From 738e0793ea58aa1f64a45040b5b7449047bcdb0e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Mat=C3=ADas=20Castillo?= Date: Mon, 27 Mar 2023 14:27:08 -0300 Subject: [PATCH 1/3] datos para el data studio y otros MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - se generó codigo para generar los datos para los data studio usados en la página web - se actualizó la versión de Roxygen --- .Rbuildignore | 1 + DESCRIPTION | 6 ++-- R/_auxiliar_data_studio.R | 53 ++++++++++++++++++++++++++++++++++ man/crear_redes_de_palabras.Rd | 16 +++++++--- 4 files changed, 69 insertions(+), 7 deletions(-) create mode 100644 R/_auxiliar_data_studio.R diff --git a/.Rbuildignore b/.Rbuildignore index bb1b087..ec8ebd0 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -9,3 +9,4 @@ ^\.github$ ^data-raw$ ^vignettes/articles$ +^R/_auxiliar_data_studio\.R$ diff --git a/DESCRIPTION b/DESCRIPTION index b6a5af0..2343e1c 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,7 +1,7 @@ Package: labinstrumentos Title: Datos del Laboratorio de Instrumentos Date: 2021-11-19 -Version: 0.0.0.9012 +Version: 0.0.1 Authors@R: c(person("Matías", "Castillo Aguilar", , "matcasti@umag.cl", role = c("aut", "cre"), comment = c(ORCID = "0000-0001-7291-247X")), @@ -10,13 +10,13 @@ Description: Datos, análisis y visualizaciones del laboratorio de intrumentos. License: CC0 Encoding: UTF-8 Roxygen: list(markdown = TRUE) -RoxygenNote: 7.1.2 +RoxygenNote: 7.2.3 URL: https://github.com/SEREMICTCI/labinstrumentos BugReports: https://github.com/SEREMICTCI/labinstrumentos/issues Suggests: rmarkdown Depends: - R (>= 2.10) + R (>= 3.5) LazyData: true Imports: lifecycle, diff --git a/R/_auxiliar_data_studio.R b/R/_auxiliar_data_studio.R new file mode 100644 index 0000000..04631c9 --- /dev/null +++ b/R/_auxiliar_data_studio.R @@ -0,0 +1,53 @@ + +# Cargamos paquete de datos ----------------------------------------------- + +library(labinstrumentos) +library(data.table) +library(googlesheets4) + +# Cargamos los datos ------------------------------------------------------ + +datos <- obtener_datos() + +# Generamos las frecuencias de palabras ----------------------------------- + +# Crear frecuencias una palabra +una_palabra <- list( + Problema = obtener_frecuencias(datos$clean_problema, n_words = 1), + Consecuencia = obtener_frecuencias(datos$clean_consecuencia, n_words = 1), + Causa = obtener_frecuencias(datos$clean_causa, n_words = 1) +) |> rbindlist(idcol = "P-C-C") + +# Crear frecuencias dos palabras +dos_palabra <- list( + Problema = obtener_frecuencias(datos$clean_problema, n_words = 2), + Consecuencia = obtener_frecuencias(datos$clean_consecuencia, n_words = 2), + Causa = obtener_frecuencias(datos$clean_causa, n_words = 2) +) |> rbindlist(idcol = "P-C-C") + +# Crear frecuencias tres palabras +tres_palabra <- list( + Problema = obtener_frecuencias(datos$clean_problema, n_words = 3), + Consecuencia = obtener_frecuencias(datos$clean_consecuencia, n_words = 3), + Causa = obtener_frecuencias(datos$clean_causa, n_words = 3) +) |> rbindlist(idcol = "P-C-C") + + +# Subimos los datos para el Data Studio ----------------------------------- + +googlesheets4::gs4_auth() + +# Subimos el de una palabra +googlesheets4::sheet_write(data = una_palabra, + ss = "1IUm5Y4Ytywwy_nvbORCYn9TkKNr5mSyyMGZ2yRKhmrE", + sheet = "una_palabra") + +# Subimos el de dos palabras +googlesheets4::sheet_write(data = dos_palabra, + ss = "1IUm5Y4Ytywwy_nvbORCYn9TkKNr5mSyyMGZ2yRKhmrE", + sheet = "dos_palabra") + +# Subimos el de tres palabras +googlesheets4::sheet_write(data = tres_palabra, + ss = "1IUm5Y4Ytywwy_nvbORCYn9TkKNr5mSyyMGZ2yRKhmrE", + sheet = "tres_palabra") diff --git a/man/crear_redes_de_palabras.Rd b/man/crear_redes_de_palabras.Rd index 1e9e20b..831a486 100644 --- a/man/crear_redes_de_palabras.Rd +++ b/man/crear_redes_de_palabras.Rd @@ -20,24 +20,32 @@ natural. Primero se creó una matriz de términos (i.e, corpus), usando las palabras únicas -usando el paquete \code{tm}.\if{html}{\out{
