From a7fa6f8f2519ce6f48dd0e23c21071b1ef8dfa1b Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Tue, 9 Jul 2024 15:31:58 +0000 Subject: [PATCH 01/37] add data validation step --- episodes/clean-data.Rmd | 38 +++++++++++++++++++++++++++++++++++++- 1 file changed, 37 insertions(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index b23d3417..07ac61c2 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -290,7 +290,7 @@ individual cleansing steps within the broader data cleansing process. You can view the report using `cleanepi::print_report()` function. -![Example of data cleaning report generated by `{cleanepi}`](fig/report_demo.png) +![Example of data cleaning report generated by `{cleanepi}`.](fig/report_demo.png) ## Validating and tagging case data In outbreak analysis, once you have completed the initial steps of reading and cleaning the case data, @@ -312,6 +312,42 @@ data <- linelist::make_linelist( ) utils::head(data, 7) ``` +The resulting linelist object resembles a dataframe but offers richer features +and functionalities. Packages that are linelist-aware can leverage these +features. For example, you can extract a dataframe of only the tagged columns +using the tags_df() function, as shown below: +```{r, warning=FALSE} +head(linelist::tags_df(data), 5) +``` + +Safeguarding is implicitly built into the linelist objects. If you try to delete any of the tagged +columns, you will receive an error or warning message, as shown in the example below. + +```{r, warning=TRUE} +new_df <- data |> dplyr::select(linelist::has_tag(c("id", "age"))) +``` + +The {linelist} package supplies tags for the commen epidemiological variables +and specify them the appropriate data types. You can view this by running the +following command: +```{r, warning=FALSE} +linelist::tags_types() +``` +To ensure that all tagged variables are standardized and have the correct data +types, use the validate_tags() and validate_types() functions, respectively, as +shown in the example below: + +```r +linelist::validate_tags(data, + allow_extra = FALSE +) +linelist::validate_types(data, + ref_types = tags_types() +) +``` +If your dataset contains a `non-default` tag, set the argument +`allow_extra = TRUE` when creating the linelist object. + ::::::::::::::::::::::::::::::::::::: keypoints From a6e407cce07a45eda91bcd3aaf098d1243a37280 Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Thu, 1 Aug 2024 09:50:17 +0000 Subject: [PATCH 02/37] Apply suggestions from code review from Andree Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 07ac61c2..3b5d38eb 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -312,10 +312,10 @@ data <- linelist::make_linelist( ) utils::head(data, 7) ``` -The resulting linelist object resembles a dataframe but offers richer features +The resulting `linelist` object resembles a data frame but offers richer features and functionalities. Packages that are linelist-aware can leverage these features. For example, you can extract a dataframe of only the tagged columns -using the tags_df() function, as shown below: +using the `linelist::tags_df()` function, as shown below: ```{r, warning=FALSE} head(linelist::tags_df(data), 5) ``` @@ -324,17 +324,18 @@ Safeguarding is implicitly built into the linelist objects. If you try to delete columns, you will receive an error or warning message, as shown in the example below. ```{r, warning=TRUE} -new_df <- data |> dplyr::select(linelist::has_tag(c("id", "age"))) +new_df <- data |> + dplyr::select(linelist::has_tag(c("id", "age"))) ``` -The {linelist} package supplies tags for the commen epidemiological variables +The `{linelist}` package supplies tags for the common epidemiological variables and specify them the appropriate data types. You can view this by running the following command: ```{r, warning=FALSE} linelist::tags_types() ``` To ensure that all tagged variables are standardized and have the correct data -types, use the validate_tags() and validate_types() functions, respectively, as +types, use the `linelist::validate_tags()` and `linelist::validate_types()` functions, respectively, as shown in the example below: ```r From 8b8f4bfc0dbcedc538e93bca03248f8a1264f634 Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Thu, 1 Aug 2024 11:02:37 +0000 Subject: [PATCH 03/37] Added challenge for lost tags action. --- episodes/clean-data.Rmd | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 3b5d38eb..a3258b4c 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -328,6 +328,20 @@ new_df <- data |> dplyr::select(linelist::has_tag(c("id", "age"))) ``` +The default options for lost tags in a linelist object is warning. However, it can be change to error message using `lost_tags_action()`. + +::::::::::::::::::::::::::::::::::::: challenge + +- Set the action for lost tags in a linelist to error as follows: + + ```{r, eval=FALSE} + linelist::lost_tags_action(action = "error") + ``` +and re-run the above code segment. +- What do you learn for resulting complementary message? + +:::::::::::::::::::::::::::::::::::::::::::::::: + The `{linelist}` package supplies tags for the common epidemiological variables and specify them the appropriate data types. You can view this by running the following command: From 91d1ff3cf9294ca11d53a10e212325139f7178d1 Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Thu, 1 Aug 2024 11:46:23 +0000 Subject: [PATCH 04/37] Made callout for usage of linelist --- episodes/clean-data.Rmd | 45 ++++++++++++++++++++++++++++++++--------- 1 file changed, 35 insertions(+), 10 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index a3258b4c..dc49831f 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -312,6 +312,27 @@ data <- linelist::make_linelist( ) utils::head(data, 7) ``` + +The `{linelist}` package supplies tags for the common epidemiological variables +and specify them the appropriate data types. You can view the tagged varibles +and their data types using `tags_types` function + + +::::::::::::::::::::::::::::::::::::: challenge +- View the default tags features linelist + +:::::::::::::::::::: hint +```{r, eval=FALSE} +linelist::tags_types() +``` +::::::::::::::::::::::: + +- How many variables are there? and what are their data types? + +:::::::::::::::::::::::::::::::::::::::::::::: + + + The resulting `linelist` object resembles a data frame but offers richer features and functionalities. Packages that are linelist-aware can leverage these features. For example, you can extract a dataframe of only the tagged columns @@ -324,7 +345,7 @@ Safeguarding is implicitly built into the linelist objects. If you try to delete columns, you will receive an error or warning message, as shown in the example below. ```{r, warning=TRUE} -new_df <- data |> +new_df <- data |> dplyr::select(linelist::has_tag(c("id", "age"))) ``` @@ -334,20 +355,15 @@ The default options for lost tags in a linelist object is warning. However, it - Set the action for lost tags in a linelist to error as follows: - ```{r, eval=FALSE} - linelist::lost_tags_action(action = "error") - ``` +```{r, eval=FALSE} +linelist::lost_tags_action(action = "error") +``` and re-run the above code segment. - What do you learn for resulting complementary message? :::::::::::::::::::::::::::::::::::::::::::::::: -The `{linelist}` package supplies tags for the common epidemiological variables -and specify them the appropriate data types. You can view this by running the -following command: -```{r, warning=FALSE} -linelist::tags_types() -``` + To ensure that all tagged variables are standardized and have the correct data types, use the `linelist::validate_tags()` and `linelist::validate_types()` functions, respectively, as shown in the example below: @@ -364,6 +380,15 @@ If your dataset contains a `non-default` tag, set the argument `allow_extra = TRUE` when creating the linelist object. +:::::::::::::::::::::::::::::::::::: callout +- When I should use `{linelist}`? +- linelist is more appropriate for ongoing/long-lasting analysis than +historical/quick analysis. Check +[here](https://epiverse-trace.github.io/linelist/articles/linelist.html#should-i-use-linelist) for more information. + +::::::::::::::::::::::::::::::::::::::::::: + + ::::::::::::::::::::::::::::::::::::: keypoints - Use `{cleanepi}` package to clean and standardize epidemic and outbreak data From 9b64ad6bf1436050fee67ae56e0c44f03cd2ab6d Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Thu, 1 Aug 2024 12:20:49 +0000 Subject: [PATCH 05/37] moved tagged-only --- episodes/clean-data.Rmd | 27 ++++++++++++++++----------- 1 file changed, 16 insertions(+), 11 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index dc49831f..0d5b02b2 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -332,15 +332,6 @@ linelist::tags_types() :::::::::::::::::::::::::::::::::::::::::::::: - -The resulting `linelist` object resembles a data frame but offers richer features -and functionalities. Packages that are linelist-aware can leverage these -features. For example, you can extract a dataframe of only the tagged columns -using the `linelist::tags_df()` function, as shown below: -```{r, warning=FALSE} -head(linelist::tags_df(data), 5) -``` - Safeguarding is implicitly built into the linelist objects. If you try to delete any of the tagged columns, you will receive an error or warning message, as shown in the example below. @@ -358,8 +349,9 @@ The default options for lost tags in a linelist object is warning. However, it ```{r, eval=FALSE} linelist::lost_tags_action(action = "error") ``` -and re-run the above code segment. -- What do you learn for resulting complementary message? +and re-run the above code segment. + +- What do you learn from message? :::::::::::::::::::::::::::::::::::::::::::::::: @@ -380,6 +372,19 @@ If your dataset contains a `non-default` tag, set the argument `allow_extra = TRUE` when creating the linelist object. + +A `linelist` object resembles a data frame but offers richer features +and functionalities. Packages that are linelist-aware can leverage these +features. For example, you can extract a dataframe of only the tagged columns +using the `linelist::tags_df()` function, as shown below: +```{r, warning=FALSE} +head(linelist::tags_df(data), 5) +``` + +This allows, the extraction of use tagged-only columns in downstream analysis. + + + :::::::::::::::::::::::::::::::::::: callout - When I should use `{linelist}`? - linelist is more appropriate for ongoing/long-lasting analysis than From 47c8d002b05352f5cf170ae8049ad8dce4a2632e Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Thu, 1 Aug 2024 12:29:13 +0000 Subject: [PATCH 06/37] simplified validation step. --- episodes/clean-data.Rmd | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 0d5b02b2..a503f362 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -357,16 +357,13 @@ and re-run the above code segment. To ensure that all tagged variables are standardized and have the correct data -types, use the `linelist::validate_tags()` and `linelist::validate_types()` functions, respectively, as +types, use the `linelist::validate_list()`, as shown in the example below: ```r -linelist::validate_tags(data, +linelist::validate_linelist(data, allow_extra = FALSE ) -linelist::validate_types(data, - ref_types = tags_types() -) ``` If your dataset contains a `non-default` tag, set the argument `allow_extra = TRUE` when creating the linelist object. From ee859468a9272ce5133c2fe4dca58fd903e7c73c Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Thu, 1 Aug 2024 12:50:35 +0000 Subject: [PATCH 07/37] add spolier for non-defalut tags --- episodes/clean-data.Rmd | 18 ++++++++++++++++-- 1 file changed, 16 insertions(+), 2 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index a503f362..7adf4ea4 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -366,7 +366,20 @@ linelist::validate_linelist(data, ) ``` If your dataset contains a `non-default` tag, set the argument -`allow_extra = TRUE` when creating the linelist object. +`allow_extra = TRUE` when creating the linelist object with its corresponding +datatype. + + + +::::::::::::::::::::::::: spoiler + +### Can we create {linelist} with `non-default` tags? + +- How to add extra tags? with the `allow_extra = TRUE` argument? +- How to validate these extra tags? by defining their specific `tags_types()`? + +::::::::::::::::::::::::: + @@ -383,7 +396,8 @@ This allows, the extraction of use tagged-only columns in downstream analysis. :::::::::::::::::::::::::::::::::::: callout -- When I should use `{linelist}`? + +### When I should use `{linelist}`? - linelist is more appropriate for ongoing/long-lasting analysis than historical/quick analysis. Check [here](https://epiverse-trace.github.io/linelist/articles/linelist.html#should-i-use-linelist) for more information. From 9eddd1832e0926737a3326188c086d0c014ec537 Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Thu, 1 Aug 2024 21:05:45 +0000 Subject: [PATCH 08/37] change http to https --- episodes/clean-data.Rmd | 2 -- episodes/read-cases.Rmd | 4 ++-- 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 7adf4ea4..b486debc 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -381,8 +381,6 @@ datatype. ::::::::::::::::::::::::: - - A `linelist` object resembles a data frame but offers richer features and functionalities. Packages that are linelist-aware can leverage these features. For example, you can extract a dataframe of only the tagged columns diff --git a/episodes/read-cases.Rmd b/episodes/read-cases.Rmd index 3f38fc1d..032b99ec 100644 --- a/episodes/read-cases.Rmd +++ b/episodes/read-cases.Rmd @@ -57,7 +57,7 @@ This help us remember package functions and avoid namespace conflicts. ## Reading from files -Several packages are available for importing outbreak data stored in individual files into `R`. These include [rio](http://gesistsa.github.io/rio/), [readr](https://readr.tidyverse.org/) from the `tidyverse`, [io](https://bitbucket.org/djhshih/io/src/master/), [ImportExport](https://cran.r-project.org/web/packages/ImportExport/index.html), and [data.table](https://rdatatable.gitlab.io/data.table/). Together, these packages offer methods to read single or multiple files in a wide range of formats. +Several packages are available for importing outbreak data stored in individual files into `R`. These include [rio](https://gesistsa.github.io/rio/), [readr](https://readr.tidyverse.org/) from the `tidyverse`, [io](https://bitbucket.org/djhshih/io/src/master/), [ImportExport](https://cran.r-project.org/web/packages/ImportExport/index.html), and [data.table](https://rdatatable.gitlab.io/data.table/). Together, these packages offer methods to read single or multiple files in a wide range of formats. The below example shows how to import a `csv` file into `R` environment using `{rio}` package. @@ -91,7 +91,7 @@ Can you read data from a compressed file in `R`? Download this [zip file](https: ::::::::::::::::: hint -You can check the [full list of supported file formats](http://gesistsa.github.io/rio/#supported-file-formats) +You can check the [full list of supported file formats](https://gesistsa.github.io/rio/#supported-file-formats) in the `{rio}` package on the package website. To expand {rio} to the full range of support for import and export formats run: From c02c691542197d5bc1df52c70cb30a73e27d76f7 Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Thu, 1 Aug 2024 21:24:39 +0000 Subject: [PATCH 09/37] add alt text to images --- episodes/clean-data.Rmd | 10 +++++++++- learners/setup.md | 22 ++++++++++++++++++++-- 2 files changed, 29 insertions(+), 3 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index b486debc..2462256e 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -290,7 +290,15 @@ individual cleansing steps within the broader data cleansing process. You can view the report using `cleanepi::print_report()` function. -![Example of data cleaning report generated by `{cleanepi}`.](fig/report_demo.png) + +

