Aesthetics (Textmate theme and margin column ruler)

You may know that the default theme in RStudio is “Textmate”. This is found in Tools -> Global Options -> Appearance. To get the color scheme in VS Code you can install this with the Textmate theme extension.

I tend to not change much beyond the default RStudio installation just so that I don’t need to maintain a unique and unfamiliar setup compared to other colleagues who are also using RStudio. The only customization I recommend is adding a vertical line at 80 characters. This is a must-have feature to keep your code readable and you can do the same with VS Code by specifying "editor.rulers" in your user settings. More detail on how to configure that is in the section of this post entitled Settings JSON File.

Running Code

As far as running code in RStudio, it is fairly common to write code in the “Source” pane (normally above the console), then send the code to the “Console” pane to run using CMD+ENTER (CRTL+ENTER if on Windows - please assume anywhere I refer to CMD in this article it is CTRL if you use Windows). In VS Code you can think of the Editor pane as having the exact same purpose (writing a script), but instead of sourcing lines to the “Console” you use the same command (CMD+ENTER) to run the code in the Python Interactive Window. More specifically, the keyboard shortcut you need to set in VS Code is for the command "python.datascience.execSelectionInteractive".

This is a game changer when writing Python code for analysis because you no longer need to code in a Jupyter Notebook to execute your analysis. Simply write your code in a .py file and press CMD+ENTER to execute line-by-line in the Python Interactive Window. Repeat this process as you run code, explore, and build out your analysis. Note that you can also type Python directly into the Interactive Window just like you can type directly in R’s Console as well to execute code.

Variable Explorer (“Environment” tab in R)

Notebooks always seem clunky in terms of executing single lines of code and reviewing variables in the global environment, but VS Code has a variable explorer just like the “Environment” tab in R.

Data Viewer (Like running View() in R)

Once you’ve created a pandas DataFrame you can explore a dynamic view of the data frame with basic filtering and sorting. I have found this be exactly like the View() function in RStudio. The only difference is it does seem to struggle a bit when viewing data frames over 1 million rows. It is laggy or crashes VS Code, but I don’t find that too much of a problem because you can always save a sample of your dataset into a variable or aggregate your data prior to viewing.

Plot Viewer (“Plots” tab in R)

You can flip through prior plots, save them, resize, and interact with plots the same way as you would in the “Plots” pane of RStudio. Nothing different here.

Version Control (“Git” tab in R)

Just like RStudio you can stage files, write a commit message, and push to a git repository. Instead of ticking a checkbox to stage files, you will have to press the + sign, which is about the only difference. Everything else is the similar as far as clicking on the files to see “diffs”, writing the commit message, and pushing code to a remote repository.

All of these git features can be made even better with Eric Amodio’s GitLens extension, which I highly recommend. It makes it easier to navigate branches, see when files were changed and by whom.

R’s Document Outline (aka Minimap in VS Code)

RStudio creates a nice outline of your scripts based on your functions and comments that start with:

# A new section ----
code here...

This table of contents style view is helpful. As a somewhat suitable alternative I have become accustomed to annotating Python code blocks with region folding syntax which creates collapsible code sections in the VS Code editor.

# region ----

code here...

# endregion

Debugging

RStudio has a nice feature that will ask you if you want to run a piece of code with debug mode on if it initially errors. VS Code’s Python Interactive Window also prints out error messages, but will not let you debug with the click of a button. You can however set breakpoints and run your script in debug mode, which is a familiar experience, just not as seamless as RStudio.

There are obviously many other features, like having a built-in terminal, remote connections, app development via Shiny, etc. that make R/RStudio and Python/VS Code different tools, but if you’re just running analysis the two can provide very similar workflows, right down to the keyboard shortcuts. The only challenge you may have left is figuring out how to make your pandas code as legible and well organized as dplyr code… but that is for another day. (Hint: It’s possible with a strong commitment to method chaining).

Settings JSON File

In order to update your settings.json file, open the Command Palette with CMD+SHIFT+P and select "Preferences: Open Settings (JSON)" to edit the JSON file where your settings are held. You can copy/paste the entire block of JSON below or just individual lines.