}}\preformatted{m <- tm::Corpus(x = tm::VectorSource(x = unique(x))) +usando el paquete \code{tm}. + +\if{html}{\out{
}}\preformatted{m <- tm::Corpus(x = tm::VectorSource(x = unique(x))) m <- tm::TermDocumentMatrix(x = m, control = list(minWordLength = c(1L, Inf))) }\if{html}{\out{
}} Se obtuvieron aquellos términos que tuvieran al menos dos términos que aparecieran de -manera única, asignando el valor de 1 para decir si estos se encontraban presentes o no).\if{html}{\out{
}}\preformatted{m2 <- m[rowSums(m) > 1, ] +manera única, asignando el valor de 1 para decir si estos se encontraban presentes o no). + +\if{html}{\out{
}}\preformatted{m2 <- m[rowSums(m) > 1, ] m2[m2 > 1] <- 1 }\if{html}{\out{
}} Se calculó la co-ocurrencia de los términos calculando la multiplicación de la matriz de -valores por su versión transpuesta, para así obtener nuestra matriz de adjacencia.\if{html}{\out{
}}\preformatted{m3 <- m2 \%*\% t(m2) +valores por su versión transpuesta, para así obtener nuestra matriz de adjacencia. + +\if{html}{\out{
}}\preformatted{m3 <- m2 \%*\% t(m2) }\if{html}{\out{
}} Posteriormente se crearon los nodos con sus respectivos vertices sobre nuestra matriz de adjacencia usando el paquete \code{igraph}, devolviendo el objeto para ser usado en técnicas -de visualización o análisis de comunidades.\if{html}{\out{
}}\preformatted{g <- igraph::graph.adjacency(m3, weighted = TRUE, mode = 'undirected') +de visualización o análisis de comunidades. + +\if{html}{\out{
}}\preformatted{g <- igraph::graph.adjacency(m3, weighted = TRUE, mode = 'undirected') g <- igraph::simplify(g) }\if{html}{\out{
}} From 630cf8f1e4d6965d4ed8dec2d5cad0613b810cec Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Mat=C3=ADas=20Castillo?= Date: Mon, 27 Mar 2023 14:45:50 -0300 Subject: [PATCH 2/3] =?UTF-8?q?actualizaci=C3=B3n=20en=20los=20scripts=20d?= =?UTF-8?q?e=20CI/CD?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .github/workflows/check-full.yaml | 36 +++++++++++++++++------------- .github/workflows/pkgdown.yaml | 37 +++++++++++++++++++++---------- DESCRIPTION | 3 ++- _pkgdown.yml | 4 ++-- 4 files changed, 49 insertions(+), 31 deletions(-) diff --git a/.github/workflows/check-full.yaml b/.github/workflows/check-full.yaml index 04ef7a1..ee65ccb 100644 --- a/.github/workflows/check-full.yaml +++ b/.github/workflows/check-full.yaml @@ -1,4 +1,4 @@ -# Workflow derived from https://github.com/r-lib/actions/tree/master/examples +# Workflow derived from https://github.com/r-lib/actions/tree/v2/examples # Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help # # NOTE: This workflow is overkill for most R packages and @@ -22,37 +22,41 @@ jobs: fail-fast: false matrix: config: - - {os: macOS-latest, r: 'release'} + - {os: macos-latest, r: 'release'} - {os: windows-latest, r: 'release'} # Use 3.6 to trigger usage of RTools35 - # - {os: windows-latest, r: '3.6'} + - {os: windows-latest, r: '3.6'} + # use 4.1 to check with rtools40's older compiler + - {os: windows-latest, r: '4.1'} - # Use older ubuntu to maximise backward compatibility - - {os: ubuntu-18.04, r: 'devel', http-user-agent: 'release'} - - {os: ubuntu-18.04, r: 'release'} - - {os: ubuntu-18.04, r: 'oldrel-1'} - # - {os: ubuntu-18.04, r: 'oldrel-2'} - # - {os: