diff --git a/R/restore.R b/R/restore.R
index 1bb63634e..4d79310c0 100644
--- a/R/restore.R
+++ b/R/restore.R
@@ -23,6 +23,7 @@ gert::git_pull("upstream", refspec = "main")
 gert::git_branch_checkout("updates/gha-auto")
 
 git_restore <- function(file) {
+  if (file.exists(file)) return()
   sys::exec_wait("git", c("checkout", "main", "--", file))
 }
 
diff --git a/content/archive/external/andrewmaclachlan-github-io-casa0005repo.md b/content/archive/external/andrewmaclachlan-github-io-casa0005repo.md
index 1354c5714..f914561fb 100644
--- a/content/archive/external/andrewmaclachlan-github-io-casa0005repo.md
+++ b/content/archive/external/andrewmaclachlan-github-io-casa0005repo.md
@@ -1,7 +1,7 @@
 ---
 title: "CASA0005 Geographic Information Systems and Science"
 author: "Andy MacLachlan and Adam Dennett"
-date: "2023-10-17"
+date: "2023-11-03"
 tags: [Geographic]
 link: "https://andrewmaclachlan.github.io/CASA0005repo/"
 length_weight: "7.5%"
diff --git a/content/archive/external/book-javascript-for-r-com.md b/content/archive/external/book-javascript-for-r-com.md
index 74d1c17e8..df4bbc4e2 100644
--- a/content/archive/external/book-javascript-for-r-com.md
+++ b/content/archive/external/book-javascript-for-r-com.md
@@ -4,7 +4,7 @@ author: "John Coene"
 date: "2021-04-19"
 tags: [Data Science, R Programming, Python]
 link: "https://book.javascript-for-r.com/"
-length_weight: "0%"
+length_weight: "6.6%"
 cover: "https://book.javascript-for-r.com/images/social.png"
 repo: "JohnCoene/javascript-for-r"
 pinned: false
diff --git a/content/archive/external/contributor-r-project-org-rdevguide.md b/content/archive/external/contributor-r-project-org-rdevguide.md
index 480688fea..ab7386e3d 100644
--- a/content/archive/external/contributor-r-project-org-rdevguide.md
+++ b/content/archive/external/contributor-r-project-org-rdevguide.md
@@ -1,7 +1,7 @@
 ---
 title: "R Development Guide"
 author: "R Contribution Working Group"
-date: "2023-10-24"
+date: "2023-11-06"
 tags: [Guide]
 link: "https://contributor.r-project.org/rdevguide/"
 length_weight: "3.4%"
diff --git a/content/archive/external/datasciencepractice-study.md b/content/archive/external/datasciencepractice-study.md
index 68ae845bc..319596e5f 100644
--- a/content/archive/external/datasciencepractice-study.md
+++ b/content/archive/external/datasciencepractice-study.md
@@ -4,7 +4,7 @@ author: "Perry Stephenson"
 date: ""
 tags: [Data Science, Course]
 link: "https://datasciencepractice.study/"
-length_weight: "6%"
+length_weight: "0%"
 cover: "https://datasciencepractice.study/images/cover.png"
 pinned: false
 ---
diff --git a/content/archive/external/edav-info.md b/content/archive/external/edav-info.md
index da016aeec..1f1803b5e 100644
--- a/content/archive/external/edav-info.md
+++ b/content/archive/external/edav-info.md
@@ -1,7 +1,7 @@
 ---
 title: "edav.info, 2nd edition"
 author: "Joyce Robbins"
-date: "2023-10-28"
+date: "2023-11-04"
 tags: [Exploratory Data Analysis, Visualization, Course]
 link: "https://edav.info/"
 length_weight: "4.3%"
diff --git a/content/archive/external/geocompr-robinlovelace-net.md b/content/archive/external/geocompr-robinlovelace-net.md
index 266033e9b..c5bb76358 100644
--- a/content/archive/external/geocompr-robinlovelace-net.md
+++ b/content/archive/external/geocompr-robinlovelace-net.md
@@ -1,10 +1,10 @@
 ---
 title: "Geocomputation with R"
 author: "Robin Lovelace, Jakub Nowosad, Jannes Muenchow"
-date: "2023-11-01"
+date: "2023-11-02"
 tags: [Geographic, Visualization, Data Science, Spatial Data]
 link: "https://geocompr.robinlovelace.net/"
-length_weight: "0%"
+length_weight: "8.6%"
 cover: "https://r.geocompx.org/images/cover.png"
 repo: "geocompx/geocompr"
 pinned: true
diff --git a/content/archive/external/howiuser-com.md b/content/archive/external/howiuser-com.md
index 6ade6a9f8..1c5967278 100644
--- a/content/archive/external/howiuser-com.md
+++ b/content/archive/external/howiuser-com.md
@@ -3,7 +3,7 @@ title: "How I Use R"
 author: "David Keyes // R for the Rest of Us"
 date: ""
 link: "https://howiuser.com/"
-length_weight: "1.1%"
+length_weight: "0%"
 pinned: false
 ---
 
diff --git a/content/archive/external/myrbooksp-netlify-com.md b/content/archive/external/myrbooksp-netlify-com.md
index d7a8e97ef..cf78c1e22 100644
--- a/content/archive/external/myrbooksp-netlify-com.md
+++ b/content/archive/external/myrbooksp-netlify-com.md
@@ -3,7 +3,7 @@ title: "R para los científicos"
 author: "François Rebaudo"
 date: "2021-07-15"
 link: "https://myrbooksp.netlify.com/"
-length_weight: "0%"
+length_weight: "5.3%"
 cover: "https://myrbooksp.netlify.com/myFigures/cover.png"
 repo: "frareb/myRBook_SP"
 pinned: false
diff --git a/content/archive/external/r-graphics-org.md b/content/archive/external/r-graphics-org.md
index c81849a99..332164002 100644
--- a/content/archive/external/r-graphics-org.md
+++ b/content/archive/external/r-graphics-org.md
@@ -1,10 +1,10 @@
 ---
 title: "R Graphics Cookbook, 2nd edition"
 author: "Winston Chang"
-date: "2023-11-01"
+date: "2023-11-08"
 tags: [Guide]
 link: "https://r-graphics.org/"
-length_weight: "7.5%"
+length_weight: "7.4%"
 cover: "https://r-graphics.org/cover.jpg"
 repo: "wch/rgcookbook"
 pinned: true
diff --git a/content/archive/external/r-pkgs-org.md b/content/archive/external/r-pkgs-org.md
index 19847f28f..cb945fe4b 100644
--- a/content/archive/external/r-pkgs-org.md
+++ b/content/archive/external/r-pkgs-org.md
@@ -4,7 +4,7 @@ author: "Hadley Wickham and Jennifer Bryan"
 date: ""
 tags: [Package]
 link: "https://r-pkgs.org/"
-length_weight: "0%"
+length_weight: "9.4%"
 cover: "https://r-pkgs.org/images/cover-2e-small.png"
 pinned: true
 ---
diff --git a/content/archive/external/rc2e-com.md b/content/archive/external/rc2e-com.md
index ce55e4b68..c90f403d6 100644
--- a/content/archive/external/rc2e-com.md
+++ b/content/archive/external/rc2e-com.md
@@ -4,7 +4,7 @@ author: "James (JD) Long, Paul Teetor"
 date: "2019-09-26"
 tags: [Statistics, Package]
 link: "https://rc2e.com/"
-length_weight: "9.9%"