+ Data cleaning report +
+

Example of data cleaning report generated by `{cleanepi}`

+
+
## Validating and tagging case data In outbreak analysis, once you have completed the initial steps of reading and cleaning the case data, diff --git a/learners/setup.md b/learners/setup.md index 37f4e827..5d59d54b 100644 --- a/learners/setup.md +++ b/learners/setup.md @@ -12,8 +12,16 @@ Epiverse-TRACE aims to provide a software ecosystem for [**outbreak analytics**] The tutorials are built around an outbreak analysis pipeline split into three stages: **Early tasks**, **Middle tasks** and **Late tasks**. -![An overview of the tutorial topics](https://epiverse-trace.github.io/task_pipeline-minimal.svg) +

+ Outbreak analysis pipeline +
+

An overview of the tutorial topics

+
+
+

Each task has its tutorial website. Each tutorial website consists of a set of episodes. | [Early task tutorials ➠](https://epiverse-trace.github.io/tutorials-early/) | [Middle task tutorials ➠](https://epiverse-trace.github.io/tutorials-middle) | [Late task tutorials ➠](https://epiverse-trace.github.io/tutorials-late/) | @@ -35,7 +43,17 @@ Also check out the [glossary](../reference.md) for any terms you may be unfamili Our strategy is to gradually incorporate specialised **R packages** into a traditional analysis pipeline. These packages should fill the gaps in these epidemiology-specific tasks in response to outbreaks. -![In **R**, the fundamental unit of shareable code is the **package**. A package bundles together code, data, documentation, and tests and is easy to share with others ([Wickham and Bryan, 2023](https://r-pkgs.org/introduction.html))](episodes/fig/pkgs-hexlogos-2.png). +![I](episodes/fig/pkgs-hexlogos-2.png). + +

+ Outbreak analysis **R** packages +
+

In **R**, the fundamental unit of shareable code is the **package**. A package bundles together code, data, documentation, and tests and is easy to share with others ([Wickham and Bryan, 2023](https://r-pkgs.org/introduction.html))