ubuntu-18.04, r: 'oldrel-3'} - # - {os: ubuntu-18.04, r: 'oldrel-4'} + - {os: ubuntu-latest, r: 'devel', http-user-agent: 'release'} + - {os: ubuntu-latest, r: 'release'} + - {os: ubuntu-latest, r: 'oldrel-1'} + - {os: ubuntu-latest, r: 'oldrel-2'} + - {os: ubuntu-latest, r: 'oldrel-3'} + - {os: ubuntu-latest, r: 'oldrel-4'} env: GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} R_KEEP_PKG_SOURCE: yes steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v3 - - uses: r-lib/actions/setup-pandoc@v1 + - uses: r-lib/actions/setup-pandoc@v2 - - uses: r-lib/actions/setup-r@v1 + - uses: r-lib/actions/setup-r@v2 with: r-version: ${{ matrix.config.r }} http-user-agent: ${{ matrix.config.http-user-agent }} use-public-rspm: true - - uses: r-lib/actions/setup-r-dependencies@v1 + - uses: r-lib/actions/setup-r-dependencies@v2 with: - extra-packages: rcmdcheck + extra-packages: any::rcmdcheck + needs: check - - uses: r-lib/actions/check-r-package@v1 + - uses: r-lib/actions/check-r-package@v2 + with: + upload-snapshots: true diff --git a/.github/workflows/pkgdown.yaml b/.github/workflows/pkgdown.yaml index 59ae308..087f0b0 100644 --- a/.github/workflows/pkgdown.yaml +++ b/.github/workflows/pkgdown.yaml @@ -1,33 +1,46 @@ -# Workflow derived from https://github.com/r-lib/actions/tree/master/examples +# Workflow derived from https://github.com/r-lib/actions/tree/v2/examples # Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help on: push: branches: [main, master] - tags: ['*'] + pull_request: + branches: [main, master] + release: + types: [published] + workflow_dispatch: name: pkgdown jobs: pkgdown: runs-on: ubuntu-latest + # Only restrict concurrency for non-PR jobs + concurrency: + group: pkgdown-${{ github.event_name != 'pull_request' || github.run_id }} env: GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v3 - - uses: r-lib/actions/setup-pandoc@v1 + - uses: r-lib/actions/setup-pandoc@v2 - - uses: r-lib/actions/setup-r@v1 + - uses: r-lib/actions/setup-r@v2 with: use-public-rspm: true - - uses: r-lib/actions/setup-r-dependencies@v1 + - uses: r-lib/actions/setup-r-dependencies@v2 with: - extra-packages: pkgdown + extra-packages: any::pkgdown, local::. needs: website - - name: Deploy package - run: | - git config --local user.name "$GITHUB_ACTOR" - git config --local user.email "$GITHUB_ACTOR@users.noreply.github.com" - Rscript -e 'pkgdown::deploy_to_branch(new_process = FALSE)' + - name: Build site + run: pkgdown::build_site_github_pages(new_process = FALSE, install = FALSE) + shell: Rscript {0} + + - name: Deploy to GitHub pages 🚀 + if: github.event_name != 'pull_request' + uses: JamesIves/github-pages-deploy-action@v4.4.1 + with: + clean: false + branch: gh-pages + folder: docs diff --git a/DESCRIPTION b/DESCRIPTION index 2343e1c..f1ae438 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -11,7 +11,8 @@ License: CC0 Encoding: UTF-8 Roxygen: list(markdown = TRUE) RoxygenNote: 7.2.3 -URL: https://github.com/SEREMICTCI/labinstrumentos +URL: https://github.com/SEREMICTCI/labinstrumentos, + https://seremictci.github.io/labinstrumentos/ BugReports: https://github.com/SEREMICTCI/labinstrumentos/issues Suggests: rmarkdown diff --git a/_pkgdown.yml b/_pkgdown.yml index 3fa1c14..056618f 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -1,6 +1,6 @@ -url: https://seremictci.github.io/labinstrumentos - +url: https://seremictci.github.io/labinstrumentos/ template: + bootstrap: 5 params: bootswatch: flatly From a35ecfe3dbf0b62cd0b28710e0080f1f265ff8d3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Mat=C3=ADas=20Castillo?