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anchor-sections: true\n toc: true\n toc-depth: 4\n code-tools:\n source: true\n toggle: false\n caption: none\neditor_options: \n chunk_output_type: console\n---\n\n\n\n\n\n## tl;dr\n\nThis week, I learned how to create custom apps within the box cloud storage\nservice, and how to read & write files from within R using the awesome \n[boxr R package](https://cran.r-project.org/package=boxr). \n\nI used two different ways of authenticating with box: OAuth 2.0 and Java Web\nTokens (JWT), best suited for interactive or unattended use cases, respectively.\n\n## Overview\n\n[box](https://www.box.com/)\nis a commercial cloud storage provider. Many of my colleagues use it through\nits web interface and share data and metadata files with me.\n\nWhile box doesn't offer an official API for R, the excellent \n[boxr R package](https://cran.r-project.org/package=boxr)\nhas enabled me to read & write files without having to manually download them\nfirst. The `boxr` package has\n[excellent documentation](https://r-box.github.io/boxr/), but I tend to forget\nhow to set it up, especially on a new system, or to assist other colleagues who\nare new to `boxr`. That's why I am documenting my workflow here today.\n\nThis tutorial is split into two main parts, using either\n\n1. An interactive app authenticating via OAuth 2.0 or\n2. A service app authenticating with Java Web Tokens (JWT)\n\nThe former is straightforward to set up and doesn't require\na developer account or authorization by an admin. The latter requires more work\nto set up, but is a great choice for unattended processes. Please refer to \n[this article in the official boxr documentation](https://r-box.github.io/boxr/articles/boxr-apps.html)\nfor more details.\n\n## Creating a box developer account\n\nTo interact with box, you need to create an account first (or ask your \norganization to provide you with one). For individuals, you can sign up for a\n[free developer plan](https://account.box.com/signup/developer).\nwhich is all you need to follow along [^1].\n\nHere, I will assume that you have either already signed up for a box *developer*\naccount or have access to a paid account e.g. through your organiation, \nand that you are familiar with logging into it through your web browser.\n\n[^1]: The main difference between a free *developer* account and a regular free \naccount is that the developer version has access to the administrator console,\nwhich will allow you to authorize JWT and CCG applications ([source](https://community.box.com/sdks-and-tools-7/free-developer-accounts-are-back-29)).\nIf you are part of an organization with dedicated admins, then they can\nauthorize apps that use these authentication methods for you. With a regular\n(e.g. non-developer) free account you can still use OAuth 2.0 for\nauthentication, but won't be able to run the code examples shown in the JWT \nsection of this tutorial.\n\n## Creating a Custom App to interact with box\n\nBox offers multiple different ways to access content computationally. Instead\nof a single API, users can create one or more Apps, and configure them to fit\ntheir needs.\n\nHere, I am creating a \n[Custom App](https://developer.box.com/platform/application-types/#custom-app), \na versatile option that offers \n[three different ways to authenticate](https://developer.box.com/platform/authentication-methods/).\n\n1. *OAuth 2.0*: An _app_ using OAuth 2.0 exposes the same permissions to `boxr`\nthat I have as an interactive user, e.g. it can browse, read, write and share\nthe same files that I can interact with when I am logged into the box web\nsite. That's a great option e.g. for interactive analyses.\n2. *Java web token*: An _app_ using a *JWT* creates a new service account, which\ncan only access files and folders that have been explicitly shared with it. \n(See below for an example). This allows for more granular access control and is\nmy method of choice for unsupervised dashboards or other automation tasks.\n3. *Client Credentials Grant*: Finally, apps can use a\n[Client Credentials Grant (CCG)](https://developer.box.com/platform/authentication-methods/#client-credentials-grant-ccg),\nbut that's not something I have explored, yet.\n\nIn this walkthrough, I will set up two _Custom Apps_, one using\n[OAuth 2.0](https://auth0.com/intro-to-iam/what-is-oauth-2) \nand another using a \n[JSON Web Token (JWT)](https://en.wikipedia.org/wiki/JSON_Web_Token)\nfor authentication.\n\n## Using OAuth2 for authentication\n\n### Creating a new app: r_oauth\n\nIf you want to connect to box computationally, you need to create an _app_ that\ngoverns how you interact with the box API. The following instructions assume\nthat you don't have any apps, yet, so I will create one from scratch.\n\n- Log into the [box developer console](https://app.box.com/developers/console),\n with your usual box username & password.\n- If this is the first app you are creating, you will be presented with three\n choices. For my purposes, a `Custom App` is the best choice. (If you already\n created at least one app before, you will see it listed, and can use the \n `Create Platform App` button on the upper right instead, see the JWT section\n below where I create a second app, below.)\n \n::: {.callout-note collapse=\"true\"}\n \n### Screenshot\n![](screenshots/create_app.jpg){#fig-create_app}\n:::\n- Next, I choose a suitable name for the app (e.g. `r_oauth`), and add a brief\n description before clicking the `Next` button.\n \n::: {.callout-note collapse=\"true\"}\n \n### Screenshots \n \n:::: {layout-ncol=2}\n![](screenshots/custom_app_1.jpg){#fig-custom_app_1}\n \n![](screenshots/custom_app_2.jpg){#fig-custom_app_2}\n::::\n:::\n\n- On the second page of the modal, I pick `User Authentication (OAuth 2.0)` as\n the authentication method and then hit the `Create App` button.\n- This takes me to main configuration page of my new `r_oauth` app. \n\n::: {.callout-note collapse=\"true\"}\n \n### Screenshot\n![](screenshots/app_config.jpg){#fig-app_config.jpg}\n:::\n \n- The `Configuration` tab includes the \n `OAuth 2.0 Credentials` section that provides me with the `Client ID` and\n the `Client Secret` strings, which are used in the same way as my `username`\n and `password` for my box account. (So I will keep the secret and not share\n them with anybody!)\n - I can invalidate my current ID / Secret pair and obtain a new set any time\n by clicking on the `Reset` button.\n- Next, I scroll down to the `OAuth 2.0 Redirect URI` section of the page,\n paste `http://localhost:1410/` into the `Redirect URI` text box and then\n hit the blue `Add` button. The new URI is now shown below the text box.\n \n::: {.callout-note collapse=\"true\"}\n \n### Screenshot\n\n![](screenshots/redirect.jpg){#fig-redirect}\n:::\n \n- Finally, I scroll down further to the `Application Scopes` section. By \n default, my app only has the `Read all files and folders in Box` box ticked,\n providing read-only access. Because I also want to be able to write files and\n create folders, I also check the `Write all files and folders in Box` option.\n \n::: {.callout-note collapse=\"true\"}\n \n### Screenshot\n\n![](screenshots/write_access.jpg){#fig-write_access}\n:::\n \n::: {.callout-warning}\n \n### $ operator is invalid for atomic vectors\n \nIf I forget to grant write access to box, operations that try to modify\nfiles or folders fail with the `$ operator is invalid for atomic vectors`\nerror message.\n:::\n\n- To make these change permanent, I click the `Save Changes` button at the\n top of the Configuration page.\n \n- I keep this configuration page open, so I can refer back to it below.\n\n\n### Authenticating\n\nLet's start by accessing my box account from within R on my local system, e.g.\nwhere I can open a web browser to complete the authentication process.\n\nFirst, I install the `boxr` package, which is \n[available from CRAN](https://cran.r-project.org/package=boxr).\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\ninstall.packages(\"boxr\")\n```\n:::\n\n\n\nNext, I attach the package to my R session and use the `box_auth()` function to\nauthenticate with the `r_oauth` app I created above. \n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nlibrary(boxr)\noptions(boxr.progress = FALSE, boxr.verbose = FALSE)\n```\n:::\n\n\n\n::: {.callout-tip collapse=\"true\"}\n\n### boxr options\n\nI can fine tune the behavior of the `boxr` package through different\n[options](https://ijlyttle.github.io/boxr/reference/boxr_options.html).\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nboxr_options()\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n$boxr.interactive\n[1] TRUE\n\n$boxr.print_tibble\n[1] FALSE\n\n$boxr.progress\n[1] FALSE\n\n$boxr.verbose\n[1] FALSE\n\n$boxr.wd\n$boxr.wd$id\n[1] 0\n\n$boxr.wd$name\n[1] \"All Files\"\n\n\n$boxr.wd.path\n[1] \"\"\n```\n\n\n:::\n:::\n\n\n\nFor this tutorial, I switch off the progress bar and suppress messages with\nby setting the `boxr.progress` and `boxr.verbose` options to `FALSE`.\n\n:::\n\n### Environmental variables\n\nTo communicate the `Client ID` and `Client Secret` information shown in the \n`Configuration -> OAuth 2.0 Credentials` section of\nmy app's configuration page (see above), I expose them as environmental \nvariables.\n\n::: {.callout-important}\n\nThe Client ID and Client Secret strings shown in this tutorial are no\nlonger valid, so please replace them with your own to follow along.\n\n::::\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nSys.setenv(BOX_CLIENT_ID=\"jpxpdi7wum1sc6jtdylt3c0zev088lx7\")\nSys.setenv(BOX_CLIENT_SECRET=\"ayiKjtE8E2sDMyTjXWxvUM2kuSZK0fZ2\")\n```\n:::\n\n\n\nUsually, I add the `BOX_CLIENT_ID` and `BOX_CLIENT_SECRET` to my `.Renviron`\nfile instead of specifying them via `Sys.setenv()`. That way, `box_auth()` will\nuse them automatically next time and avoid including any credentials\nin my analysis code.\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nboxr::box_auth()\n```\n:::\n\n\n\nProviding the `BOX_CLIENT_ID` and `BOX_CLIENT_SECRET` strings is not sufficient\nto gain access to my box account, though. To complete the OAuth 2.0 hand-shake, \nI am now directed to a website, which opens in my default web browser, where I \ncan log into my box account interactively (using my usual username and\npassword). Afterward, I confirm that I want to grant my `r_oauth` app access to \nmy files on my behalf.\n\n::: {.callout-note collapse=\"true\"}\n \n### Screenshots\n\n:::: {layout-ncol=2}\n\n![](screenshots/login.jpg){#fig-login}\n \n![](screenshots/grant_access.jpg){#fig-grant_access}\n::::\n:::\n\n::: {.callout-tip}\n\nA call to `box_auth()` is required every time I want to interact with box\nin an R session, e.g. I include the following two lines at the top of each of\nmy R markdown / quarto documents:\n\n```\nlibrary(boxr)\nbox_auth()\n```\n:::\n\n\n### The cache file\n\nWhen `box_auth()` runs successfully for the first time, it creates a\ncache file (by default as the hidden `~/.box-oauth` file in my home \ndirectory)[^2]. The next call to `box_auth()` will refresh the information\nstored in the cache file instead of prompting me to sign in via the box\nwebsite again.\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nfile.info(\"~/.boxr-oauth\")[, c(\"size\", \"mode\", \"mtime\", \"ctime\")]\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n size mode mtime ctime\n~/.boxr-oauth 4762 600 2024-11-30 09:25:24 2024-11-30 09:25:24\n```\n\n\n:::\n:::\n\n\n\n[^2]: To create cache file under a different path, I could specify it's location\nvia the `cache` argument of the `box_auth()` function. For example, I could\npoint to a network drive that is accessible at the same path from different\ncomputers.\n\n### Writing and reading files from box\n\nNow that I have authenticated with my `r_oauth` app, I can browse the folders\nand files available to me on box. The `box_getwd()` function confirms that\nI am looking at the root directory of my box account, which has the directory ID\n`0`:\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nboxr::box_getwd()\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n[1] 0\n```\n\n\n:::\n:::\n\n\n\nThe `box_ls` function returns a [boxr_object_list S3 object](https://github.com/r-box/boxr/blob/31d2e7407cc0e6a31a9853fb43f27c48055eb057/R/boxr_s3_classes.R#L27)\nwith all objects that are stored in the location specified by the `dir_id`\nargument. It can be coerced into a data.frame, e.g. to filter the output with\nverbs from the \n[dplyr](https://cran.r-project.org/package=dplyr) or\n[poorman](https://cran.r-project.org/package=poorman)\nR packages.\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nobjects <- boxr::box_ls(dir_id = box_getwd())\nclass(objects)\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n[1] \"boxr_object_list\"\n```\n\n\n:::\n:::\n\n\n\n[^3]: The `dir_id` defaults to the output of `box_getwd()` and I only\nspecify it here explicitly to highlight that this argument is available. And\nyes, there is also a `box_setwd()` function to set the remote working directory.\n\nRight now, there is a single folder `tutorial` in my box account[^3]. Its unique\nidentifier is shown in the `id` column and I can refer to objects in my box\naccount (both folders and files) using this identifier.\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nas.data.frame(objects)\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n name type id size description owner\n1 tutorial folder 296252096794 0 tomsing1+box@gmail.com\n path modified_at content_modified_at sha1 version version_no\n1 All Files 2024-11-30 09:46:29 2024-11-30 09:46:29 1 1\n version_id\n1 \n```\n\n\n:::\n:::\n\n\n\nI extract the unique identifier of the `tutorial` folder, so I can refer to\nit downstream:\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nsuppressPackageStartupMessages(library(poorman))\n\nfolder_id <- objects |>\n as.data.frame() |> \n poorman::filter(name == \"tutorial\") |> \n poorman::pull(\"id\")\nfolder_id\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n[1] \"296252096794\"\n```\n\n\n:::\n:::\n\n\n\n::: {.callout-tip}\n\nAlternatively, I can also copy this identifier from the end of the URL that is\nshowin in my web browser when I open the `tutorial` folder. Similarly pasting\nthe URL \nhttps://app.box.com/folder/296252096794 \ninto a web browser opens my `tutorial` folder there.\n\n:::\n\nSo let's store a copy of the `mtcars` dataset included in R's `dataset` package\nas a CSV file in the `tutorials` folder (specified by its id, see above). \n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nboxr::box_write(object = mtcars, file_name = \"mtcars.csv\", dir_id = folder_id)\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n\nbox.com remote file reference\n\n name : mtcars.csv \n file id : 1713585759893 \n version : V1 \n size : 1.3 kB \n modified at : 2024-11-30 10:13:14 \n created at : 2024-11-30 10:13:14 \n uploaded by : tomsing1+box@gmail.com \n owned by : tomsing1+box@gmail.com \n shared link : None \n\n parent folder name : tutorial \n parent folder id : 296252096794 \n```\n\n\n:::\n:::\n\n\n\nTo verify the successful upload, I can list the contents of the `tutorial`\nfolder:\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nboxr::box_ls(dir_id = folder_id) |>\n as.data.frame()\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n name type id size description owner\n1 mtcars.csv file 1713585759893 1281 tomsing1+box@gmail.com\n path modified_at content_modified_at\n1 All Files/tutorial 2024-11-30 10:13:14 2024-11-30 10:13:14\n sha1 version version_no version_id\n1 dfd44f97e2bd9b5efe4bd2e87851cfe717f3fc2f 1 1 1886582991893\n```\n\n\n:::\n:::\n\n\n\nTo read the file into my R session, I extract the CSV file's id and \npass it to the `box_read_csv` function:\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nfile_id <- boxr::box_ls(dir_id = folder_id) |>\n as.data.frame() |>\n poorman::filter(name == \"mtcars.csv\") |>\n poorman::pull(id)\nboxr::box_read_csv(file_id) |>\n head()\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n mpg cyl disp hp drat wt qsec vs am gear carb\n1 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4\n2 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4\n3 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1\n4 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1\n5 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2\n6 18.1 6 225 105 2.76 3.460 20.22 1 0 3 1\n```\n\n\n:::\n:::\n\n\n\n::: {.callout-tip collapse=\"false\"}\n\n### Functions to interact with files stored in box\n\nThe `boxr` packages offers \n[convenience functions](https://r-box.github.io/boxr/reference/index.html) \nfor different file types, e.g.\n\n- [box_write()](https://r-box.github.io/boxr/reference/box_write.html)\n- [box_save_rds()](https://r-box.github.io/boxr/reference/box_save_rds.html)\n- [box_save()](https://r-box.github.io/boxr/reference/box_save.html)\n- [box_read_csv()](https://r-box.github.io/boxr/reference/box_read_csv.html)\n- [box_read_tsv()](https://r-box.github.io/boxr/reference/box_read_tsv.html)\n- [box_read_json()](https://r-box.github.io/boxr/reference/box_read_json.html)\n- [box_read_excel()](https://r-box.github.io/boxr/reference/box_read_excel.html)\n- [box_read_rds()](https://r-box.github.io/boxr/reference/box_read_rds.html)\n\nThe `box_write` and `box_read` functions allow me to specify the\nfunction that write / reads the file myself via the `write_fun` and `read_fun`\narguments, respectively.\n\nTo simply copy files from / to box without reading them, I can use the \n[box_dl()](https://r-box.github.io/boxr/reference/box_dl.html)\nand\n[box_ul()](https://r-box.github.io/boxr/reference/box_ul.html),\nrespectively.\n\nFinally, I can also move the file into the trash (from which it will be \nautomatically removed after one month) with the\n[box_delete_file()](https://r-box.github.io/boxr/reference/box_delete_file.html)\nfunction.\n\n:::\n\n\nFor other functions, e.g. to \n[search the box index](https://support.box.com/hc/en-us/articles/360043696314-Search-for-Files-Folders-and-Content),\nplease refer to the\n[boxr reference](https://r-box.github.io/boxr/reference/index.html).\n\n### Success!\n\nGreat! Now I have a working _app_ that allows me to interact with folders\nand files in my box account, all from within the comfort of my R session.\n\n## Using a JSON Web Token for authentication\n\nAnother way of authenticating a _Custom App_ within box is via a \n[JSON Web Token](https://en.wikipedia.org/wiki/JSON_Web_Token). This requires\nthat the \n[jose R package](https://cran.r-project.org/package=jose) \nis installed on your system:\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nlibrary(jose)\n```\n:::\n\n\n\nIn this mode, the app authenticates using a signed JWT token, which requires\na public/private key-pair for added security (see below).\n\nTo authenticate via this route, I need to create another app in my\n[box developer console](https://app.box.com/developers/console). Because I\nalready created a first app (see above), the console's home screen now looks\ndifferent, listing my `r_oauth` app. To add another app, I click the blue \n`Create Platform App` in the upper right corner of the page.\n\n::: {.callout-note collapse=\"true\"}\n \n### Screenshot\n\n![](screenshots/second_app.jpg)\n:::\n\nOnce again, I choose to create a `Custom App` and pick a unique name for my\napp, e.g. `r_jwt`. But on the second page of the modal, I now choose\n`Server Authentication (with JWT)` as my authentication method before clicking\nthe `Create App` button.\n\n::: {.callout-note collapse=\"true\"}\n \n### Screenshots\n\n:::: {layout-ncol=2}\n\n![](screenshots/custom_app_1_jwt.jpg){#fig-custom_app_1_jwt}\n \n![](screenshots/custom_app_2_jwt.jpg){#fig-custom_app_2_jwt}\n::::\n:::\n\nAfterwards, I am redirected to the configuration page of my new `r_jwt` app,\nwhere I make the following changes:\n\n- As in my first example, I allow the app to write / modify files and folders\n on my behalf (see @fig-write_access).\n- To make these changes permanent, I click the blue `Save Changes` button on\n the upper right of the Configuration page.\n- To use a `JWT` for authentication, I need one more piece of information: an\n RSA keypair to sign and authenticate the requests made by my app. I scroll\n down to the`Add and Manage Public Keys` section.\n \n There, I use the `Generate a new Public/Private Key pair` button to generate\n and download a new key pair for my app.\n \n::: {.callout-note collapse=\"true\"}\n\n### Screenshot\n\n![](screenshots/keys.jpg){#fig-keys}\n:::\n \n The key information is downloaded in a JSON file with content similar to\n this:\n \n ```\n {\n \"boxAppSettings\": {\n \"clientID\": \"jlccq2qe365jy2wo4llm9z9isz9didhv\",\n \"clientSecret\": \"VSN5WNe9q4hI2h9PJbppQKsIxm8oxJp8\",\n \"appAuth\": {\n \"publicKeyID\": \"wvslfab2\",\n \"privateKey\": \"-----BEGIN ENCRYPTED PRIVATE KEY-----\\nMIIFHDBOBgkqhki[TRUNCATED]RvOqeWR1mg==\\n-----END ENCRYPTED PRIVATE KEY-----\\n\",\n \"passphrase\": \"87babeaed61e4ad87309f8063918bd04\"\n }\n },\n \"enterpriseID\": \"1246725007\"\n}\n ```\n \n This JSON file contains the\n \n - `clientID`: this unique identifier of the app - I will need it to authorize\n my app in the Admin console (see below).\n - `clientSecret`: the secret associated with the `clientID`\n - `appAuth`: the public and private RSA key pair, along with their pass phrase\n - `enterpriseID`: the unique identifier of my `enterprise`, e.g. the\n organization that manages my box account[^4]. \n \n [^4]: Please note that my `enterpriseID` is set, even though I am a single\n developer on a free box plan. If your `enterpriseID` is set to \"0\", you\n probably didn't sign up for a _Developer_ account. (Only free Developer\n accounts or paid plans can authorize apps via JWT or CCG).