+length_weight: "0%"
 cover: "https://rc2e.com/images_v2/book_cover.jpg"
 repo: "CerebralMastication/R-Cookbook"
 pinned: false
diff --git a/content/archive/external/rmd4sci-njtierney-com.md b/content/archive/external/rmd4sci-njtierney-com.md
index 22035738f..66599587b 100644
--- a/content/archive/external/rmd4sci-njtierney-com.md
+++ b/content/archive/external/rmd4sci-njtierney-com.md
@@ -4,7 +4,7 @@ author: "Nicholas Tierney"
 date: "2020-09-09"
 tags: [R Markdown, Guide, Statistics]
 link: "https://rmd4sci.njtierney.com/"
-length_weight: "0%"
+length_weight: "3.1%"
 pinned: false
 ---
 
diff --git a/content/archive/external/ropensci-github-io-dev-guide.md b/content/archive/external/ropensci-github-io-dev-guide.md
index 54bd8586a..fe5db51ae 100644
--- a/content/archive/external/ropensci-github-io-dev-guide.md
+++ b/content/archive/external/ropensci-github-io-dev-guide.md
@@ -1,7 +1,7 @@
 ---
 title: "rOpenSci Packages: Development, Maintenance, and Peer Review"
 author: "rOpenSci software review editorial team (current and alumni): Brooke Anderson, Scott Chamberlain, Laura DeCicco, Julia Gustavsen, Jeff Hollister, Anna Krystalli, Mauro Lepore, Lincoln Mullen, Mark Padgham, Karthik Ram, Emily Riederer, Noam Ross, Maëlle Salmon, Adam Sparks, Melina Vidoni"
-date: "2023-11-01"
+date: "2023-11-08"
 tags: [Package, Guide, Github]
 link: "https://ropensci.github.io/dev_guide/"
 length_weight: "0%"
diff --git a/content/archive/external/rubenfcasal-github-io-simbook.md b/content/archive/external/rubenfcasal-github-io-simbook.md
index 4ad3d683a..fab3aa966 100644
--- a/content/archive/external/rubenfcasal-github-io-simbook.md
+++ b/content/archive/external/rubenfcasal-github-io-simbook.md
@@ -4,7 +4,7 @@ author: "Rubén Fernández Casal (ruben.fcasal@udc.es), Ricardo Cao (rcao@udc.es
 date: ""
 tags: [Github]
 link: "https://rubenfcasal.github.io/simbook/"
-length_weight: "2.8%"
+length_weight: "7.9%"
 repo: "rubenfcasal/simbook"
 pinned: false
 ---
diff --git a/content/archive/external/smltar-com.md b/content/archive/external/smltar-com.md
index 77a9d5310..3f79a5ba2 100644
--- a/content/archive/external/smltar-com.md
+++ b/content/archive/external/smltar-com.md
@@ -4,7 +4,7 @@ author: "Emil Hvitfeldt and Julia Silge"
 date: "2022-05-11"
 tags: [Machine Learning, Github]
 link: "https://smltar.com/"
-length_weight: "7.9%"
+length_weight: "0%"
 cover: "https://smltar.com/cover.jpg"
 repo: "EmilHvitfeldt/smltar"
 pinned: false
diff --git a/content/archive/external/tidynomicon-github-io-tidynomicon.md b/content/archive/external/tidynomicon-github-io-tidynomicon.md
deleted file mode 100644
index 763a99b11..000000000
--- a/content/archive/external/tidynomicon-github-io-tidynomicon.md
+++ /dev/null
@@ -1,24 +0,0 @@
----
-title: "R for Data Engineers"
-author: "Greg Wilson"
-date: "2021-01-11"
-tags: [Guide, Python, R Programming]
-link: "https://tidynomicon.github.io/tidynomicon/"
-length_weight: "6.3%"
-repo: "gvwilson/tidynomicon"
-pinned: false
----
-
-R for Data Engineers [...] Years ago,
-Patrick Burns wrote The R Inferno,
-a guide to R for those who think they are in hell.
-Upon first encountering the language after two decades of using Python,
-I thought Burns was an optimist—after all,
-hell has rules. I have since realized that R does too,
-and that they are no more confusing or contradictory than those of other programming languages.
-They only appear so because R draws on a tradition unfamiliar to those of us raised with derivatives of C.
-Counting from one,
-copying data rather than modifying it,
-lazy evaluation:
-to quote the other bard,
-these are not ...
diff --git a/content/archive/external/www-bigbookofr-com.md b/content/archive/external/www-bigbookofr-com.md
index 02beb6caa..84484e948 100644
--- a/content/archive/external/www-bigbookofr-com.md
+++ b/content/archive/external/www-bigbookofr-com.md
@@ -3,7 +3,7 @@ title: "Big Book of R"
 author: "Oscar Baruffa"
 date: ""
 link: "https://www.bigbookofr.com/"
-length_weight: "5.8%"
+length_weight: "0%"
 cover: "https://www.bigbookofr.com/images/big_book_social.png"
 pinned: false
 ---
diff --git a/content/archive/external/www-cdyf-me.md b/content/archive/external/www-cdyf-me.md
index dbe5387a7..1029a3a9f 100644
--- a/content/archive/external/www-cdyf-me.md
+++ b/content/archive/external/www-cdyf-me.md
@@ -1,6 +1,6 @@
 ---
 title: "Coding Your Future: A Guidebook for Students"
-author: "Duncan Hull and illustrated by Bryan Mathers. The text of this guidebook is licensed CC-BY-NC-ND see cdyf.me/#license and was last updated on 27 October, 2023, Duncan Hull and Bryan Mathers"
+author: "Duncan Hull and illustrated by Bryan Mathers. The text of this guidebook is licensed CC-BY-NC-ND see cdyf.me/#license and was last updated on 07 November, 2023, Duncan Hull and Bryan Mathers"
 date: ""
 tags: [Guide]
 link: "https://www.cdyf.me/"
diff --git a/content/archive/external/www-datascienceatthecommandline-com-1e.md b/content/archive/external/www-datascienceatthecommandline-com-1e.md
index 560781973..5ee79e33b 100644
--- a/content/archive/external/www-datascienceatthecommandline-com-1e.md
+++ b/content/archive/external/www-datascienceatthecommandline-com-1e.md
@@ -4,7 +4,7 @@ author: "Jeroen Janssens"
 date: ""
 tags: [Data Science, Guide, Unix]
 link: "https://www.datascienceatthecommandline.com/1e/"
-length_weight: "1.7%"
+length_weight: "0%"
 cover: "https://datascienceatthecommandline.com/og.png"
 repo: "jeroenjanssens/data-science-at-the-command-line"
 pinned: true
diff --git a/content/archive/external/www-econometrics-with-r-org.md b/content/archive/external/www-econometrics-with-r-org.md
index 73d2aa7fd..af5bf2d70 100644
--- a/content/archive/external/www-econometrics-with-r-org.md
+++ b/content/archive/external/www-econometrics-with-r-org.md
@@ -1,7 +1,7 @@
 ---
 title: "Introduction to Econometrics with R"
 author: "Christoph Hanck, Martin Arnold, Alexander Gerber, and Martin Schmelzer"
-date: "2023-08-29"
+date: "2023-11-08"
 tags: [Econometrics, Statistics, Textbook, R Programming, Guide, Visualization]
