diff --git a/.binder/install.R b/.binder/install.R
index 8f3b562..2620b41 100644
--- a/.binder/install.R
+++ b/.binder/install.R
@@ -1,4 +1,3 @@
-
 install.packages("reticulate")
 install.packages("farff")
 
diff --git a/DESCRIPTION b/DESCRIPTION
index 22bafd8..ac7845b 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -34,7 +34,7 @@ Suggests:
     rmarkdown,
     spelling,
     testthat (>= 3.0.0)
-VignetteBuilder: 
+VignetteBuilder:
     knitr
 Config/roxygen2/version: 8.1.0
 Config/testthat/edition: 3
diff --git a/R/zzz.R b/R/zzz.R
index cd039dd..1226209 100644
--- a/R/zzz.R
+++ b/R/zzz.R
@@ -2,4 +2,3 @@
   # Force matplotlib to use the headless 'Agg' backend before Python initializes
   Sys.setenv(MPLBACKEND = "Agg")
 }
-
diff --git a/cran-comments.md b/cran-comments.md
index 8e5542c..7469c31 100644
--- a/cran-comments.md
+++ b/cran-comments.md
@@ -1,6 +1,6 @@
 ## R CMD check results
 
 0 errors | 0 warnings | 1 note
-(in readme, news.md and inst/doc/welcome.html) 
-* win-builder reportss a note that three of the urls (in readme.md, news.md and inst/doc/welcome.html) send reset errors. 
+(in readme, news.md and inst/doc/welcome.html)
+* win-builder reportss a note that three of the urls (in readme.md, news.md and inst/doc/welcome.html) send reset errors.
 However these all work in a browser and url_check() reports no errors.
diff --git a/prepare_to_submit_to_CRAN.R b/prepare_to_submit_to_CRAN.R
index 67c34e9..6e20e82 100644
--- a/prepare_to_submit_to_CRAN.R
+++ b/prepare_to_submit_to_CRAN.R
@@ -29,16 +29,16 @@ devtools::test()
 spelling::spell_check_package()
 
 # check your package on several platforms
-# depreacted in rhubv2 rhub::check_for_cran()
+# deprecated in rhubv2 rhub::check_for_cran()
 devtools::check_win_devel()
 
 
 # If you would like to add comments to CRAN team
 # Creates cran-comments.md, a template for your communications with CRAN when submitting a package.
-#usethis::use_cran_comments(open = rlang::is_interactive())
+# usethis::use_cran_comments(open = rlang::is_interactive())
 
 # If you are submitting a new version to CRAN, Upgrade version number using this command or you can do it manually
-#usethis::use_version(which = c("patch", "minor", "major", "dev")[1])
+# usethis::use_version(which = c("patch", "minor", "major", "dev")[1])
 
 # When you are happy with the package and want to submit it to CRAN, you can do this manually by converting the package source directory into a single bundled file and submit this file to CRAN (https://xmpalantir.wu.ac.at/cransubmit/)
 devtools::build()