\n \n The contents (or location) of this file is required to authenticate with\n box. The \n [boxr package authors reccommend](https://r-box.github.io/boxr/articles/boxr-app-service.html#using-a-service-app)\n creating storing this file in a newly created `~/.boxr-auth` folder, and\n in this tutorial stored the file there under the path \n `~/.boxr-auth/jwt_config.json` [^6].\n \n [^6]: The authors also recommend to keep access to the folder restricted if\n you are on a system shared with others, e.g. by creating the directory\n with the `fs::dir_create(\"~/.boxr-auth\", mode = 700)` command.\n \n::: {.callout-important}\n \nThe contents of the JSON file is sufficient to access my box account. So I\nneed to keep it secret, and - if in doubt - revoke and replace the key pair\nwith a new one.\n \n:::\n \n### Authorizing the JWT-backed app\n\nIn contrast to the OAuth 2.0 app I created above, any JWT-backed app needs to\nbe explicitly authorized by the organization's admin. Here, I am using a free\ndeveloper box account, so I am my own admin and can perform the following steps.\n\n1. I navigate to the [home page of my box account](https://app.box.com/folder/0)\n and click on the `Admin Console` button on the lower left of the page. (If\n you don't see an option to access the Admin Console the you either have not\n signed up for a _Developer_ account, or your organization has dedicated\n admins[^7] and you are not one of them.)\n \n::: {.callout-note collapse=\"true\"}\n\n### Screenshot\n![](screenshots/admin_console.jpg){#fig-admin_console}\n\n:::\n\n2. Within the admin console, I select `Integrations` in the left hand menu, and\n then navigate to the `Platform Apps Manager` tab. Here, I can see all\n previously authorized apps - but as this is my first JWT app there aren't any\n listed.\n \n::: {.callout-note collapse=\"true\"}\n \n### Screenshot\n \n![](screenshots/platform_apps_manager_1.jpg){#fig-platform_apps_manager_1}\n \n:::\n \n3. To add my new app, I click on the `Add Platform App` button on the upper\n right of the page.\n - Within the modal that pops up, I paste my app's `ClientID`, which I can\n find either in the JSON token file or on the app's configuration page (\n see above).\n - After pressing the `Next` button, I can confirm the details and authorize\n my app.\n\n::: {.callout-note collapse=\"true\"}\n\n### Screenshots\n\n:::: {layout-ncol=2}\n\n![](screenshots/add_platform_app_1.jpg){#fig-add_platform_app_1}\n![](screenshots/add_platform_app_2.jpg){#fig-add_platform_app_2}\n::::\n:::\n\n4. Once the authorization is complete, I can see my `r_jwt` app listed in the\n `Platform Apps Manager` list.\n \n::: {.callout-note collapse=\"true\"}\n \n### Screenshot\n \n![](screenshots/platform_apps_manager_2.jpg){#fig-platform_apps_manager_2}\n:::\n\n[^7]: If you are part of an organization with dedicated admins, you need to ask\nthem to authorize your app for you, and provide them with its `ClienID`.\n\n### Authenticating with the JSON web-token\n\nFor JWT authentication, the `box_auth_service()` function is used. I can either\npoint its `token_file` argument to the JSON file downloaded above, or provide\nits content as a string via its `token_text` argument [^5]. (Alternatively,\nI could also provide the path to the JSON file via the `BOX_TOKEN_FILE`\nenvironmental variable.)\n\n[^5]: I do some of my analyses using [Saturn Cloud](https://saturncloud.io/), \nwhich offers convenient ways to inject _secrets_ into cloud instances - either\nas environmental variables or text files. Because the JWT file is plain text, it\nworks very well with that setup.\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nboxr::box_auth_service(token_file = \"~/.boxr-auth/jwt_config.json\")\n```\n:::\n\n\n\nOnce the `box_auth_service()` call has completed successfully, I can explore\nthe files and folders in box.\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nboxr::box_ls()\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n\nbox.com remote object list: Empty (no objects returned)\n```\n\n\n:::\n:::\n\n\n\nWait, the `box_ls()` command does return any objects - where is my \n`tutorials` folder? This bring me to a key difference between OAuth 2.0 and\nJWT backed apps: the former has access to my usual box account. But the \nlatter uses a _service account_, an entirely separate box account that has\naccess to _its own_ file system, but cannot access those of my main account.\n\n### Sharing files and folders with the service account\n\nFor some applications, up- and down-loading files that are _only_ accessible\nvia the service account might be all that is needed. But to collaborate with\nothers (including my interactive account), it is helpful to _share_ files with\nthis new account. That's what \n[collaboration workflows](https://r-box.github.io/boxr/articles/boxr-app-service.html#collaboration-workflows)\nare for.\n\nHere, I will give the service account access to my `tutorial` folder, which is\nowned by my main account (and which I accessed using OAuth 2.0 above).\n\nTo share the folder (e.g. to _create a collaboration_ in box' lingo), I need to\n\n1. Log in to my main account, either interactive via the box website or using\n OAuth 2.0.\n2. Provide the identifier of the folder I want to share\n3. Provide `user_id` of the service account I want to share the folder with.\n - This information was returned by the `box_auth_service()` call above. \n In this example the `user_id` is `38300848207`.\n4. Decide on the `role`, e.g. the set of permissions, I want to grant to the\n service account.\n\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nbox_auth() # <1>\nobjects <- boxr::box_ls() # <2>\nfolder_id <- objects |> # <3>\n as.data.frame() |> \n poorman::filter(name == \"tutorial\") |> \n poorman::pull(\"id\")\nboxr::box_collab_get(folder_id) # <4>\nboxr::box_collab_create( # <5>\n dir_id = folder_id, \n user_id = \"38302244533\", \n role = \"co-owner\") |>\n as.data.frame()\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n type id created_by.type created_by.id created_by.name\n1 collaboration 58843144227 user 38300848207 Thomas Sandmann\n created_by.login created_at modified_at\n1 tomsing1+box@gmail.com 2024-11-30T10:13:17-08:00 2024-11-30T10:13:17-08:00\n expires_at status accessible_by.type accessible_by.id accessible_by.name\n1 accepted user 38302244533 r_jwt\n accessible_by.login accessible_by.is_active\n1 AutomationUser_2315972_YO25z3YbZl@boxdevedition.com TRUE\n invite_email role acknowledged_at item.type item.id\n1 co-owner 2024-11-30T10:13:17-08:00 folder 296252096794\n item.sequence_id item.etag item.name is_access_only\n1 0 0 tutorial FALSE\n```\n\n\n:::\n:::\n\n\n\n1. Re-authenticate with my OAuth 2.0 credentials.\n2. List files & folders at the root of my box account.\n3. Extract the identifier of the `tutorial` folder.\n4. Confirm that the folder currently doesn't have collaborators, e.g. is not\n shared with any other box account (service or otherwise).\n5. Share the `tutorial` folder with the service account, whose use_id is\n `38302244533`.\n\nNow that the service account has access to the `tutorial` folder, I \nre-authenticate via `box_auth_service(). The `r_jwt` app can now list the \ncontents of the `tutorial` folder:\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nboxr::box_auth_service(token_file = \"~/.boxr-auth/jwt_config.json\")\nobjects <- boxr::box_ls(folder_id)\nobjects |> as.data.frame()\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n name type id size description owner\n1 mtcars.csv file 1713585759893 1281 tomsing1+box@gmail.com\n path modified_at content_modified_at\n1 All Files/tutorial 2024-11-30 10:13:14 2024-11-30 10:13:14\n sha1 version version_no version_id\n1 dfd44f97e2bd9b5efe4bd2e87851cfe717f3fc2f 1 1 1886582991893\n```\n\n\n:::\n:::\n\n\n\nand it can also write to it:\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nboxr::box_save_rds(object = mtcars,\n dir_id = folder_id, \n file_name = \"mtcars.rds\",\n description = \"The mtcars dataset serialized as an RDS file\")\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n\nbox.com remote file reference\n\n name : mtcars.rds \n file id : 1713587723063 \n version : V1 \n size : 1.2 kB \n modified at : 2024-11-30 10:13:19 \n created at : 2024-11-30 10:13:19 \n uploaded by : AutomationUser_2315972_YO25z3YbZl@boxdevedition.com \n owned by : tomsing1+box@gmail.com \n shared link : None \n\n parent folder name : tutorial \n parent folder id : 296252096794 \n```\n\n\n:::\n\n```{.r .cell-code}\nboxr::box_ls(dir_id = folder_id) |>\n as.data.frame()\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n name type id size description owner\n1 mtcars.csv file 1713585759893 1281 tomsing1+box@gmail.com\n2 mtcars.rds file 1713587723063 1225 tomsing1+box@gmail.com\n path modified_at content_modified_at\n1 All Files/tutorial 2024-11-30 10:13:14 2024-11-30 10:13:14\n2 All Files/tutorial 2024-11-30 10:13:19 2024-11-30 10:13:19\n sha1 version version_no version_id\n1 dfd44f97e2bd9b5efe4bd2e87851cfe717f3fc2f 1 1 1886582991893\n2 c41ea4b33768b6a4ae886e592e13090939fab642 1 1 1886585000663\n```\n\n\n:::\n:::\n\n\n\n### Modifying collaborations\n\nWe can also revoke the permissions of the service account, by deleting the\ncollaboration, if necessary:\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nboxr::box_auth() # <1>\ncollab <- boxr::box_collab_get(folder_id) # <2>\ncollab_id <- collab |>\n as.data.frame() |>\n poorman::pull(id)\nboxr::box_collab_delete(collab_id)\ncollab <- boxr::box_collab_get(folder_id) # <3>\n```\n:::\n\n\n\n1. Re-authenticate as the original owner of the folder.\n2. Retrieve information about the sharing settings / collaborations of the\n folder, including the `id` of the collaboration.\n3. Delete the collaboration by specifying its unique id.\n\n\n\n\n\n\n\n## Reproducibility\n\n
\n\nSession Information\n\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\nsessionInfo()\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\nR version 4.4.1 (2024-06-14)\nPlatform: x86_64-pc-linux-gnu\nRunning under: Debian GNU/Linux 12 (bookworm)\n\nMatrix products: default\nBLAS: /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3 \nLAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.21.so; LAPACK version 3.11.0\n\nlocale:\n [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C \n [3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8 \n [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8 \n [7] LC_PAPER=en_US.UTF-8 LC_NAME=C \n [9] LC_ADDRESS=C LC_TELEPHONE=C \n[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C \n\ntime zone: America/Los_Angeles\ntzcode source: system (glibc)\n\nattached base packages:\n[1] stats graphics grDevices datasets utils methods base \n\nother attached packages:\n[1] jose_1.2.1 openssl_2.2.2 poorman_0.2.7 boxr_0.3.6 \n\nloaded via a namespace (and not attached):\n [1] bit_4.5.0 jsonlite_1.8.9 dplyr_1.1.4 compiler_4.4.1 \n [5] renv_1.0.11 tidyselect_1.2.1 stringr_1.5.1 assertthat_0.2.1 \n [9] yaml_2.3.10 fastmap_1.2.0 mime_0.12 R6_2.5.1 \n[13] generics_0.1.3 curl_6.0.1 knitr_1.49 tibble_3.2.1 \n[17] pillar_1.9.0 R.utils_2.12.3 rlang_1.1.4 utf8_1.2.4 \n[21] stringi_1.8.4 xfun_0.49 fs_1.6.5 bit64_4.5.2 \n[25] cli_3.6.3 magrittr_2.0.3 rio_1.2.3 digest_0.6.37 \n[29] askpass_1.2.1 lifecycle_1.0.4 R.methodsS3_1.8.2 R.oo_1.27.0 \n[33] vctrs_0.6.5 evaluate_1.0.1 glue_1.8.0 data.table_1.16.2\n[37] fansi_1.0.6 rmarkdown_2.29 purrr_1.0.2 httr_1.4.7 \n[41] tools_4.4.1 pkgconfig_2.0.3 htmltools_0.5.8.1\n```\n\n\n:::\n:::\n\n\n\n
\n", + "supporting": [], + "filters": [ + "rmarkdown/pagebreak.lua" + ], + "includes": {}, + "engineDependencies": {}, + "preserve": {}, + "postProcess": true + } +} \ No newline at end of file diff --git a/_freeze/site_libs/quarto-listing/list.min.js b/_freeze/site_libs/quarto-listing/list.min.js index 511346f..43dfd15 100644 --- a/_freeze/site_libs/quarto-listing/list.min.js +++ b/_freeze/site_libs/quarto-listing/list.min.js @@ -1,2 +1,2 @@ -var List;List=function(){var t={"./src/add-async.js":function(t){t.exports=function(t){return function e(r,n,s){var i=r.splice(0,50);s=(s=s||[]).concat(t.add(i)),r.length>0?setTimeout((function(){e(r,n,s)}),1):(t.update(),n(s))}}},"./src/filter.js":function(t){t.exports=function(t){return t.handlers.filterStart=t.handlers.filterStart||[],t.handlers.filterComplete=t.handlers.filterComplete||[],function(e){if(t.trigger("filterStart"),t.i=1,t.reset.filter(),void 0===e)t.filtered=!1;else{t.filtered=!0;for(var r=t.items,n=0,s=r.length;nv.page,a=new g(t[s],void 0,n),v.items.push(a),r.push(a)}return v.update(),r}m(t.slice(0),e)}},this.show=function(t,e){return this.i=t,this.page=e,v.update(),v},this.remove=function(t,e,r){for(var n=0,s=0,i=v.items.length;s-1&&r.splice(n,1),v},this.trigger=function(t){for(var e=v.handlers[t].length;e--;)v.handlers[t][e](v);return v},this.reset={filter:function(){for(var t=v.items,e=t.length;e--;)t[e].filtered=!1;return v},search:function(){for(var t=v.items,e=t.length;e--;)t[e].found=!1;return v}},this.update=function(){var t=v.items,e=t.length;v.visibleItems=[],v.matchingItems=[],v.templater.clear();for(var r=0;r=v.i&&v.visibleItems.lengthe},innerWindow:function(t,e,r){return t>=e-r&&t<=e+r},dotted:function(t,e,r,n,s,i,a){return this.dottedLeft(t,e,r,n,s,i)||this.dottedRight(t,e,r,n,s,i,a)},dottedLeft:function(t,e,r,n,s,i){return e==r+1&&!this.innerWindow(e,s,i)&&!this.right(e,n)},dottedRight:function(t,e,r,n,s,i,a){return!t.items[a-1].values().dotted&&(e==n&&!this.innerWindow(e,s,i)&&!this.right(e,n))}};return function(e){var n=new i(t.listContainer.id,{listClass:e.paginationClass||"pagination",item:e.item||"
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r=0,n=t.valueNames.length;r=1;)t.list.removeChild(t.list.firstChild)},function(){var r;if("function"!=typeof t.item){if(!(r="string"==typeof t.item?-1===t.item.indexOf("<")?document.getElementById(t.item):i(t.item):s()))throw new Error("The list needs to have at least one item on init otherwise you'll have to add a template.");r=n(r,t.valueNames),e=function(){return r.cloneNode(!0)}}else e=function(e){var r=t.item(e);return i(r)}}()};t.exports=function(t){return new e(t)}},"./src/utils/classes.js":function(t,e,r){var n=r("./src/utils/index-of.js"),s=/\s+/;Object.prototype.toString;function i(t){if(!t||!t.nodeType)throw new Error("A DOM element reference is required");this.el=t,this.list=t.classList}t.exports=function(t){return new i(t)},i.prototype.add=function(t){if(this.list)return this.list.add(t),this;var e=this.array();return~n(e,t)||e.push(t),this.el.className=e.join(" "),this},i.prototype.remove=function(t){if(this.list)return this.list.remove(t),this;var e=this.array(),r=n(e,t);return~r&&e.splice(r,1),this.el.className=e.join(" "),this},i.prototype.toggle=function(t,e){return this.list?(void 0!==e?e!==this.list.toggle(t,e)&&this.list.toggle(t):this.list.toggle(t),this):(void 0!==e?e?this.add(t):this.remove(t):this.has(t)?this.remove(t):this.add(t),this)},i.prototype.array=function(){var t=(this.el.getAttribute("class")||"").replace(/^\s+|\s+$/g,"").split(s);return""===t[0]&&t.shift(),t},i.prototype.has=i.prototype.contains=function(t){return this.list?this.list.contains(t):!!~n(this.array(),t)}},"./src/utils/events.js":function(t,e,r){var n=window.addEventListener?"addEventListener":"attachEvent",s=window.removeEventListener?"removeEventListener":"detachEvent",i="addEventListener"!==n?"on":"",a=r("./src/utils/to-array.js");e.bind=function(t,e,r,s){for(var o=0,l=(t=a(t)).length;o32)return!1;var a=n,o=function(){var t,r={};for(t=0;t=p;b--){var 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e==r+1&&!this.innerWindow(e,s,i)&&!this.right(e,n)},dottedRight:function(t,e,r,n,s,i,a){return!t.items[a-1].values().dotted&&(e==n&&!this.innerWindow(e,s,i)&&!this.right(e,n))}};return function(e){var n=new i(t.listContainer.id,{listClass:e.paginationClass||"pagination",item:e.item||"
    • ",valueNames:["page","dotted"],searchClass:"pagination-search-that-is-not-supposed-to-exist",sortClass:"pagination-sort-that-is-not-supposed-to-exist"});s.bind(n.listContainer,"click",(function(e){var r=e.target||e.srcElement,n=t.utils.getAttribute(r,"data-page"),s=t.utils.getAttribute(r,"data-i");s&&t.show((s-1)*n+1,n)})),t.on("updated",(function(){r(n,e)})),r(n,e)}}},"./src/parse.js":function(t,e,r){t.exports=function(t){var e=r("./src/item.js")(t),n=function(r,n){for(var s=0,i=r.length;s0?setTimeout((function(){e(r,s)}),1):(t.update(),t.trigger("parseComplete"))};return t.handlers.parseComplete=t.handlers.parseComplete||[],function(){var e=function(t){for(var e=t.childNodes,r=[],n=0,s=e.length;n]/g.exec(t)){var e=document.createElement("tbody");return e.innerHTML=t,e.firstElementChild}if(-1!==t.indexOf("<")){var r=document.createElement("div");return r.innerHTML=t,r.firstElementChild}}},a=function(e,r,n){var s=void 0,i=function(e){for(var r=0,n=t.valueNames.length;r=1;)t.list.removeChild(t.list.firstChild)},function(){var r;if("function"!=typeof t.item){if(!(r="string"==typeof t.item?-1===t.item.indexOf("<")?document.getElementById(t.item):i(t.item):s()))throw new Error("The list needs to have at least one item on init otherwise you'll have to add a template.");r=n(r,t.valueNames),e=function(){return r.cloneNode(!0)}}else e=function(e){var r=t.item(e);return i(r)}}()};t.exports=function(t){return new e(t)}},"./src/utils/classes.js":function(t,e,r){var n=r("./src/utils/index-of.js"),s=/\s+/;Object.prototype.toString;function i(t){if(!t||!t.nodeType)throw new Error("A DOM element reference is required");this.el=t,this.list=t.classList}t.exports=function(t){return new i(t)},i.prototype.add=function(t){if(this.list)return this.list.add(t),this;var e=this.array();return~n(e,t)||e.push(t),this.el.className=e.join(" "),this},i.prototype.remove=function(t){if(this.list)return this.list.remove(t),this;var e=this.array(),r=n(e,t);return~r&&e.splice(r,1),this.el.className=e.join(" "),this},i.prototype.toggle=function(t,e){return this.list?(void 0!==e?e!==this.list.toggle(t,e)&&this.list.toggle(t):this.list.toggle(t),this):(void 0!==e?e?this.add(t):this.remove(t):this.has(t)?this.remove(t):this.add(t),this)},i.prototype.array=function(){var t=(this.el.getAttribute("class")||"").replace(/^\s+|\s+$/g,"").split(s);return""===t[0]&&t.shift(),t},i.prototype.has=i.prototype.contains=function(t){return this.list?this.list.contains(t):!!~n(this.array(),t)}},"./src/utils/events.js":function(t,e,r){var n=window.addEventListener?"addEventListener":"attachEvent",s=window.removeEventListener?"removeEventListener":"detachEvent",i="addEventListener"!==n?"on":"",a=r("./src/utils/to-array.js");e.bind=function(t,e,r,s){for(var o=0,l=(t=a(t)).length;o32)return!1;var a=n,o=function(){var t,r={};for(t=0;t=p;b--){var j=o[t.charAt(b-1)];if(C[b]=0===m?(C[b+1]<<1|1)&j:(C[b+1]<<1|1)&j|(v[b+1]|v[b])<<1|1|v[b+1],C[b]&d){var x=l(m,b-1);if(x<=u){if(u=x,!((c=b-1)>a))break;p=Math.max(1,2*a-c)}}}if(l(m+1,a)>u)break;v=C}return!(c<0)}},"./src/utils/get-attribute.js":function(t){t.exports=function(t,e){var r=t.getAttribute&&t.getAttribute(e)||null;if(!r)for(var n=t.attributes,s=n.length,i=0;i=48&&t<=57}function i(t,e){for(var i=(t+="").length,a=(e+="").length,o=0,l=0;o=i&&l=a?-1:l>=a&&o=i?1:i-a}i.caseInsensitive=i.i=function(t,e){return i((""+t).toLowerCase(),(""+e).toLowerCase())},Object.defineProperties(i,{alphabet:{get:function(){return e},set:function(t){r=[];var s=0;if(e=t)for(;s { + category = atob(category); if (categoriesLoaded) { activateCategory(category); setCategoryHash(category); @@ -15,7 +16,9 @@ window["quarto-listing-loaded"] = () => { if (hash) { // If there is a category, switch to that if (hash.category) { - activateCategory(hash.category); + // category hash are URI encoded so we need to decode it before processing + // so that we can match it with the category element processed in JS + activateCategory(decodeURIComponent(hash.category)); } // Paginate a specific listing const listingIds = Object.keys(window["quarto-listings"]); @@ -58,7 +61,10 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { ); for (const categoryEl of categoryEls) { - const category = categoryEl.getAttribute("data-category"); + // category needs to support non ASCII characters + const category = decodeURIComponent( + atob(categoryEl.getAttribute("data-category")) + ); categoryEl.onclick = () => { activateCategory(category); setCategoryHash(category); @@ -208,7 +214,9 @@ function activateCategory(category) { // Activate this category const categoryEl = window.document.querySelector( - `.quarto-listing-category .category[data-category='${category}'` + `.quarto-listing-category .category[data-category='${btoa( + encodeURIComponent(category) + )}']` ); if (categoryEl) { categoryEl.classList.add("active"); @@ -231,7 +239,9 @@ function filterListingCategory(category) { list.filter(function (item) { const itemValues = item.values(); if (itemValues.categories !== null) { - const categories = itemValues.categories.split(","); + const categories = decodeURIComponent( + atob(itemValues.categories) + ).split(","); return categories.includes(category); } else { return false; diff --git a/docs/index-r.xml b/docs/index-r.xml index d8404ea..3eeabda 100644 --- a/docs/index-r.xml +++ b/docs/index-r.xml @@ -10,7 +10,7 @@ Thomas' personal thoughts, opinions, learnings and code examples -quarto-1.5.57 +quarto-1.6.36 Sat, 12 Oct 2024 07:00:00 GMT Exploring the tidyHeatmap R package diff --git a/docs/index.html b/docs/index.html index 0d0dd0d..7a9afb9 100644 --- a/docs/index.html +++ b/docs/index.html @@ -2,7 +2,7 @@ - + @@ -38,12 +38,12 @@ - - + + - - + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + +
    + +
    +
    +
    +