 link: "https://www.econometrics-with-r.org/"
 length_weight: "10.5%"
diff --git a/content/archive/external/www-t4rstats-com.md b/content/archive/external/www-t4rstats-com.md
index e567bc400..67e5d565b 100644
--- a/content/archive/external/www-t4rstats-com.md
+++ b/content/archive/external/www-t4rstats-com.md
@@ -3,7 +3,7 @@ title: "Twitter for R programmers"
 author: "Oscar Baruffa, Veerle van Son"
 date: ""
 link: "https://www.t4rstats.com/"
-length_weight: "2.2%"
+length_weight: "0%"
 cover: "https://www.t4rstats.com/images/welcome_to_rstats_twitter_social.png"
 repo: "oscarbaruffa/Book-Twitter-for-R"
 pinned: false
diff --git a/content/archive/internal/a-shaker-stm1001-topic-7.md b/content/archive/internal/a-shaker-stm1001-topic-7.md
index 3d70a1b38..0f51146f9 100644
--- a/content/archive/internal/a-shaker-stm1001-topic-7.md
+++ b/content/archive/internal/a-shaker-stm1001-topic-7.md
@@ -1,9 +1,9 @@
 ---
 title: "STM1001 Topic 7: One-way ANOVA"
 author: "Amanda Shaker"
-date: "2022-10-13T01:51:43Z"
+date: "2023-11-02T20:34:25Z"
 link: "https://bookdown.org/a_shaker/STM1001_Topic_7/"
-length_weight: "1.3%"
+length_weight: "2.7%"
 pinned: false
 ---
 
diff --git a/content/archive/internal/a-shaker-stm1001-topic-8.md b/content/archive/internal/a-shaker-stm1001-topic-8.md
index 8d6f06313..1e2f9b5a4 100644
--- a/content/archive/internal/a-shaker-stm1001-topic-8.md
+++ b/content/archive/internal/a-shaker-stm1001-topic-8.md
@@ -1,7 +1,7 @@
 ---
 title: "STM1001 Topic 8: Correlation and Simple Linear Regression"
 author: "Amanda Shaker"
-date: "2023-02-15T03:10:49Z"
+date: "2023-11-08T03:40:39Z"
 link: "https://bookdown.org/a_shaker/STM1001_Topic_8/"
 length_weight: "3.1%"
 pinned: false
diff --git a/content/archive/internal/amdehaan-hu-statistiek-en-excel.md b/content/archive/internal/amdehaan-hu-statistiek-en-excel.md
new file mode 100644
index 000000000..c2a7dc453
--- /dev/null
+++ b/content/archive/internal/amdehaan-hu-statistiek-en-excel.md
@@ -0,0 +1,11 @@
+---
+title: "Statistiek en Excel"
+author: "docenten: Alyanne, Bas, Michael, Renate, Rolinka en Zoltán"
+date: "2023-11-06T13:28:50Z"
+link: "https://bookdown.org/amdehaan_hu/statistiek_en_excel/"
+length_weight: "10.7%"
+repo: "DataScienceILC/tlsc-ev1v-17"
+pinned: false
+---
+
+Dit is de reader voor de module Statistiek en Excel [...] De cursus Inleiding Exacte Vaardigheden (voltijd) en Biomedische Basisvaardigheden (deeltijd) maken deel uit het studieprogramma van de VL1, tijdvak 1, periode A. Het is respectievelijk een onderdeel van de voltijds en de deeltijds propedeuse van de opleiding Life Sciences. De kennis en vaardigheden die worden opgedaan sluiten aan bij de thema’s ‘Health & Disease’, ‘Food & Health’ en ‘Sustainibility’. De cursus bestaat uit 2 modules: Deze online reader is voor Statistiek en Excel. Meer informatie over de overkoepelende cursus ...
diff --git a/content/archive/internal/armin-e-ee-bd.md b/content/archive/internal/armin-e-ee-bd.md
index 5832e0303..e26a443fb 100644
--- a/content/archive/internal/armin-e-ee-bd.md
+++ b/content/archive/internal/armin-e-ee-bd.md
@@ -1,7 +1,7 @@
 ---
 title: "Entscheidungsergonomie"
 author: "Prof. Dr. Armin Eichinger"
-date: "2023-10-26T14:40:22Z"
+date: "2023-11-03T12:37:19Z"
 link: "https://bookdown.org/Armin_E/ee-bd/"
 length_weight: "10.9%"
 repo: "rstudio/bookdown-demo"
diff --git a/content/archive/internal/baba-yoshihiko-doing-meta-analysis-in-r.md b/content/archive/internal/baba-yoshihiko-doing-meta-analysis-in-r.md
index 14e062f51..9c8c05b81 100644
--- a/content/archive/internal/baba-yoshihiko-doing-meta-analysis-in-r.md
+++ b/content/archive/internal/baba-yoshihiko-doing-meta-analysis-in-r.md
@@ -1,7 +1,7 @@
 ---
 title: "Doing Meta-Analysis in R"
 author: "Mathias Harrer, Pim Cuijpers, Toshi A. Furukawa, David D. Ebert"
-date: "2023-04-26T03:43:04Z"
+date: "2023-09-26T05:56:47Z"
 tags: [Meta-Analysis, Guide]
 link: "https://bookdown.org/baba_yoshihiko/Doing_Meta_Analysis_in_R/"
 length_weight: "100%"
diff --git a/content/archive/internal/blazej-kochanski-statystyka2.md b/content/archive/internal/blazej-kochanski-statystyka2.md
index 669c569d1..471f7920b 100644
--- a/content/archive/internal/blazej-kochanski-statystyka2.md
+++ b/content/archive/internal/blazej-kochanski-statystyka2.md
@@ -1,9 +1,9 @@
 ---
 title: "Statystyka 2. Skrypt"
 author: "Błażej Kochański"
-date: "2023-11-01T10:03:59Z"
+date: "2023-11-03T23:17:45Z"
 link: "https://bookdown.org/blazej_kochanski/statystyka2/"
-length_weight: "8.3%"
+length_weight: "8.7%"
 repo: "rstudio/bookdown-demo"
 pinned: false
 ---
diff --git a/content/archive/internal/boehm-kasper-tutorial-mit-emma-durch-den-datenschungel.md b/content/archive/internal/boehm-kasper-tutorial-mit-emma-durch-den-datenschungel.md
index 858a33d52..ddf0dfc37 100644
--- a/content/archive/internal/boehm-kasper-tutorial-mit-emma-durch-den-datenschungel.md
+++ b/content/archive/internal/boehm-kasper-tutorial-mit-emma-durch-den-datenschungel.md
@@ -1,11 +1,12 @@
 ---
 title: "Mit Emma durch den Daten-Dschungel"
 author: "Daniel Schumann & Oliver Böhm-Kasper"
-date: "2023-10-05T17:42:50Z"
+date: "2023-11-08T12:04:13Z"
+tags: [Tutorial]
 link: "https://bookdown.org/boehm_kasper/Tutorial_Mit_Emma_durch_den_Datenschungel/"
 length_weight: "4.7%"
 repo: "https://gitlab.ub.uni-bielefeld.de/oliver.boehm-kasper/r-tutorial-mit-emma-durch-den-datendschungel/"
 pinned: false
 ---
 
-Begleitdokument zur Selbstlerneinheit “Mit Emma durch Daten-Dschungel” [...] Dieses Dokument soll Dich bei der Bearbeitung des Selbstlernkurses “Mit Emma durch den Daten-Dschungel” unterstützen. Du hast mit Emma bislang verschiedene Schritte auf ihrem Weg zur empirischen Abschlussarbeit erlebt. Nun kannst Du gemeinsam mit Emma das Auswertungsprogramm “R / RStudio” kennenlernen. (R ist das eigentliche Auswertungsprogramm; RStudio ist eine nutzterfreundliche Entwicklungsumgebung zur einfacheren Bedienung des Programms R.) Dieses Dokument soll Dir helfen, die einzelnen Schritte der ...
