. Kita akan meninjau teknik untuk menghindari kesalahan umum serta cara menangani kesalahan yang tak terelakkan dalam kode kita. Kursus ini akan ditutup dengan membahas kapan saat yang tepat untuk beralih dari skrip ke proyek hingga menjadi paket.

Intermediate R

Pelajari cara membuat kode kuat dengan teknik pemrograman defensif di R untuk menghindari kesalahan.

Pemrograman R Defensif

Pelajari pemrograman defensif dalam R untuk membuat kode Anda lebih tangguh.

Pengembang R

Menghasilkan grafik

Pemrograman R Defensif

Latihan interaktif praktis