    Interacting with box cloud storage: the boxr R package

    +
    +
    R
    +
    box
    +
    TIL
    +
    +
    +
    + + +
    + + + + +
    + + +
    + + + + +
    + + + + + +
    +

    tl;dr

    +

    This week, I learned how to create custom apps within the box cloud storage service, and how to read & write files from within R using the awesome boxr R package.

    +

    I used two different ways of authenticating with box: OAuth 2.0 and Java Web Tokens (JWT), best suited for interactive or unattended use cases, respectively.

    +
    +
    +

    Overview

    +

    box is a commercial cloud storage provider. Many of my colleagues use it through its web interface and share data and metadata files with me.

    +

    While box doesn’t offer an official API for R, the excellent boxr R package has enabled me to read & write files without having to manually download them first. The boxr package has excellent documentation, but I tend to forget how to set it up, especially on a new system, or to assist other colleagues who are new to boxr. That’s why I am documenting my workflow here today.

    +

    This tutorial is split into two main parts, using either

    +
      +
    1. An interactive app authenticating via OAuth 2.0 or
      2. +
    2. A service app authenticating with Java Web Tokens (JWT)
      3. +
    +

    The former is straightforward to set up and doesn’t require a developer account or authorization by an admin. The latter requires more work to set up, but is a great choice for unattended processes. Please refer to this article in the official boxr documentation for more details.

    +
    +
    +

    Creating a box developer account

    +

    To interact with box, you need to create an account first (or ask your organization to provide you with one). For individuals, you can sign up for a free developer plan. which is all you need to follow along 1.

    +

    Here, I will assume that you have either already signed up for a box developer account or have access to a paid account e.g. through your organiation, and that you are familiar with logging into it through your web browser.

    +
    +
    +

    Creating a Custom App to interact with box

    +

    Box offers multiple different ways to access content computationally. Instead of a single API, users can create one or more Apps, and configure them to fit their needs.

    +

    Here, I am creating a Custom App, a versatile option that offers three different ways to authenticate.

    +
      +
    1. OAuth 2.0: An app using OAuth 2.0 exposes the same permissions to boxr that I have as an interactive user, e.g. it can browse, read, write and share the same files that I can interact with when I am logged into the box web site. That’s a great option e.g. for interactive analyses.
      2. +
    2. Java web token: An app using a JWT creates a new service account, which can only access files and folders that have been explicitly shared with it. (See below for an example). This allows for more granular access control and is my method of choice for unsupervised dashboards or other automation tasks.
      3. +
    3. Client Credentials Grant: Finally, apps can use a Client Credentials Grant (CCG), but that’s not something I have explored, yet.
      4. +
    +

    In this walkthrough, I will set up two Custom Apps, one using OAuth 2.0 and another using a JSON Web Token (JWT) for authentication.

    +
    +
    +

    Using OAuth2 for authentication

    +
    +

    Creating a new app: r_oauth

    +

    If you want to connect to box computationally, you need to create an app that governs how you interact with the box API. The following instructions assume that you don’t have any apps, yet, so I will create one from scratch.

    +
      +
    • Log into the box developer console, with your usual box username & password.
      • +
    • If this is the first app you are creating, you will be presented with three choices. For my purposes, a Custom App is the best choice. (If you already created at least one app before, you will see it listed, and can use the Create Platform App button on the upper right instead, see the JWT section below where I create a second app, below.)
      • +
    +
    + +
    +
    +
    +
    +
    + +
    +
    +Figure 1 +
    +
    +
    +
    +
    +
    +
      +
    • Next, I choose a suitable name for the app (e.g. r_oauth), and add a brief description before clicking the Next button.
      • +
    +
    + +
    +
    +
    + +
    +
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    +
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    +Figure 2 +
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    +Figure 3 +
    +
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    +
    +
    +
    +
    +
    +
      +
    • On the second page of the modal, I pick User Authentication (OAuth 2.0) as the authentication method and then hit the Create App button.
      • +
    • This takes me to main configuration page of my new r_oauth app.
      • +
    +
    + +
    +
    +
    +
    +
    + +
    +
    +Figure 4 +
    +
    +
    +
    +
    +
    +
      +
    • The Configuration tab includes the OAuth 2.0 Credentials section that provides me with the Client ID and the Client Secret strings, which are used in the same way as my username and password for my box account. (So I will keep the secret and not share them with anybody!) +
        +
      • I can invalidate my current ID / Secret pair and obtain a new set any time by clicking on the Reset button.
        • +
      • +
    • Next, I scroll down to the OAuth 2.0 Redirect URI section of the page, paste http://localhost:1410/ into the Redirect URI text box and then hit the blue Add button. The new URI is now shown below the text box.
      • +
    +
    + +
    +
    +
    +
    +
    + +
    +
    +Figure 5 +
    +
    +
    +
    +
    +
    +
      +
    • Finally, I scroll down further to the Application Scopes section. By default, my app only has the Read all files and folders in Box box ticked, providing read-only access. Because I also want to be able to write files and create folders, I also check the Write all files and folders in Box option.
      • +
    +
    + +
    +
    +
    +
    +
    + +
    +
    +Figure 6 +
    +
    +
    +
    +
    +
    +
    +
    +
    + +
    +
    +$ operator is invalid for atomic vectors +
    +
    +
    +

    If I forget to grant write access to box, operations that try to modify files or folders fail with the $ operator is invalid for atomic vectors error message.

    +
    +
    +
      +

    • To make these change permanent, I click the Save Changes button at the top of the Configuration page.

      • +

    • I keep this configuration page open, so I can refer back to it below.

      • +
    +
    +
    +

    Authenticating

    +

    Let’s start by accessing my box account from within R on my local system, e.g. where I can open a web browser to complete the authentication process.

    +

    First, I install the boxr package, which is available from CRAN.

    +
    +
    install.packages("boxr")
    +
    +

    Next, I attach the package to my R session and use the box_auth() function to authenticate with the r_oauth app I created above.

    +
    +
    library(boxr)
+options(boxr.progress = FALSE, boxr.verbose = FALSE)
    +
    +
    + +
    +
    +

    I can fine tune the behavior of the boxr package through different options.

    +
    +
    boxr_options()
    +
    +
    $boxr.interactive
+[1] TRUE
+
+$boxr.print_tibble
+[1] FALSE
+
+$boxr.progress
+[1] FALSE
+
+$boxr.verbose
+[1] FALSE
+
+$boxr.wd
+$boxr.wd$id
+[1] 0
+
+$boxr.wd$name
+[1] "All Files"
+
+
+$boxr.wd.path
+[1] ""
    +
    +
    +

    For this tutorial, I switch off the progress bar and suppress messages with by setting the boxr.progress and boxr.verbose options to FALSE.

    +
    +
    +
    +
    +
    +

    Environmental variables

    +

    To communicate the Client ID and Client Secret information shown in the Configuration -> OAuth 2.0 Credentials section of my app’s configuration page (see above), I expose them as environmental variables.

    +
    +
    +
    + +
    +
    +Important +
    +
    +
    +

    The Client ID and Client Secret strings shown in this tutorial are no longer valid, so please replace them with your own to follow along.

    +
    +
    +
    +
    Sys.setenv(BOX_CLIENT_ID="jpxpdi7wum1sc6jtdylt3c0zev088lx7")
+Sys.setenv(BOX_CLIENT_SECRET="ayiKjtE8E2sDMyTjXWxvUM2kuSZK0fZ2")
    +
    +

    Usually, I add the BOX_CLIENT_ID and BOX_CLIENT_SECRET to my .Renviron file instead of specifying them via Sys.setenv(). That way, box_auth() will use them automatically next time and avoid including any credentials in my analysis code.

    +
    +
    boxr::box_auth()
    +
    +

    Providing the BOX_CLIENT_ID and BOX_CLIENT_SECRET strings is not sufficient to gain access to my box account, though. To complete the OAuth 2.0 hand-shake, I am now directed to a website, which opens in my default web browser, where I can log into my box account interactively (using my usual username and password). Afterward, I confirm that I want to grant my r_oauth app access to my files on my behalf.

    +
    + +
    +
    +
    + +
    +
    +
    +
    +
    +
    +
    + +
    +
    +Figure 7 +
    +
    +
    +
    +
    +
    +
    +
    + +
    +
    +Figure 8 +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    + +
    +
    +Tip +
    +
    +
    +

    A call to box_auth() is required every time I want to interact with box in an R session, e.g. I include the following two lines at the top of each of my R markdown / quarto documents:

    +
    library(boxr)
+box_auth()
    +
    +
    +
    +
    +

    The cache file

    +

    When box_auth() runs successfully for the first time, it creates a cache file (by default as the hidden ~/.box-oauth file in my home directory)2. The next call to box_auth() will refresh the information stored in the cache file instead of prompting me to sign in via the box website again.

    +
    +
    file.info("~/.boxr-oauth")[, c("size", "mode", "mtime", "ctime")]
    +
    +
                  size mode               mtime               ctime
+~/.boxr-oauth 4762  600 2024-11-30 09:25:24 2024-11-30 09:25:24
    +
    +
    +
    +
    +

    Writing and reading files from box

    +

    Now that I have authenticated with my r_oauth app, I can browse the folders and files available to me on box. The box_getwd() function confirms that I am looking at the root directory of my box account, which has the directory ID 0:

    +
    +
    boxr::box_getwd()
    +
    +
    [1] 0
    +
    +
    +

    The box_ls function returns a boxr_object_list S3 object with all objects that are stored in the location specified by the dir_id argument. It can be coerced into a data.frame, e.g. to filter the output with verbs from the dplyr or poorman R packages.

    +
    +
    objects <- boxr::box_ls(dir_id = box_getwd())
+class(objects)
    +
    +
    [1] "boxr_object_list"
    +
    +
    +

    Right now, there is a single folder tutorial in my box account3. Its unique identifier is shown in the id column and I can refer to objects in my box account (both folders and files) using this identifier.

    +
    +
    as.data.frame(objects)
    +
    +
          name   type           id size description                  owner
+1 tutorial folder 296252096794    0             tomsing1+box@gmail.com
+       path         modified_at content_modified_at sha1 version version_no
+1 All Files 2024-11-30 09:46:29 2024-11-30 09:46:29 <NA>       1          1
+  version_id
+1       <NA>
    +
    +
    +

    I extract the unique identifier of the tutorial folder, so I can refer to it downstream:

    +
    +
    suppressPackageStartupMessages(library(poorman))
+
+folder_id <- objects |>
+  as.data.frame() |> 
+  poorman::filter(name == "tutorial") |> 
+  poorman::pull("id")
+folder_id
    +
    +
    [1] "296252096794"
    +
    +
    +
    +
    +
    + +
    +
    +Tip +
    +
    +
    +

    Alternatively, I can also copy this identifier from the end of the URL that is showin in my web browser when I open the tutorial folder. Similarly pasting the URL https://app.box.com/folder/296252096794 into a web browser opens my tutorial folder there.

    +
    +
    +

    So let’s store a copy of the mtcars dataset included in R’s dataset package as a CSV file in the tutorials folder (specified by its id, see above).

    +
    +
    boxr::box_write(object = mtcars, file_name = "mtcars.csv", dir_id = folder_id)
    +
    +
    
+box.com remote file reference
+
+ name        : mtcars.csv 
+ file id     : 1713585759893 
+ version     : V1 
+ size        : 1.3 kB 
+ modified at : 2024-11-30 10:13:14 
+ created at  : 2024-11-30 10:13:14 
+ uploaded by : tomsing1+box@gmail.com 
+ owned by    : tomsing1+box@gmail.com 
+ shared link : None 
+
+ parent folder name :  tutorial 
+ parent folder id   :  296252096794
    +
    +
    +

    To verify the successful upload, I can list the contents of the tutorial folder:

    +
    +
    boxr::box_ls(dir_id = folder_id) |>
+  as.data.frame()
    +
    +
            name type            id size description                  owner
+1 mtcars.csv file 1713585759893 1281             tomsing1+box@gmail.com
+                path         modified_at content_modified_at
+1 All Files/tutorial 2024-11-30 10:13:14 2024-11-30 10:13:14
+                                      sha1 version version_no    version_id
+1 dfd44f97e2bd9b5efe4bd2e87851cfe717f3fc2f       1          1 1886582991893
    +
    +
    +

    To read the file into my R session, I extract the CSV file’s id and pass it to the box_read_csv function:

    +
    +
    file_id <- boxr::box_ls(dir_id = folder_id) |>
+  as.data.frame() |>
+  poorman::filter(name == "mtcars.csv") |>
+  poorman::pull(id)
+boxr::box_read_csv(file_id) |>
+  head()
    +
    +
       mpg cyl disp  hp drat    wt  qsec vs am gear carb
+1 21.0   6  160 110 3.90 2.620 16.46  0  1    4    4
+2 21.0   6  160 110 3.90 2.875 17.02  0  1    4    4
+3 22.8   4  108  93 3.85 2.320 18.61  1  1    4    1
+4 21.4   6  258 110 3.08 3.215 19.44  1  0    3    1
+5 18.7   8  360 175 3.15 3.440 17.02  0  0    3    2
+6 18.1   6  225 105 2.76 3.460 20.22  1  0    3    1
    +
    +
    +
    +
    +
    + +
    +
    +Functions to interact with files stored in box +
    +
    +
    +
    +
    +

    The boxr packages offers convenience functions for different file types, e.g.

    + +

    The box_write and box_read functions allow me to specify the function that write / reads the file myself via the write_fun and read_fun arguments, respectively.

    +

    To simply copy files from / to box without reading them, I can use the box_dl() and box_ul(), respectively.

    +

    Finally, I can also move the file into the trash (from which it will be automatically removed after one month) with the box_delete_file() function.

    +
    +
    +
    +

    For other functions, e.g. to search the box index, please refer to the boxr reference.

    +
    +
    +

    Success!

    +

    Great! Now I have a working app that allows me to interact with folders and files in my box account, all from within the comfort of my R session.

    +
    +
    +
    +

    Using a JSON Web Token for authentication

    +

    Another way of authenticating a Custom App within box is via a JSON Web Token. This requires that the jose R package is installed on your system:

    +
    +
    library(jose)
    +
    +

    In this mode, the app authenticates using a signed JWT token, which requires a public/private key-pair for added security (see below).

    +

    To authenticate via this route, I need to create another app in my box developer console. Because I already created a first app (see above), the console’s home screen now looks different, listing my r_oauth app. To add another app, I click the blue Create Platform App in the upper right corner of the page.

    +
    + +
    +
    +

    +
    +
    +
    +

    Once again, I choose to create a Custom App and pick a unique name for my app, e.g. r_jwt. But on the second page of the modal, I now choose Server Authentication (with JWT) as my authentication method before clicking the Create App button.

    +
    + +
    +
    +
    + +
    +
    +
    +
    +
    +
    +
    + +
    +
    +Figure 9 +
    +
    +
    +
    +
    +
    +
    +
    + +
    +
    +Figure 10 +
    +
    +
    +
    +
    +
    +
    +
    +
    +

    Afterwards, I am redirected to the configuration page of my new r_jwt app, where I make the following changes:

    +
      +

    • As in my first example, I allow the app to write / modify files and folders on my behalf (see Figure 6).

      • +

    • To make these changes permanent, I click the blue Save Changes button on the upper right of the Configuration page.

      • +

    • To use a JWT for authentication, I need one more piece of information: an RSA keypair to sign and authenticate the requests made by my app. I scroll down to theAdd and Manage Public Keys section.

      +

      There, I use the Generate a new Public/Private Key pair button to generate and download a new key pair for my app.

      • +
    +
    + +
    +
    +
    +
    +
    + +
    +
    +Figure 11 +
    +
    +
    +
    +
    +
    +

    The key information is downloaded in a JSON file with content similar to this:

    +
    {
+"boxAppSettings": {
+  "clientID": "jlccq2qe365jy2wo4llm9z9isz9didhv",
+  "clientSecret": "VSN5WNe9q4hI2h9PJbppQKsIxm8oxJp8",
+  "appAuth": {
+    "publicKeyID": "wvslfab2",
+    "privateKey": "-----BEGIN ENCRYPTED PRIVATE KEY-----\nMIIFHDBOBgkqhki[TRUNCATED]RvOqeWR1mg==\n-----END ENCRYPTED PRIVATE KEY-----\n",
+    "passphrase": "87babeaed61e4ad87309f8063918bd04"
+  }
+},
+"enterpriseID": "1246725007"
+}
    +

    This JSON file contains the

    +
      +
    • clientID: this unique identifier of the app - I will need it to authorize my app in the Admin console (see below).
      • +
    • clientSecret: the secret associated with the clientID
      • +
    • appAuth: the public and private RSA key pair, along with their pass phrase
      • +
    • enterpriseID: the unique identifier of my enterprise, e.g. the organization that manages my box account4.
      • +
    +

    The contents (or location) of this file is required to authenticate with box. The boxr package authors reccommend creating storing this file in a newly created ~/.boxr-auth folder, and in this tutorial stored the file there under the path ~/.boxr-auth/jwt_config.json 5.

    +
    +
    +
    + +
    +
    +Important +
    +
    +
    +

    The contents of the JSON file is sufficient to access my box account. So I need to keep it secret, and - if in doubt - revoke and replace the key pair with a new one.

    +
    +
    +
    +

    Authorizing the JWT-backed app

    +

    In contrast to the OAuth 2.0 app I created above, any JWT-backed app needs to be explicitly authorized by the organization’s admin. Here, I am using a free developer box account, so I am my own admin and can perform the following steps.

    +
      +
    1. I navigate to the home page of my box account and click on the Admin Console button on the lower left of the page. (If you don’t see an option to access the Admin Console the you either have not signed up for a Developer account, or your organization has dedicated admins6 and you are not one of them.)
      2. +
    +
    + +
    +
    +
    +
    +
    + +
    +
    +Figure 12 +
    +
    +
    +
    +
    +
    +
      +
    1. Within the admin console, I select Integrations in the left hand menu, and then navigate to the Platform Apps Manager tab. Here, I can see all previously authorized apps - but as this is my first JWT app there aren’t any listed.
      2. +
    +
    + +
    +
    +
    +
    +
    + +
    +
    +Figure 13 +
    +
    +
    +
    +
    +
    +
      +
    1. To add my new app, I click on the Add Platform App button on the upper right of the page.
      2. +
    +
      +
    • Within the modal that pops up, I paste my app’s ClientID, which I can find either in the JSON token file or on the app’s configuration page ( see above).
      • +
    • After pressing the Next button, I can confirm the details and authorize my app.
      • +
    +
    + +
    +
    +
    + +
    +
    +
    +
    +

    +
    +
    +
    +
    +
    +
    +
      +
    1. Once the authorization is complete, I can see my r_jwt app listed in the Platform Apps Manager list.
      2. +
    +
    + +
    +
    +
    +
    +
    + +
    +
    +Figure 14 +
    +
    +
    +
    +
    +
    +
    +
    +

    Authenticating with the JSON web-token

    +

    For JWT authentication, the box_auth_service() function is used. I can either point its token_file argument to the JSON file downloaded above, or provide its content as a string via its token_text argument 7. (Alternatively, I could also provide the path to the JSON file via the BOX_TOKEN_FILE environmental variable.)

    +
    +
    boxr::box_auth_service(token_file = "~/.boxr-auth/jwt_config.json")
    +
    +

    Once the box_auth_service() call has completed successfully, I can explore the files and folders in box.

    +
    +
    boxr::box_ls()
    +
    +
    
+box.com remote object list: Empty (no objects returned)
    +
    +
    +

    Wait, the box_ls() command does return any objects - where is my tutorials folder? This bring me to a key difference between OAuth 2.0 and JWT backed apps: the former has access to my usual box account. But the latter uses a service account, an entirely separate box account that has access to its own file system, but cannot access those of my main account.

    +
    +
    +

    Sharing files and folders with the service account

    +

    For some applications, up- and down-loading files that are only accessible via the service account might be all that is needed. But to collaborate with others (including my interactive account), it is helpful to share files with this new account. That’s what collaboration workflows are for.

    +

    Here, I will give the service account access to my tutorial folder, which is owned by my main account (and which I accessed using OAuth 2.0 above).