+Begleitdokument zur Selbstlerneinheit “Mit Emma durch Daten-Dschungel” [...] Dieses Tutorial soll Dich bei der Bearbeitung des Selbstlernkurses “Mit Emma durch den Daten-Dschungel” unterstützen. Du hast mit Emma bislang verschiedene Schritte auf ihrem Weg zur empirischen Abschlussarbeit erlebt. Nun kannst Du gemeinsam mit Emma das Auswertungsprogramm “R / RStudio” kennenlernen. (R ist das eigentliche Auswertungsprogramm; RStudio ist eine nutzerfreundliche Entwicklungsumgebung zur einfacheren Bedienung des Programms R.) Dieses Dokument soll Dir helfen, die einzelnen Schritte der ...
diff --git a/content/archive/internal/brianjmpark-everydayr.md b/content/archive/internal/brianjmpark-everydayr.md
index 504ddbf00..e31f083e5 100644
--- a/content/archive/internal/brianjmpark-everydayr.md
+++ b/content/archive/internal/brianjmpark-everydayr.md
@@ -1,10 +1,10 @@
 ---
 title: "Everyday-R: Practical R for Data Science"
 author: "by Brian Jungmin Park"
-date: "2023-10-12T19:33:51Z"
+date: "2023-11-02T18:11:02Z"
 tags: [Data Science, Package, Github, R Markdown]
 link: "https://bookdown.org/brianjmpark/everydayR/"
-length_weight: "7.6%"
+length_weight: "8.1%"
 repo: "rstudio/bookdown-demo"
 pinned: false
 ---
diff --git a/content/archive/internal/cochrabj-cookbook2e.md b/content/archive/internal/cochrabj-cookbook2e.md
index 268cb0090..65a7eba70 100644
--- a/content/archive/internal/cochrabj-cookbook2e.md
+++ b/content/archive/internal/cochrabj-cookbook2e.md
@@ -1,7 +1,7 @@
 ---
 title: "Cooking After Retirement. 2nd. Edition"
 author: "Bruce Cochrane"
-date: "2023-11-01T15:16:08Z"
+date: "2023-11-07T15:21:42Z"
 link: "https://bookdown.org/cochrabj/cookbook2e/"
 length_weight: "8.1%"
 repo: "bjcochrane/CookBook2"
diff --git a/content/archive/internal/david-carslaw-openair.md b/content/archive/internal/david-carslaw-openair.md
index c3d816c23..e39a92f94 100644
--- a/content/archive/internal/david-carslaw-openair.md
+++ b/content/archive/internal/david-carslaw-openair.md
@@ -1,7 +1,7 @@
 ---
 title: "The openair book"
 author: "David C Carslaw, Jack Davison"
-date: "2023-07-03T07:41:24Z"
+date: "2023-11-08T12:58:03Z"
 tags: [Data Analysis]
 link: "https://bookdown.org/david_carslaw/openair/"
 length_weight: "100%"
diff --git a/content/archive/internal/edsaul-perez-ejercicios-farmacocinetica.md b/content/archive/internal/edsaul-perez-ejercicios-farmacocinetica.md
index 582ccc060..7dd6ff4f2 100644
--- a/content/archive/internal/edsaul-perez-ejercicios-farmacocinetica.md
+++ b/content/archive/internal/edsaul-perez-ejercicios-farmacocinetica.md
@@ -1,9 +1,9 @@
 ---
 title: "Recopilación de Ejercicios de Farmacocinética"
 author: "Edsaúl Emilio Pérez Guerrero"
-date: "2023-10-20T22:28:54Z"
+date: "2023-11-08T22:22:30Z"
 link: "https://bookdown.org/edsaul_perez/Ejercicios-Farmacocinetica/"
-length_weight: "6.1%"
+length_weight: "6.2%"
 repo: "rstudio/bookdown-demo"
 pinned: false
 ---
diff --git a/content/archive/internal/egarpor-inference.md b/content/archive/internal/egarpor-inference.md
index fee3804dd..a6c0b92f0 100644
--- a/content/archive/internal/egarpor-inference.md
+++ b/content/archive/internal/egarpor-inference.md
@@ -1,7 +1,7 @@
 ---
 title: "A First Course on Statistical Inference"
 author: "Isabel Molina Peralta and Eduardo García-Portugués"
-date: "2023-10-28T10:55:33Z"
+date: "2023-11-04T19:28:54Z"
 tags: [Course, Statistics, Data Science]
 link: "https://bookdown.org/egarpor/inference/"
 length_weight: "100%"
diff --git a/content/archive/internal/epeterson-2010-docs.md b/content/archive/internal/epeterson-2010-docs.md
index 3a455a440..287629a02 100644
--- a/content/archive/internal/epeterson-2010-docs.md
+++ b/content/archive/internal/epeterson-2010-docs.md
@@ -1,10 +1,10 @@
 ---
 title: "INFO 532: Advanced GIS"
 author: "Emily Peterson & Alex Edwards"
-date: "2023-10-30T13:45:06Z"
+date: "2023-11-08T14:55:19Z"
 tags: [Geographic, Spatial Data, Course]
 link: "https://bookdown.org/epeterson_2010/docs/"
-length_weight: "6.1%"
+length_weight: "6.9%"
 repo: "Enpeterson/INFO532"
 pinned: false
 ---
diff --git a/content/archive/internal/hneth-ds4psy.md b/content/archive/internal/hneth-ds4psy.md
index d54dd805a..c4aca3406 100644
--- a/content/archive/internal/hneth-ds4psy.md
+++ b/content/archive/internal/hneth-ds4psy.md
@@ -1,7 +1,7 @@
 ---
 title: "Data Science for Psychologists"
 author: "Hansjörg Neth"
-date: "2023-10-16T11:41:20Z"
+date: "2023-11-06T10:34:26Z"
 tags: [Data Science, Psychology, Social Science, Statistics]
 link: "https://bookdown.org/hneth/ds4psy/"
 length_weight: "100%"
diff --git a/content/archive/internal/hneth-i2ds.md b/content/archive/internal/hneth-i2ds.md
index 33aab3f93..6cea05d1e 100644
--- a/content/archive/internal/hneth-i2ds.md
+++ b/content/archive/internal/hneth-i2ds.md
@@ -1,7 +1,7 @@
 ---
 title: "Introduction to Data Science"
 author: "Hansjörg Neth"
-date: "2023-10-31T12:47:45Z"
+date: "2023-11-06T10:51:19Z"
 tags: [Data Science, Data Analysis, R Programming, Course, Statistics]