+
+
+

:::::::::::::::::::::::::::: prereq From 68cd2d61f8458b6610dcd32b7dd69064d87b345c Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 08:31:55 +0000 Subject: [PATCH 10/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 2462256e..d385c729 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -321,9 +321,9 @@ data <- linelist::make_linelist( utils::head(data, 7) ``` -The `{linelist}` package supplies tags for the common epidemiological variables -and specify them the appropriate data types. You can view the tagged varibles -and their data types using `tags_types` function +The `{linelist}` package supplies tags for common epidemiological variables +and a set of appropriate data types for each. You can view the list of available tags by the variable name +and their acceptable data types for each using `linelist::tags_types()`. ::::::::::::::::::::::::::::::::::::: challenge From ffd73c7d93a9d9e75a8507fef24fca6ee10b8391 Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 08:33:03 +0000 Subject: [PATCH 11/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index d385c729..9ca22cb7 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -327,7 +327,13 @@ and their acceptable data types for each using `linelist::tags_types()`. ::::::::::::::::::::::::::::::::::::: challenge -- View the default tags features linelist +In new datasets, it will be frequent to have variable names different to the available tag names. However, we can associate them based on how variables were defined for data collection. + +Now: + +- **Explore** the available tag names in {linelist}. +- **Find** what other variables in the cleaned dataset can be associated with any of these available tags. +- **Tag** those variables as above using `linelist::make_linelist()`. :::::::::::::::::::: hint ```{r, eval=FALSE} From b99a21171884842521481a17c72b9a25d05cf8fd Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 08:33:39 +0000 Subject: [PATCH 12/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 2 ++ 1 file changed, 2 insertions(+) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 9ca22cb7..ee17d51c 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -336,6 +336,8 @@ Now: - **Tag** those variables as above using `linelist::make_linelist()`. :::::::::::::::::::: hint + +Your can get access to the list of available tag names in {linelist} using: ```{r, eval=FALSE} linelist::tags_types() ``` From c13cdbf4bea7b337283458c445f1d001e5abc869 Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 08:34:06 +0000 Subject: [PATCH 13/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 1 + 1 file changed, 1 insertion(+) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index ee17d51c..bb8104b9 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -339,6 +339,7 @@ Now: Your can get access to the list of available tag names in {linelist} using: ```{r, eval=FALSE} +# Get a list of available tags by name and data types linelist::tags_types() ``` ::::::::::::::::::::::: From 196a6116da634ea73c372d8cbb50ecad925293cf Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 08:35:15 +0000 Subject: [PATCH 14/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 15 ++++++++++++++- 1 file changed, 14 insertions(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index bb8104b9..d4c628cd 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -343,9 +343,22 @@ Your can get access to the list of available tag names in {linelist} using: linelist::tags_types() ``` ::::::::::::::::::::::: +::::::::::::::::: solution -- How many variables are there? and what are their data types? +- `linelist::make_linelist(` +- ` x = cleaned_data,` +- ` id = "case_id",` +- ` date_onset = "date_onset",` +- ` gender = "gender",` +- ` age = "age", # same name in default list and dataset` +- ` date_reporting = "date_sample", # different names but related` +- `)` +How these additional tags are visible in the output? + +Explore the function `linelist::tags()` and its [reference documentation](https://epiverse-trace.github.io/linelist/reference/tags.html). + +:::::::::::::::::::::::::: :::::::::::::::::::::::::::::::::::::::::::::: From b37101d9fe45e1c10b11a716bc49e3aa4ccd8fce Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 08:35:52 +0000 Subject: [PATCH 15/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index d4c628cd..96cc2863 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -391,9 +391,7 @@ types, use the `linelist::validate_list()`, as shown in the example below: ```r -linelist::validate_linelist(data, - allow_extra = FALSE -) +linelist::validate_linelist(data) ``` If your dataset contains a `non-default` tag, set the argument `allow_extra = TRUE` when creating the linelist object with its corresponding From 5d773b659b98eabbc62d1dfc6bc2403ba1e7fe2e Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 08:36:26 +0000 Subject: [PATCH 16/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 96cc2863..6bd75b8c 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -424,9 +424,11 @@ This allows, the extraction of use tagged-only columns in downstream analysis. :::::::::::::::::::::::::::::::::::: callout ### When I should use `{linelist}`? -- linelist is more appropriate for ongoing/long-lasting analysis than -historical/quick analysis. Check -[here](https://epiverse-trace.github.io/linelist/articles/linelist.html#should-i-use-linelist) for more information. +Data analysis during an outbreak response or mass-gathering surveillance demands a different set of "data safeguards" if compared to usual research situations. For example, your data will change or be updated over time (e.g. new entries, new variables, renamed variables). + +`{linelist}` is more appropriate for this type of ongoing or long-lasting analysis. +Check the "Get started" vignette section about +[When you should consider using {linelist}?](https://epiverse-trace.github.io/linelist/articles/linelist.html#should-i-use-linelist) for more information. ::::::::::::::::::::::::::::::::::::::::::: From c4515c7d52e75aeeb8a67657371870bd90dff804 Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 08:37:07 +0000 Subject: [PATCH 17/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 6bd75b8c..5a897189 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -393,9 +393,9 @@ shown in the example below: ```r linelist::validate_linelist(data) ``` -If your dataset contains a `non-default` tag, set the argument -`allow_extra = TRUE` when creating the linelist object with its corresponding -datatype. + + + From d56cbff1b37cc1ef6dc9a2cd829e3d7e140c218f Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 08:38:14 +0000 Subject: [PATCH 18/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 58 ++++++++++++++++++++++++++++++++++++++--- 1 file changed, 54 insertions(+), 4 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 5a897189..526edeac 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -399,12 +399,62 @@ linelist::validate_linelist(data) -::::::::::::::::::::::::: spoiler +::::::::::::::::::::::::: challenge -### Can we create {linelist} with `non-default` tags? +Let's change some variable data types to identify how `linelist::validate_linelist()` will react when your input data has a variable with a different data type. -- How to add extra tags? with the `allow_extra = TRUE` argument? -- How to validate these extra tags? by defining their specific `tags_types()`? +Try to: + +- **Change** a variable data type, +- **Tag** the linelist, and then +- **Validate** it + +Identify the correlation between the error messages and the output of `linelist::tags_types()`. + +:::::::::::::::::::::::::: hint + +If we change the `age` variable from numeric to character: + +- `cleaned_data %>%` +- `# change data type` +- `mutate(age_character = as.character(age)) %>%` +- `# tag` +- `linelist::make_linelist(` +- ` age = "age_character"` +- `) %>%` +- `# validate` +- `linelist::validate_linelist()` + +Other frequent changes can be having a date variable like `date_onset` changed to a character, or a factor variable like `gender` changed to an integer. + +:::::::::::::::::::::::::: + +::::::::::::::::::::::::: hint + +- `# example 2` +- `cleaned_data %>% ` +- `# mess` +- `mutate(date_onset_character = as.character(date_onset)) %>% ` +- `# tag` +- `linelist::make_linelist(` +- `date_onset = "date_onset_character"` +- `) %>% ` +- `# validate` +- `linelist::validate_linelist()` + +- `# example 3` +- `cleaned_data %>% ` +- `# mess` +- `mutate(gender = as.factor(gender)) %>% ` +- `mutate(gender_integer = as.integer(gender)) %>% ` +- `# tag` +- `linelist::make_linelist(` +- `gender = "gender_integer"` +- `) %>% ` +- `# validate` +- `linelist::validate_linelist()` + +::::::::::::::::::::::::: ::::::::::::::::::::::::: From 94e2a4e3060ac1dd25aa5b9d8cdde14f2df91790 Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 08:38:54 +0000 Subject: [PATCH 19/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 526edeac..8ee6dafb 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -467,7 +467,7 @@ using the `linelist::tags_df()` function, as shown below: head(linelist::tags_df(data), 5) ``` -This allows, the extraction of use tagged-only columns in downstream analysis. +This allows, the extraction of use tagged-only columns in downstream analysis, which will be useful for the next episode! From 47d7d2dad0ff2c6cb4456d96cd8e5febc3baaeb1 Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Tue, 10 Sep 2024 08:45:33 +0000 Subject: [PATCH 20/37] add new changes from PR#95 --- learners/setup.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/learners/setup.md b/learners/setup.md index 5d59d54b..5eb4bbfc 100644 --- a/learners/setup.md +++ b/learners/setup.md @@ -47,7 +47,7 @@ Our strategy is to gradually incorporate specialised **R packages** into a tradi

Outbreak analysis **R** packages

In **R**, the fundamental unit of shareable code is the **package**. A package bundles together code, data, documentation, and tests and is easy to share with others ([Wickham and Bryan, 2023](https://r-pkgs.org/introduction.html))