    +

    To share the folder (e.g. to create a collaboration in box’ lingo), I need to

    +
      +
    1. Log in to my main account, either interactive via the box website or using OAuth 2.0.
      2. +
    2. Provide the identifier of the folder I want to share
      3. +
    3. Provide user_id of the service account I want to share the folder with.
      4. +
    +
      +
    • This information was returned by the box_auth_service() call above. In this example the user_id is 38300848207.
      • +
    +
      +
    1. Decide on the role, e.g. the set of permissions, I want to grant to the service account.
      2. +
    +
    +
    1box_auth()
+2objects <- boxr::box_ls()
+3folder_id <- objects |>
+  as.data.frame() |> 
+  poorman::filter(name == "tutorial") |> 
+  poorman::pull("id")
+4boxr::box_collab_get(folder_id)
+5boxr::box_collab_create(
+  dir_id = folder_id, 
+  user_id = "38302244533", 
+  role = "co-owner") |>
+  as.data.frame()
    +
    +
    +
    1
    +
    +Re-authenticate with my OAuth 2.0 credentials. +
    +
    2
    +
    +List files & folders at the root of my box account. +
    +
    3
    +
    +Extract the identifier of the tutorial folder. +
    +
    4
    +
    +Confirm that the folder currently doesn’t have collaborators, e.g. is not shared with any other box account (service or otherwise). +
    +
    5
    +
    +Share the tutorial folder with the service account, whose use_id is 38302244533. +
    +
    +
    +
    +
               type          id created_by.type created_by.id created_by.name
+1 collaboration 58843144227            user   38300848207 Thomas Sandmann
+        created_by.login                created_at               modified_at
+1 tomsing1+box@gmail.com 2024-11-30T10:13:17-08:00 2024-11-30T10:13:17-08:00
+  expires_at   status accessible_by.type accessible_by.id accessible_by.name
+1       <NA> accepted               user      38302244533              r_jwt
+                                  accessible_by.login accessible_by.is_active
+1 AutomationUser_2315972_YO25z3YbZl@boxdevedition.com                    TRUE
+  invite_email     role           acknowledged_at item.type      item.id
+1         <NA> co-owner 2024-11-30T10:13:17-08:00    folder 296252096794
+  item.sequence_id item.etag item.name is_access_only
+1                0         0  tutorial          FALSE
    +
    +
    +

    Now that the service account has access to the tutorial folder, I re-authenticate via box_auth_service(). Ther_jwtapp can now list the contents of thetutorial` folder:

    +
    +
    boxr::box_auth_service(token_file = "~/.boxr-auth/jwt_config.json")
+objects <- boxr::box_ls(folder_id)
+objects |> as.data.frame()
    +
    +
            name type            id size description                  owner
+1 mtcars.csv file 1713585759893 1281             tomsing1+box@gmail.com
+                path         modified_at content_modified_at
+1 All Files/tutorial 2024-11-30 10:13:14 2024-11-30 10:13:14
+                                      sha1 version version_no    version_id
+1 dfd44f97e2bd9b5efe4bd2e87851cfe717f3fc2f       1          1 1886582991893
    +
    +
    +

    and it can also write to it:

    +
    +
    boxr::box_save_rds(object = mtcars,
+                   dir_id = folder_id, 
+                   file_name = "mtcars.rds",
+                   description = "The mtcars dataset serialized as an RDS file")
    +
    +
    
+box.com remote file reference
+
+ name        : mtcars.rds 
+ file id     : 1713587723063 
+ version     : V1 
+ size        : 1.2 kB 
+ modified at : 2024-11-30 10:13:19 
+ created at  : 2024-11-30 10:13:19 
+ uploaded by : AutomationUser_2315972_YO25z3YbZl@boxdevedition.com 
+ owned by    : tomsing1+box@gmail.com 
+ shared link : None 
+
+ parent folder name :  tutorial 
+ parent folder id   :  296252096794
    +
    +
    boxr::box_ls(dir_id = folder_id) |>
+  as.data.frame()
    +
    +
            name type            id size description                  owner
+1 mtcars.csv file 1713585759893 1281             tomsing1+box@gmail.com
+2 mtcars.rds file 1713587723063 1225             tomsing1+box@gmail.com
+                path         modified_at content_modified_at
+1 All Files/tutorial 2024-11-30 10:13:14 2024-11-30 10:13:14
+2 All Files/tutorial 2024-11-30 10:13:19 2024-11-30 10:13:19
+                                      sha1 version version_no    version_id
+1 dfd44f97e2bd9b5efe4bd2e87851cfe717f3fc2f       1          1 1886582991893
+2 c41ea4b33768b6a4ae886e592e13090939fab642       1          1 1886585000663
    +
    +
    +
    +
    +

    Modifying collaborations

    +

    We can also revoke the permissions of the service account, by deleting the collaboration, if necessary:

    +
    +
    1boxr::box_auth()
+2collab <- boxr::box_collab_get(folder_id)
+collab_id <- collab |>
+  as.data.frame() |>
+  poorman::pull(id)
+boxr::box_collab_delete(collab_id)
+3collab <- boxr::box_collab_get(folder_id)
    +
    +
    +
    1
    +
    +Re-authenticate as the original owner of the folder. +
    +
    2
    +
    +Retrieve information about the sharing settings / collaborations of the folder, including the id of the collaboration. +
    +
    3
    +
    +Delete the collaboration by specifying its unique id. +
    +
    +
    +
    +
    +
    +
    +

    Reproducibility

    +
    + +Session Information + +
    +
    sessionInfo()
    +
    +
    R version 4.4.1 (2024-06-14)
+Platform: x86_64-pc-linux-gnu
+Running under: Debian GNU/Linux 12 (bookworm)
+
+Matrix products: default
+BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3 
+LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.21.so;  LAPACK version 3.11.0
+
+locale:
+ [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
+ [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
+ [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
+ [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
+ [9] LC_ADDRESS=C               LC_TELEPHONE=C            
+[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       
+
+time zone: America/Los_Angeles
+tzcode source: system (glibc)
+
+attached base packages:
+[1] stats     graphics  grDevices datasets  utils     methods   base     
+
+other attached packages:
+[1] jose_1.2.1    openssl_2.2.2 poorman_0.2.7 boxr_0.3.6   
+
+loaded via a namespace (and not attached):
+ [1] bit_4.5.0         jsonlite_1.8.9    dplyr_1.1.4       compiler_4.4.1   
+ [5] renv_1.0.11       tidyselect_1.2.1  stringr_1.5.1     assertthat_0.2.1 
+ [9] yaml_2.3.10       fastmap_1.2.0     mime_0.12         R6_2.5.1         
+[13] generics_0.1.3    curl_6.0.1        knitr_1.49        tibble_3.2.1     
+[17] pillar_1.9.0      R.utils_2.12.3    rlang_1.1.4       utf8_1.2.4       
+[21] stringi_1.8.4     xfun_0.49         fs_1.6.5          bit64_4.5.2      
+[25] cli_3.6.3         magrittr_2.0.3    rio_1.2.3         digest_0.6.37    
+[29] askpass_1.2.1     lifecycle_1.0.4   R.methodsS3_1.8.2 R.oo_1.27.0      
+[33] vctrs_0.6.5       evaluate_1.0.1    glue_1.8.0        data.table_1.16.2
+[37] fansi_1.0.6       rmarkdown_2.29    purrr_1.0.2       httr_1.4.7       
+[41] tools_4.4.1       pkgconfig_2.0.3   htmltools_0.5.8.1
    +
    +
    +
    + + + + +
    + + +

    Creative Commons License
    This work is licensed under a Creative Commons Attribution 4.0 International License.

    Footnotes

    + +
      +

    1. The main difference between a free developer account and a regular free account is that the developer version has access to the administrator console, which will allow you to authorize JWT and CCG applications (source). If you are part of an organization with dedicated admins, then they can authorize apps that use these authentication methods for you. With a regular (e.g. non-developer) free account you can still use OAuth 2.0 for authentication, but won’t be able to run the code examples shown in the JWT section of this tutorial.↩︎

      2. +

    2. To create cache file under a different path, I could specify it’s location via the cache argument of the box_auth() function. For example, I could point to a network drive that is accessible at the same path from different computers.↩︎

      3. +

    3. The dir_id defaults to the output of box_getwd() and I only specify it here explicitly to highlight that this argument is available. And yes, there is also a box_setwd() function to set the remote working directory.↩︎

      4. +

    4. Please note that my enterpriseID is set, even though I am a single developer on a free box plan. If your enterpriseID is set to “0”, you probably didn’t sign up for a Developer account. (Only free Developer accounts or paid plans can authorize apps via JWT or CCG).↩︎

      5. +

    5. The authors also recommend to keep access to the folder restricted if you are on a system shared with others, e.g. by creating the directory with the fs::dir_create("~/.boxr-auth", mode = 700) command.↩︎

      6. +

    6. If you are part of an organization with dedicated admins, you need to ask them to authorize your app for you, and provide them with its ClienID.↩︎

      7. +

    7. I do some of my analyses using Saturn Cloud, which offers convenient ways to inject secrets into cloud instances - either as environmental variables or text files. Because the JWT file is plain text, it works very well with that setup.↩︎