= Date: Mon, 27 Mar 2023 15:15:04 -0300 Subject: [PATCH 3/3] =?UTF-8?q?actualizaci=C3=B3n=20README=20y=20CI/CD?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .github/workflows/check-full.yaml | 2 -- README.Rmd | 20 +++++------ README.md | 42 +++++++++++------------ man/figures/README-unnamed-chunk-2-1.png | Bin 903934 -> 959810 bytes 4 files changed, 31 insertions(+), 33 deletions(-) diff --git a/.github/workflows/check-full.yaml b/.github/workflows/check-full.yaml index ee65ccb..1b7154c 100644 --- a/.github/workflows/check-full.yaml +++ b/.github/workflows/check-full.yaml @@ -34,8 +34,6 @@ jobs: - {os: ubuntu-latest, r: 'release'} - {os: ubuntu-latest, r: 'oldrel-1'} - {os: ubuntu-latest, r: 'oldrel-2'} - - {os: ubuntu-latest, r: 'oldrel-3'} - - {os: ubuntu-latest, r: 'oldrel-4'} env: GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} diff --git a/README.Rmd b/README.Rmd index dbcd55d..e324c94 100644 --- a/README.Rmd +++ b/README.Rmd @@ -14,7 +14,7 @@ knitr::opts_chunk$set( ) ``` -## 1. Datos y análisis del laboratorio de instrumentos +## Datos y análisis del laboratorio de instrumentos @@ -27,7 +27,7 @@ status](https://www.r-pkg.org/badges/version/labinstrumentos)](https://CRAN.R-pr Este es un paquete de que contiene los datos procesados del laboratorio de intrumentos, así como herramientas complementarias para su análisis y visualización. -## 2. Origen de los datos +## Origen de los datos El taller “Laboratorios de Instrumentos” tiene por objetivo generar una propuesta de recomendaciones a programas/instrumentos ANID teniendo en cuenta las brechas regionales y el sistema CTCI local. El análisis actual se focalizó en los los instrumentos más utilizados en la Macrozona Austral, seleccionando solamente aquellos investigadores principales con proyectos vigentes cuyo año de finalización sea desde el 2020 en adelante. A partir de los criterios anteriores, se obtuvieron un total de 4 programas con 6 instrumentos en total. @@ -63,11 +63,11 @@ La secuencia didáctica de los Laboratorios se basa en la producción creativa i | 5\. Identificar información para validar problemas. | 5\. Consolidar recomendaciones: priorización | | | \* Etapa desarrollada en grupos homogéneos | \* Etapa desarrollada en grupos homogéneos | \* Etapa desarrollada en plenario con público heterogéneo | -## 3. Tratamiento de los datos +## Tratamiento de los datos Los talleres fueron desarrollados a partir de la metodología anterior, de la cual se obtuvo información de los problemas, causas, consecuencias, indicadores y soluciones para cada problema detectado. Esto fue compilado en formato largo y quedaron relacionados todos los problemas con sus causas, consecuencias, indicadores y soluciones, utilizando el problema como elemento pivot. -### 3.1. Limpieza manual +### Limpieza manual Para cada columna se realizó una limpieza manual que consistió en 3 pasos: @@ -77,7 +77,7 @@ Para cada columna se realizó una limpieza manual que consistió en 3 pasos: 3. Las palabras compuestas se unificaron con guiones, por ejemplo: Capital-humano, costo-operacional, Macrozona-Austral, etc. -### 3.2. Limpieza programática +### Limpieza programática Descargamos los datos alojados en Google Sheets, con las últimas modificaciones del procesamiento manual de los datos. @@ -85,26 +85,26 @@ Seguido a esto se asignó nombres sintácticamente válidos a las columnas y se Se procesó adicionalmente las columnas de problemas, causas, consecuencias y soluciones, en donde se eliminaron las “stop-words” (conectores), sin incluir aquellas que estuvieron precedidas o antecedidas por un guión, i.e. palabra compuesta (e.g., ‘no-consideran’). -## 