 link: "https://bookdown.org/hneth/i2ds/"
 length_weight: "100%"
diff --git a/content/archive/internal/igisc-envdatasci.md b/content/archive/internal/igisc-envdatasci.md
index e99a409ec..e0bc7c09d 100644
--- a/content/archive/internal/igisc-envdatasci.md
+++ b/content/archive/internal/igisc-envdatasci.md
@@ -1,7 +1,7 @@
 ---
 title: "Introduction to Environmental Data Science"
 author: "Jerry Davis, SFSU Institute for Geographic Information Science"
-date: "2023-11-01T19:19:44Z"
+date: "2023-11-08T19:43:26Z"
 tags: [Data Science, Data Analysis, Spatial Data, Exploratory Data Analysis, Tidyverse, Package]
 link: "https://bookdown.org/igisc/EnvDataSci/"
 length_weight: "100%"
diff --git a/content/archive/internal/jaf005-data-analysis-with-r.md b/content/archive/internal/jaf005-data-analysis-with-r.md
index e972577c6..593b933cc 100644
--- a/content/archive/internal/jaf005-data-analysis-with-r.md
+++ b/content/archive/internal/jaf005-data-analysis-with-r.md
@@ -1,7 +1,7 @@
 ---
 title: "Data Analysis with R"
 author: "Joseph Fox"
-date: "2023-10-26T17:58:11Z"
+date: "2023-11-03T17:33:52Z"
 tags: [Data Analysis]
 link: "https://bookdown.org/jaf005/Data-Analysis-with-R/"
 length_weight: "100%"
diff --git a/content/archive/internal/kennedy-huerta-introduccin-al-anlisis-de-datos.md b/content/archive/internal/kennedy-huerta-introduccin-al-anlisis-de-datos.md
new file mode 100644
index 000000000..d2ca7587d
--- /dev/null
+++ b/content/archive/internal/kennedy-huerta-introduccin-al-anlisis-de-datos.md
@@ -0,0 +1,10 @@
+---
+title: "Introducción al Análisis de Datos"
+author: "Grupo 7"
+date: "2023-11-08T14:00:53Z"
+link: "https://bookdown.org/kennedy_huerta/introduccin_al_anlisis_de_datos/"
+length_weight: "4.2%"
+pinned: false
+---
+
+Grupo 7 Atencio Alejo, Alexander Gutierrez Huaman, Jesus Hernesto Huerta Tiburcio, Kennedy Brayan Perez Perez, Carla Estefani Xiomara Villa Yataco, Krisstell Si sientes una fascinación por el mundo del análisis de datos y tienes un deseo genuino de adentrarte en los universos de la exploración y preparación de datos del lenguaje R y Rstudio, has llegado al lugar indicado. En este espacio, te sumergirás en un mar de conocimiento que te proporcionará las bases necesarias para comprender y dominar estas poderosas etapas del proceso de análisis de datos.  ...
diff --git a/content/archive/internal/kristopher-pruitt-ds-for-all.md b/content/archive/internal/kristopher-pruitt-ds-for-all.md
index e293dcb36..bed51fc5f 100644
--- a/content/archive/internal/kristopher-pruitt-ds-for-all.md
+++ b/content/archive/internal/kristopher-pruitt-ds-for-all.md
@@ -1,7 +1,7 @@
 ---
 title: "Data Science for All"
 author: "Kristopher Pruitt"
-date: "2023-10-31T21:56:34Z"
+date: "2023-11-07T18:24:38Z"
 tags: [Data Science, Textbook, R Programming]
 link: "https://bookdown.org/kristopher_pruitt/DS-for-All/"
 length_weight: "100%"
diff --git a/content/archive/internal/lexcomber-geog3195.md b/content/archive/internal/lexcomber-geog3195.md
index f89bfc848..a547194b6 100644
--- a/content/archive/internal/lexcomber-geog3195.md
+++ b/content/archive/internal/lexcomber-geog3195.md
@@ -1,10 +1,10 @@
 ---
 title: "GEOG3915 GeoComputation and Spatial Analysis practicals"
 author: "Lex Comber"
-date: "2023-10-19T09:58:58Z"
+date: "2023-11-03T08:53:02Z"
 tags: [Spatial Data]
 link: "https://bookdown.org/lexcomber/GEOG3195/"
-length_weight: "4%"
+length_weight: "4.7%"
 pinned: false
 ---
 
diff --git a/content/archive/internal/ltupper-340f23-notes.md b/content/archive/internal/ltupper-340f23-notes.md
index 4cb8349d7..566a90b68 100644
--- a/content/archive/internal/ltupper-340f23-notes.md
+++ b/content/archive/internal/ltupper-340f23-notes.md
@@ -1,7 +1,7 @@
 ---
 title: "Stat 340 Notes: Fall 2023"
 author: "Laurie Tupper"
-date: "2023-11-01T11:24:33Z"
+date: "2023-11-08T12:19:48Z"
 tags: [Course]
 link: "https://bookdown.org/ltupper/340f23_notes/"
 length_weight: "100%"
diff --git a/content/archive/internal/luguben-efa-in-r.md b/content/archive/internal/luguben-efa-in-r.md
new file mode 100644
index 000000000..1562e1485
--- /dev/null
+++ b/content/archive/internal/luguben-efa-in-r.md
@@ -0,0 +1,11 @@
+---
+title: "Exploratory Factor Analysis in R"
+author: ""
+date: "2023-11-06T02:02:23Z"
+tags: [Course, Multivariate]
+link: "https://bookdown.org/luguben/EFA_in_R/"
+length_weight: "5.4%"
+pinned: false
+---
+
+This online course describe how to extract and use open source data for factor analysis in R. [...] Course Overview Hi All, Welcome to the Online Course on “Exploratory Factor Analysis in R”. This is an online course designed to deepen your understanding of how to conduct factor analysis in R. The target audience are graduate students, researchers, and anyone interested in learning how to use open-source data for factor analysis. Factor analysis is a data reduction method used to explore and validate the structure of observed variables in multivariate data. Please read the course syllabus ...