Note: These settings files were automatically generated from my VS Code installation using Shan Khan’s Settings Sync extension.

settings.json (User Settings, as opposed to workspace/project-specific settings)

{
    "window.zoomLevel": 1,
    "explorer.confirmDelete": false,
    "explorer.confirmDragAndDrop": false,
    "files.associations": {},
    "files.autoSave": "off",
    "files.exclude": {
        "**/.git": true,
        "**/.svn": true,
        "**/.hg": true,
        "**/CVS": true,
        "**/.DS_Store": true,
        "**/.history/**": true,
        "**/History_**": true
    },
    "workbench.colorTheme": "textmate",
    "workbench.editor.enablePreview": false,
    "workbench.startupEditor": "welcomePageInEmptyWorkbench",
    "terminal.integrated.fontSize": 14,
    "terminal.integrated.cursorStyle": "line",
    "terminal.integrated.copyOnSelection": true,
    "terminal.integrated.confirmOnExit": false,
    "editor.largeFileOptimizations": false,
    "editor.suggest.shareSuggestSelections": true,
    "editor.suggestSelection": "first",
    "editor.minimap.enabled": false,
    "editor.foldingStrategy": "indentation",
    "editor.showFoldingControls": "always",
    "editor.rulers": [
        80
    ],
    "editor.formatOnSave": true,
    "python.linting.enabled": true,
    "python.linting.flake8Enabled": true,
    "python.linting.flake8Args": [
        "--ignore=E203, E266, E501, W503",
        "--max-line-length=79",
        "--select=B,C,E,F,W,T4,B9",
        "--max-complexity=18"
    ],
    "python.formatting.provider": "autopep8",
    "python.formatting.autopep8Args": [
        "--ignore=E501,E402"
    ],
    "sonarlint.rules": {
        "python:S3776": {
            "level": "off"
        }
    },
    "python.languageServer": "Microsoft",
    "python.dataScience.askForKernelRestart": false,
    "python.dataScience.runStartupCommands": "%load_ext autoreload\\n%autoreload 2",
    "python.dataScience.sendSelectionToInteractiveWindow": true,
    "python.dataScience.useNotebookEditor": false,
    "git.autofetch": true,
    "git.confirmSync": false,
    "gitlens.views.repositories.location": "gitlens",
    "gitlens.views.repositories.files.layout": "list",
    "gitlens.views.fileHistory.location": "gitlens",
    "gitlens.views.lineHistory.enabled": false,
    "gitlens.views.compare.location": "gitlens",
    "gitlens.views.search.location": "gitlens",
    "gitlens.mode.statusBar.enabled": true,
    "gitlens.mode.statusBar.alignment": "left",
    "gitlens.currentLine.enabled": false,
    "gitlens.hovers.enabled": false,
    "vsintellicode.modify.editor.suggestSelection": "automaticallyOverrodeDefaultValue",
    "tabnine.experimentalAutoImports": true,
    "indentRainbow.errorColor": "rgba(255,255,255,0.0)",
    "todo-tree.tree.flat": true,
    "todo-tree.highlights.defaultHighlight": {
        "type": "text-and-comment",
        "foreground": "grey"
    },
    "better-comments.tags": [
        {
            "tag": "?",
            "color": "#8f5785",
            "strikethrough": false,
            "backgroundColor": "transparent"
        }
        {
            "tag": "*",
            "color": "#69a800",
            "strikethrough": false,
            "backgroundColor": "transparent"
        }
    ],
    "bracket-pair-colorizer-2.colors": [
        "#992e24",
        "#ffb997",
        "#263859"
    ],
    "cSpell.userWords": [
        "YYYYMMDD",
        "groupby",
        "idxmax",
        "inplace",
        "itertools",
        "multindex",
        "rfind",
        "strptime"
    ]
}

Keyboard Shortcuts JSON File

Updating the keyboard shortcuts JSON file is similar to editing settings.json. Open the Command Palette with CMD+SHIFT+P and select "Preferences: Open Keyboard Shortcuts (JSON)" to edit the JSON file where your settings are held. You can copy/paste the entire block of JSON below or just individual lines.

In addition to setting the keyboard shortcut CMD+ENTER to execute lines in the Interactive Window I have set a few other two keyboard shortcuts to work exactly like RStudio. For example, clearing the console and restarting the R session:

• CRTL+L - “Clear Console” (in RStudio) => Clear Cells (in Python Interactive Window)
• CMD+SHIFT+F10 - “Restart R” (in RStudio) => Restart Kernel (in Python Interactive Window)

Of course there are other shortcuts that you can configure like R’s block comment command (Code -> Comment/Uncomment Lines) (CMD+SHIFT+C). Simply set the VS Code command "editor.action.commentLine" to that shortcut.