      8. +
    +
    + + + + +
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i{;s#@n{BaSCZTA_enS4FT>Ss#|3~2e#t0yO4EztHf!$63 literal 0 HcmV?d00001 diff --git a/docs/search.json b/docs/search.json index 3578c3e..a1b28a1 100644 --- a/docs/search.json +++ b/docs/search.json @@ -424,7 +424,7 @@ "href": "index.html", "title": "Welcome", "section": "", - "text": "Date\n\n\nTitle\n\n\nAuthor\n\n\nReading Time\n\n\n\n\n\n\nOct 12, 2024\n\n\nExploring the tidyHeatmap R package\n\n\nThomas Sandmann\n\n\n21 min\n\n\n\n\nAug 21, 2024\n\n\nExploring recipes with LLMs, Ollama and R\n\n\nThomas Sandmann\n\n\n14 min\n\n\n\n\nApr 17, 2024\n\n\nQuerying JSON files with AWS Athena and the noctua R package\n\n\nThomas Sandmann\n\n\n12 min\n\n\n\n\nApr 11, 2024\n\n\nInteractive volcano plots with the ggiraph R package\n\n\nThomas Sandmann\n\n\n8 min\n\n\n\n\nApr 7, 2024\n\n\nConditional panels within shiny modules\n\n\nThomas Sandmann\n\n\n4 min\n\n\n\n\nApr 3, 2024\n\n\nCollaborator-friendly volcano plots with ggplot2\n\n\nThomas Sandmann\n\n\n7 min\n\n\n\n\nJan 1, 2024\n\n\nFirst steps: building web applications with Django\n\n\nThomas Sandmann\n\n\n2 min\n\n\n\n\nDec 27, 2023\n\n\nCreating virtual environments with pyenv\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nNov 18, 2023\n\n\nEmbedding R into Quarto documents with quarto-webr\n\n\nThomas Sandmann\n\n\n8 min\n\n\n\n\nSep 17, 2023\n\n\nRetrieving access-controlled data from NCBI’s dbGAP repository\n\n\nThomas Sandmann\n\n\n6 min\n\n\n\n\nSep 13, 2023\n\n\nAdventures with parquet III: single-cell RNA-seq data and comparison with HDF5-backed arrays\n\n\nThomas Sandmann\n\n\n11 min\n\n\n\n\nSep 5, 2023\n\n\nAdventures with parquet II: Implementing the parquetArraySeed S4 class\n\n\nThomas Sandmann\n\n\n11 min\n\n\n\n\nAug 31, 2023\n\n\nAdventures with parquet: Storing & querying gene expression data\n\n\nThomas Sandmann\n\n\n7 min\n\n\n\n\nAug 30, 2023\n\n\nOrganizing sequencing metadata: experimenting with S7\n\n\nThomas Sandmann\n\n\n10 min\n\n\n\n\nAug 28, 2023\n\n\ntourrr: Exploring multi-dimensional data\n\n\nThomas Sandmann\n\n\n6 min\n\n\n\n\nJul 31, 2023\n\n\nCustomizing my Quarto website\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nJul 24, 2023\n\n\nGuess the correlation - a first streamlit app\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nJul 21, 2023\n\n\nGrav - a lightweight content management system\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nJul 21, 2023\n\n\nGreg Wilson: Late Night Thoughts on Listening to Ike Quebec (2018)\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nJun 26, 2023\n\n\nDocumenting data wrangling with the dtrackr R package\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nMay 6, 2023\n\n\nQuerying parquet files with duckdb\n\n\nThomas Sandmann\n\n\n6 min\n\n\n\n\nMar 12, 2023\n\n\nLemur: analyzing multi-condition single-cell data\n\n\nThomas Sandmann\n\n\n14 min\n\n\n\n\nFeb 25, 2023\n\n\nSimultaneously inserting records into two tables with Postgres CTEs\n\n\nThomas Sandmann\n\n\n4 min\n\n\n\n\nJan 21, 2023\n\n\nDistributing R packages with a drat repository hosted on AWS S3\n\n\nThomas Sandmann\n\n\n12 min\n\n\n\n\nJan 16, 2023\n\n\nQuantSeq RNAseq analysis (1): configuring the nf-core/rnaseq workflow\n\n\nThomas Sandmann\n\n\n13 min\n\n\n\n\nJan 16, 2023\n\n\nQuantSeq RNAseq analysis (2): Exploring nf-core/rnaseq output\n\n\nThomas Sandmann\n\n\n4 min\n\n\n\n\nJan 16, 2023\n\n\nQuantSeq RNAseq analysis (3): Validating published results (no UMIs)\n\n\nThomas Sandmann\n\n\n14 min\n\n\n\n\nJan 16, 2023\n\n\nQuantSeq RNAseq analysis (4): Validating published results (with UMIs)\n\n\nThomas Sandmann\n\n\n13 min\n\n\n\n\nJan 2, 2023\n\n\nSQL and noSQL approaches to creating & querying databases (using R)\n\n\nThomas Sandmann\n\n\n13 min\n\n\n\n\nDec 27, 2022\n\n\nInteractive GSEA results: visualizations with reactable & plotly\n\n\nThomas Sandmann\n\n\n27 min\n\n\n\n\nDec 24, 2022\n\n\nUpSet plots: comparing differential expression across contrasts\n\n\nThomas Sandmann\n\n\n8 min\n\n\n\n\nDec 22, 2022\n\n\nFigure size, layout & tabsets with Quarto\n\n\nThomas Sandmann\n\n\n2 min\n\n\n\n\nDec 12, 2022\n\n\nFull text search in Postgres - the R way\n\n\nThomas Sandmann\n\n\n11 min\n\n\n\n\nDec 11, 2022\n\n\nUpdating R the easy way: using rig command line tool\n\n\nThomas Sandmann\n\n\n2 min\n\n\n\n\nDec 10, 2022\n\n\n2022 normconf: lightning talks\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nDec 8, 2022\n\n\nThe rlist R package\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nNov 17, 2022\n\n\nCreating custom badges for your README\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nNov 15, 2022\n\n\nLearning nextflow: blasting multiple sequences\n\n\nThomas Sandmann\n\n\n8 min\n\n\n\n\nNov 14, 2022\n\n\nPython type hints\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nNov 13, 2022\n\n\nFujita et al: Cell-subtype specific effects of genetic variation in the aging and Alzheimer cortex\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nNov 13, 2022\n\n\nRefreshing & exporting temporary AWS credentials\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nNov 12, 2022\n\n\nInstalling pyroe with conda\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nNov 12, 2022\n\n\nWelcome To My Blog\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\n\nNo matching items\n\n\n \n\nThis work is licensed under a Creative Commons Attribution 4.0 International License." + "text": "Date\n\n\nTitle\n\n\nAuthor\n\n\nReading Time\n\n\n\n\n\n\n \n\n\nInteracting with box cloud storage: the boxr R package\n\n\n \n\n\n19 min\n\n\n\n\nOct 12, 2024\n\n\nExploring the tidyHeatmap R package\n\n\nThomas Sandmann\n\n\n21 min\n\n\n\n\nAug 21, 2024\n\n\nExploring recipes with LLMs, Ollama and R\n\n\nThomas Sandmann\n\n\n14 min\n\n\n\n\nApr 17, 2024\n\n\nQuerying JSON files with AWS Athena and the noctua R package\n\n\nThomas Sandmann\n\n\n12 min\n\n\n\n\nApr 11, 2024\n\n\nInteractive volcano plots with the ggiraph R package\n\n\nThomas Sandmann\n\n\n8 min\n\n\n\n\nApr 7, 2024\n\n\nConditional panels within shiny modules\n\n\nThomas Sandmann\n\n\n4 min\n\n\n\n\nApr 3, 2024\n\n\nCollaborator-friendly volcano plots with ggplot2\n\n\nThomas Sandmann\n\n\n7 min\n\n\n\n\nJan 1, 2024\n\n\nFirst steps: building web applications with Django\n\n\nThomas Sandmann\n\n\n2 min\n\n\n\n\nDec 27, 2023\n\n\nCreating virtual environments with pyenv\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nNov 18, 2023\n\n\nEmbedding R into Quarto documents with quarto-webr\n\n\nThomas Sandmann\n\n\n8 min\n\n\n\n\nSep 17, 2023\n\n\nRetrieving access-controlled data from NCBI’s dbGAP repository\n\n\nThomas Sandmann\n\n\n6 min\n\n\n\n\nSep 13, 2023\n\n\nAdventures with parquet III: single-cell RNA-seq data and comparison with HDF5-backed arrays\n\n\nThomas Sandmann\n\n\n11 min\n\n\n\n\nSep 5, 2023\n\n\nAdventures with parquet II: Implementing the parquetArraySeed S4 class\n\n\nThomas Sandmann\n\n\n11 min\n\n\n\n\nAug 31, 2023\n\n\nAdventures with parquet: Storing & querying gene expression data\n\n\nThomas Sandmann\n\n\n7 min\n\n\n\n\nAug 30, 2023\n\n\nOrganizing sequencing metadata: experimenting with S7\n\n\nThomas Sandmann\n\n\n10 min\n\n\n\n\nAug 28, 2023\n\n\ntourrr: Exploring multi-dimensional data\n\n\nThomas Sandmann\n\n\n6 min\n\n\n\n\nJul 31, 2023\n\n\nCustomizing my Quarto website\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nJul 24, 2023\n\n\nGuess the correlation - a first streamlit app\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nJul 21, 2023\n\n\nGrav - a lightweight content management system\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nJul 21, 2023\n\n\nGreg Wilson: Late Night Thoughts on Listening to Ike Quebec (2018)\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nJun 26, 2023\n\n\nDocumenting data wrangling with the dtrackr R package\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nMay 6, 2023\n\n\nQuerying parquet files with duckdb\n\n\nThomas Sandmann\n\n\n6 min\n\n\n\n\nMar 12, 2023\n\n\nLemur: analyzing multi-condition single-cell data\n\n\nThomas Sandmann\n\n\n14 min\n\n\n\n\nFeb 25, 2023\n\n\nSimultaneously inserting records into two tables with Postgres CTEs\n\n\nThomas Sandmann\n\n\n4 min\n\n\n\n\nJan 21, 2023\n\n\nDistributing R packages with a drat repository hosted on AWS S3\n\n\nThomas Sandmann\n\n\n12 min\n\n\n\n\nJan 16, 2023\n\n\nQuantSeq RNAseq analysis (1): configuring the nf-core/rnaseq workflow\n\n\nThomas Sandmann\n\n\n13 min\n\n\n\n\nJan 16, 2023\n\n\nQuantSeq RNAseq analysis (2): Exploring nf-core/rnaseq output\n\n\nThomas Sandmann\n\n\n4 min\n\n\n\n\nJan 16, 2023\n\n\nQuantSeq RNAseq analysis (3): Validating published results (no UMIs)\n\n\nThomas Sandmann\n\n\n14 min\n\n\n\n\nJan 16, 2023\n\n\nQuantSeq RNAseq analysis (4): Validating published results (with UMIs)\n\n\nThomas Sandmann\n\n\n13 min\n\n\n\n\nJan 2, 2023\n\n\nSQL and noSQL approaches to creating & querying databases (using R)\n\n\nThomas Sandmann\n\n\n13 min\n\n\n\n\nDec 27, 2022\n\n\nInteractive GSEA results: visualizations with reactable & plotly\n\n\nThomas Sandmann\n\n\n27 min\n\n\n\n\nDec 24, 2022\n\n\nUpSet plots: comparing differential expression across contrasts\n\n\nThomas Sandmann\n\n\n8 min\n\n\n\n\nDec 22, 2022\n\n\nFigure size, layout & tabsets with Quarto\n\n\nThomas Sandmann\n\n\n2 min\n\n\n\n\nDec 12, 2022\n\n\nFull text search in Postgres - the R way\n\n\nThomas Sandmann\n\n\n11 min\n\n\n\n\nDec 11, 2022\n\n\nUpdating R the easy way: using rig command line tool\n\n\nThomas Sandmann\n\n\n2 min\n\n\n\n\nDec 10, 2022\n\n\n2022 normconf: lightning talks\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nDec 8, 2022\n\n\nThe rlist R package\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nNov 17, 2022\n\n\nCreating custom badges for your README\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nNov 15, 2022\n\n\nLearning nextflow: blasting multiple sequences\n\n\nThomas Sandmann\n\n\n8 min\n\n\n\n\nNov 14, 2022\n\n\nPython type hints\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nNov 13, 2022\n\n\nFujita et al: Cell-subtype specific effects of genetic variation in the aging and Alzheimer cortex\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nNov 13, 2022\n\n\nRefreshing & exporting temporary AWS credentials\n\n\nThomas Sandmann\n\n\n3 min\n\n\n\n\nNov 12, 2022\n\n\nInstalling pyroe with conda\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\nNov 12, 2022\n\n\nWelcome To My Blog\n\n\nThomas Sandmann\n\n\n1 min\n\n\n\n\n\nNo matching items\n\n\n \n\nThis work is licensed under a Creative Commons Attribution 4.0 International License." }, { "objectID": "posts/fujita_2022/index.html", @@ -1573,5 +1573,68 @@ "title": "Exploring the tidyHeatmap R package", "section": "Footnotes", "text": "Footnotes\n\n\nBecause tidyHeatmap relies heavily on other packages from the tidyverse, e.g. the dplyr and tidyr R packages, it has a relatively deep dependency tree. But that’s par for the course if you want to adopt the tidy tools API by using Posit’s toolchain.↩︎\nWell approximately: In the publication the authors estimated and subtracted effects due to batch, sex and two surrogate variables with a linear model, and then plotted the residuals for each data point. This adjustment was motivated by the experimental design and the statistical analysis, which also incorporated these covariates to determine whether differences between the experimental groups were statistically significant. Here, we will plot the normalized abundances for each analyte directly, without any adjustment. Nevertheless, the heatmap will look quite similar (albeit not quite as smooth as the original).↩︎\nFor example, the two possible values of genotype are: WT and APP_SAA_Hom, and the three levels of the group variable are WT, Methoxy-, APP-SAA, Methoxy- and APP-SAA, Methoxy+.↩︎\nThe documentation of the ComplexHeatmap package is amazing: the Complete Reference contains to 15 chapters.↩︎\nSee Heatmap’s help page for a full list of arguments.↩︎\nPrior to tidyHeatmap version 1.9.0, the add_tile() function was used instead. It is now deprecated in favor of annotation_tile(). (At the time of writing, the latest version available from CRAN is version 1.8.1; please install & use the latest development version from github to follow along this tutorial.)↩︎\nAt the time of writing, the latest version of the tidyHeatmap package available from CRAN is version 1.8.1. The development version used here, available from github, contains additional functionality, including e.g. the layer_star() and - most importantly - layer_asterisk().↩︎" + }, + { + "objectID": "posts/boxr/index.html", + "href": "posts/boxr/index.html", + "title": "Interacting with box cloud storage: the boxr R package", + "section": "", + "text": "This week, I learned how to create custom apps within the box cloud storage service, and how to read & write files from within R using the awesome boxr R package.\nI used two different ways of authenticating with box: OAuth 2.0 and Java Web Tokens (JWT), best suited for interactive or unattended use cases, respectively.\nThis work is licensed under a Creative Commons Attribution 4.0 International License." + }, + { + "objectID": "posts/boxr/index.html#overview", + "href": "posts/boxr/index.html#overview", + "title": "Interacting with box cloud storage: the boxr R package", + "section": "Overview", + "text": "Overview\nbox is a commercial cloud storage provider. Many of my colleagues use it through its web interface and share data and metadata files with me.\nWhile box doesn’t offer an official API for R, the excellent boxr R package has enabled me to read & write files without having to manually download them first. The boxr package has excellent documentation, but I tend to forget how to set it up, especially on a new system, or to assist other colleagues who are new to boxr. That’s why I am documenting my workflow here today.\nThis tutorial is split into two main parts, using either\n\nAn interactive app authenticating via OAuth 2.0 or\nA service app authenticating with Java Web Tokens (JWT)\n\nThe former is straightforward to set up and doesn’t require a developer account or authorization by an admin. The latter requires more work to set up, but is a great choice for unattended processes. Please refer to this article in the official boxr documentation for more details." + }, + { + "objectID": "posts/boxr/index.html#creating-a-box-developer-account", + "href": "posts/boxr/index.html#creating-a-box-developer-account", + "title": "Interacting with box cloud storage: the boxr R package", + "section": "Creating a box developer account", + "text": "Creating a box developer account\nTo interact with box, you need to create an account first (or ask your organization to provide you with one). For individuals, you can sign up for a free developer plan. which is all you need to follow along 1.\nHere, I will assume that you have either already signed up for a box developer account or have access to a paid account e.g. through your organiation, and that you are familiar with logging into it through your web browser." + }, + { + "objectID": "posts/boxr/index.html#creating-a-custom-app-to-interact-with-box", + "href": "posts/boxr/index.html#creating-a-custom-app-to-interact-with-box", + "title": "Interacting with box cloud storage: the boxr R package", + "section": "Creating a Custom App to interact with box", + "text": "Creating a Custom App to interact with box\nBox offers multiple different ways to access content computationally. Instead of a single API, users can create one or more Apps, and configure them to fit their needs.\nHere, I am creating a Custom App, a versatile option that offers three different ways to authenticate.\n\nOAuth 2.0: An app using OAuth 2.0 exposes the same permissions to boxr that I have as an interactive user, e.g. it can browse, read, write and share the same files that I can interact with when I am logged into the box web site. That’s a great option e.g. for interactive analyses.\nJava web token: An app using a JWT creates a new service account, which can only access files and folders that have been explicitly shared with it. (See below for an example). This allows for more granular access control and is my method of choice for unsupervised dashboards or other automation tasks.\nClient Credentials Grant: Finally, apps can use a Client Credentials Grant (CCG), but that’s not something I have explored, yet.\n\nIn this walkthrough, I will set up two Custom Apps, one using OAuth 2.0 and another using a JSON Web Token (JWT) for authentication." + }, + { + "objectID": "posts/boxr/index.html#using-oauth2-for-authentication", + "href": "posts/boxr/index.html#using-oauth2-for-authentication", + "title": "Interacting with box cloud storage: the boxr R package", + "section": "Using OAuth2 for authentication", + "text": "Using OAuth2 for authentication\n\nCreating a new app: r_oauth\nIf you want to connect to box computationally, you need to create an app that governs how you interact with the box API. The following instructions assume that you don’t have any apps, yet, so I will create one from scratch.\n\nLog into the box developer console, with your usual box username & password.\nIf this is the first app you are creating, you will be presented with three choices. For my purposes, a Custom App is the best choice. (If you already created at least one app before, you will see it listed, and can use the Create Platform App button on the upper right instead, see the JWT section below where I create a second app, below.)\n\n\n\n\n\n\n\nScreenshot\n\n\n\n\n\n\n\n\n\n\n\nFigure 1\n\n\n\n\n\n\n\nNext, I choose a suitable name for the app (e.g. r_oauth), and add a brief description before clicking the Next button.\n\n\n\n\n\n\n\nScreenshots\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nFigure 2\n\n\n\n\n\n\n\n\n\n\n\nFigure 3\n\n\n\n\n\n\n\n\n\n\nOn the second page of the modal, I pick User Authentication (OAuth 2.0) as the authentication method and then hit the Create App button.\nThis takes me to main configuration page of my new r_oauth app.\n\n\n\n\n\n\n\nScreenshot\n\n\n\n\n\n\n\n\n\n\n\nFigure 4\n\n\n\n\n\n\n\nThe Configuration tab includes the OAuth 2.0 Credentials section that provides me with the Client ID and the Client Secret strings, which are used in the same way as my username and password for my box account. (So I will keep the secret and not share them with anybody!)\n\nI can invalidate my current ID / Secret pair and obtain a new set any time by clicking on the Reset button.\n\nNext, I scroll down to the OAuth 2.0 Redirect URI section of the page, paste http://localhost:1410/ into the Redirect URI text box and then hit the blue Add button. The new URI is now shown below the text box.\n\n\n\n\n\n\n\nScreenshot\n\n\n\n\n\n\n\n\n\n\n\nFigure 5\n\n\n\n\n\n\n\nFinally, I scroll down further to the Application Scopes section. By default, my app only has the Read all files and folders in Box box ticked, providing read-only access. Because I also want to be able to write files and create folders, I also check the Write all files and folders in Box option.\n\n\n\n\n\n\n\nScreenshot\n\n\n\n\n\n\n\n\n\n\n\nFigure 6\n\n\n\n\n\n\n\n\n\n\n\n\n$ operator is invalid for atomic vectors\n\n\n\nIf I forget to grant write access to box, operations that try to modify files or folders fail with the $ operator is invalid for atomic vectors error message.\n\n\n\nTo make these change permanent, I click the Save Changes button at the top of the Configuration page.\nI keep this configuration page open, so I can refer back to it below.\n\n\n\nAuthenticating\nLet’s start by accessing my box account from within R on my local system, e.g. where I can open a web browser to complete the authentication process.\nFirst, I install the boxr package, which is available from CRAN.\n\ninstall.packages(\"boxr\")\n\nNext, I attach the package to my R session and use the box_auth() function to authenticate with the r_oauth app I created above.\n\nlibrary(boxr)\noptions(boxr.progress = FALSE, boxr.verbose = FALSE)\n\n\n\n\n\n\n\nboxr options\n\n\n\n\n\nI can fine tune the behavior of the boxr package through different options.\n\nboxr_options()\n\n$boxr.interactive\n[1] TRUE\n\n$boxr.print_tibble\n[1] FALSE\n\n$boxr.progress\n[1] FALSE\n\n$boxr.verbose\n[1] FALSE\n\n$boxr.wd\n$boxr.wd$id\n[1] 0\n\n$boxr.wd$name\n[1] \"All Files\"\n\n\n$boxr.wd.path\n[1] \"\"\n\n\nFor this tutorial, I switch off the progress bar and suppress messages with by setting the boxr.progress and boxr.verbose options to FALSE.\n\n\n\n\n\nEnvironmental variables\nTo communicate the Client ID and Client Secret information shown in the Configuration -> OAuth 2.0 Credentials section of my app’s configuration page (see above), I expose them as environmental variables.\n\n\n\n\n\n\nImportant\n\n\n\nThe Client ID and Client Secret strings shown in this tutorial are no longer valid, so please replace them with your own to follow along.\n\n\n\nSys.setenv(BOX_CLIENT_ID=\"jpxpdi7wum1sc6jtdylt3c0zev088lx7\")\nSys.setenv(BOX_CLIENT_SECRET=\"ayiKjtE8E2sDMyTjXWxvUM2kuSZK0fZ2\")\n\nUsually, I add the BOX_CLIENT_ID and BOX_CLIENT_SECRET to my .Renviron file instead of specifying them via Sys.setenv(). That way, box_auth() will use them automatically next time and avoid including any credentials in my analysis code.\n\nboxr::box_auth()\n\nProviding the BOX_CLIENT_ID and BOX_CLIENT_SECRET strings is not sufficient to gain access to my box account, though. To complete the OAuth 2.0 hand-shake, I am now directed to a website, which opens in my default web browser, where I can log into my box account interactively (using my usual username and password). Afterward, I confirm that I want to grant my r_oauth app access to my files on my behalf.\n\n\n\n\n\n\nScreenshots\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nFigure 7\n\n\n\n\n\n\n\n\n\n\n\nFigure 8\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nTip\n\n\n\nA call to box_auth() is required every time I want to interact with box in an R session, e.g. I include the following two lines at the top of each of my R markdown / quarto documents:\nlibrary(boxr)\nbox_auth()\n\n\n\n\nThe cache file\nWhen box_auth() runs successfully for the first time, it creates a cache file (by default as the hidden ~/.box-oauth file in my home directory)2. The next call to box_auth() will refresh the information stored in the cache file instead of prompting me to sign in via the box website again.\n\nfile.info(\"~/.boxr-oauth\")[, c(\"size\", \"mode\", \"mtime\", \"ctime\")]\n\n size mode mtime ctime\n~/.boxr-oauth 4762 600 2024-11-30 09:25:24 2024-11-30 09:25:24\n\n\n\n\nWriting and reading files from box\nNow that I have authenticated with my r_oauth app, I can browse the folders and files available to me on box. The box_getwd() function confirms that I am looking at the root directory of my box account, which has the directory ID 0:\n\nboxr::box_getwd()\n\n[1] 0\n\n\nThe box_ls function returns a boxr_object_list S3 object with all objects that are stored in the location specified by the dir_id argument. It can be coerced into a data.frame, e.g. to filter the output with verbs from the dplyr or poorman R packages.\n\nobjects <- boxr::box_ls(dir_id = box_getwd())\nclass(objects)\n\n[1] \"boxr_object_list\"\n\n\nRight now, there is a single folder tutorial in my box account3. Its unique identifier is shown in the id column and I can refer to objects in my box account (both folders and files) using this identifier.\n\nas.data.frame(objects)\n\n name type id size description owner\n1 tutorial folder 296252096794 0 tomsing1+box@gmail.com\n path modified_at content_modified_at sha1 version version_no\n1 All Files 2024-11-30 09:46:29 2024-11-30 09:46:29 <NA> 1 1\n version_id\n1 <NA>\n\n\nI extract the unique identifier of the tutorial folder, so I can refer to it downstream:\n\nsuppressPackageStartupMessages(library(poorman))\n\nfolder_id <- objects |>\n as.data.frame() |> \n poorman::filter(name == \"tutorial\") |> \n poorman::pull(\"id\")\nfolder_id\n\n[1] \"296252096794\"\n\n\n\n\n\n\n\n\nTip\n\n\n\nAlternatively, I can also copy this identifier from the end of the URL that is showin in my web browser when I open the tutorial folder. Similarly pasting the URL https://app.box.com/folder/296252096794 into a web browser opens my tutorial folder there.\n\n\nSo let’s store a copy of the mtcars dataset included in R’s dataset package as a CSV file in the tutorials folder (specified by its id, see above).\n\nboxr::box_write(object = mtcars, file_name = \"mtcars.csv\", dir_id = folder_id)\n\n\nbox.com remote file reference\n\n name : mtcars.csv \n file id : 1713585759893 \n version : V1 \n size : 1.3 kB \n modified at : 2024-11-30 10:13:14 \n created at : 2024-11-30 10:13:14 \n uploaded by : tomsing1+box@gmail.com \n owned by : tomsing1+box@gmail.com \n shared link : None \n\n parent folder name : tutorial \n parent folder id : 296252096794 \n\n\nTo verify the successful upload, I can list the contents of the tutorial folder:\n\nboxr::box_ls(dir_id = folder_id) |>\n as.data.frame()\n\n name type id size description owner\n1 mtcars.csv file 1713585759893 1281 tomsing1+box@gmail.com\n path modified_at content_modified_at\n1 All Files/tutorial 2024-11-30 10:13:14 2024-11-30 10:13:14\n sha1 version version_no version_id\n1 dfd44f97e2bd9b5efe4bd2e87851cfe717f3fc2f 1 1 1886582991893\n\n\nTo read the file into my R session, I extract the CSV file’s id and pass it to the box_read_csv function:\n\nfile_id <- boxr::box_ls(dir_id = folder_id) |>\n as.data.frame() |>\n poorman::filter(name == \"mtcars.csv\") |>\n poorman::pull(id)\nboxr::box_read_csv(file_id) |>\n head()\n\n mpg cyl disp hp drat wt qsec vs am gear carb\n1 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4\n2 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4\n3 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1\n4 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1\n5 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2\n6 18.1 6 225 105 2.76 3.460 20.22 1 0 3 1\n\n\n\n\n\n\n\n\nFunctions to interact with files stored in box\n\n\n\n\n\nThe boxr packages offers convenience functions for different file types, e.g.\n\nbox_write()\nbox_save_rds()\nbox_save()\nbox_read_csv()\nbox_read_tsv()\nbox_read_json()\nbox_read_excel()\nbox_read_rds()\n\nThe box_write and box_read functions allow me to specify the function that write / reads the file myself via the write_fun and read_fun arguments, respectively.