diff --git a/content/archive/internal/marc-trussler-iis.md b/content/archive/internal/marc-trussler-iis.md
index c82ae0a3c..ff42cbd64 100644
--- a/content/archive/internal/marc-trussler-iis.md
+++ b/content/archive/internal/marc-trussler-iis.md
@@ -1,11 +1,11 @@
 ---
 title: "Introduction to Inferential Statistics"
 author: "Dr. Marc Trussler"
-date: "2023-10-31T17:16:32Z"
+date: "2023-11-08T22:12:49Z"
 tags: [Statistics, Data Science, Tidy]
 link: "https://bookdown.org/marc_trussler/IIS/"
 length_weight: "100%"
 pinned: false
 ---
 
-Class notes for PSCI-1801 [...] Current as of 2023-10-31 Lecture: MW 12-1:30pm (MCNB 309) Dr. Marc Trussler trussler@sas.upen.edu Fox-Fels Hall 32 (3814 Walnut Street) Office Hours: M 9-11am TA: Dylan Radley dradley@sas.upenn.edu Fox-Fels Hall 35 (3814 Walnut Street) Office Hours: Tuesday 11-12 Tuesday 3-4 Thursday 12-1 The first step of many data science sequences is to learn a great deal about how to work with individual data sets: cleaning, tidying, merging, describing and visualizing data. These are crucial skills in data analytics, but describing a data set is not our ultimate goal. The ...
+Class notes for PSCI-1801 [...] Current as of 2023-11-08 Lecture: MW 12-1:30pm (MCNB 309) Dr. Marc Trussler trussler@sas.upen.edu Fox-Fels Hall 32 (3814 Walnut Street) Office Hours: M 9-11am TA: Dylan Radley dradley@sas.upenn.edu Fox-Fels Hall 35 (3814 Walnut Street) Office Hours: Tuesday 11-12 Tuesday 3-4 Thursday 12-1 The first step of many data science sequences is to learn a great deal about how to work with individual data sets: cleaning, tidying, merging, describing and visualizing data. These are crucial skills in data analytics, but describing a data set is not our ultimate goal. The ...
diff --git a/content/archive/internal/maria-gallegos-where-are-genes-2021.md b/content/archive/internal/maria-gallegos-where-are-genes-2021.md
index b52938326..a087829de 100644
--- a/content/archive/internal/maria-gallegos-where-are-genes-2021.md
+++ b/content/archive/internal/maria-gallegos-where-are-genes-2021.md
@@ -1,7 +1,7 @@
 ---
 title: "Fantastic Genes and Where to Find Them"
 author: "Maria Gallegos, Cal State University East Bay"
-date: "2023-10-18T21:36:21Z"
+date: "2023-11-03T23:17:57Z"
 tags: [Education, Course]
 link: "https://bookdown.org/maria_gallegos/where-are-genes-2021/"
 length_weight: "8.7%"
diff --git a/content/archive/internal/martin-pischtschan-skript-atrt1.md b/content/archive/internal/martin-pischtschan-skript-atrt1.md
index f8c8ce316..e903faf73 100644
--- a/content/archive/internal/martin-pischtschan-skript-atrt1.md
+++ b/content/archive/internal/martin-pischtschan-skript-atrt1.md
@@ -1,9 +1,9 @@
 ---
 title: "Skript Antriebsregelungstechnik"
 author: "Martin Pischtschan"
-date: "2023-04-14T20:29:03Z"
+date: "2023-11-05T19:56:41Z"
 link: "https://bookdown.org/martin_pischtschan/skript_atrt1/"
-length_weight: "11.8%"
+length_weight: "12%"
 repo: "https://bookdown.org/martin_pischtschan/skript_atrt1"
 pinned: false
 ---
diff --git a/content/archive/internal/martin-shepperd-moderndatabook.md b/content/archive/internal/martin-shepperd-moderndatabook.md
index 2b7ea07e4..69cc8ee49 100644
--- a/content/archive/internal/martin-shepperd-moderndatabook.md
+++ b/content/archive/internal/martin-shepperd-moderndatabook.md
@@ -1,10 +1,10 @@
 ---
 title: "CS5702 Modern Data Book"
 author: "Martin Shepperd"
-date: "2022-10-16T06:56:14Z"
+date: "2023-09-18T15:54:56Z"
 tags: [Course, Data Science, Package]
 link: "https://bookdown.org/martin_shepperd/ModernDataBook/"
-length_weight: "8%"
+length_weight: "1.8%"
 cover: "https://bookdown.org/martin_shepperd/ModernDataBook/images/KandinskyCarsCover.png"
 pinned: false
 ---
diff --git a/content/archive/internal/masayukeeeee-jiyu-dslec-2023-01.md b/content/archive/internal/masayukeeeee-jiyu-dslec-2023-01.md
index d0cbc1772..f62f67339 100644
--- a/content/archive/internal/masayukeeeee-jiyu-dslec-2023-01.md
+++ b/content/archive/internal/masayukeeeee-jiyu-dslec-2023-01.md
@@ -1,7 +1,7 @@
 ---
 title: "2023年度:データサイエンス　第１回"
 author: "酒井　優行"
-date: "2023-10-27T12:49:53Z"
+date: "2023-11-03T04:56:45Z"
 link: "https://bookdown.org/masayukeeeee/jiyu-dslec-2023-01/"
 length_weight: "6.7%"
 pinned: false
diff --git a/content/archive/internal/masayukeeeee-jiyu-dslec-2023-02.md b/content/archive/internal/masayukeeeee-jiyu-dslec-2023-02.md
index 90eedce64..ae762b3c0 100644
--- a/content/archive/internal/masayukeeeee-jiyu-dslec-2023-02.md
+++ b/content/archive/internal/masayukeeeee-jiyu-dslec-2023-02.md
@@ -1,9 +1,9 @@
 ---
 title: "2023年度：データサイエンス 第2回"
 author: "酒井 優行"
-date: "2023-10-27T13:42:51Z"
+date: "2023-11-03T12:02:29Z"
 link: "https://bookdown.org/masayukeeeee/jiyu-dslec-2023-02/"
-length_weight: "5.7%"
+length_weight: "5.5%"
 pinned: false
 ---
 
diff --git a/content/archive/internal/masayukeeeee-jiyu-dslec-2023-03.md b/content/archive/internal/masayukeeeee-jiyu-dslec-2023-03.md
new file mode 100644
index 000000000..d0bd50727
--- /dev/null
+++ b/content/archive/internal/masayukeeeee-jiyu-dslec-2023-03.md
@@ -0,0 +1,10 @@
+---
+title: "2023年度：データサイエンス 第3回"
+author: "酒井 優行"
+date: "2023-11-04T04:33:21Z"
+link: "https://bookdown.org/masayukeeeee/jiyu-dslec-2023-03/"
+length_weight: "4.2%"
+pinned: false
+---
+
+2023年度：データサイエンス 第3回 [...] ...