From 7a79c534024358a5279ad250b9533474d290cbc5 Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Tue, 10 Sep 2024 14:43:06 +0000 Subject: [PATCH 21/37] add changes to address #75 --- episodes/clean-data.Rmd | 8 +- episodes/describe-cases.Rmd | 10 +- episodes/read-cases.Rmd | 8 +- episodes/simple-analysis.Rmd | 6 +- learners/setup.md | 22 +- .../libs/bootstrap/bootstrap-icons.css | 2078 +++++++++++++++++ .../libs/bootstrap/bootstrap-icons.woff | Bin 0 -> 176200 bytes .../libs/bootstrap/bootstrap.min.css | 12 + .../libs/bootstrap/bootstrap.min.js | 7 + .../libs/clipboard/clipboard.min.js | 7 + .../libs/quarto-html/anchor.min.js | 9 + .../libs/quarto-html/popper.min.js | 6 + .../quarto-syntax-highlighting.css | 205 ++ .../setup_files/libs/quarto-html/quarto.js | 908 +++++++ .../setup_files/libs/quarto-html/tippy.css | 1 + .../libs/quarto-html/tippy.umd.min.js | 2 + 16 files changed, 3262 insertions(+), 27 deletions(-) create mode 100644 learners/setup_files/libs/bootstrap/bootstrap-icons.css create mode 100644 learners/setup_files/libs/bootstrap/bootstrap-icons.woff create mode 100644 learners/setup_files/libs/bootstrap/bootstrap.min.css create mode 100644 learners/setup_files/libs/bootstrap/bootstrap.min.js create mode 100644 learners/setup_files/libs/clipboard/clipboard.min.js create mode 100644 learners/setup_files/libs/quarto-html/anchor.min.js create mode 100644 learners/setup_files/libs/quarto-html/popper.min.js create mode 100644 learners/setup_files/libs/quarto-html/quarto-syntax-highlighting.css create mode 100644 learners/setup_files/libs/quarto-html/quarto.js create mode 100644 learners/setup_files/libs/quarto-html/tippy.css create mode 100644 learners/setup_files/libs/quarto-html/tippy.umd.min.js diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 8ee6dafb..de0e9771 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -48,8 +48,8 @@ The first step is to import the dataset following the guidelines outlined in the ```{r,eval=FALSE,echo=TRUE,message=FALSE} # Load packages -library("rio") -library("here") +library(rio) +library(here) # Read data # e.g.: if path to file is data/simulated_ebola_2.csv then: @@ -75,7 +75,7 @@ utils::head(raw_ebola_data, 5) Quick exploration and inspection of the dataset are crucial before diving into any analysis tasks. The `{cleanepi}` package simplifies this process with the `scan_data()` function. Let's take a look at how you can use it: ```{r} -library("cleanepi") +library(cleanepi) cleanepi::scan_data(raw_ebola_data) ``` @@ -311,7 +311,7 @@ it's essential to establish an additional foundational layer to ensure the integ below code chunk. ```{r,warning=FALSE} -library("linelist") +library(linelist) data <- linelist::make_linelist( x = cleaned_data, id = "case_id", diff --git a/episodes/describe-cases.Rmd b/episodes/describe-cases.Rmd index ee8a0a29..eb6f0c14 100644 --- a/episodes/describe-cases.Rmd +++ b/episodes/describe-cases.Rmd @@ -55,8 +55,8 @@ package, see the below code chunk. ```{r, warning=FALSE, message=FALSE} # Load simulist and epiparameter packages -library("simulist") -library("epiparameter") +library(simulist) +library(epiparameter) # Define contact distribution contact_dist <- epiparameter::epidist( @@ -134,7 +134,7 @@ simulated Ebola `linelist` data based on the date of onset. ```{r, message=FALSE, warning=FALSE} # load incidence2 package -library("incidence2") +library(incidence2) # create incidence object by aggregating case data based on the date of onset dialy_incidence_data <- incidence2::incidence( @@ -195,8 +195,8 @@ snippets generate epi-curves for the `dialy_incidence_data` and `weekly_incidenc ```{r, message=FALSE, warning=FALSE} # Load ggplot2 and tracetheme packages -library("ggplot2") -library("tracetheme") +library(ggplot2) +library(tracetheme) # Plot daily incidence data base::plot(dialy_incidence_data) + diff --git a/episodes/read-cases.Rmd b/episodes/read-cases.Rmd index 032b99ec..eb593d72 100644 --- a/episodes/read-cases.Rmd +++ b/episodes/read-cases.Rmd @@ -62,8 +62,8 @@ Several packages are available for importing outbreak data stored in individual The below example shows how to import a `csv` file into `R` environment using `{rio}` package. ```{r,eval=FALSE,echo=TRUE} -library("rio") -library("here") +library(rio) +library(here) # read data # e.g., the path to our file is data/raw-data/ebola_cases.csv then: @@ -124,8 +124,8 @@ systems (DBMS) across different back-ends or servers. It offers a uniform method The following code chunk demonstrates how to create a temporary SQLite database in memory, store the `ebola_confirmed` as a table on it, and subsequently read it: ```{r,warning=FALSE,message=FALSE} -library("DBI") -library("RSQLite") +library(DBI) +library(RSQLite) # Create a temporary SQLite database in memory db_con <- DBI::dbConnect( diff --git a/episodes/simple-analysis.Rmd b/episodes/simple-analysis.Rmd index 777a760f..96f3902a 100644 --- a/episodes/simple-analysis.Rmd +++ b/episodes/simple-analysis.Rmd @@ -45,8 +45,8 @@ The `i2extras` package provides methods for modelling the trend in case data, ca ```{r, warning=FALSE, message=FALSE} # load packages which provides methods for modeling -library("i2extras") -library("incidence2") +library(i2extras) +library(incidence2) # read data from {outbreaks} package covid19_eng_case_data <- outbreaks::covid19_england_nhscalls_2020 @@ -142,7 +142,7 @@ base::print(peaks_nb) A moving or rolling average calculates the average number of cases within a specified time period. This can be achieved by utilizing the `add_rolling_average()` function from the `{i2extras}` package on an `incidence2 object`. The following code chunk demonstrates the computation of the weekly average number of cases from the `incidence2` object `df_incid`, followed by visualization. ```{r, warning=FALSE, message=FALSE} -library("ggplot2") +library(ggplot2) moving_Avg_week <- i2extras::add_rolling_average(df_incid, n = 7L) diff --git a/learners/setup.md b/learners/setup.md index 5eb4bbfc..e2087f9d 100644 --- a/learners/setup.md +++ b/learners/setup.md @@ -127,17 +127,17 @@ Open RStudio and **copy and paste** the following code chunk into the [console w if(!require("pak")) install.packages("pak") new_packages <- c( - "cleanepi", - "rio", - "here", - "DBI", - "RSQLite", - "dbplyr", - "linelist", - "epiverse-trace/simulist", - "incidence2", - "epiverse-trace/tracetheme", - "tidyverse" + cleanepi, + rio, + here, + DBI, + RSQLite, + dbplyr, + linelist, + epiverse-trace/simulist, + incidence2, + epiverse-trace/tracetheme, + tidyverse ) pak::pkg_install(new_packages) diff --git 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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='%236ea8fe'%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='%236ea8fe'%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(33, 37, 41, 0.75);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: rgba(33, 37, 41, 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:1rem;--bs-pagination-color: #0d6efd;--bs-pagination-bg: #ffffff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: #dee2e6;--bs-pagination-border-radius: 0.375rem;--bs-pagination-hover-color: #0a58ca;--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: #dee2e6;--bs-pagination-focus-color: #0a58ca;--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #ffffff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: rgba(33, 37, 41, 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:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.25rem}.