\nTo simply copy files from / to box without reading them, I can use the box_dl() and box_ul(), respectively.\nFinally, I can also move the file into the trash (from which it will be automatically removed after one month) with the box_delete_file() function.\n\n\n\nFor other functions, e.g. to search the box index, please refer to the boxr reference.\n\n\nSuccess!\nGreat! Now I have a working app that allows me to interact with folders and files in my box account, all from within the comfort of my R session." + }, + { + "objectID": "posts/boxr/index.html#using-a-json-web-token-for-authentication", + "href": "posts/boxr/index.html#using-a-json-web-token-for-authentication", + "title": "Interacting with box cloud storage: the boxr R package", + "section": "Using a JSON Web Token for authentication", + "text": "Using a JSON Web Token for authentication\nAnother way of authenticating a Custom App within box is via a JSON Web Token. This requires that the jose R package is installed on your system:\n\nlibrary(jose)\n\nIn this mode, the app authenticates using a signed JWT token, which requires a public/private key-pair for added security (see below).\nTo authenticate via this route, I need to create another app in my box developer console. Because I already created a first app (see above), the console’s home screen now looks different, listing my r_oauth app. To add another app, I click the blue Create Platform App in the upper right corner of the page.\n\n\n\n\n\n\nScreenshot\n\n\n\n\n\n\n\n\n\nOnce again, I choose to create a Custom App and pick a unique name for my app, e.g. r_jwt. But on the second page of the modal, I now choose Server Authentication (with JWT) as my authentication method before clicking the Create App button.\n\n\n\n\n\n\nScreenshots\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nFigure 9\n\n\n\n\n\n\n\n\n\n\n\nFigure 10\n\n\n\n\n\n\n\n\n\nAfterwards, I am redirected to the configuration page of my new r_jwt app, where I make the following changes:\n\nAs in my first example, I allow the app to write / modify files and folders on my behalf (see Figure 6).\nTo make these changes permanent, I click the blue Save Changes button on the upper right of the Configuration page.\nTo use a JWT for authentication, I need one more piece of information: an RSA keypair to sign and authenticate the requests made by my app. I scroll down to theAdd and Manage Public Keys section.\nThere, I use the Generate a new Public/Private Key pair button to generate and download a new key pair for my app.\n\n\n\n\n\n\n\nScreenshot\n\n\n\n\n\n\n\n\n\n\n\nFigure 11\n\n\n\n\n\n\nThe key information is downloaded in a JSON file with content similar to this:\n{\n\"boxAppSettings\": {\n \"clientID\": \"jlccq2qe365jy2wo4llm9z9isz9didhv\",\n \"clientSecret\": \"VSN5WNe9q4hI2h9PJbppQKsIxm8oxJp8\",\n \"appAuth\": {\n \"publicKeyID\": \"wvslfab2\",\n \"privateKey\": \"-----BEGIN ENCRYPTED PRIVATE KEY-----\\nMIIFHDBOBgkqhki[TRUNCATED]RvOqeWR1mg==\\n-----END ENCRYPTED PRIVATE KEY-----\\n\",\n \"passphrase\": \"87babeaed61e4ad87309f8063918bd04\"\n }\n},\n\"enterpriseID\": \"1246725007\"\n}\nThis JSON file contains the\n\nclientID: this unique identifier of the app - I will need it to authorize my app in the Admin console (see below).\nclientSecret: the secret associated with the clientID\nappAuth: the public and private RSA key pair, along with their pass phrase\nenterpriseID: the unique identifier of my enterprise, e.g. the organization that manages my box account4.\n\nThe contents (or location) of this file is required to authenticate with box. The boxr package authors reccommend creating storing this file in a newly created ~/.boxr-auth folder, and in this tutorial stored the file there under the path ~/.boxr-auth/jwt_config.json 5.\n\n\n\n\n\n\nImportant\n\n\n\nThe contents of the JSON file is sufficient to access my box account. So I need to keep it secret, and - if in doubt - revoke and replace the key pair with a new one.\n\n\n\nAuthorizing the JWT-backed app\nIn contrast to the OAuth 2.0 app I created above, any JWT-backed app needs to be explicitly authorized by the organization’s admin. Here, I am using a free developer box account, so I am my own admin and can perform the following steps.\n\nI navigate to the home page of my box account and click on the Admin Console button on the lower left of the page. (If you don’t see an option to access the Admin Console the you either have not signed up for a Developer account, or your organization has dedicated admins6 and you are not one of them.)\n\n\n\n\n\n\n\nScreenshot\n\n\n\n\n\n\n\n\n\n\n\nFigure 12\n\n\n\n\n\n\n\nWithin the admin console, I select Integrations in the left hand menu, and then navigate to the Platform Apps Manager tab. Here, I can see all previously authorized apps - but as this is my first JWT app there aren’t any listed.\n\n\n\n\n\n\n\nScreenshot\n\n\n\n\n\n\n\n\n\n\n\nFigure 13\n\n\n\n\n\n\n\nTo add my new app, I click on the Add Platform App button on the upper right of the page.\n\n\nWithin the modal that pops up, I paste my app’s ClientID, which I can find either in the JSON token file or on the app’s configuration page ( see above).\nAfter pressing the Next button, I can confirm the details and authorize my app.\n\n\n\n\n\n\n\nScreenshots\n\n\n\n\n\n\n\n\n\n\n\n \n\n\n\n\n\n\n\nOnce the authorization is complete, I can see my r_jwt app listed in the Platform Apps Manager list.\n\n\n\n\n\n\n\nScreenshot\n\n\n\n\n\n\n\n\n\n\n\nFigure 14\n\n\n\n\n\n\n\n\nAuthenticating with the JSON web-token\nFor JWT authentication, the box_auth_service() function is used. I can either point its token_file argument to the JSON file downloaded above, or provide its content as a string via its token_text argument 7. (Alternatively, I could also provide the path to the JSON file via the BOX_TOKEN_FILE environmental variable.)\n\nboxr::box_auth_service(token_file = \"~/.boxr-auth/jwt_config.json\")\n\nOnce the box_auth_service() call has completed successfully, I can explore the files and folders in box.\n\nboxr::box_ls()\n\n\nbox.com remote object list: Empty (no objects returned)\n\n\nWait, the box_ls() command does return any objects - where is my tutorials folder? This bring me to a key difference between OAuth 2.0 and JWT backed apps: the former has access to my usual box account. But the latter uses a service account, an entirely separate box account that has access to its own file system, but cannot access those of my main account.\n\n\nSharing files and folders with the service account\nFor some applications, up- and down-loading files that are only accessible via the service account might be all that is needed. But to collaborate with others (including my interactive account), it is helpful to share files with this new account. That’s what collaboration workflows are for.\nHere, I will give the service account access to my tutorial folder, which is owned by my main account (and which I accessed using OAuth 2.0 above).\nTo share the folder (e.g. to create a collaboration in box’ lingo), I need to\n\nLog in to my main account, either interactive via the box website or using OAuth 2.0.\nProvide the identifier of the folder I want to share\nProvide user_id of the service account I want to share the folder with.\n\n\nThis information was returned by the box_auth_service() call above. In this example the user_id is 38300848207.\n\n\nDecide on the role, e.g. the set of permissions, I want to grant to the service account.\n\n\n1box_auth()\n2objects <- boxr::box_ls()\n3folder_id <- objects |>\n as.data.frame() |> \n poorman::filter(name == \"tutorial\") |> \n poorman::pull(\"id\")\n4boxr::box_collab_get(folder_id)\n5boxr::box_collab_create(\n dir_id = folder_id, \n user_id = \"38302244533\", \n role = \"co-owner\") |>\n as.data.frame()\n\n\n1\n\nRe-authenticate with my OAuth 2.0 credentials.\n\n2\n\nList files & folders at the root of my box account.\n\n3\n\nExtract the identifier of the tutorial folder.\n\n4\n\nConfirm that the folder currently doesn’t have collaborators, e.g. is not shared with any other box account (service or otherwise).\n\n5\n\nShare the tutorial folder with the service account, whose use_id is 38302244533.\n\n\n\n\n type id created_by.type created_by.id created_by.name\n1 collaboration 58843144227 user 38300848207 Thomas Sandmann\n created_by.login created_at modified_at\n1 tomsing1+box@gmail.com 2024-11-30T10:13:17-08:00 2024-11-30T10:13:17-08:00\n expires_at status accessible_by.type accessible_by.id accessible_by.name\n1 <NA> accepted user 38302244533 r_jwt\n accessible_by.login accessible_by.is_active\n1 AutomationUser_2315972_YO25z3YbZl@boxdevedition.com TRUE\n invite_email role acknowledged_at item.type item.id\n1 <NA> co-owner 2024-11-30T10:13:17-08:00 folder 296252096794\n item.sequence_id item.etag item.name is_access_only\n1 0 0 tutorial FALSE\n\n\nNow that the service account has access to the tutorial folder, I re-authenticate via box_auth_service(). Ther_jwtapp can now list the contents of thetutorial` folder:\n\nboxr::box_auth_service(token_file = \"~/.boxr-auth/jwt_config.json\")\nobjects <- boxr::box_ls(folder_id)\nobjects |> as.data.frame()\n\n name type id size description owner\n1 mtcars.csv file 1713585759893 1281 tomsing1+box@gmail.com\n path modified_at content_modified_at\n1 All Files/tutorial 2024-11-30 10:13:14 2024-11-30 10:13:14\n sha1 version version_no version_id\n1 dfd44f97e2bd9b5efe4bd2e87851cfe717f3fc2f 1 1 1886582991893\n\n\nand it can also write to it:\n\nboxr::box_save_rds(object = mtcars,\n dir_id = folder_id, \n file_name = \"mtcars.rds\",\n description = \"The mtcars dataset serialized as an RDS file\")\n\n\nbox.com remote file reference\n\n name : mtcars.rds \n file id : 1713587723063 \n version : V1 \n size : 1.2 kB \n modified at : 2024-11-30 10:13:19 \n created at : 2024-11-30 10:13:19 \n uploaded by : AutomationUser_2315972_YO25z3YbZl@boxdevedition.com \n owned by : tomsing1+box@gmail.com \n shared link : None \n\n parent folder name : tutorial \n parent folder id : 296252096794 \n\nboxr::box_ls(dir_id = folder_id) |>\n as.data.frame()\n\n name type id size description owner\n1 mtcars.csv file 1713585759893 1281 tomsing1+box@gmail.com\n2 mtcars.rds file 1713587723063 1225 tomsing1+box@gmail.com\n path modified_at content_modified_at\n1 All Files/tutorial 2024-11-30 10:13:14 2024-11-30 10:13:14\n2 All Files/tutorial 2024-11-30 10:13:19 2024-11-30 10:13:19\n sha1 version version_no version_id\n1 dfd44f97e2bd9b5efe4bd2e87851cfe717f3fc2f 1 1 1886582991893\n2 c41ea4b33768b6a4ae886e592e13090939fab642 1 1 1886585000663\n\n\n\n\nModifying collaborations\nWe can also revoke the permissions of the service account, by deleting the collaboration, if necessary:\n\n1boxr::box_auth()\n2collab <- boxr::box_collab_get(folder_id)\ncollab_id <- collab |>\n as.data.frame() |>\n poorman::pull(id)\nboxr::box_collab_delete(collab_id)\n3collab <- boxr::box_collab_get(folder_id)\n\n\n1\n\nRe-authenticate as the original owner of the folder.\n\n2\n\nRetrieve information about the sharing settings / collaborations of the folder, including the id of the collaboration.\n\n3\n\nDelete the collaboration by specifying its unique id." + }, + { + "objectID": "posts/boxr/index.html#reproducibility", + "href": "posts/boxr/index.html#reproducibility", + "title": "Interacting with box cloud storage: the boxr R package", + "section": "Reproducibility", + "text": "Reproducibility\n\n\nSession Information\n\n\nsessionInfo()\n\nR version 4.4.1 (2024-06-14)\nPlatform: x86_64-pc-linux-gnu\nRunning under: Debian GNU/Linux 12 (bookworm)\n\nMatrix products: default\nBLAS: /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3 \nLAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.21.so; LAPACK version 3.11.0\n\nlocale:\n [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C \n [3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8 \n [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8 \n [7] LC_PAPER=en_US.UTF-8 LC_NAME=C \n [9] LC_ADDRESS=C LC_TELEPHONE=C \n[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C \n\ntime zone: America/Los_Angeles\ntzcode source: system (glibc)\n\nattached base packages:\n[1] stats graphics grDevices datasets utils methods base \n\nother attached packages:\n[1] jose_1.2.1 openssl_2.2.2 poorman_0.2.7 boxr_0.3.6 \n\nloaded via a namespace (and not attached):\n [1] bit_4.5.0 jsonlite_1.8.9 dplyr_1.1.4 compiler_4.4.1 \n [5] renv_1.0.11 tidyselect_1.2.1 stringr_1.5.1 assertthat_0.2.1 \n [9] yaml_2.3.10 fastmap_1.2.0 mime_0.12 R6_2.5.1 \n[13] generics_0.1.3 curl_6.0.1 knitr_1.49 tibble_3.2.1 \n[17] pillar_1.9.0 R.utils_2.12.3 rlang_1.1.4 utf8_1.2.4 \n[21] stringi_1.8.4 xfun_0.49 fs_1.6.5 bit64_4.5.2 \n[25] cli_3.6.3 magrittr_2.0.3 rio_1.2.3 digest_0.6.37 \n[29] askpass_1.2.1 lifecycle_1.0.4 R.methodsS3_1.8.2 R.oo_1.27.0 \n[33] vctrs_0.6.5 evaluate_1.0.1 glue_1.8.0 data.table_1.16.2\n[37] fansi_1.0.6 rmarkdown_2.29 purrr_1.0.2 httr_1.4.7 \n[41] tools_4.4.1 pkgconfig_2.0.3 htmltools_0.5.8.1" + }, + { + "objectID": "posts/boxr/index.html#footnotes", + "href": "posts/boxr/index.html#footnotes", + "title": "Interacting with box cloud storage: the boxr R package", + "section": "Footnotes", + "text": "Footnotes\n\n\nThe main difference between a free developer account and a regular free account is that the developer version has access to the administrator console, which will allow you to authorize JWT and CCG applications (source). If you are part of an organization with dedicated admins, then they can authorize apps that use these authentication methods for you. With a regular (e.g. non-developer) free account you can still use OAuth 2.0 for authentication, but won’t be able to run the code examples shown in the JWT section of this tutorial.↩︎\nTo create cache file under a different path, I could specify it’s location via the cache argument of the box_auth() function. For example, I could point to a network drive that is accessible at the same path from different computers.↩︎\nThe dir_id defaults to the output of box_getwd() and I only specify it here explicitly to highlight that this argument is available. And yes, there is also a box_setwd() function to set the remote working directory.↩︎\nPlease note that my enterpriseID is set, even though I am a single developer on a free box plan. If your enterpriseID is set to “0”, you probably didn’t sign up for a Developer account. (Only free Developer accounts or paid plans can authorize apps via JWT or CCG).↩︎\nThe authors also recommend to keep access to the folder restricted if you are on a system shared with others, e.g. by creating the directory with the fs::dir_create(\"~/.boxr-auth\", mode = 700) command.↩︎\nIf you are part of an organization with dedicated admins, you need to ask them to authorize your app for you, and provide them with its ClienID.↩︎\nI do some of my analyses using Saturn Cloud, which offers convenient ways to inject secrets into cloud instances - either as environmental variables or text files. Because the JWT file is plain text, it works very well with that setup.↩︎" + }, + { + "objectID": "posts/boxr/index.html#tldr", + "href": "posts/boxr/index.html#tldr", + "title": "Interacting with box cloud storage: the boxr R package", + "section": "", + "text": "This week, I learned how to create custom apps within the box cloud storage service, and how to read & write files from within R using the awesome boxr R package.\nI used two different ways of authenticating with box: OAuth 2.0 and Java Web Tokens (JWT), best suited for interactive or unattended use cases, respectively." } ] \ No newline at end of file diff --git a/docs/site_libs/bootstrap/bootstrap-dark-0b08c4706a376d5bbb3674841d6c1774.min.css b/docs/site_libs/bootstrap/bootstrap-dark-0b08c4706a376d5bbb3674841d6c1774.min.css new file mode 100644 index 0000000..13c0543 --- /dev/null +++ b/docs/site_libs/bootstrap/bootstrap-dark-0b08c4706a376d5bbb3674841d6c1774.min.css @@ -0,0 +1,12 @@ +/*! + * Bootstrap v5.3.1 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auto}.btn-group>.btn-check:checked+.btn,.btn-group>.btn-check:focus+.btn,.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active,.btn-group-vertical>.btn-check:checked+.btn,.btn-group-vertical>.btn-check:focus+.btn,.btn-group-vertical>.btn:hover,.btn-group-vertical>.btn:focus,.btn-group-vertical>.btn:active,.btn-group-vertical>.btn.active{z-index:1}.btn-toolbar{display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;justify-content:flex-start;-webkit-justify-content:flex-start}.btn-toolbar 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.dropdown-toggle-split::before{margin-right:0}.btn-sm+.dropdown-toggle-split,.btn-group-sm>.btn+.dropdown-toggle-split{padding-right:.375rem;padding-left:.375rem}.btn-lg+.dropdown-toggle-split,.btn-group-lg>.btn+.dropdown-toggle-split{padding-right:.75rem;padding-left:.75rem}.btn-group-vertical{flex-direction:column;-webkit-flex-direction:column;align-items:flex-start;-webkit-align-items:flex-start;justify-content:center;-webkit-justify-content:center}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group{width:100%}.btn-group-vertical>.btn:not(:first-child),.btn-group-vertical>.btn-group:not(:first-child){margin-top:calc(1px*-1)}.btn-group-vertical>.btn:not(:last-child):not(.dropdown-toggle),.btn-group-vertical>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn~.btn,.btn-group-vertical>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-top-right-radius:0}.nav{--bs-nav-link-padding-x: 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992px){.navbar-expand-lg{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-lg .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-lg .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-lg .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-lg .navbar-nav-scroll{overflow:visible}.navbar-expand-lg .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-lg .navbar-toggler{display:none}.navbar-expand-lg .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-lg .offcanvas .offcanvas-header{display:none}.navbar-expand-lg .offcanvas 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.offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: #e6e8ea;--bs-navbar-hover-color: rgba(255, 255, 255, 0.8);--bs-navbar-disabled-color: rgba(230, 232, 234, 0.75);--bs-navbar-active-color: #fff;--bs-navbar-brand-color: #e6e8ea;--bs-navbar-brand-hover-color: #fff;--bs-navbar-toggler-border-color: rgba(230, 232, 234, 0);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='%23e6e8ea' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='%23e6e8ea' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: 1px;--bs-card-border-color: rgba(0, 0, 0, 0.175);--bs-card-border-radius: 0.25rem;--bs-card-box-shadow: ;--bs-card-inner-border-radius: 0;--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(52, 58, 64, 0.25);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: #3b4d5b;--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;-webkit-flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 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.nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;display:-webkit-flex;flex-flow:row wrap;-webkit-flex-flow:row wrap}.card-group>.card{flex:1 0 0%;-webkit-flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: #ebebeb;--bs-accordion-bg: #3b4d5b;--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: #dee2e6;--bs-accordion-border-width: 0;--bs-accordion-border-radius: 0.25rem;--bs-accordion-inner-border-radius: 0.25rem;--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: #ebebeb;--bs-accordion-btn-bg: rgba(52, 58, 64, 0.25);--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23ebebeb'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23592a0a'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #efb48c;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(223, 105, 25, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: #ebebeb;--bs-accordion-active-bg: #df6919}.accordion-button{position:relative;display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;border-radius:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23eca575'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23eca575'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0.75rem;--bs-breadcrumb-padding-y: 0.375rem;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: #3b4d5b;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: #ebebeb;--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: #ebebeb;display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #fff;--bs-pagination-bg: #3b4d5b;--bs-pagination-border-width: 1px;--bs-pagination-border-color: transparent;--bs-pagination-border-radius: 0.25rem;--bs-pagination-hover-color: #fff;--bs-pagination-hover-bg: rgba(255, 255, 255, 0.4);--bs-pagination-hover-border-color: transparent;--bs-pagination-focus-color: #b25414;--bs-pagination-focus-bg: #dee2e6;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(223, 105, 25, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #df6919;--bs-pagination-active-border-color: #df6919;--bs-pagination-disabled-color: rgba(255, 255, 255, 0.4);--bs-pagination-disabled-bg: #3b4d5b;--bs-pagination-disabled-border-color: transparent;display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px*-1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.2em}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: 0.25rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.25rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #3b4d5b;--bs-progress-border-radius: 0.25rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #df6919;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #fff;--bs-list-group-bg: #3b4d5b;--bs-list-group-border-color: transparent;--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.25rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: #fff;--bs-list-group-action-hover-color: #fff;--bs-list-group-action-hover-bg: rgba(255, 255, 255, 0.4);--bs-list-group-action-active-color: #ebebeb;--bs-list-group-action-active-bg: #dee2e6;--bs-list-group-disabled-color: rgba(255, 255, 255, 0.4);--bs-list-group-disabled-bg: #3b4d5b;--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #df6919;--bs-list-group-active-border-color: #df6919;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") 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var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #fff;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' 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1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: rgba(0, 0, 0, 0.2);--bs-modal-header-border-width: 1px;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: rgba(0, 0, 0, 0.2);--bs-modal-footer-border-width: 1px;position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static .modal-dialog{transform:scale(1.02)}.modal-dialog-scrollable{height:calc(100% - var(--bs-modal-margin)*2)}.modal-dialog-scrollable .modal-content{max-height:100%;overflow:hidden}.modal-dialog-scrollable 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.dropdown-toggle::after{display:inline-block;margin-left:.255em;vertical-align:.255em;content:""}.dropstart .dropdown-toggle::after{display:none}.dropstart .dropdown-toggle::before{display:inline-block;margin-right:.255em;vertical-align:.255em;content:"";border-top:.3em solid rgba(0,0,0,0);border-right:.3em solid;border-bottom:.3em solid rgba(0,0,0,0)}.dropstart .dropdown-toggle:empty::after{margin-left:0}.dropstart .dropdown-toggle::before{vertical-align:0}.dropdown-divider{height:0;margin:var(--bs-dropdown-divider-margin-y) 0;overflow:hidden;border-top:1px solid var(--bs-dropdown-divider-bg);opacity:1}.dropdown-item{display:block;width:100%;padding:var(--bs-dropdown-item-padding-y) 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auto}.btn-group>.btn-check:checked+.btn,.btn-group>.btn-check:focus+.btn,.