4. Análisis de frecuencia de palabras +## Análisis de frecuencia de palabras Se obtuvieron frecuencias de palabras mediante la selección de palabras que se repitieran. Este proceso se replicó con grupos de dos y tres palabras para obtener el contexto en el cual se dieron los términos. Los cuales pueden apreciarse en el segmento de [análisis exploratorio](https://seremictci.github.io/labinstrumentos/articles/articles/eda.html). -## 5. Detección de comunidades +## Detección de comunidades Para el análisis de potenciales comunidades existentes en los datos se crearon las matrices de adjacencia de los términos. Para esto se implementó una función que lo calculó para cada dimensión, la cual puede consultarse en su respectiva [documentación](https://seremictci.github.io/labinstrumentos/reference/crear_redes_de_palabras.html). -### 5.1. Obtención de redes de palabras +### Obtención de redes de palabras Para la creación de las redes de palabras y su posterior estudio, se usó la matriz de adjacencia calculada anteriormente (c.f., ver [documentación](https://seremictci.github.io/labinstrumentos/reference/crear_redes_de_palabras.html)), frente a lo cual realizamos vizualizaciones de redes de palabras y análisis de comunidades. -### 5.2. Análisis alternando la inclusión de ANID +### Análisis alternando la inclusión de ANID Se realizaron análisis incluyendo y excluyendo el término ANID, debido a su influencia producto de su repetición y conexión con otros términos. Los cuales pueden verse a continuación: - [Incluyendo ANID](https://seremictci.github.io/labinstrumentos/articles/articles/network.html) - [Excluyendo ANID](https://seremictci.github.io/labinstrumentos/articles/articles/network_sin_anid.html) -### 5.3. Relación interdimensional mediante gráficos Sankey +### Relación interdimensional mediante gráficos Sankey Para la exploración entre las diferentes dimensiones analizadas, se representaron los términos (así como los grupos de términos) usando gráficos Sankey, los cuales muestran la conexión existente entre dimensiones, pudiendo hallar vínculos entre grupos de palabras y conceptos, permitiendo un nivel de abstracción mayor. Estos pueden apreciarse [aquí](https://seremictci.github.io/labinstrumentos/articles/articles/sankey.html). diff --git a/README.md b/README.md index 8f89798..266a6b4 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ -## 1. Datos y análisis del laboratorio de instrumentos +## Datos y análisis del laboratorio de instrumentos @@ -16,7 +16,7 @@ Este es un paquete de que contiene los datos procesados del laboratorio de intrumentos, así como herramientas complementarias para su análisis y visualización. -## 2. Origen de los datos +## Origen de los datos El taller “Laboratorios de Instrumentos” tiene por objetivo generar una propuesta de recomendaciones a programas/instrumentos ANID teniendo en @@ -80,7 +80,7 @@ Elaboración y Evaluación. | 5\. Identificar información para validar problemas. | 5\. Consolidar recomendaciones: priorización | | | \* Etapa desarrollada en grupos homogéneos | \* Etapa desarrollada en grupos homogéneos | \* Etapa desarrollada en plenario con público heterogéneo | -## 3. Tratamiento de los datos +## Tratamiento de los datos Los talleres fueron desarrollados a partir de la metodología anterior, de la cual se obtuvo información de los problemas, causas, @@ -89,7 +89,7 @@ Esto fue compilado en formato largo y quedaron relacionados todos los problemas con sus causas, consecuencias, indicadores y soluciones, utilizando el problema como elemento pivot. -### 3.1. Limpieza manual +### Limpieza manual Para cada columna se