diff --git a/content/archive/internal/masayukeeeee-jiyu-dslec-2023-workassignments.md b/content/archive/internal/masayukeeeee-jiyu-dslec-2023-workassignments.md
index cdd94f3d0..f8c7ac73d 100644
--- a/content/archive/internal/masayukeeeee-jiyu-dslec-2023-workassignments.md
+++ b/content/archive/internal/masayukeeeee-jiyu-dslec-2023-workassignments.md
@@ -1,9 +1,9 @@
 ---
 title: "2023年度:データサイエンス　課題"
 author: "酒井　優行"
-date: "2023-10-27T13:43:38Z"
+date: "2023-11-04T03:33:25Z"
 link: "https://bookdown.org/masayukeeeee/jiyu-dslec-2023-workassignments/"
-length_weight: "1.6%"
+length_weight: "1.9%"
 pinned: false
 ---
 
diff --git a/content/archive/internal/nowosad-geostatystyka.md b/content/archive/internal/nowosad-geostatystyka.md
index 8eba42fa9..ccd130444 100644
--- a/content/archive/internal/nowosad-geostatystyka.md
+++ b/content/archive/internal/nowosad-geostatystyka.md
@@ -1,7 +1,7 @@
 ---
 title: "Geostatystyka w R"
 author: "Jakub Nowosad"
-date: "2023-10-03T18:19:52Z"
+date: "2023-11-08T13:25:45Z"
 tags: [Statistics]
 link: "https://bookdown.org/nowosad/geostatystyka/"
 length_weight: "9.6%"
diff --git a/content/archive/internal/pbaumgartner-sr2-notes.md b/content/archive/internal/pbaumgartner-sr2-notes.md
index f70e7ea57..0027db58c 100644
--- a/content/archive/internal/pbaumgartner-sr2-notes.md
+++ b/content/archive/internal/pbaumgartner-sr2-notes.md
@@ -1,11 +1,10 @@
 ---
 title: "Personal Notes: Statistical Rethinking (2nd ed)"
 author: "Peter Baumgartner"
-date: "2023-11-01T22:58:21Z"
-tags: [Tidyverse, Bayesian, Statistics]
+date: "2023-11-07T17:43:11Z"
 link: "https://bookdown.org/pbaumgartner/sr2-notes/"
 length_weight: "100%"
 pinned: false
 ---
 
-Peter Baumgartner This book collects personal notes during reading of Statistical Rethinking by Richard McElreath. I am using the second edition published 2020 by CRC Press an imprint of Routledge of the Taylor & Francis Group. Additionally I am using Statistical Rethinking 2023, the most recent set of free YouTube video lectures. You can find links to other material on McElreath’s website about the book. Of special interest for me are the brms+tidyverse and the Stan+tidyverse conversion of his code. As I am not very experienced with R and completely new to Bayesian statistics and their tools  ...
+Peter Baumgartner This is work in progress: I have finished in a first draft the first 4 chapters, e.g., \(\approx 21\%\) of the book content. I am working on a second draft where I will shorten my notes but include the exercises under the practice section. I will also reformat the text by including different special callout boxes linked by numbered and named references. This second draft will start with the third chapter, e.g. it has finished \(\approx 8\%\) of the book content. This book collects personal notes during reading of Statistical Rethinking by Richard McElreath. I am using the ...
diff --git a/content/archive/internal/pheebie2008-rba.md b/content/archive/internal/pheebie2008-rba.md
index 6cb06e516..0bd5c9594 100644
--- a/content/archive/internal/pheebie2008-rba.md
+++ b/content/archive/internal/pheebie2008-rba.md
@@ -1,10 +1,10 @@
 ---
 title: "R语言：从基础到进阶"
 author: "李喻骏"
-date: "2023-10-30T12:47:35Z"
+date: "2023-11-06T15:04:02Z"
 link: "https://bookdown.org/pheebie2008/RBA/"
 length_weight: "11.3%"
 pinned: false
 ---
 
-Left empty [...] 本书是同名课程的自编教材，还在持续更新当中，目前没有计划的公开出版日期，欢迎使用。 本课程是面向没有 R 语言编程基础的相关人员开设的，其目标是帮助学习者掌握运用 R 语言解决实际问题的能力。 R 语言作为以统计分析功能见长的一门编程语言，常常会让使用者感到比较吃力。这种吃力的原因，大体上可以分为三种：统计功底不佳， R 编程功底不佳，两者均不佳。三种情况都容易导致在实际运用过程中出现代码看不懂的情况，表现为不知道代码什么意思，不知道为什么代码会出现这样的结果，不知道这样的结果如何解读，等等。 本课程希望能够从 R 语言这一侧，通过给学习者提供一套学习 R ...
+Left empty [...] 本书是同名课程的自编教材，还在持续更新当中，目前没有计划的公开出版日期，欢迎使用。 本课程是面向没有 R 语言编程基础的相关人员开设的，其目标是帮助学习者掌握运用 R 语言解决实际问题的能力。 R 语言作为以统计分析功能见长的一门编程语言，常常会让使用者感到比较吃力。这种吃力的原因，大体上可以分为三种：统计功底不佳， R 编程功底不佳，两者均不佳。三种情况都容易导致在实际运用过程中出现代码看不懂的情况，表现为不知道代码什么意思，不知道为什么代码会出现这样的结果，不知道这样的结果如何解读，等等。 本课程希望能够从 R 语言这一侧，通过给学习者提供一套学习 R 语言的清晰路径，帮助不同领域的学习者打下比较好的 R ...
diff --git a/content/archive/internal/salmonwatersheds-tech-report.md b/content/archive/internal/salmonwatersheds-tech-report.md
index 89c7615e9..23a64715d 100644
--- a/content/archive/internal/salmonwatersheds-tech-report.md
+++ b/content/archive/internal/salmonwatersheds-tech-report.md
@@ -1,9 +1,9 @@
 ---
 title: "Methods for Assessing Status and Trends in Pacific Salmon Conservation Units and their Freshwater Habitats"
 author: "Pacific Salmon Foundation"
-date: "2023-11-01T05:46:38Z"
+date: "2023-11-08T18:58:14Z"
 link: "https://bookdown.org/salmonwatersheds/tech-report/"
-length_weight: "10.8%"
+length_weight: "10.1%"
 pinned: false
 ---
 
diff --git a/content/archive/internal/somsak-c-data-visualization-with-r-programming.md b/content/archive/internal/somsak-c-data-visualization-with-r-programming.md
index 7a2b76acd..b2910805a 100644
--- a/content/archive/internal/somsak-c-data-visualization-with-r-programming.md
+++ b/content/archive/internal/somsak-c-data-visualization-with-r-programming.md
@@ -1,12 +1,12 @@
 ---
 title: "Data Visualization with R Programming"
 author: "สมศักดิ์ จันทร์เอม"
-date: "2023-06-05T15:41:54Z"
-tags: [Visualization, R Programming, Statistics, Econometrics, Machine Learning, ggplot2]
+date: "2023-11-08T15:47:45Z"
+tags: [Visualization, R Programming, Statistics, Econometrics, Machine Learning]
 link: "https://bookdown.org/somsak_c/data_visualization_with_r_programming/"
 length_weight: "100%"
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-สมศักดิ์ จันทร์เอม ภาพนิทัศน์มีความสำคัญอย่างมากในการทำความเข้าใจข้อมูล และเพื่อประสิทธิภาพในการตัดสินใจ เครื่องมือที่ช่วยในการใช้สร้างภาพวิทัศน์ของข้อมูลในปัจจุบัน มีหลายตัว ในหนังสือเล่มจะใช้ภาษาอาร์ในการเขียนโปรแกรมเพื่อสร้างภาพนิทัศน์ และใช้โปรแกรม Rstudio เพื่อช่วยการใช้เขียนโปรแกรมด้วยภาษาอาร์น้ันมีความสะดวกสบายมากยิ่งขึ้น ในหนังสือเล่มไม่มีได้สนใจในประเด็นตัวแบบสถิติ(statistics) เศรษฐมิติ(econometrics) หรือการเรียนรู้ของเครื่องจักร(machine learning) ด้วยภาษาอาร์ แต่ถ้าผู้อ่านได้ศึกษาและทำความเข้าใจในหนังสือเล่มนี้ ผู้อ่านจะเรียนรู้พื้นฐานภาษาอาร์ที่จำเป็น ชนิดของโครงสร้างข้อมูลที่สำคัญเท่าที่ใช้ในหนังสือเล่มนี้ การแก้ไขปัญหาหรือการจัดการข้อมูล และการสร้างภาพวิทัศน์ด้วยภาษาอาร์จากชุดคำสั่งพื้นฐาน และ ggplot2 ถ้าผู้อ่านมีข้อเสนอแนะ ...