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active,.btn-group-vertical>.btn-check:checked+.btn,.btn-group-vertical>.btn-check:focus+.btn,.btn-group-vertical>.btn:hover,.btn-group-vertical>.btn:focus,.btn-group-vertical>.btn:active,.btn-group-vertical>.btn.active{z-index:1}.btn-toolbar{display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;justify-content:flex-start;-webkit-justify-content:flex-start}.btn-toolbar 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.dropdown-toggle-split::before{margin-right:0}.btn-sm+.dropdown-toggle-split,.btn-group-sm>.btn+.dropdown-toggle-split{padding-right:.375rem;padding-left:.375rem}.btn-lg+.dropdown-toggle-split,.btn-group-lg>.btn+.dropdown-toggle-split{padding-right:.75rem;padding-left:.75rem}.btn-group-vertical{flex-direction:column;-webkit-flex-direction:column;align-items:flex-start;-webkit-align-items:flex-start;justify-content:center;-webkit-justify-content:center}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group{width:100%}.btn-group-vertical>.btn:not(:first-child),.btn-group-vertical>.btn-group:not(:first-child){margin-top:calc(1px*-1)}.btn-group-vertical>.btn:not(:last-child):not(.dropdown-toggle),.btn-group-vertical>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn~.btn,.btn-group-vertical>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-top-right-radius:0}.nav{--bs-nav-link-padding-x: 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.offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: #595959;--bs-navbar-hover-color: rgba(46, 87, 158, 0.8);--bs-navbar-disabled-color: rgba(89, 89, 89, 0.75);--bs-navbar-active-color: #2e579e;--bs-navbar-brand-color: #595959;--bs-navbar-brand-hover-color: #2e579e;--bs-navbar-toggler-border-color: rgba(89, 89, 89, 0);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 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0.75rem;position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;-webkit-flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 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.nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;display:-webkit-flex;flex-flow:row wrap;-webkit-flex-flow:row wrap}.card-group>.card{flex:1 0 0%;-webkit-flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: #343a40;--bs-accordion-bg: #fff;--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: #dee2e6;--bs-accordion-border-width: 1px;--bs-accordion-border-radius: 0.25rem;--bs-accordion-inner-border-radius: calc(0.25rem - 1px);--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: #343a40;--bs-accordion-btn-bg: #fff;--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23343a40'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%231c345e'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #a2c1f6;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(69, 130, 236, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: #1c345e;--bs-accordion-active-bg: #dae6fb}.accordion-button{position:relative;display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1.1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;border-radius:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%238fb4f4'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%238fb4f4'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: rgba(52, 58, 64, 0.75);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: rgba(52, 58, 64, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1.1rem;--bs-pagination-color: #4582ec;--bs-pagination-bg: #fff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: #dee2e6;--bs-pagination-border-radius: 0.25rem;--bs-pagination-hover-color: #3768bd;--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: #dee2e6;--bs-pagination-focus-color: #3768bd;--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(69, 130, 236, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #4582ec;--bs-pagination-active-border-color: #4582ec;--bs-pagination-disabled-color: rgba(52, 58, 64, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: #dee2e6;display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px*-1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:calc(1.2625rem + 0.15vw);--bs-pagination-border-radius: 0.5rem}@media(min-width: 1200px){.pagination-lg{--bs-pagination-font-size:1.375rem}}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.9625rem;--bs-pagination-border-radius: 0.2em}.badge{--bs-badge-padding-x: 1.2em;--bs-badge-padding-y: 0.6em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 400;--bs-badge-color: #fff;--bs-badge-border-radius: 0.25rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 0 solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.25rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.825rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.25rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #4582ec;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #343a40;--bs-list-group-bg: #fff;--bs-list-group-border-color: #dee2e6;--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.25rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(52, 58, 64, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #343a40;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(52, 58, 64, 0.75);--bs-list-group-disabled-bg: #fff;--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #4582ec;--bs-list-group-active-border-color: 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var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(69, 130, 236, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.25rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255, 255, 255, 0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: rgba(0, 0, 0, 0.175);--bs-toast-border-radius: 0.25rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: rgba(52, 58, 64, 0.75);--bs-toast-header-bg: rgba(255, 255, 255, 0.85);--bs-toast-header-border-color: rgba(0, 0, 0, 0.175);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;width:-webkit-max-content;width:-moz-max-content;width:-ms-max-content;width:-o-max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header 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var(--bslib-grid--row-heights--sm)}}@media(min-width: 768px){.bslib-grid.grid.bslib-grid--row-heights--md{--bslib-grid--row-heights: var(--bslib-grid--row-heights--md)}}@media(min-width: 992px){.bslib-grid.grid.bslib-grid--row-heights--lg{--bslib-grid--row-heights: var(--bslib-grid--row-heights--lg)}}@media(min-width: 1200px){.bslib-grid.grid.bslib-grid--row-heights--xl{--bslib-grid--row-heights: var(--bslib-grid--row-heights--xl)}}@media(min-width: 1400px){.bslib-grid.grid.bslib-grid--row-heights--xxl{--bslib-grid--row-heights: var(--bslib-grid--row-heights--xxl)}}.bslib-grid>*>.shiny-input-container{width:100%}.bslib-grid-item{grid-column:auto/span 1}@media(max-width: 767.98px){.bslib-grid-item{grid-column:1/-1}}@media(max-width: 575.98px){.bslib-grid{grid-template-columns:1fr !important;height:var(--bslib-grid-height-mobile)}.bslib-grid.grid{height:unset !important;grid-auto-rows:var(--bslib-grid--row-heights--xs, auto)}}.bslib-card{overflow:auto}.bslib-card .card-body+.card-body{padding-top:0}.bslib-card .card-body{overflow:auto}.bslib-card .card-body p{margin-top:0}.bslib-card .card-body p:last-child{margin-bottom:0}.bslib-card .card-body{max-height:var(--bslib-card-body-max-height, none)}.bslib-card[data-full-screen=true]>.card-body{max-height:var(--bslib-card-body-max-height-full-screen, none)}.bslib-card .card-header .form-group{margin-bottom:0}.bslib-card .card-header .selectize-control{margin-bottom:0}.bslib-card .card-header .selectize-control .item{margin-right:1.15rem}.bslib-card .card-footer{margin-top:auto}.bslib-card .bslib-navs-card-title{display:flex;flex-wrap:wrap;justify-content:space-between;align-items:center}.bslib-card .bslib-navs-card-title .nav{margin-left:auto}.bslib-card .bslib-sidebar-layout:not([data-bslib-sidebar-border=true]){border:none}.bslib-card .bslib-sidebar-layout:not([data-bslib-sidebar-border-radius=true]){border-top-left-radius:0;border-top-right-radius:0}[data-full-screen=true]{position:fixed;inset:3.5rem 1rem 1rem;height:auto !important;max-height:none !important;width:auto !important;z-index:1070}.bslib-full-screen-enter{display:none;position:absolute;bottom:var(--bslib-full-screen-enter-bottom, 0.2rem);right:var(--bslib-full-screen-enter-right, 0);top:var(--bslib-full-screen-enter-top);left:var(--bslib-full-screen-enter-left);color:var(--bslib-color-fg, var(--bs-card-color));background-color:var(--bslib-color-bg, var(--bs-card-bg, var(--bs-body-bg)));border:var(--bs-card-border-width) solid var(--bslib-color-fg, var(--bs-card-border-color));box-shadow:0 2px 4px rgba(0,0,0,.15);margin:.2rem .4rem;padding:.55rem !important;font-size:.8rem;cursor:pointer;opacity:.7;z-index:1070}.bslib-full-screen-enter:hover{opacity:1}.card[data-full-screen=false]:hover>*>.bslib-full-screen-enter{display:block}.bslib-has-full-screen .card:hover>*>.bslib-full-screen-enter{display:none}@media(max-width: 575.98px){.bslib-full-screen-enter{display:none !important}}.bslib-full-screen-exit{position:relative;top:1.35rem;font-size:.9rem;cursor:pointer;text-decoration:none;display:flex;float:right;margin-right:2.15rem;align-items:center;color:rgba(var(--bs-body-bg-rgb), 0.8)}.bslib-full-screen-exit:hover{color:rgba(var(--bs-body-bg-rgb), 1)}.bslib-full-screen-exit svg{margin-left:.5rem;font-size:1.5rem}#bslib-full-screen-overlay{position:fixed;inset:0;background-color:rgba(var(--bs-body-color-rgb), 0.6);backdrop-filter:blur(2px);-webkit-backdrop-filter:blur(2px);z-index:1069;animation:bslib-full-screen-overlay-enter 400ms cubic-bezier(0.6, 0.02, 0.65, 1) forwards}@keyframes bslib-full-screen-overlay-enter{0%{opacity:0}100%{opacity:1}}.bslib-sidebar-layout{--bslib-sidebar-transition-duration: 500ms;--bslib-sidebar-transition-easing-x: cubic-bezier(0.8, 0.78, 0.22, 1.07);--bslib-sidebar-border: var(--bs-card-border-width, 1px) solid var(--bs-card-border-color, rgba(0, 0, 0, 0.175));--bslib-sidebar-border-radius: var(--bs-border-radius);--bslib-sidebar-vert-border: var(--bs-card-border-width, 1px) solid var(--bs-card-border-color, rgba(0, 0, 0, 0.175));--bslib-sidebar-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.05);--bslib-sidebar-fg: var(--bs-emphasis-color, black);--bslib-sidebar-main-fg: var(--bs-card-color, var(--bs-body-color));--bslib-sidebar-main-bg: var(--bs-card-bg, var(--bs-body-bg));--bslib-sidebar-toggle-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.1);--bslib-sidebar-padding: calc(var(--bslib-spacer) * 1.5);--bslib-sidebar-icon-size: var(--bslib-spacer, 1rem);--bslib-sidebar-icon-button-size: calc(var(--bslib-sidebar-icon-size, 1rem) * 2);--bslib-sidebar-padding-icon: calc(var(--bslib-sidebar-icon-button-size, 2rem) * 1.5);--bslib-collapse-toggle-border-radius: var(--bs-border-radius, 0.25rem);--bslib-collapse-toggle-transform: 0deg;--bslib-sidebar-toggle-transition-easing: 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var(--bslib-sidebar-transition-duration);color:var(--bslib-sidebar-main-fg);background-color:var(--bslib-sidebar-main-bg)}.bslib-sidebar-layout>.sidebar{grid-column:1/2;width:100%;height:100%;border-right:var(--bslib-sidebar-vert-border);border-top-right-radius:0;border-bottom-right-radius:0;color:var(--bslib-sidebar-fg);background-color:var(--bslib-sidebar-bg);backdrop-filter:blur(5px)}.bslib-sidebar-layout>.sidebar>.sidebar-content{display:flex;flex-direction:column;gap:var(--bslib-spacer, 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.accordion-item:last-child{border-bottom:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.bslib-sidebar-layout>.sidebar>.sidebar-content.has-accordion>.sidebar-title{border-bottom:none;padding-bottom:0}.bslib-sidebar-layout>.sidebar .shiny-input-container{width:100%}.bslib-sidebar-layout[data-bslib-sidebar-open=always]>.sidebar>.sidebar-content{padding-top:var(--bslib-sidebar-padding)}.bslib-sidebar-layout>.collapse-toggle{grid-row:1/2;grid-column:1/2;display:inline-flex;align-items:center;position:absolute;right:calc(var(--bslib-sidebar-icon-size));top:calc(var(--bslib-sidebar-icon-size, 1rem)/2);border:none;border-radius:var(--bslib-collapse-toggle-border-radius);height:var(--bslib-sidebar-icon-button-size, 2rem);width:var(--bslib-sidebar-icon-button-size, 2rem);display:flex;align-items:center;justify-content:center;padding:0;color:var(--bslib-sidebar-fg);background-color:unset;transition:color var(--bslib-sidebar-transition-easing-x) var(--bslib-sidebar-transition-duration),top var(--bslib-sidebar-transition-easing-x) var(--bslib-sidebar-transition-duration),right var(--bslib-sidebar-transition-easing-x) var(--bslib-sidebar-transition-duration),left var(--bslib-sidebar-transition-easing-x) var(--bslib-sidebar-transition-duration)}.bslib-sidebar-layout>.collapse-toggle:hover{background-color:var(--bslib-sidebar-toggle-bg)}.bslib-sidebar-layout>.collapse-toggle>.collapse-icon{opacity:.8;width:var(--bslib-sidebar-icon-size);height:var(--bslib-sidebar-icon-size);transform:rotateY(var(--bslib-collapse-toggle-transform));transition:transform var(--bslib-sidebar-toggle-transition-easing) var(--bslib-sidebar-transition-duration)}.bslib-sidebar-layout>.collapse-toggle:hover>.collapse-icon{opacity:1}.bslib-sidebar-layout .sidebar-title{font-size:1.375rem;line-height:1.25;margin-top:0;margin-bottom:1rem;padding-bottom:1rem;border-bottom:var(--bslib-sidebar-border)}.bslib-sidebar-layout.sidebar-right{grid-template-columns:var(--bslib-sidebar-column-main) min(100% - var(--bslib-sidebar-icon-size),var(--bslib-sidebar-width, 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#343a40;--quarto-scss-export-dropdown-link-hover-bg: #f8f9fa;--quarto-scss-export-dropdown-link-active-bg: #4582ec;--quarto-scss-export-dropdown-link-active-color: #fff;--quarto-scss-export-dropdown-link-disabled-color: rgba(52, 58, 64, 0.5);--quarto-scss-export-dropdown-header-color: #6c757d;--quarto-scss-export-dropdown-dark-color: #dee2e6;--quarto-scss-export-dropdown-dark-bg: #343a40;--quarto-scss-export-dropdown-dark-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-box-shadow: ;--quarto-scss-export-dropdown-dark-link-color: #dee2e6;--quarto-scss-export-dropdown-dark-link-hover-color: #fff;--quarto-scss-export-dropdown-dark-link-hover-bg: rgba(255, 255, 255, 0.15);--quarto-scss-export-dropdown-dark-link-active-color: #fff;--quarto-scss-export-dropdown-dark-link-active-bg: #4582ec;--quarto-scss-export-dropdown-dark-link-disabled-color: #adb5bd;--quarto-scss-export-dropdown-dark-header-color: #adb5bd;--quarto-scss-export-pagination-color: #4582ec;--quarto-scss-export-pagination-bg: #fff;--quarto-scss-export-pagination-border-color: #dee2e6;--quarto-scss-export-pagination-focus-color: #3768bd;--quarto-scss-export-pagination-focus-bg: #e9ecef;--quarto-scss-export-pagination-hover-color: #3768bd;--quarto-scss-export-pagination-hover-bg: #f8f9fa;--quarto-scss-export-pagination-hover-border-color: #dee2e6;--quarto-scss-export-pagination-active-color: #fff;--quarto-scss-export-pagination-active-bg: #4582ec;--quarto-scss-export-pagination-active-border-color: #4582ec;--quarto-scss-export-pagination-disabled-color: rgba(52, 58, 64, 0.75);--quarto-scss-export-pagination-disabled-bg: #e9ecef;--quarto-scss-export-pagination-disabled-border-color: #dee2e6;--quarto-scss-export-card-title-color: ;--quarto-scss-export-card-subtitle-color: ;--quarto-scss-export-card-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-card-box-shadow: ;--quarto-scss-export-card-cap-color: ;--quarto-scss-export-card-height: ;--quarto-scss-export-card-color: ;--quarto-scss-export-card-bg: #fff;--quarto-scss-export-accordion-color: #343a40;--quarto-scss-export-accordion-bg: #fff;--quarto-scss-export-accordion-border-color: #dee2e6;--quarto-scss-export-accordion-button-color: #343a40;--quarto-scss-export-accordion-button-bg: #fff;--quarto-scss-export-accordion-button-active-bg: #dae6fb;--quarto-scss-export-accordion-button-active-color: #1c345e;--quarto-scss-export-accordion-button-focus-border-color: #a2c1f6;--quarto-scss-export-accordion-icon-color: #343a40;--quarto-scss-export-accordion-icon-active-color: #1c345e;--quarto-scss-export-tooltip-color: #fff;--quarto-scss-export-tooltip-bg: #000;--quarto-scss-export-tooltip-margin: ;--quarto-scss-export-tooltip-arrow-color: ;--quarto-scss-export-form-feedback-tooltip-line-height: ;--quarto-scss-export-popover-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-popover-header-bg: #e9ecef;--quarto-scss-export-popover-body-color: #343a40;--quarto-scss-export-popover-arrow-color: #fff;--quarto-scss-export-popover-arrow-outer-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-color: ;--quarto-scss-export-toast-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-header-color: rgba(52, 58, 64, 0.75);--quarto-scss-export-toast-header-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-header-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-badge-color: #fff;--quarto-scss-export-modal-content-color: ;--quarto-scss-export-modal-content-bg: #fff;--quarto-scss-export-modal-content-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-modal-backdrop-bg: #000;--quarto-scss-export-modal-header-border-color: #dee2e6;--quarto-scss-export-modal-footer-bg: ;--quarto-scss-export-modal-footer-border-color: #dee2e6;--quarto-scss-export-progress-bg: #e9ecef;--quarto-scss-export-progress-bar-color: #fff;--quarto-scss-export-progress-bar-bg: #4582ec;--quarto-scss-export-list-group-color: #343a40;--quarto-scss-export-list-group-bg: #fff;--quarto-scss-export-list-group-border-color: #dee2e6;--quarto-scss-export-list-group-hover-bg: #f8f9fa;--quarto-scss-export-list-group-active-bg: #4582ec;--quarto-scss-export-list-group-active-color: #fff;--quarto-scss-export-list-group-active-border-color: #4582ec;--quarto-scss-export-list-group-disabled-color: rgba(52, 58, 64, 0.75);--quarto-scss-export-list-group-disabled-bg: #fff;--quarto-scss-export-list-group-action-color: rgba(52, 58, 64, 0.75);--quarto-scss-export-list-group-action-hover-color: #000;--quarto-scss-export-list-group-action-active-color: #343a40;--quarto-scss-export-list-group-action-active-bg: #e9ecef;--quarto-scss-export-thumbnail-bg: #fff;--quarto-scss-export-thumbnail-border-color: #dee2e6;--quarto-scss-export-figure-caption-color: rgba(52, 58, 64, 0.75);--quarto-scss-export-breadcrumb-font-size: ;--quarto-scss-export-breadcrumb-bg: ;--quarto-scss-export-breadcrumb-divider-color: rgba(52, 58, 64, 0.75);--quarto-scss-export-breadcrumb-active-color: rgba(52, 58, 64, 0.75);--quarto-scss-export-breadcrumb-border-radius: ;--quarto-scss-export-carousel-control-color: #fff;--quarto-scss-export-carousel-indicator-active-bg: #fff;--quarto-scss-export-carousel-caption-color: #fff;--quarto-scss-export-carousel-dark-indicator-active-bg: #000;--quarto-scss-export-carousel-dark-caption-color: #000;--quarto-scss-export-btn-close-color: #000;--quarto-scss-export-offcanvas-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-offcanvas-bg-color: #fff;--quarto-scss-export-offcanvas-color: #343a40;--quarto-scss-export-offcanvas-backdrop-bg: #000;--quarto-scss-export-code-color-dark: white;--quarto-scss-export-kbd-color: #fff;--quarto-scss-export-kbd-bg: #343a40;--quarto-scss-export-nested-kbd-font-weight: ;--quarto-scss-export-pre-bg: #f8f9fa;--quarto-scss-export-pre-color: #000;--quarto-scss-export-bslib-sidebar-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.05);--quarto-scss-export-bslib-sidebar-toggle-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.1);--quarto-scss-export-bslib-page-sidebar-title-bg: #fff;--quarto-scss-export-bslib-page-sidebar-title-color: #000;--quarto-scss-export-sidebar-color: #595959;--quarto-scss-export-sidebar-hover-color: rgba(46, 87, 158, 0.8);--quarto-scss-export-sidebar-disabled-color: rgba(89, 89, 89, 0.75);--quarto-scss-export-valuebox-bg-primary: #4582ec;--quarto-scss-export-valuebox-bg-secondary: #adb5bd;--quarto-scss-export-valuebox-bg-success: #5cb85c;--quarto-scss-export-valuebox-bg-info: #1bc7dc;--quarto-scss-export-valuebox-bg-warning: #ffc107;--quarto-scss-export-valuebox-bg-danger: #d9534f;--quarto-scss-export-valuebox-bg-light: #f8f9fa;--quarto-scss-export-valuebox-bg-dark: #343a40;--quarto-scss-export-mermaid-bg-color: #fff;--quarto-scss-export-mermaid-edge-color: #adb5bd;--quarto-scss-export-mermaid-node-fg-color: #343a40;--quarto-scss-export-mermaid-fg-color: #343a40;--quarto-scss-export-mermaid-fg-color--lighter: #4b545c;--quarto-scss-export-mermaid-fg-color--lightest: #626d78;--quarto-scss-export-mermaid-label-bg-color: #fff;--quarto-scss-export-mermaid-label-fg-color: #4582ec;--quarto-scss-export-mermaid-node-bg-color: rgba(69, 130, 236, 0.1);--quarto-scss-export-code-block-border-left-color: rgba(0, 0, 0, 0.1);--quarto-scss-export-callout-color-note: #4582ec;--quarto-scss-export-callout-color-tip: #5cb85c;--quarto-scss-export-callout-color-important: #d9534f;--quarto-scss-export-callout-color-caution: #fd7e14;--quarto-scss-export-callout-color-warning: #ffc107} \ No newline at end of file diff --git a/docs/site_libs/quarto-html/quarto-syntax-highlighting-01c78b5cd655e4cd89133cf59d535862.css b/docs/site_libs/quarto-html/quarto-syntax-highlighting-01c78b5cd655e4cd89133cf59d535862.css new file mode 100644 index 0000000..0e72458 --- /dev/null +++ b/docs/site_libs/quarto-html/quarto-syntax-highlighting-01c78b5cd655e4cd89133cf59d535862.css @@ -0,0 +1,205 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +pre > code.sourceCode > span { + color: #003B4F; +} + +code span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +code span.ot { + color: #003B4F; + font-style: inherit; +} + +code span.at { + color: #657422; + font-style: inherit; +} + +code span.ss { + color: #20794D; + font-style: inherit; +} + +code span.an { + color: #5E5E5E; + font-style: inherit; +} + +code span.fu { + color: #4758AB; + font-style: inherit; +} + +code span.st { + color: #20794D; + font-style: inherit; +} + +code span.cf { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +code span.op { + color: #5E5E5E; + font-style: inherit; +} + +code span.er { + color: #AD0000; + font-style: inherit; +} + +code span.bn { + color: #AD0000; + font-style: inherit; +} + +code span.al { + color: #AD0000; + font-style: inherit; +} + +code span.va { + color: #111111; + font-style: inherit; +} + +code span.bu { + font-style: inherit; +} + +code span.ex { + font-style: inherit; +} + +code span.pp { + color: #AD0000; + font-style: inherit; +} + +code span.in { + color: #5E5E5E; + font-style: inherit; +} + +code span.vs { + color: #20794D; + font-style: inherit; +} + +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +code span.do { + color: #5E5E5E; + font-style: italic; +} + +code span.im { + color: #00769E; + font-style: inherit; +} + +code span.ch { + color: #20794D; + font-style: inherit; +} + +code span.dt { + color: #AD0000; + font-style: inherit; +} + +code span.fl { + color: #AD0000; + font-style: inherit; +} + +code span.co { + color: #5E5E5E; + font-style: inherit; +} + +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +code span.cn { + color: #8f5902; + font-style: inherit; +} + +code span.sc { + color: #5E5E5E; + font-style: inherit; +} + +code span.dv { + color: #AD0000; + font-style: inherit; +} + +code span.kw { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +.prevent-inlining { + content: " code.sourceCode > span { + color: #f8f8f2; +} + +code span { + color: #f8f8f2; +} + +code.sourceCode > span { + color: #f8f8f2; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #f8f8f2; +} + +code span.op { + color: #ffa07a; +} + +code span.ot { + color: #00e0e0; +} + +code span.pp { + color: #dcc6e0; +} + +code span.re { + background-color: #f8f8f2; + color: #00e0e0; +} + +code span.sc { + color: #abe338; +} + +code span.ss { + color: #abe338; +} + +code span.st { + color: #abe338; +} + +code span.va { + color: #00e0e0; +} + +code span.vs { + color: #abe338; +} + +code span.wa { + color: #dcc6e0; +} + +.prevent-inlining { + content: "0?setTimeout((function(){e(r,n,s)}),1):(t.update(),n(s))}}},"./src/filter.js":function(t){t.exports=function(t){return t.handlers.filterStart=t.handlers.filterStart||[],t.handlers.filterComplete=t.handlers.filterComplete||[],function(e){if(t.trigger("filterStart"),t.i=1,t.reset.filter(),void 0===e)t.filtered=!1;else{t.filtered=!0;for(var r=t.items,n=0,s=r.length;nv.page,a=new g(t[s],void 0,n),v.items.push(a),r.push(a)}return v.update(),r}m(t.slice(0),e)}},this.show=function(t,e){return this.i=t,this.page=e,v.update(),v},this.remove=function(t,e,r){for(var n=0,s=0,i=v.items.length;s-1&&r.splice(n,1),v},this.trigger=function(t){for(var e=v.handlers[t].length;e--;)v.handlers[t][e](v);return v},this.reset={filter:function(){for(var t=v.items,e=t.length;e--;)t[e].filtered=!1;return v},search:function(){for(var t=v.items,e=t.length;e--;)t[e].found=!1;return v}},this.update=function(){var t=v.items,e=t.length;v.visibleItems=[],v.matchingItems=[],v.templater.clear();for(var 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r=0,n=t.valueNames.length;r=1;)t.list.removeChild(t.list.firstChild)},function(){var r;if("function"!=typeof t.item){if(!(r="string"==typeof t.item?-1===t.item.indexOf("<")?document.getElementById(t.item):i(t.item):s()))throw new Error("The list needs to have at least one item on init otherwise you'll have to add a template.");r=n(r,t.valueNames),e=function(){return r.cloneNode(!0)}}else e=function(e){var r=t.item(e);return i(r)}}()};t.exports=function(t){return new e(t)}},"./src/utils/classes.js":function(t,e,r){var n=r("./src/utils/index-of.js"),s=/\s+/;Object.prototype.toString;function i(t){if(!t||!t.nodeType)throw new Error("A DOM element reference is required");this.el=t,this.list=t.classList}t.exports=function(t){return new i(t)},i.prototype.add=function(t){if(this.list)return this.list.add(t),this;var e=this.array();return~n(e,t)||e.push(t),this.el.className=e.join(" "),this},i.prototype.remove=function(t){if(this.list)return this.list.remove(t),this;var 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if (categoriesLoaded) { activateCategory(category); setCategoryHash(category); @@ -15,7 +16,9 @@ window["quarto-listing-loaded"] = () => { if (hash) { // If there is a category, switch to that if (hash.category) { - activateCategory(hash.category); + // category hash are URI encoded so we need to decode it before processing + // so that we can match it with the category element processed in JS + activateCategory(decodeURIComponent(hash.category)); } // Paginate a specific listing const listingIds = Object.keys(window["quarto-listings"]); @@ -58,7 +61,10 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { ); for (const categoryEl of categoryEls) { - const category = categoryEl.getAttribute("data-category"); + // category needs to support non ASCII characters + const category = decodeURIComponent( + atob(categoryEl.getAttribute("data-category")) + ); categoryEl.onclick = () => { activateCategory(category); setCategoryHash(category); @@ -208,7 +214,9 @@ function activateCategory(category) { // Activate this category const categoryEl = window.document.querySelector( - `.quarto-listing-category .category[data-category='${category}'` + `.quarto-listing-category .category[data-category='${btoa( + encodeURIComponent(category) + )}']` ); if (categoryEl) { categoryEl.classList.add("active"); @@ -231,7 +239,9 @@ function filterListingCategory(category) { list.filter(function (item) { const itemValues = item.values(); if (itemValues.categories !