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: #ffffff;--bs-badge-border-radius: 0.375rem;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: 0.375rem;--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: #e9ecef;--bs-progress-border-radius: 0.375rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #ffffff;--bs-progress-bar-bg: #0d6efd;--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: #212529;--bs-list-group-bg: #ffffff;--bs-list-group-border-color: #dee2e6;--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.375rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(33, 37, 41, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #212529;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(33, 37, 41, 0.75);--bs-list-group-disabled-bg: #ffffff;--bs-list-group-active-color: #ffffff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;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, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid 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(13, 110, 253, 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 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0.375rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: rgba(33, 37, 41, 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 .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: #ffffff;--bs-modal-border-color: rgba(0, 0, 0, 0.175);--bs-modal-border-width: 1px;--bs-modal-border-radius: 0.5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-modal-inner-border-radius: calc(0.5rem - 1px);--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: #dee2e6;--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: #dee2e6;--bs-modal-footer-border-width: 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var(--bs-modal-margin)*2)}.modal-content{position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;width:100%;color:var(--bs-modal-color);pointer-events:auto;background-color:var(--bs-modal-bg);background-clip:padding-box;border:var(--bs-modal-border-width) solid var(--bs-modal-border-color);border-radius:var(--bs-modal-border-radius);outline:0}.modal-backdrop{--bs-backdrop-zindex: 1050;--bs-backdrop-bg: #000;--bs-backdrop-opacity: 0.5;position:fixed;top:0;left:0;z-index:var(--bs-backdrop-zindex);width:100vw;height:100vh;background-color:var(--bs-backdrop-bg)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{display:flex;display:-webkit-flex;flex-shrink:0;-webkit-flex-shrink:0;align-items:center;-webkit-align-items:center;justify-content:space-between;-webkit-justify-content:space-between;padding:var(--bs-modal-header-padding);border-bottom:var(--bs-modal-header-border-width) solid 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.modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-sm-down .modal-header,.modal-fullscreen-sm-down .modal-footer{border-radius:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media(max-width: 767.98px){.modal-fullscreen-md-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-md-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-md-down .modal-header,.modal-fullscreen-md-down .modal-footer{border-radius:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media(max-width: 991.98px){.modal-fullscreen-lg-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-lg-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-lg-down .modal-header,.modal-fullscreen-lg-down .modal-footer{border-radius:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media(max-width: 1199.98px){.modal-fullscreen-xl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xl-down 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t}))){T=O,E=!1;break}A.set(O,N)}if(E)for(var P=function(t){var e=v.find((function(e){var i=A.get(e);if(i)return i.slice(0,t).every((function(t){return t}))}));if(e)return T=e,"break"},M=p?3:1;M>0&&"break"!==P(M);M--);e.placement!==T&&(e.modifiersData[n]._skip=!0,e.placement=T,e.reset=!0)}},requiresIfExists:["offset"],data:{_skip:!1}};function oi(t,e,i){return void 0===i&&(i={x:0,y:0}),{top:t.top-e.height-i.y,right:t.right-e.width+i.x,bottom:t.bottom-e.height+i.y,left:t.left-e.width-i.x}}function ri(t){return[zt,qt,Rt,Vt].some((function(e){return t[e]>=0}))}const ai={name:"hide",enabled:!0,phase:"main",requiresIfExists:["preventOverflow"],fn:function(t){var 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m?m(Object.assign({},e.rects,{placement:e.placement})):m,O="number"==typeof C?{mainAxis:C,altAxis:C}:Object.assign({mainAxis:0,altAxis:0},C),x=e.modifiersData.offset?e.modifiersData.offset[e.placement]:null,k={x:0,y:0};if(A){if(o){var L,S="y"===y?zt:Vt,D="y"===y?Rt:qt,$="y"===y?"height":"width",I=A[y],N=I+g[S],P=I-g[D],M=f?-T[$]/2:0,j=b===Xt?E[$]:T[$],F=b===Xt?-T[$]:-E[$],H=e.elements.arrow,W=f&&H?Ce(H):{width:0,height:0},B=e.modifiersData["arrow#persistent"]?e.modifiersData["arrow#persistent"].padding:{top:0,right:0,bottom:0,left:0},z=B[S],R=B[D],q=Ne(0,E[$],W[$]),V=v?E[$]/2-M-q-z-O.mainAxis:j-q-z-O.mainAxis,K=v?-E[$]/2+M+q+R+O.mainAxis:F+q+R+O.mainAxis,Q=e.elements.arrow&&$e(e.elements.arrow),X=Q?"y"===y?Q.clientTop||0:Q.clientLeft||0:0,Y=null!=(L=null==x?void 0:x[y])?L:0,U=I+K-Y,G=Ne(f?ye(N,I+V-Y-X):N,I,f?ve(P,U):P);A[y]=G,k[y]=G-I}if(a){var J,Z="x"===y?zt:Vt,tt="x"===y?Rt:qt,et=A[w],it="y"===w?"height":"width",nt=et+g[Z],st=et-g[tt],ot=-1!==[zt,Vt].indexOf(_),rt=null!=(J=null==x?void 0:x[w])?J:0,at=ot?nt:et-E[it]-T[it]-rt+O.altAxis,lt=ot?et+E[it]+T[it]-rt-O.altAxis:st,ct=f&&ot?function(t,e,i){var n=Ne(t,e,i);return n>i?i:n}(at,et,lt):Ne(f?at:nt,et,f?lt:st);A[w]=ct,k[w]=ct-et}e.modifiersData[n]=k}},requiresIfExists:["offset"]};function di(t,e,i){void 0===i&&(i=!1);var n,s,o=me(e),r=me(e)&&function(t){var e=t.getBoundingClientRect(),i=we(e.width)/t.offsetWidth||1,n=we(e.height)/t.offsetHeight||1;return 1!==i||1!==n}(e),a=Le(e),l=Te(t,r,i),c={scrollLeft:0,scrollTop:0},h={x:0,y:0};return(o||!o&&!i)&&(("body"!==ue(e)||Ue(a))&&(c=(n=e)!==fe(n)&&me(n)?{scrollLeft:(s=n).scrollLeft,scrollTop:s.scrollTop}:Xe(n)),me(e)?((h=Te(e,!0)).x+=e.clientLeft,h.y+=e.clientTop):a&&(h.x=Ye(a))),{x:l.left+c.scrollLeft-h.x,y:l.top+c.scrollTop-h.y,width:l.width,height:l.height}}function ui(t){var e=new Map,i=new Set,n=[];function s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var fi={placement:"bottom",modifiers:[],strategy:"absolute"};function pi(){for(var t=arguments.length,e=new Array(t),i=0;iNumber.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(F.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,...g(this._config.popperConfig,[t])}}_selectMenuItem({key:t,target:e}){const i=z.find(".dropdown-menu 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e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ei,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ii)?this:z.prev(this,Ii)[0]||z.next(this,Ii)[0]||z.findOne(Ii,t.delegateTarget.parentNode),o=qi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}N.on(document,Si,Ii,qi.dataApiKeydownHandler),N.on(document,Si,Pi,qi.dataApiKeydownHandler),N.on(document,Li,qi.clearMenus),N.on(document,Di,qi.clearMenus),N.on(document,Li,Ii,(function(t){t.preventDefault(),qi.getOrCreateInstance(this).toggle()})),m(qi);const Vi="backdrop",Ki="show",Qi=`mousedown.bs.${Vi}`,Xi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},Yi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class Ui extends H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(Ki),this._emulateAnimation((()=>{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=>{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&&(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=>{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=".bs.focustrap",Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn="backward",en={autofocus:!0,trapElement:null},nn={autofocus:"boolean",trapElement:"element"};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=>this._handleFocusin(t))),N.on(document,Zi,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?tn:"forward")}}const on=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",rn=".sticky-top",an="padding-right",ln="margin-right";class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=>e+t)),this._setElementAttributes(on,an,(e=>e+t)),this._setElementAttributes(rn,ln,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}N.on(document,yn,'[data-bs-toggle="modal"]',(function(t){const e=z.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),N.one(e,pn,(t=>{t.defaultPrevented||N.one(e,fn,(()=>{a(this)&&this.focus()}))}));const i=z.findOne(".modal.show");i&&On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=".bs.offcanvas",kn=".data-api",Ln=`load${xn}${kn}`,Sn="show",Dn="showing",$n="hiding",In=".offcanvas.show",Nn=`show${xn}`,Pn=`shown${xn}`,Mn=`hide${xn}`,jn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"