+สมศักดิ์ จันทร์เอม ภาพนิทัศน์มีความสำคัญอย่างมากในการทำความเข้าใจข้อมูล และเพื่อประสิทธิภาพในการตัดสินใจ เครื่องมือที่ช่วยในการใช้สร้างภาพวิทัศน์ของข้อมูลในปัจจุบัน มีหลายตัว ในหนังสือเล่มจะใช้ภาษาอาร์ในการเขียนโปรแกรมเพื่อสร้างภาพนิทัศน์ และใช้โปรแกรม RStudio เพื่อช่วยการใช้เขียนโปรแกรมด้วยภาษาอาร์น้ันมีความสะดวกสบายมากยิ่งขึ้น ในหนังสือเล่มไม่ได้สนใจในประเด็นตัวแบบสถิติ(statistics model) เศรษฐมิติ(econometrics) หรือการเรียนรู้ของเครื่องจักร(machine learning) ด้วยภาษาอาร์ แต่ถ้าผู้อ่านได้ศึกษาและทำความเข้าใจในหนังสือเล่มนี้แล้ว ผู้อ่านจะได้รู้พื้นฐานการเขียนโปรแกรมภาษาอาร์ที่จำเป็นและถูกต้อง ชนิดของโครงสร้างข้อมูลที่สำคัญคือวัตถุแบบเวคเตอร์(vector) และกรอบข้อมูล(data frame) การแก้ไขปัญหาหรือการจัดการข้อมูลเบื้อต้น ...
diff --git a/content/archive/internal/ssjackson300-asm-lecture-notes.md b/content/archive/internal/ssjackson300-asm-lecture-notes.md
index ebb122a59..399e909b8 100644
--- a/content/archive/internal/ssjackson300-asm-lecture-notes.md
+++ b/content/archive/internal/ssjackson300-asm-lecture-notes.md
@@ -1,10 +1,10 @@
 ---
 title: "Advanced Statistical Modelling"
 author: "Dr. S. Jackson"
-date: "2023-11-01T17:17:53Z"
+date: "2023-11-03T14:40:39Z"
 tags: [Course, Machine Learning, Data Science]
 link: "https://bookdown.org/ssjackson300/ASM_Lecture_Notes/"
-length_weight: "9.1%"
+length_weight: "10%"
 repo: "rstudio/bookdown-demo"
 pinned: false
 ---
diff --git a/content/archive/internal/wenxifei-homepage.md b/content/archive/internal/wenxifei-homepage.md
index 19ac906b3..f68a4212a 100644
--- a/content/archive/internal/wenxifei-homepage.md
+++ b/content/archive/internal/wenxifei-homepage.md
@@ -1,10 +1,10 @@
 ---
 title: "Wenxi Fei - About Me"
 author: "wenxifei"
-date: "2023-10-27T06:41:58Z"
+date: "2023-11-09T02:43:53Z"
 link: "https://bookdown.org/wenxifei/homepage/"
 length_weight: "2%"
 pinned: false
 ---
 
-My name is 费文晞 (FEI Wenxi), and is pronounced as (surname first): “FAY When-She” in English [fei51 wən35 ɕi55] in Mandarin [wav] [fi231 vən223 ɕi44] in Suzhou Wu [wav] Contact: richabufei [at] gmail [dot] com or see contact Born in Suzhou, I am now a PhD student at the Department of Chinese and Bilingual Studies of the Hong Kong Polytechnic University. For research, I am interested in speech-related topics, especially psycho-prosody. In detail, I want to explore the acoustic features that speech carries and how different speech can show and influence our behavioural and neural activities. I  ...
+My name is 费文晞 (FEI Wenxi), and is pronounced as (surname first): “FAY When-She” in English [fei51 wən35 ɕi55] in Mandarin [wav] [fi231 vən223 ɕi44] in Suzhou Wu [wav] Contact: richabufei [at] gmail [dot] com or see contact Born in Suzhou, I am currently a PhD student at the Department of Chinese and Bilingual Studies, The Hong Kong Polytechnic University. My research focuses on psycho-prosody - exploring how the suprasegmental features of speech convey and influence behavioral and neural responses. I utilize an interdisciplinary approach, integrating acoustic analysis, psychological, and ...
diff --git a/content/archive/internal/xiangyun-data-analysis-in-action.md b/content/archive/internal/xiangyun-data-analysis-in-action.md
index 439cb34f1..ae0bc6f9f 100644
--- a/content/archive/internal/xiangyun-data-analysis-in-action.md
+++ b/content/archive/internal/xiangyun-data-analysis-in-action.md
@@ -1,7 +1,7 @@
 ---
 title: "R 语言数据分析实战"
 author: "黄湘云"
-date: "2023-10-30T04:57:58Z"
+date: "2023-11-06T07:47:11Z"
 tags: [数据分析, R Markdown]
 link: "https://bookdown.org/xiangyun/data-analysis-in-action/"
 length_weight: "100%"
diff --git a/content/archive/internal/yufree-hjhbb.md b/content/archive/internal/yufree-hjhbb.md
index 327c66067..994ce2eba 100644
--- a/content/archive/internal/yufree-hjhbb.md
+++ b/content/archive/internal/yufree-hjhbb.md
@@ -1,7 +1,7 @@
 ---
 title: "环境黑板报"
 author: "805"
-date: "2023-10-02T04:14:33Z"
+date: "2023-11-02T19:44:28Z"
 link: "https://bookdown.org/yufree/hjhbb/"
 length_weight: "100%"
 pinned: false