== null) { - const categories = itemValues.categories.split(","); + const categories = decodeURIComponent( + atob(itemValues.categories) + ).split(","); return categories.includes(category); } else { return false; diff --git a/docs/sitemap.xml b/docs/sitemap.xml index b02b622..4cda9b0 100644 --- a/docs/sitemap.xml +++ b/docs/sitemap.xml @@ -188,4 +188,8 @@ https://tomsing1.github.io/blog/posts/tidyHeatmap/index.html 2024-10-13T01:31:06.240Z + + https://tomsing1.github.io/blog/posts/boxr/index.html + 2024-11-30T18:12:58.606Z + diff --git a/posts/boxr/.gitignore b/posts/boxr/.gitignore new file mode 100644 index 0000000..e59ea99 --- /dev/null +++ b/posts/boxr/.gitignore @@ -0,0 +1 @@ +~/.boxr-oauth diff --git a/posts/boxr/index.qmd b/posts/boxr/index.qmd new file mode 100644 index 0000000..bfa807a --- /dev/null +++ b/posts/boxr/index.qmd @@ -0,0 +1,776 @@ +--- +title: "Interacting with box cloud storage: the boxr R package" +execute: + echo: true + warning: false + message: false +freeze: true +categories: [R, box, TIL] +editor: + markdown: + wrap: 72 +format: + html: + anchor-sections: true + toc: true + toc-depth: 4 + code-tools: + source: true + toggle: false + caption: none +editor_options: + chunk_output_type: console +--- + +```{r} +#| include: false +renv::use(lockfile = file.path(path.expand("~"), "repositories", "blog", + "posts", "boxr", "renv", "profiles", "boxr", + "renv.lock")) +``` + +## tl;dr + +This week, I learned how to create custom apps within the box cloud storage +service, and how to read & write files from within R using the awesome +[boxr R package](https://cran.r-project.org/package=boxr). + +I used two different ways of authenticating with box: OAuth 2.0 and Java Web +Tokens (JWT), best suited for interactive or unattended use cases, respectively. + +## Overview + +[box](https://www.box.com/) +is a commercial cloud storage provider. Many of my colleagues use it through +its web interface and share data and metadata files with me. + +While box doesn't offer an official API for R, the excellent +[boxr R package](https://cran.r-project.org/package=boxr) +has enabled me to read & write files without having to manually download them +first. The `boxr` package has +[excellent documentation](https://r-box.github.io/boxr/), but I tend to forget +how to set it up, especially on a new system, or to assist other colleagues who +are new to `boxr`. That's why I am documenting my workflow here today. + +This tutorial is split into two main parts, using either + +1. An interactive app authenticating via OAuth 2.0 or +2. A service app authenticating with Java Web Tokens (JWT) + +The former is straightforward to set up and doesn't require +a developer account or authorization by an admin. The latter requires more work +to set up, but is a great choice for unattended processes. Please refer to +[this article in the official boxr documentation](https://r-box.github.io/boxr/articles/boxr-apps.html) +for more details. + +## Creating a box developer account + +To interact with box, you need to create an account first (or ask your +organization to provide you with one). For individuals, you can sign up for a +[free developer plan](https://account.box.com/signup/developer). +which is all you need to follow along [^1]. + +Here, I will assume that you have either already signed up for a box *developer* +account or have access to a paid account e.g. through your organiation, +and that you are familiar with logging into it through your web browser. + +[^1]: The main difference between a free *developer* account and a regular free +account is that the developer version has access to the administrator console, +which will allow you to authorize JWT and CCG applications ([source](https://community.box.com/sdks-and-tools-7/free-developer-accounts-are-back-29)). +If you are part of an organization with dedicated admins, then they can +authorize apps that use these authentication methods for you. With a regular +(e.g. non-developer) free account you can still use OAuth 2.0 for +authentication, but won't be able to run the code examples shown in the JWT +section of this tutorial. + +## Creating a Custom App to interact with box + +Box offers multiple different ways to access content computationally. Instead +of a single API, users can create one or more Apps, and configure them to fit +their needs. + +Here, I am creating a +[Custom App](https://developer.box.com/platform/application-types/#custom-app), +a versatile option that offers +[three different ways to authenticate](https://developer.box.com/platform/authentication-methods/). + +1. *OAuth 2.0*: An _app_ using OAuth 2.0 exposes the same permissions to `boxr` +that I have as an interactive user, e.g. it can browse, read, write and share +the same files that I can interact with when I am logged into the box web +site. That's a great option e.g. for interactive analyses. +2. *Java web token*: An _app_ using a *JWT* creates a new service account, which +can only access files and folders that have been explicitly shared with it. +(See below for an example). This allows for more granular access control and is +my method of choice for unsupervised dashboards or other automation tasks. +3. *Client Credentials Grant*: Finally, apps can use a +[Client Credentials Grant (CCG)](https://developer.box.com/platform/authentication-methods/#client-credentials-grant-ccg), +but that's not something I have explored, yet. + +In this walkthrough, I will set up two _Custom Apps_, one using +[OAuth 2.0](https://auth0.com/intro-to-iam/what-is-oauth-2) +and another using a +[JSON Web Token (JWT)](https://en.wikipedia.org/wiki/JSON_Web_Token) +for authentication. + +## Using OAuth2 for authentication + +### Creating a new app: r_oauth + +If you want to connect to box computationally, you need to create an _app_ that +governs how you interact with the box API. The following instructions assume +that you don't have any apps, yet, so I will create one from scratch. + +- Log into the [box developer console](https://app.box.com/developers/console), + with your usual box username & password. +- If this is the first app you are creating, you will be presented with three + choices. For my purposes, a `Custom App` is the best choice. (If you already + created at least one app before, you will see it listed, and can use the + `Create Platform App` button on the upper right instead, see the JWT section + below where I create a second app, below.) + +::: {.callout-note collapse="true"} + +### Screenshot +![](screenshots/create_app.jpg){#fig-create_app} +::: +- Next, I choose a suitable name for the app (e.g. `r_oauth`), and add a brief + description before clicking the `Next` button. + +::: {.callout-note collapse="true"} + +### Screenshots + +:::: {layout-ncol=2} +![](screenshots/custom_app_1.jpg){#fig-custom_app_1} + +![](screenshots/custom_app_2.jpg){#fig-custom_app_2} +:::: +::: + +- On the second page of the modal, I pick `User Authentication (OAuth 2.0)` as + the authentication method and then hit the `Create App` button. +- This takes me to main configuration page of my new `r_oauth` app. + +::: {.callout-note collapse="true"} + +### Screenshot +![](screenshots/app_config.jpg){#fig-app_config.jpg} +::: + +- The `Configuration` tab includes the + `OAuth 2.0 Credentials` section that provides me with the `Client ID` and + the `Client Secret` strings, which are used in the same way as my `username` + and `password` for my box account. (So I will keep the secret and not share + them with anybody!) + - I can invalidate my current ID / Secret pair and obtain a new set any time + by clicking on the `Reset` button. +- Next, I scroll down to the `OAuth 2.0 Redirect URI` section of the page, + paste `http://localhost:1410/` into the `Redirect URI` text box and then + hit the blue `Add` button. The new URI is now shown below the text box. + +::: {.callout-note collapse="true"} + +### Screenshot + +![](screenshots/redirect.jpg){#fig-redirect} +::: + +- Finally, I scroll down further to the `Application Scopes` section. By + default, my app only has the `Read all files and folders in Box` box ticked, + providing read-only access. Because I also want to be able to write files and + create folders, I also check the `Write all files and folders in Box` option. + +::: {.callout-note collapse="true"} + +### Screenshot + +![](screenshots/write_access.jpg){#fig-write_access} +::: + +::: {.callout-warning} + +### $ operator is invalid for atomic vectors + +If I forget to grant write access to box, operations that try to modify +files or folders fail with the `$ operator is invalid for atomic vectors` +error message. +::: + +- To make these change permanent, I click the `Save Changes` button at the + top of the Configuration page. + +- I keep this configuration page open, so I can refer back to it below. + + +### Authenticating + +Let's start by accessing my box account from within R on my local system, e.g. +where I can open a web browser to complete the authentication process. + +First, I install the `boxr` package, which is +[available from CRAN](https://cran.r-project.org/package=boxr). + +```{r} +#| eval: false +install.packages("boxr") +``` + +Next, I attach the package to my R session and use the `box_auth()` function to +authenticate with the `r_oauth` app I created above. + +```{r} +library(boxr) +options(boxr.progress = FALSE, boxr.verbose = FALSE) +``` + +::: {.callout-tip collapse="true"} + +### boxr options + +I can fine tune the behavior of the `boxr` package through different +[options](https://ijlyttle.github.io/boxr/reference/boxr_options.html). + +```{r} +boxr_options() +``` + +For this tutorial, I switch off the progress bar and suppress messages with +by setting the `boxr.progress` and `boxr.verbose` options to `FALSE`. + +::: + +### Environmental variables + +To communicate the `Client ID` and `Client Secret` information shown in the +`Configuration -> OAuth 2.0 Credentials` section of +my app's configuration page (see above), I expose them as environmental +variables. + +::: {.callout-important} + +The Client ID and Client Secret strings shown in this tutorial are no +longer valid, so please replace them with your own to follow along. + +:::: + +```{r} +Sys.setenv(BOX_CLIENT_ID="jpxpdi7wum1sc6jtdylt3c0zev088lx7") +Sys.setenv(BOX_CLIENT_SECRET="ayiKjtE8E2sDMyTjXWxvUM2kuSZK0fZ2") +``` + +Usually, I add the `BOX_CLIENT_ID` and `BOX_CLIENT_SECRET` to my `.Renviron` +file instead of specifying them via `Sys.setenv()`. That way, `box_auth()` will +use them automatically next time and avoid including any credentials +in my analysis code. + +```{r} +boxr::box_auth() +``` + +Providing the `BOX_CLIENT_ID` and `BOX_CLIENT_SECRET` strings is not sufficient +to gain access to my box account, though. To complete the OAuth 2.0 hand-shake, +I am now directed to a website, which opens in my default web browser, where I +can log into my box account interactively (using my usual username and +password). Afterward, I confirm that I want to grant my `r_oauth` app access to +my files on my behalf. + +::: {.callout-note collapse="true"} + +### Screenshots + +:::: {layout-ncol=2} + +![](screenshots/login.jpg){#fig-login} + +![](screenshots/grant_access.jpg){#fig-grant_access} +:::: +::: + +::: {.callout-tip} + +A call to `box_auth()` is required every time I want to interact with box +in an R session, e.g. I include the following two lines at the top of each of +my R markdown / quarto documents: + +``` +library(boxr) +box_auth() +``` +::: + + +### The cache file + +When `box_auth()` runs successfully for the first time, it creates a +cache file (by default as the hidden `~/.box-oauth` file in my home +directory)[^2]. The next call to `box_auth()` will refresh the information +stored in the cache file instead of prompting me to sign in via the box +website again. + +```{r} +file.info("~/.boxr-oauth")[, c("size", "mode", "mtime", "ctime")] +``` + +[^2]: To create cache file under a different path, I could specify it's location +via the `cache` argument of the `box_auth()` function. For example, I could +point to a network drive that is accessible at the same path from different +computers. + +### Writing and reading files from box + +Now that I have authenticated with my `r_oauth` app, I can browse the folders +and files available to me on box. The `box_getwd()` function confirms that +I am looking at the root directory of my box account, which has the directory ID +`0`: + +```{r} +boxr::box_getwd() +``` + +The `box_ls` function returns a [boxr_object_list S3 object](https://github.com/r-box/boxr/blob/31d2e7407cc0e6a31a9853fb43f27c48055eb057/R/boxr_s3_classes.R#L27) +with all objects that are stored in the location specified by the `dir_id` +argument. It can be coerced into a data.frame, e.g. to filter the output with +verbs from the +[dplyr](https://cran.r-project.org/package=dplyr) or +[poorman](https://cran.r-project.org/package=poorman) +R packages. + +```{r} +#| message: false +objects <- boxr::box_ls(dir_id = box_getwd()) +class(objects) +``` + +[^3]: The `dir_id` defaults to the output of `box_getwd()` and I only +specify it here explicitly to highlight that this argument is available. And +yes, there is also a `box_setwd()` function to set the remote working directory. + +Right now, there is a single folder `tutorial` in my box account[^3]. Its unique +identifier is shown in the `id` column and I can refer to objects in my box +account (both folders and files) using this identifier. + +```{r} +as.data.frame(objects) +``` + +I extract the unique identifier of the `tutorial` folder, so I can refer to +it downstream: + +```{r} +suppressPackageStartupMessages(library(poorman)) + +folder_id <- objects |> + as.data.frame() |> + poorman::filter(name == "tutorial") |> + poorman::pull("id") +folder_id +``` + +::: {.callout-tip} + +Alternatively, I can also copy this identifier from the end of the URL that is +showin in my web browser when I open the `tutorial` folder. Similarly pasting +the URL +`r paste0("https://app.box.com/folder/", folder_id)` +into a web browser opens my `tutorial` folder there. + +::: + +So let's store a copy of the `mtcars` dataset included in R's `dataset` package +as a CSV file in the `tutorials` folder (specified by its id, see above). + +```{r} +#| message: false +boxr::box_write(object = mtcars, file_name = "mtcars.csv", dir_id = folder_id) +``` + +To verify the successful upload, I can list the contents of the `tutorial` +folder: + +```{r} +boxr::box_ls(dir_id = folder_id) |> + as.data.frame() +``` + +To read the file into my R session, I extract the CSV file's id and +pass it to the `box_read_csv` function: + +```{r} +#| message: false +file_id <- boxr::box_ls(dir_id = folder_id) |> + as.data.frame() |> + poorman::filter(name == "mtcars.csv") |> + poorman::pull(id) +boxr::box_read_csv(file_id) |> + head() +``` + +::: {.callout-tip collapse="false"} + +### Functions to interact with files stored in box + +The `boxr` packages offers +[convenience functions](https://r-box.github.io/boxr/reference/index.html) +for different file types, e.g. + +- [box_write()](https://r-box.github.io/boxr/reference/box_write.html) +- [box_save_rds()](https://r-box.github.io/boxr/reference/box_save_rds.html) +- [box_save()](https://r-box.github.io/boxr/reference/box_save.html) +- [box_read_csv()](https://r-box.github.io/boxr/reference/box_read_csv.html) +- [box_read_tsv()](https://r-box.github.io/boxr/reference/box_read_tsv.html) +- [box_read_json()](https://r-box.github.io/boxr/reference/box_read_json.html) +- [box_read_excel()](https://r-box.github.io/boxr/reference/box_read_excel.html) +- [box_read_rds()](https://r-box.github.io/boxr/reference/box_read_rds.html) + +The `box_write` and `box_read` functions allow me to specify the +function that write / reads the file myself via the `write_fun` and `read_fun` +arguments, respectively. + +To simply copy files from / to box without reading them, I can use the +[box_dl()](https://r-box.github.io/boxr/reference/box_dl.html) +and +[box_ul()](https://r-box.github.io/boxr/reference/box_ul.html), +respectively. + +Finally, I can also move the file into the trash (from which it will be +automatically removed after one month) with the +[box_delete_file()](https://r-box.github.io/boxr/reference/box_delete_file.html) +function. + +::: + + +For other functions, e.g. to +[search the box index](https://support.box.com/hc/en-us/articles/360043696314-Search-for-Files-Folders-and-Content), +please refer to the +[boxr reference](https://r-box.github.io/boxr/reference/index.html). + +### Success! + +Great! Now I have a working _app_ that allows me to interact with folders +and files in my box account, all from within the comfort of my R session. + +## Using a JSON Web Token for authentication + +Another way of authenticating a _Custom App_ within box is via a +[JSON Web Token](https://en.wikipedia.org/wiki/JSON_Web_Token). This requires +that the +[jose R package](https://cran.r-project.org/package=jose) +is installed on your system: + +```{r} +library(jose) +``` + +In this mode, the app authenticates using a signed JWT token, which requires +a public/private key-pair for added security (see below). + +To authenticate via this route, I need to create another app in my +[box developer console](https://app.box.com/developers/console). Because I +already created a first app (see above), the console's home screen now looks +different, listing my `r_oauth` app. To add another app, I click the blue +`Create Platform App` in the upper right corner of the page. + +::: {.callout-note collapse="true"} + +### Screenshot + +![](screenshots/second_app.jpg) +::: + +Once again, I choose to create a `Custom App` and pick a unique name for my +app, e.g. `r_jwt`. But on the second page of the modal, I now choose +`Server Authentication (with JWT)` as my authentication method before clicking +the `Create App` button. + +::: {.callout-note collapse="true"} + +### Screenshots + +:::: {layout-ncol=2} + +![](screenshots/custom_app_1_jwt.jpg){#fig-custom_app_1_jwt} + +![](screenshots/custom_app_2_jwt.jpg){#fig-custom_app_2_jwt} +:::: +::: + +Afterwards, I am redirected to the configuration page of my new `r_jwt` app, +where I make the following changes: + +- As in my first example, I allow the app to write / modify files and folders + on my behalf (see @fig-write_access). +- To make these changes permanent, I click the blue `Save Changes` button on + the upper right of the Configuration page. +- To use a `JWT` for authentication, I need one more piece of information: an + RSA keypair to sign and authenticate the requests made by my app. I scroll + down to the`Add and Manage Public Keys` section. + + There, I use the `Generate a new Public/Private Key pair` button to generate + and download a new key pair for my app. + +::: {.callout-note collapse="true"} + +### Screenshot + +![](screenshots/keys.jpg){#fig-keys} +::: + + The key information is downloaded in a JSON file with content similar to + this: + + ``` + { + "boxAppSettings": { + "clientID": "jlccq2qe365jy2wo4llm9z9isz9didhv", + "clientSecret": "VSN5WNe9q4hI2h9PJbppQKsIxm8oxJp8", + "appAuth": { + "publicKeyID": "wvslfab2", + "privateKey": "-----BEGIN ENCRYPTED PRIVATE KEY-----\nMIIFHDBOBgkqhki[TRUNCATED]RvOqeWR1mg==\n-----END ENCRYPTED PRIVATE KEY-----\n", + "passphrase": "87babeaed61e4ad87309f8063918bd04" + } + }, + "enterpriseID": "1246725007" +} + ``` + + This JSON file contains the + + - `clientID`: this unique identifier of the app - I will need it to authorize + my app in the Admin console (see below). + - `clientSecret`: the secret associated with the `clientID` + - `appAuth`: the public and private RSA key pair, along with their pass phrase + - `enterpriseID`: the unique identifier of my `enterprise`, e.g. the + organization that manages my box account[^4]. + + [^4]: Please note that my `enterpriseID` is set, even though I am a single + developer on a free box plan. If your `enterpriseID` is set to "0", you + probably didn't sign up for a _Developer_ account. (Only free Developer + accounts or paid plans can authorize apps via JWT or CCG). + + The contents (or location) of this file is required to authenticate with + box. The + [boxr package authors reccommend](https://r-box.github.io/boxr/articles/boxr-app-service.html#using-a-service-app) + creating storing this file in a newly created `~/.boxr-auth` folder, and + in this tutorial stored the file there under the path + `~/.boxr-auth/jwt_config.json` [^6]. + + [^6]: The authors also recommend to keep access to the folder restricted if + you are on a system shared with others, e.g. by creating the directory + with the `fs::dir_create("~/.boxr-auth", mode = 700)` command. + +::: {.callout-important} + +The contents of the JSON file is sufficient to access my box account. So I +need to keep it secret, and - if in doubt - revoke and replace the key pair +with a new one. + +::: + +### Authorizing the JWT-backed app + +In contrast to the OAuth 2.0 app I created above, any JWT-backed app needs to +be explicitly authorized by the organization's admin. Here, I am using a free +developer box account, so I am my own admin and can perform the following steps. + +1. I navigate to the [home page of my box account](https://app.box.com/folder/0) + and click on the `Admin Console` button on the lower left of the page. (If + you don't see an option to access the Admin Console the you either have not + signed up for a _Developer_ account, or your organization has dedicated + admins[^7] and you are not one of them.) + +::: {.callout-note collapse="true"} + +### Screenshot +![](screenshots/admin_console.jpg){#fig-admin_console} + +::: + +2. Within the admin console, I select `Integrations` in the left hand menu, and + then navigate to the `Platform Apps Manager` tab. Here, I can see all + previously authorized apps - but as this is my first JWT app there aren't any + listed. + +::: {.callout-note collapse="true"} + +### Screenshot + +![](screenshots/platform_apps_manager_1.jpg){#fig-platform_apps_manager_1} + +::: + +3. To add my new app, I click on the `Add Platform App` button on the upper + right of the page. + - Within the modal that pops up, I paste my app's `ClientID`, which I can + find either in the JSON token file or on the app's configuration page ( + see above). + - After pressing the `Next` button, I can confirm the details and authorize + my app. + +::: {.callout-note collapse="true"} + +### Screenshots + +:::: {layout-ncol=2} + +![](screenshots/add_platform_app_1.jpg){#fig-add_platform_app_1} +![](screenshots/add_platform_app_2.jpg){#fig-add_platform_app_2} +:::: +::: + +4. Once the authorization is complete, I can see my `r_jwt` app listed in the + `Platform Apps Manager` list. + +::: {.callout-note collapse="true"} + +### Screenshot + +![](screenshots/platform_apps_manager_2.jpg){#fig-platform_apps_manager_2} +::: + +[^7]: If you are part of an organization with dedicated admins, you need to ask +them to authorize your app for you, and provide them with its `ClienID`. + +### Authenticating with the JSON web-token + +For JWT authentication, the `box_auth_service()` function is used. I can either +point its `token_file` argument to the JSON file downloaded above, or provide +its content as a string via its `token_text` argument [^5]. (Alternatively, +I could also provide the path to the JSON file via the `BOX_TOKEN_FILE` +environmental variable.) + +[^5]: I do some of my analyses using [Saturn Cloud](https://saturncloud.io/), +which offers convenient ways to inject _secrets_ into cloud instances - either +as environmental variables or text files. Because the JWT file is plain text, it +works very well with that setup. + +```{r} +boxr::box_auth_service(token_file = "~/.boxr-auth/jwt_config.json") +``` + +Once the `box_auth_service()` call has completed successfully, I can explore +the files and folders in box. + +```{r} +boxr::box_ls() +``` + +Wait, the `box_ls()` command does return any objects - where is my +`tutorials` folder? This bring me to a key difference between OAuth 2.0 and +JWT backed apps: the former has access to my usual box account. But the +latter uses a _service account_, an entirely separate box account that has +access to _its own_ file system, but cannot access those of my main account. + +### Sharing files and folders with the service account + +For some applications, up- and down-loading files that are _only_ accessible +via the service account might be all that is needed. But to collaborate with +others (including my interactive account), it is helpful to _share_ files with +this new account. That's what +[collaboration workflows](https://r-box.github.io/boxr/articles/boxr-app-service.html#collaboration-workflows) +are for. + +Here, I will give the service account access to my `tutorial` folder, which is +owned by my main account (and which I accessed using OAuth 2.0 above). + +To share the folder (e.g. to _create a collaboration_ in box' lingo), I need to + +1. Log in to my main account, either interactive via the box website or using + OAuth 2.0. +2. Provide the identifier of the folder I want to share +3. Provide `user_id` of the service account I want to share the folder with. + - This information was returned by the `box_auth_service()` call above. + In this example the `user_id` is `38300848207`. +4. Decide on the `role`, e.g. the set of permissions, I want to grant to the + service account. + + +```{r} +box_auth() # <1> +objects <- boxr::box_ls() # <2> +folder_id <- objects |> # <3> + as.data.frame() |> + poorman::filter(name == "tutorial") |> + poorman::pull("id") +boxr::box_collab_get(folder_id) # <4> +boxr::box_collab_create( # <5> + dir_id = folder_id, + user_id = "38302244533", + role = "co-owner") |> + as.data.frame() +``` + +1. Re-authenticate with my OAuth 2.0 credentials. +2. List files & folders at the root of my box account. +3. Extract the identifier of the `tutorial` folder. +4. Confirm that the folder currently doesn't have collaborators, e.g. is not + shared with any other box account (service or otherwise). +5. Share the `tutorial` folder with the service account, whose use_id is + `38302244533`. + +Now that the service account has access to the `tutorial` folder, I +re-authenticate via `box_auth_service(). The `r_jwt` app can now list the +contents of the `tutorial` folder: + +```{r} +boxr::box_auth_service(token_file = "~/.boxr-auth/jwt_config.json") +objects <- boxr::box_ls(folder_id) +objects |> as.data.frame() +``` + +and it can also write to it: + +```{r} +boxr::box_save_rds(object = mtcars, + dir_id = folder_id, + file_name = "mtcars.rds", + description = "The mtcars dataset serialized as an RDS file") +boxr::box_ls(dir_id = folder_id) |> + as.data.frame() +``` + +### Modifying collaborations + +We can also revoke the permissions of the service account, by deleting the +collaboration, if necessary: + +```{r} +boxr::box_auth() # <1> +collab <- boxr::box_collab_get(folder_id) # <2> +collab_id <- collab |> + as.data.frame() |> + poorman::pull(id) +boxr::box_collab_delete(collab_id) +collab <- boxr::box_collab_get(folder_id) # <3> +``` + +1. Re-authenticate as the original owner of the folder. +2. Retrieve information about the sharing settings / collaborations of the + folder, including the `id` of the collaboration. +3. Delete the collaboration by specifying its unique id. + +```{r cleanup} +#| include: false +#| message: false +folder_id <- boxr::box_ls() |> + as.data.frame() |> + poorman::filter(name == "tutorial") |> + poorman::pull("id") +if (length(folder_id) > 0) { + boxr::box_delete_folder(dir_id = folder_id) + boxr::box_dir_create("tutorial") +} +``` + +## Reproducibility + +
    + +Session Information + + +```{r} +sessionInfo() +``` + +
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