realizó una limpieza manual que consistió en 3 pasos: @@ -107,7 +107,7 @@ pasos: 3. Las palabras compuestas se unificaron con guiones, por ejemplo: Capital-humano, costo-operacional, Macrozona-Austral, etc. -### 3.2. Limpieza programática +### Limpieza programática Descargamos los datos alojados en Google Sheets, con las últimas modificaciones del procesamiento manual de los datos. @@ -122,23 +122,23 @@ consecuencias y soluciones, en donde se eliminaron las “stop-words” antecedidas por un guión, i.e. palabra compuesta (e.g., ‘no-consideran’). -## 4. Análisis de frecuencia de palabras +## Análisis de frecuencia de palabras -Para detectar los temas que más se repiten, se obtuvieron frecuencias de palabras mediante la selección de términos +Se obtuvieron frecuencias de palabras mediante la selección de palabras que se repitieran. Este proceso se replicó con grupos de dos y tres -palabras para obtener el contexto en el cual se dieron los términos y obtener temas más específicos. Los +palabras para obtener el contexto en el cual se dieron los términos. Los cuales pueden apreciarse en el segmento de [análisis exploratorio](https://seremictci.github.io/labinstrumentos/articles/articles/eda.html). -## 5. Detección de posibles comunidades y relaciones entre temas +## Detección de comunidades Para el análisis de potenciales comunidades existentes en los datos se -crearon matrices de adjacencia de los términos. Para esto se -implementó una función que lo calcula para cada dimensión, la cual puede +crearon las matrices de adjacencia de los términos. Para esto se +implementó una función que lo calculó para cada dimensión, la cual puede consultarse en su respectiva [documentación](https://seremictci.github.io/labinstrumentos/reference/crear_redes_de_palabras.html). -### 5.1. Obtención de redes de palabras +### Obtención de redes de palabras Para la creación de las redes de palabras y su posterior estudio, se usó la matriz de adjacencia calculada anteriormente (c.f., ver @@ -146,18 +146,18 @@ la matriz de adjacencia calculada anteriormente (c.f., ver frente a lo cual realizamos vizualizaciones de redes de palabras y análisis de comunidades. -### 5.2. Análisis alternando la inclusión de ANID +### Análisis alternando la inclusión de ANID Se realizaron análisis incluyendo y excluyendo el término ANID, debido a su influencia producto de su repetición y conexión con otros términos. Los cuales pueden verse a continuación: -- [Incluyendo - ANID](https://seremictci.github.io/labinstrumentos/articles/articles/network.html) -- [Excluyendo - ANID](https://seremictci.github.io/labinstrumentos/articles/articles/network_sin_anid.html) +- [Incluyendo + ANID](https://seremictci.github.io/labinstrumentos/articles/articles/network.html) +- [Excluyendo + ANID](https://seremictci.github.io/labinstrumentos/articles/articles/network_sin_anid.html) -### 5.3. Relación interdimensional mediante gráficos Sankey +### Relación interdimensional mediante gráficos Sankey Para la exploración entre las diferentes dimensiones analizadas, se representaron los términos (así como los grupos de términos) usando @@ -206,9 +206,9 @@ Lo que te dará el siguiente resultado. To cite package 'labinstrumentos' in publications use: - Matías Castillo Aguilar and Carlos Morales Quiroz (2021). - labinstrumentos: Datos del Laboratorio de Instrumentos. R package - version 0.0.0.9012. https://github.com/SEREMICTCI/labinstrumentos + Castillo Aguilar M, Morales Quiroz C (2021). _labinstrumentos: Datos + del Laboratorio de Instrumentos_. R package version 0.0.0.9012, + . 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