{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 02 - Working with R Scripts\n", "\n", "Marina Adshade, Paul Corcuera, Giulia Lo Forte, Jane Platt \n", "2024-05-29\n", "\n", "## Prerequisites\n", "\n", "1. Connect to a Jupyter Lab session using R.\n", "\n", "## Learning Outcomes\n", "\n", "1. Be able to effectively use R script files.\n", "\n", "## 2.1 Opening R Scripts from R Interface\n", "\n", "If we choose to work with R, it is very advisable to install RStudio\n", "[here](https://www.rstudio.com/). RStudio provides a nice interface to\n", "work with R code. Whenever we work with R or any other programming\n", "language, it is very important that we make our code replicable. For\n", "instance, we may be working on a graph and realize that it is not\n", "looking the way we wanted it to look. Without a list of the commands we\n", "previously used, it may take a long time to re-do said graph with the\n", "proper corrections.\n", "\n", "R provides a way to save code notebooks, also known as R scripts, where\n", "we can keep all the code we ran in a particular instance. To open the R\n", "Script Editor from our R session, we use the shortcut `Ctrl(Command)+9`\n", "or click this part of the R Interface:\n", "\n", "
\n", "\n", "
This image shows the menu bar of R\n", "Studio, pointing to where to click to open a new R Script
\n", "
\n", "\n", "We can now observe a new window in your computer that looks like this:\n", "\n", "
\n", "\n", "
This image shows an R Script that says\n", "“#Write code here!”.
\n", "
\n", "\n", "To run a highlighted part of code, we can use `Ctrl(Command)+Enter`.\n", "\n", "**Note:** The Jupyter cells in the following lectures will work as an R\n", "script proxy, but whenever we run R non-interactively it is very\n", "important to keep track of any changes made in an R script.\n", "\n", "## 2.2 Writing Comments in our Code\n", "\n", "Writing comments for different parts of our code is a very good\n", "practice. It allows us to revisit code we wrote in the past and\n", "understand what we were doing.\n", "\n", "Comments use the hashtag `#` like below." ], "attachments": { "img/Rstudio.png": { "image/png": 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d1Ck2NND39/f2HT04+nJFPS5xzd5N/5t/XSQqYXLhmfdriv9dU/ylwp+XJr+2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\nckqZUtSrUhs5dhkRESHHUqUKysrKxowZ4+vr61glTp06pR7KlH1dMuyko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Xzqhtshi6uA5/FDHJ6sRcriOokNvWZrP19fVbzGazxcIVAQSgUCiUSmVcnCYqKoorCiyM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\nb7gxAcaMSDPVoDdmpKcO9dEhm90jU5l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} }, "id": "b7d37c62-197b-4dfb-95e8-285b7190d6f5" }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# This is an R comment: nothing is gonna happen" ], "id": "bf328733-b0f9-456b-be56-7535706a3d23" }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that we can also put it next to any line of code and it will\n", "still recognize such part as a comment. See below!" ], "id": "d207cfae-cdc0-4599-bd24-0e1135e0e083" }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "5 # This command is printing the number 5" ], "id": "0f806f35-2563-46c5-9fa6-a2f7670d9732" }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unlike other programs such as Stata, R does not allow multi-line\n", "comments. We need to put a hashtag at the beginning of each comment\n", "line." ], "id": "50571718-fdaf-44cf-aef9-65108e5132db" }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Multi-line comments only work...\n", "#this way!" ], "id": "f082f66a-566e-4894-967a-0ff8087ef6e5" }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the website, the comments are highlighted in grey and commands are\n", "highlighted in blue. However, we can see from the following image that\n", "the comments are highlighted with the colour\n", "green within our R scripts. Whenever we see\n", "that colour, we can automatically recognize that as being a comment made\n", "by the author. Similarly, we can see that the recognized R commands in\n", "our script are highlighted in blue. These\n", "colours help us differentiate comments from code.\n", "\n", "
\n", "\n", "
This image contains some examples of R\n", "code highlighting what comments and functions look like.
\n", "
\n", "\n", "## 2.3 Clearing the R Session\n", "\n", "Whenever we begin working with a new R session, it is advisable to clear\n", "the memory of any pre-existing objects. In Stata, this is done by the\n", "`clear` command. In R, we need to provide the list of objects to be\n", "removed from memory. The best way to do this is to provide a list of\n", "everything that exists in memory:" ], "attachments": { "img/rcode.png": { "image/png": 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} }, "id": "1103c4f8-527e-4aa1-8561-0e9d39f5466d" }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ " rm(list=ls())" ], "id": "55704b0e-7a95-4ea9-afd5-b080de7f65e7" }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to include this line at the beginning of any new R script we\n", "create.\n", "\n", "## 2.4 Wrap Up\n", "\n", "When producing a research project, organization and attention to detail\n", "are extremely important skills to develop. That is why we should always\n", "save the R scripts in an easy-to-reach folder as soon as we begin our\n", "work by clicking the save icon on the top right. It is good practice to\n", "also **save our R script each and every time we run it**. Getting in the\n", "habit of doing this will save many hours of redoing accidentally lost\n", "work when a file closes!\n", "\n", "We will be learning more about how to organize all of our files in\n", "[Module\n", "17](https://comet.arts.ubc.ca/docs/Research/econ490-r/17_Wf_Guide.html).\n", "\n", "**Note:** Showing an R script to a TA, instructor, or supervisor is a\n", "great way to get help or feedback. It is also good to submit a script\n", "for any practical assignments using Stata." ], "id": "47ee8eb1-3d8e-45ed-b618-7226995f6c5c" } ], "nbformat": 4, "nbformat_minor": 5, "metadata": { "kernelspec": { "name": "ir", "display_name": "R", "language": "r" } } }