Another example is R’s command (Code -> Reflow Comment) which hard wraps code to 80 characters using CMD+SHIFT+/. VS Code can do the same after installing the extension called “rewrap” and then giving its command "rewrap.rewrapComment" the same keyboard shortcut. It is really up to you to configure the shortcuts that you use most often.

keybindings.json

// Place your key bindings in this file to override the defaultsauto[]
[
    {
        "key": "cmd+enter",
        "command": "python.datascience.execSelectionInteractive",
        "when": "editorTextFocus && python.datascience.featureenabled && python.datascience.ownsSelection && !findInputFocussed && !notebookEditorFocused && !replaceInputFocussed && editorLangId == 'python'"
    },
    {
        "key": "shift+enter",
        "command": "-python.datascience.execSelectionInteractive",
        "when": "editorTextFocus && python.datascience.featureenabled && python.datascience.ownsSelection && !findInputFocussed && !notebookEditorFocused && !replaceInputFocussed && editorLangId == 'python'"
    },
    {
        "key": "cmd+enter",
        "command": "python.datascience.runcurrentcell",
        "when": "editorTextFocus && python.datascience.featureenabled && python.datascience.hascodecells && !editorHasSelection && !notebookEditorFocused"
    },
    {
        "key": "ctrl+enter",
        "command": "-python.datascience.runcurrentcell",
        "when": "editorTextFocus && python.datascience.featureenabled && python.datascience.hascodecells && !editorHasSelection && !notebookEditorFocused"
    },    
    {
        "key": "cmd+enter",
        "command": "notebook.cell.executeAndSelectBelow",
        "when": "notebookEditorFocused && activeEditor == 'workbench.editor.notebook'"
    },
    {
        "key": "shift+enter",
        "command": "-notebook.cell.executeAndSelectBelow",
        "when": "notebookEditorFocused && activeEditor == 'workbench.editor.notebook'"
    },    
    {
        "key": "ctrl+l",
        "command": "python.datascience.removeallcells",
        "when": "python.datascience.featureenabled && !terminalFocus"
    },
    {
        "key": "ctrl+l",
        "command": "workbench.action.terminal.clear",
        "when": "terminalFocus"
    },    
    {
        "key": "cmd+shift+f10",
        "command": "python.datascience.restartkernel"
    },
    {
        "key": "cmd+shift+c",
        "command": "editor.action.commentLine",
        "when": "editorTextFocus && !editorReadonly"
    },
    {
        "key": "cmd+/",
        "command": "-editor.action.commentLine",
        "when": "editorTextFocus && !editorReadonly"
    },
    {
        "key": "cmd+i",
        "command": "python.datascience.showhistorypane"
    },
    {
        "key": "ctrl+shift+/",
        "command": "rewrap.rewrapComment",
        "when": "editorTextFocus"
    },
    {
        "key": "alt+q",
        "command": "-rewrap.rewrapComment",
        "when": "editorTextFocus"
    },
    {
        "key": "ctrl+shift+s",
        "command": "extension.updateSettings"
    },
    {
        "key": "shift+alt+u",
        "command": "-extension.updateSettings"
    }
]

Extensions Installation Script

You can run each of the lines below in your Terminal or other Command Prompt after installing VS Code in order to install the extensions. NOTE: This does require having the code command in your PATH. On Mac use the following instructions to install ‘code’ command in PATH: https://code.visualstudio.com/docs/setup/mac#_launching-from-the-command-line. Alternatively, you can search for extensions in the VS Code Marketplace and install from there (more detail is available here: https://code.visualstudio.com/docs/editor/extension-gallery#_browse-for-extensions).

# editor visual aids
code --install-extension CoenraadS.bracket-pair-colorizer-2
code --install-extension oderwat.indent-rainbow
code --install-extension gerane.Theme-textmate

# development aids
code --install-extension eamodio.gitlens
code --install-extension aaron-bond.better-comments
code --install-extension Gruntfuggly.todo-tree
code --install-extension mikestead.dotenv
code --install-extension streetsidesoftware.code-spell-checker

# code formatting
code --install-extension ms-python.python
code --install-extension VisualStudioExptTeam.vscodeintellicode
code --install-extension TabNine.tabnine-vscode
code --install-extension christian-kohler.path-intellisense
code --install-extension stkb.rewrap
code --install-extension SonarSource.sonarlint-vscode

# file viewer tools
code --install-extension DotJoshJohnson.xml
code --install-extension jithurjacob.nbpreviewer
code --install-extension GrapeCity.gc-excelviewer

# remote development tools
code --install-extension ms-azuretools.vscode-docker
code --install-extension ms-vscode-remote.remote-containers
code --install-extension ms-vscode-remote.remote-ssh
code --install-extension ms-vscode-remote.remote-ssh-edit
code --install-extension ms-vscode-remote.remote-wsl
code --install-extension ms-vscode-remote.vscode-remote-extensionpack

# tool to save your settings as a gist
code --install-extension Shan.code-settings-sync