"},Un={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Gn={entry:"(string|element|function|null)",selector:"(string|element)"};class Jn extends H{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Yn}static get DefaultType(){return Un}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),N.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ts),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Jn({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ts)}_isShown(){return this.tip&&this.tip.classList.contains(es)}_createPopper(t){const e=g(this._config.placement,[this,t,this._element]),i=rs[e.toUpperCase()];return bi(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return g(t,[this._element])}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,...g(this._config.popperConfig,[e])}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)N.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===ss?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===ss?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");N.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?os:ss]=!0,e._enter()})),N.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?os:ss]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},N.on(this._element.closest(is),ns,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=F.getDataAttributes(this._element);for(const t of Object.keys(e))Zn.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const[e,i]of Object.entries(this._config))this.constructor.Default[e]!==i&&(t[e]=i);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=cs.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(cs);const hs={...cs.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},ds={...cs.DefaultType,content:"(null|string|element|function)"};class us extends cs{static get Default(){return hs}static get DefaultType(){return ds}static get 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e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:"smooth"});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=>this._observerCallback(t)),t)}_observerCallback(t){const e=t=>this._targetLinks.get(`#${t.target.id}`),i=t=>{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n>=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new Map,this._observableSections=new Map;const t=z.find(bs,this._config.target);for(const e of t){if(!e.hash||l(e))continue;const t=z.findOne(decodeURI(e.hash),this._element);a(t)&&(this._targetLinks.set(decodeURI(e.hash),e),this._observableSections.set(e.hash,t))}}_process(t){this._activeTarget!==t&&(this._clearActiveClass(this._config.target),this._activeTarget=t,t.classList.add(_s),this._activateParents(t),N.trigger(this._element,ps,{relatedTarget:t}))}_activateParents(t){if(t.classList.contains("dropdown-item"))z.findOne(".dropdown-toggle",t.closest(".dropdown")).classList.add(_s);else for(const e of z.parents(t,".nav, .list-group"))for(const t of z.prev(e,ys))t.classList.add(_s)}_clearActiveClass(t){t.classList.remove(_s);const e=z.find(`${bs}.${_s}`,t);for(const t of e)t.classList.remove(_s)}static jQueryInterface(t){return this.each((function(){const e=Es.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}N.on(window,gs,(()=>{for(const t of z.find('[data-bs-spy="scroll"]'))Es.getOrCreateInstance(t)})),m(Es);const Ts=".bs.tab",Cs=`hide${Ts}`,Os=`hidden${Ts}`,xs=`show${Ts}`,ks=`shown${Ts}`,Ls=`click${Ts}`,Ss=`keydown${Ts}`,Ds=`load${Ts}`,$s="ArrowLeft",Is="ArrowRight",Ns="ArrowUp",Ps="ArrowDown",Ms="Home",js="End",Fs="active",Hs="fade",Ws="show",Bs=":not(.dropdown-toggle)",zs='[data-bs-toggle="tab"], [data-bs-toggle="pill"], [data-bs-toggle="list"]',Rs=`.nav-link${Bs}, .list-group-item${Bs}, [role="tab"]${Bs}, ${zs}`,qs=`.${Fs}[data-bs-toggle="tab"], .${Fs}[data-bs-toggle="pill"], .${Fs}[data-bs-toggle="list"]`;class Vs extends W{constructor(t){super(t),this._parent=this._element.closest('.list-group, .nav, [role="tablist"]'),this._parent&&(this._setInitialAttributes(this._parent,this._getChildren()),N.on(this._element,Ss,(t=>this._keydown(t))))}static get NAME(){return"tab"}show(){const t=this._element;if(this._elemIsActive(t))return;const e=this._getActiveElem(),i=e?N.trigger(e,Cs,{relatedTarget:t}):null;N.trigger(t,xs,{relatedTarget:e}).defaultPrevented||i&&i.defaultPrevented||(this._deactivate(e,t),this._activate(t,e))}_activate(t,e){t&&(t.classList.add(Fs),this._activate(z.getElementFromSelector(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.removeAttribute("tabindex"),t.setAttribute("aria-selected",!0),this._toggleDropDown(t,!0),N.trigger(t,ks,{relatedTarget:e})):t.classList.add(Ws)}),t,t.classList.contains(Hs)))}_deactivate(t,e){t&&(t.classList.remove(Fs),t.blur(),this._deactivate(z.getElementFromSelector(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.setAttribute("aria-selected",!1),t.setAttribute("tabindex","-1"),this._toggleDropDown(t,!1),N.trigger(t,Os,{relatedTarget:e})):t.classList.remove(Ws)}),t,t.classList.contains(Hs)))}_keydown(t){if(![$s,Is,Ns,Ps,Ms,js].includes(t.key))return;t.stopPropagation(),t.preventDefault();const e=this._getChildren().filter((t=>!l(t)));let i;if([Ms,js].includes(t.key))i=e[t.key===Ms?0:e.length-1];else{const n=[Is,Ps].includes(t.key);i=b(e,t.target,n,!0)}i&&(i.focus({preventScroll:!0}),Vs.getOrCreateInstance(i).show())}_getChildren(){return z.find(Rs,this._parent)}_getActiveElem(){return this._getChildren().find((t=>this._elemIsActive(t)))||null}_setInitialAttributes(t,e){this._setAttributeIfNotExists(t,"role","tablist");for(const t of e)this._setInitialAttributesOnChild(t)}_setInitialAttributesOnChild(t){t=this._getInnerElement(t);const e=this._elemIsActive(t),i=this._getOuterElement(t);t.setAttribute("aria-selected",e),i!==t&&this._setAttributeIfNotExists(i,"role","presentation"),e||t.setAttribute("tabindex","-1"),this._setAttributeIfNotExists(t,"role","tab"),this._setInitialAttributesOnTargetPanel(t)}_setInitialAttributesOnTargetPanel(t){const e=z.getElementFromSelector(t);e&&(this._setAttributeIfNotExists(e,"role","tabpanel"),t.id&&this._setAttributeIfNotExists(e,"aria-labelledby",`${t.id}`))}_toggleDropDown(t,e){const i=this._getOuterElement(t);if(!i.classList.contains("dropdown"))return;const n=(t,n)=>{const s=z.findOne(t,i);s&&s.classList.toggle(n,e)};n(".dropdown-toggle",Fs),n(".dropdown-menu",Ws),i.setAttribute("aria-expanded",e)}_setAttributeIfNotExists(t,e,i){t.hasAttribute(e)||t.setAttribute(e,i)}_elemIsActive(t){return t.classList.contains(Fs)}_getInnerElement(t){return t.matches(Rs)?t:z.findOne(Rs,t)}_getOuterElement(t){return t.closest(".nav-item, .list-group-item")||t}static jQueryInterface(t){return this.each((function(){const e=Vs.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}N.on(document,Ls,zs,(function(t){["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this)||Vs.getOrCreateInstance(this).show()})),N.on(window,Ds,(()=>{for(const t of z.find(qs))Vs.getOrCreateInstance(t)})),m(Vs);const Ks=".bs.toast",Qs=`mouseover${Ks}`,Xs=`mouseout${Ks}`,Ys=`focusin${Ks}`,Us=`focusout${Ks}`,Gs=`hide${Ks}`,Js=`hidden${Ks}`,Zs=`show${Ks}`,to=`shown${Ks}`,eo="hide",io="show",no="showing",so={animation:"boolean",autohide:"boolean",delay:"number"},oo={animation:!0,autohide:!0,delay:5e3};class ro extends W{constructor(t,e){super(t,e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get Default(){return oo}static get DefaultType(){return so}static get 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00000000..b30ce576 --- /dev/null +++ b/learners/setup_files/libs/quarto-html/quarto-syntax-highlighting.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: " { + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > *, .margin-caption, .aside" + ); + + let lastBottom = 0; + for (const marginChild of marginChildren) { + if (marginChild.offsetParent !== null) { + // clear the top margin so we recompute it + marginChild.style.marginTop = null; + const top = marginChild.getBoundingClientRect().top + window.scrollY; + if (top < lastBottom) { + const marginChildStyle = window.getComputedStyle(marginChild); + const marginBottom = parseFloat(marginChildStyle["marginBottom"]); + const margin = lastBottom - top + marginBottom; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + } +}; + +window.document.addEventListener("DOMContentLoaded", function (_event) { + // Recompute the position of margin elements anytime the body size changes + if (window.ResizeObserver) { + const resizeObserver = new window.ResizeObserver( + throttle(() => { + layoutMarginEls(); + if ( + window.document.body.getBoundingClientRect().width < 990 && + isReaderMode() + ) { + quartoToggleReader(); + } + }, 50) + ); + resizeObserver.observe(window.document.body); + } + + const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]'); + const sidebarEl = window.document.getElementById("quarto-sidebar"); + const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left"); + const marginSidebarEl = window.document.getElementById( + "quarto-margin-sidebar" + ); + // function to determine whether the element has a previous sibling that is active + const prevSiblingIsActiveLink = (el) => { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior) + function fireSlideEnter(e) { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // fire slideEnter for tabby tab activations (for htmlwidget resize behavior) + document.addEventListener("tabby", fireSlideEnter, false); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id="${anchor}"]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + // This is the no-scroll case where last section should be the active one + sectionIndex = 0; + } else { + // This finds the last section visible on screen that should be made active + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + const currentPagePath = offsetAbsoluteUrl(window.location.href); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + if ( + item === currentPagePath || + item === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + let elRect; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + child.style.pointerEvents = "none"; + } + + nexttick(() => { + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append( + titleEl.textContent || titleEl.innerText, + toggleIcon + ); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.pointerEvents = null; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + if (!elRect) { + elRect = el.getBoundingClientRect(); + } + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + positionToggle(); + + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + positionToggle(); + }, 50) + ); + + window.addEventListener("quarto-hrChanged", () => { + elRect = undefined; + }); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }); + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + child.style.pointerEvents = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]'); + for (const tabEl of tabEls) { + const id = tabEl.getAttribute("data-bs-target"); + if (id) { + const columnEl = document.querySelector( + `${id} .column-margin, .tabset-margin-content` + ); + if (columnEl) + tabEl.addEventListener("shown.bs.tab", function (event) { + const el = event.srcElement; + if (el) { + const visibleCls = `${el.id}-margin-content`; + // walk up until we find a parent tabset + let panelTabsetEl = el.parentElement; + while (panelTabsetEl) { + if (panelTabsetEl.classList.contains("panel-tabset")) { + break; + } + panelTabsetEl = panelTabsetEl.parentElement; + } + + if (panelTabsetEl) { + const prevSib = panelTabsetEl.previousElementSibling; + if ( + prevSib && + prevSib.classList.contains("tabset-margin-container") + ) { + const childNodes = prevSib.querySelectorAll( + ".tabset-margin-content" + ); + for (const childEl of childNodes) { + if (childEl.classList.contains(visibleCls)) { + childEl.classList.remove("collapse"); + } else { + childEl.classList.add("collapse"); + } + } + } + } + } + + layoutMarginEls(); + }); + } + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const boundRect = el.getBoundingClientRect(); + const top = + boundRect.top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + let hasObserved = false; + const visibleItemObserver = (els) => { + let visibleElements = [...els]; + const intersectionObserver = new IntersectionObserver( + (entries, _observer) => { + entries.forEach((entry) => { + if (entry.isIntersecting) { + if (visibleElements.indexOf(entry.target) === -1) { + visibleElements.push(entry.target); + } + } else { + visibleElements = visibleElements.filter((visibleEntry) => { + return visibleEntry !== entry; + }); + } + }); + + if (!hasObserved) { + hideOverlappedSidebars(); + } + hasObserved = true; + }, + {} + ); + els.forEach((el) => { + intersectionObserver.observe(el); + }); + + return { + getVisibleEntries: () => { + return visibleElements; + }, + }; + }; + + const rightElementObserver = visibleItemObserver(rightSideConflictEls); + const leftElementObserver = visibleItemObserver(leftSideConflictEls); + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries())); + sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries())); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility( + toRegions(leftElementObserver.getVisibleEntries()) + ); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded"); + const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (tocOpenDepth === -1 && depth > 1) { + // toc-expand: false + el.classList.add("collapse"); + } else if ( + depth <= tocOpenDepth || + hasActiveChild || + prevSiblingIsActiveLink(el) + ) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync 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0===o&&(o=!1),e.addEventListener(t,n,o),r.push({node:e,eventType:t,handler:n,options:o})}return u(l).forEach((function(e){var n=e.destroy,a=e.enable,s=e.disable;e.destroy=function(e){void 0===e&&(e=!0),e&&o.forEach((function(e){e.destroy()})),o=[],r.forEach((function(e){var t=e.node,n=e.eventType,r=e.handler,o=e.options;t.removeEventListener(n,r,o)})),r=[],n()},e.enable=function(){a(),o.forEach((function(e){return e.enable()})),i=!1},e.disable=function(){s(),o.forEach((function(e){return e.disable()})),i=!0},function(e){var n=e.reference;v(n,"touchstart",d,t),v(n,"mouseover",d),v(n,"focusin",d),v(n,"click",d)}(e)})),l},F.hideAll=function(e){var t=void 0===e?{}:e,n=t.exclude,r=t.duration;U.forEach((function(e){var t=!1;if(n&&(t=g(n)?e.reference===n:e.popper===n.popper),!t){var o=e.props.duration;e.setProps({duration:r}),e.hide(),e.state.isDestroyed||e.setProps({duration:o})}}))},F.roundArrow='',F})); + From 32b3f8af4d335ae01a4c04d9eb024dd8c8f4f40e Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 17:47:17 +0000 Subject: [PATCH 22/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index de0e9771..9fc05c3f 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -362,7 +362,7 @@ Explore the function `linelist::tags()` and its [reference documentation](https: :::::::::::::::::::::::::::::::::::::::::::::: -Safeguarding is implicitly built into the linelist objects. If you try to delete any of the tagged +Safeguarding is implicitly built into the linelist objects. If you try to drop any of the tagged columns, you will receive an error or warning message, as shown in the example below. ```{r, warning=TRUE} From 24155c0eb1fd8728915ae104e06085d600573361 Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 17:47:34 +0000 Subject: [PATCH 23/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 9fc05c3f..39514f3a 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -367,7 +367,7 @@ columns, you will receive an error or warning message, as shown in the example b ```{r, warning=TRUE} new_df <- data |> - dplyr::select(linelist::has_tag(c("id", "age"))) + dplyr::select(case_id, gender) ``` The default options for lost tags in a linelist object is warning. However, it can be change to error message using `lost_tags_action()`. From 911cd77b3ada7c4094e842afd7a3c7f911faa66e Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 17:47:53 +0000 Subject: [PATCH 24/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 39514f3a..414314a3 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -370,7 +370,7 @@ new_df <- data |> dplyr::select(case_id, gender) ``` -The default options for lost tags in a linelist object is warning. However, it can be change to error message using `lost_tags_action()`. +This `Warning` message above is the default output option when we lose tags in a `linelist` object. However, it can be changed to an `Error` message using `linelist::lost_tags_action()`. ::::::::::::::::::::::::::::::::::::: challenge From 2356a56722adf08b7f210938a8839f2c1529e7d7 Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 17:48:12 +0000 Subject: [PATCH 25/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 414314a3..e99ca75d 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -374,7 +374,15 @@ This `Warning` message above is the default output option when we lose tags in a ::::::::::::::::::::::::::::::::::::: challenge -- Set the action for lost tags in a linelist to error as follows: +Let's test the implications of changing a `Warning` to an `Error` message. + +- First, run this code to count the frequency per category within a categorical variable: + +- `data |>` +- `dplyr::select(case_id, gender) %>%` +- `dplyr::count(gender)` + +- Set behavior for lost tags in a `linelist` to "error" as follows: ```{r, eval=FALSE} linelist::lost_tags_action(action = "error") From 095c484c3d5b94a3822ac506d01aef8c2b58725c Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 17:48:23 +0000 Subject: [PATCH 26/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index e99ca75d..d8fdd1d5 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -385,6 +385,10 @@ Let's test the implications of changing a `Warning` to an `Error` message. - Set behavior for lost tags in a `linelist` to "error" as follows: ```{r, eval=FALSE} +# set behavior to default "warning" +linelist::lost_tags_action() + +# set behavior to "error" linelist::lost_tags_action(action = "error") ``` and re-run the above code segment. From 08f1e75e735baa015979ca51d0bb3a42962b4e92 Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 17:48:40 +0000 Subject: [PATCH 27/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index d8fdd1d5..65c2d883 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -391,7 +391,7 @@ linelist::lost_tags_action() # set behavior to "error" linelist::lost_tags_action(action = "error") ``` -and re-run the above code segment. +- Now, re-run the above code segment with `dplyr::count()`. - What do you learn from message? From 3ae41801ffcc0ba1b36a77cbc2048c2dde5a71b7 Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 17:48:53 +0000 Subject: [PATCH 28/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 65c2d883..71463683 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -393,7 +393,10 @@ linelist::lost_tags_action(action = "error") ``` - Now, re-run the above code segment with `dplyr::count()`. -- What do you learn from message? +Identify: + +- What is the difference in the output between a `Warning` and an `Error`? +- What could be the implications of this change for your daily data analysis pipeline during an outbreak response? :::::::::::::::::::::::::::::::::::::::::::::::: From cd3ae76b9cf0e88ab533a7aedcb2a548ae766e88 Mon Sep 17 00:00:00 2001 From: Abdoelnaser M Degoot Date: Tue, 10 Sep 2024 17:49:12 +0000 Subject: [PATCH 29/37] Update episodes/clean-data.Rmd Co-authored-by: Andree Valle Campos --- episodes/clean-data.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 71463683..d1851404 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -402,7 +402,7 @@ Identify: To ensure that all tagged variables are standardized and have the correct data -types, use the `linelist::validate_list()`, as +types, use the `linelist::validate_linelist()`, as shown in the example below: ```r From 8370224e7f346b23a87685975ad3f3bd50f991b2 Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Thu, 12 Sep 2024 13:00:24 +0100 Subject: [PATCH 30/37] remove bullet + inline code (fix #109) --- episodes/clean-data.Rmd | 109 ++++++++++++++++++++++++---------------- 1 file changed, 65 insertions(+), 44 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index d1851404..764aa8d2 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -345,14 +345,17 @@ linelist::tags_types() ::::::::::::::::::::::: ::::::::::::::::: solution -- `linelist::make_linelist(` -- ` x = cleaned_data,` -- ` id = "case_id",` -- ` date_onset = "date_onset",` -- ` gender = "gender",` -- ` age = "age", # same name in default list and dataset` -- ` date_reporting = "date_sample", # different names but related` -- `)` +```{r} +linelist::make_linelist( + x = cleaned_data, + id = "case_id", + date_onset = "date_onset", + gender = "gender", + age = "age", # same name in default list and dataset + date_reporting = "date_sample", # different names but related +) +``` + How these additional tags are visible in the output? @@ -378,9 +381,11 @@ Let's test the implications of changing a `Warning` to an `Error` message. - First, run this code to count the frequency per category within a categorical variable: -- `data |>` -- `dplyr::select(case_id, gender) %>%` -- `dplyr::count(gender)` +```{r,eval=FALSE} +data |> + dplyr::select(case_id, gender) %>% + dplyr::count(gender) +``` - Set behavior for lost tags in a `linelist` to "error" as follows: @@ -416,7 +421,7 @@ linelist::validate_linelist(data) ::::::::::::::::::::::::: challenge -Let's change some variable data types to identify how `linelist::validate_linelist()` will react when your input data has a variable with a different data type. +Let's simulate that one variable change of data types to identify how `linelist::validate_linelist()` will react when your input data has a variable with a different data type. Try to: @@ -428,46 +433,62 @@ Identify the correlation between the error messages and the output of `linelist: :::::::::::::::::::::::::: hint +### Example + If we change the `age` variable from numeric to character: -- `cleaned_data %>%` -- `# change data type` -- `mutate(age_character = as.character(age)) %>%` -- `# tag` -- `linelist::make_linelist(` -- ` age = "age_character"` -- `) %>%` -- `# validate` -- `linelist::validate_linelist()` +```{r} +cleaned_data %>% + # simulate a change of data type + mutate(age_character = as.character(age)) %>% + # tag + linelist::make_linelist( + age = "age_character" + ) %>% + # validate + linelist::validate_linelist() +``` + + +Other frequent changes can be having: -Other frequent changes can be having a date variable like `date_onset` changed to a character, or a factor variable like `gender` changed to an integer. +- a date variable like `date_onset` changed to a character, or +- a factor variable like `gender` changed to an integer. + +Give them a try! :::::::::::::::::::::::::: ::::::::::::::::::::::::: hint -- `# example 2` -- `cleaned_data %>% ` -- `# mess` -- `mutate(date_onset_character = as.character(date_onset)) %>% ` -- `# tag` -- `linelist::make_linelist(` -- `date_onset = "date_onset_character"` -- `) %>% ` -- `# validate` -- `linelist::validate_linelist()` - -- `# example 3` -- `cleaned_data %>% ` -- `# mess` -- `mutate(gender = as.factor(gender)) %>% ` -- `mutate(gender_integer = as.integer(gender)) %>% ` -- `# tag` -- `linelist::make_linelist(` -- `gender = "gender_integer"` -- `) %>% ` -- `# validate` -- `linelist::validate_linelist()` +```{r,eval=FALSE} +# example 2 +cleaned_data %>% + # simulate a change of data type + mutate(date_onset_character = as.character(date_onset)) %>% + # tag + linelist::make_linelist( + date_onset = "date_onset_character" + ) %>% + # validate + linelist::validate_linelist() +``` + + +```{r,eval=FALSE} +# example 3 +cleaned_data %>% + # simulate a change of data type + mutate(gender = as.factor(gender)) %>% + mutate(gender_integer = as.integer(gender)) %>% + # tag + linelist::make_linelist( + gender = "gender_integer" + ) %>% + # validate + linelist::validate_linelist() +``` + ::::::::::::::::::::::::: From a803b5083b35d1a10c3c23d5ed4efd36c8a4d56c Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Thu, 12 Sep 2024 17:30:43 +0100 Subject: [PATCH 31/37] fix the length of output and text spelling. --- episodes/clean-data.Rmd | 14 ++++++++------ 1 file changed, 8 insertions(+), 6 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 764aa8d2..a27aa279 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -345,7 +345,7 @@ linelist::tags_types() ::::::::::::::::::::::: ::::::::::::::::: solution -```{r} +```{r,eval=FALSE} linelist::make_linelist( x = cleaned_data, id = "case_id", @@ -421,7 +421,7 @@ linelist::validate_linelist(data) ::::::::::::::::::::::::: challenge -Let's simulate that one variable change of data types to identify how `linelist::validate_linelist()` will react when your input data has a variable with a different data type. +Let's simulate your data having a new set of entries but one variable change of data types. Describe how `linelist::validate_linelist()` reacts when input data has a different variable data type. Try to: @@ -438,9 +438,11 @@ Identify the correlation between the error messages and the output of `linelist: If we change the `age` variable from numeric to character: ```{r} +library(tidyverse) # for {dplyr} functions and the pipe %>% + cleaned_data %>% # simulate a change of data type - mutate(age_character = as.character(age)) %>% + dplyr::mutate(age_character = as.character(age)) %>% # tag linelist::make_linelist( age = "age_character" @@ -465,7 +467,7 @@ Give them a try! # example 2 cleaned_data %>% # simulate a change of data type - mutate(date_onset_character = as.character(date_onset)) %>% + dplyr::mutate(date_onset_character = as.character(date_onset)) %>% # tag linelist::make_linelist( date_onset = "date_onset_character" @@ -479,8 +481,8 @@ cleaned_data %>% # example 3 cleaned_data %>% # simulate a change of data type - mutate(gender = as.factor(gender)) %>% - mutate(gender_integer = as.integer(gender)) %>% + dplyr::mutate(gender = as.factor(gender)) %>% + dplyr::mutate(gender_integer = as.integer(gender)) %>% # tag linelist::make_linelist( gender = "gender_integer" From 8ff2867085824911624579faa1c6e581e99a123e Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Thu, 12 Sep 2024 17:55:59 +0100 Subject: [PATCH 32/37] add one more line to the challenges intro --- episodes/clean-data.Rmd | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index a27aa279..fd5c3476 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -327,7 +327,7 @@ and their acceptable data types for each using `linelist::tags_types()`. ::::::::::::::::::::::::::::::::::::: challenge -In new datasets, it will be frequent to have variable names different to the available tag names. However, we can associate them based on how variables were defined for data collection. +Let's **tag** more variables. In new datasets, it will be frequent to have variable names different to the available tag names. However, we can associate them based on how variables were defined for data collection. Now: @@ -377,7 +377,7 @@ This `Warning` message above is the default output option when we lose tags in a ::::::::::::::::::::::::::::::::::::: challenge -Let's test the implications of changing a `Warning` to an `Error` message. +Let's test the implications of changing the **safeguarding** configuration from a `Warning` to an `Error` message. - First, run this code to count the frequency per category within a categorical variable: @@ -421,7 +421,7 @@ linelist::validate_linelist(data) ::::::::::::::::::::::::: challenge -Let's simulate your data having a new set of entries but one variable change of data types. Describe how `linelist::validate_linelist()` reacts when input data has a different variable data type. +Let's **validate** tagged variables. Let's simulate that in an ongoing outbreak; the next day, your data has a new set of entries but one variable change of data types. Describe how `linelist::validate_linelist()` reacts when input data has a different variable data type. Try to: From 48053e10a357d33c853a5a2e52f1b2535a85c083 Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Thu, 12 Sep 2024 17:56:57 +0100 Subject: [PATCH 33/37] add tidyverse and suggest tag names function --- episodes/clean-data.Rmd | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index fd5c3476..348a0f64 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -341,6 +341,9 @@ Your can get access to the list of available tag names in {linelist} using: ```{r, eval=FALSE} # Get a list of available tags by name and data types linelist::tags_types() + +# Get a list of names only +linelist::tags_names() ``` ::::::::::::::::::::::: ::::::::::::::::: solution @@ -437,9 +440,12 @@ Identify the correlation between the error messages and the output of `linelist: If we change the `age` variable from numeric to character: -```{r} +```{r,eval=TRUE,message=FALSE,warning=FALSE} library(tidyverse) # for {dplyr} functions and the pipe %>% +``` + +```{r} cleaned_data %>% # simulate a change of data type dplyr::mutate(age_character = as.character(age)) %>% From ed23ba603cec6f0cb1292552490b721f7937a867 Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Thu, 12 Sep 2024 17:57:38 +0100 Subject: [PATCH 34/37] relocate challenge messages --- episodes/clean-data.Rmd | 15 +++++++++------ 1 file changed, 9 insertions(+), 6 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 348a0f64..5d1592f5 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -362,7 +362,7 @@ linelist::make_linelist( How these additional tags are visible in the output? -Explore the function `linelist::tags()` and its [reference documentation](https://epiverse-trace.github.io/linelist/reference/tags.html). + :::::::::::::::::::::::::: :::::::::::::::::::::::::::::::::::::::::::::: @@ -457,17 +457,20 @@ cleaned_data %>% linelist::validate_linelist() ``` +Why are we getting this error message? + +:::::::::::::::::::::::::: + +::::::::::::::::::::::::: hint + +### More examples Other frequent changes can be having: - a date variable like `date_onset` changed to a character, or - a factor variable like `gender` changed to an integer. -Give them a try! - -:::::::::::::::::::::::::: - -::::::::::::::::::::::::: hint +Run these examples and answer: Why are we getting an error message? ```{r,eval=FALSE} # example 2 From 7d6df35857ffa8f4290e05ad93c64ee1a14be0f4 Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Fri, 13 Sep 2024 09:37:47 +0100 Subject: [PATCH 35/37] homogenize the use of pipe (fix #96) --- episodes/clean-data.Rmd | 22 +++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 5d1592f5..b4468136 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -258,25 +258,25 @@ Performing data cleaning operations individually can be time-consuming and error The `clean_data()` function applies a series of predefined data cleaning operations to the input dataset. Here's an example code chunk illustrating how to use `clean_data()` on a raw simulated Ebola dataset: -Further more, you can combine multiple data cleaning tasks via the pipe operator in "|>", as shown in the below code snippet. +Further more, you can combine multiple data cleaning tasks via the pipe operator in "%>%", as shown in the below code snippet. ```{r} # PERFORM THE OPERATIONS USING THE pipe SYNTAX -cleaned_data <- raw_ebola_data |> - cleanepi::standardize_column_names() |> - cleanepi::replace_missing_values(na_strings = "") |> - cleanepi::remove_constants(cutoff = 1.0) |> - cleanepi::remove_duplicates(target_columns = NULL) |> +cleaned_data <- raw_ebola_data %>% + cleanepi::standardize_column_names() %>% + cleanepi::replace_missing_values(na_strings = "") %>% + cleanepi::remove_constants(cutoff = 1.0) %>% + cleanepi::remove_duplicates(target_columns = NULL) %>% cleanepi::standardize_dates( target_columns = c("date_onset", "date_sample"), error_tolerance = 0.4, format = NULL, timeframe = NULL - ) |> + ) %>% cleanepi::check_subject_ids( target_columns = "case_id", range = c(1, 15000) - ) |> - cleanepi::convert_to_numeric(target_columns = "age") |> + ) %>% + cleanepi::convert_to_numeric(target_columns = "age") %>% cleanepi::clean_using_dictionary(dictionary = test_dict) ``` @@ -372,7 +372,7 @@ Safeguarding is implicitly built into the linelist objects. If you try to drop a columns, you will receive an error or warning message, as shown in the example below. ```{r, warning=TRUE} -new_df <- data |> +new_df <- data %>% dplyr::select(case_id, gender) ``` @@ -385,7 +385,7 @@ Let's test the implications of changing the **safeguarding** configuration from - First, run this code to count the frequency per category within a categorical variable: ```{r,eval=FALSE} -data |> +data %>% dplyr::select(case_id, gender) %>% dplyr::count(gender) ``` From 13c0dba4a35e0ec7eee3e4e3ea5aea83aa0d0715 Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Fri, 13 Sep 2024 09:38:54 +0100 Subject: [PATCH 36/37] fix lintr checks --- episodes/clean-data.Rmd | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index b4468136..4d552ef6 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -355,7 +355,7 @@ linelist::make_linelist( date_onset = "date_onset", gender = "gender", age = "age", # same name in default list and dataset - date_reporting = "date_sample", # different names but related + date_reporting = "date_sample" # different names but related ) ``` @@ -386,7 +386,7 @@ Let's test the implications of changing the **safeguarding** configuration from ```{r,eval=FALSE} data %>% - dplyr::select(case_id, gender) %>% + dplyr::select(case_id, gender) %>% dplyr::count(gender) ``` @@ -441,7 +441,7 @@ Identify the correlation between the error messages and the output of `linelist: If we change the `age` variable from numeric to character: ```{r,eval=TRUE,message=FALSE,warning=FALSE} -library(tidyverse) # for {dplyr} functions and the pipe %>% +library(tidyverse) # for {dplyr} functions and the pipe %>% ``` @@ -474,13 +474,13 @@ Run these examples and answer: Why are we getting an error message? ```{r,eval=FALSE} # example 2 -cleaned_data %>% +cleaned_data %>% # simulate a change of data type - dplyr::mutate(date_onset_character = as.character(date_onset)) %>% + dplyr::mutate(date_onset_character = as.character(date_onset)) %>% # tag linelist::make_linelist( date_onset = "date_onset_character" - ) %>% + ) %>% # validate linelist::validate_linelist() ``` @@ -488,14 +488,14 @@ cleaned_data %>% ```{r,eval=FALSE} # example 3 -cleaned_data %>% +cleaned_data %>% # simulate a change of data type - dplyr::mutate(gender = as.factor(gender)) %>% - dplyr::mutate(gender_integer = as.integer(gender)) %>% + dplyr::mutate(gender = as.factor(gender)) %>% + dplyr::mutate(gender_integer = as.integer(gender)) %>% # tag linelist::make_linelist( gender = "gender_integer" - ) %>% + ) %>% # validate linelist::validate_linelist() ``` From 994dea7f925b8882a9bc2bdf13087966b068aa93 Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Fri, 13 Sep 2024 10:06:19 +0100 Subject: [PATCH 37/37] call tidyverse from start to import the pipe --- episodes/clean-data.Rmd | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 4d552ef6..890e6aa9 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -31,6 +31,16 @@ This episode requires you to: ## Introduction In the process of analyzing outbreak data, it's essential to ensure that the dataset is clean, curated, standardized, and valid to facilitate accurate and reproducible analysis. This episode focuses on cleaning epidemics and outbreaks data using the [cleanepi](https://epiverse-trace.github.io/cleanepi/) package, and validate it using the [linelist](https://epiverse-trace.github.io/linelist/) package. For demonstration purposes, we'll work with a simulated dataset of Ebola cases. +Let's start by loading the package `{rio}` to read data and the package `{cleanepi}` to clean it. We'll use the pipe `%>%` to connect some of their functions, including others from the package `{dplyr}`, so let's also call to the tidyverse package: + +```{r,eval=TRUE,message=FALSE,warning=FALSE} +# Load packages +library(tidyverse) # for {dplyr} functions and the pipe %>% +library(rio) # for importing data +library(here) # for easy file referencing +library(cleanepi) +``` + ::::::::::::::::::: checklist ### The double-colon @@ -47,10 +57,6 @@ This help us remember package functions and avoid namespace conflicts. The first step is to import the dataset following the guidelines outlined in the [Read case data](../episodes/read-cases.Rmd) episode. This involves loading the dataset into our environment and view its structure and content. ```{r,eval=FALSE,echo=TRUE,message=FALSE} -# Load packages -library(rio) -library(here) - # Read data # e.g.: if path to file is data/simulated_ebola_2.csv then: raw_ebola_data <- rio::import( @@ -75,7 +81,6 @@ utils::head(raw_ebola_data, 5) Quick exploration and inspection of the dataset are crucial before diving into any analysis tasks. The `{cleanepi}` package simplifies this process with the `scan_data()` function. Let's take a look at how you can use it: ```{r} -library(cleanepi) cleanepi::scan_data(raw_ebola_data) ``` @@ -440,11 +445,6 @@ Identify the correlation between the error messages and the output of `linelist: If we change the `age` variable from numeric to character: -```{r,eval=TRUE,message=FALSE,warning=FALSE} -library(tidyverse) # for {dplyr} functions and the pipe %>% -``` - - ```{r} cleaned_data %>% # simulate a change of data type