diff --git a/dockerfiles/r-stat-301/Dockerfile b/dockerfiles/r-stat-301/Dockerfile
index 8024e48..1811990 100644
--- a/dockerfiles/r-stat-301/Dockerfile
+++ b/dockerfiles/r-stat-301/Dockerfile
@@ -35,7 +35,8 @@ RUN mamba update --quiet --file /tmp/conda-linux-64.lock && \
   mamba clean --all -y -f && \
   fix-permissions "${CONDA_DIR}" && \
   fix-permissions "/home/${NB_USER}" && \
-  Rscript -e "install.packages('faux', repos='http://cran.us.r-project.org')"
+  Rscript -e "install.packages('faux', repos='http://cran.us.r-project.org')" && \
+  Rscript -e "install.packages('moderndive', repos='http://cran.us.r-project.org')"
 
 # Disable the cell toolbar (which ignores metadata and students often accidentally click + delete grading cells)
 RUN jupyter labextension disable @jupyterlab/cell-toolbar-extension
diff --git a/dockerfiles/r-stat-301/conda-linux-64.lock b/dockerfiles/r-stat-301/conda-linux-64.lock
index 04881a0..7a80750 100644
--- a/dockerfiles/r-stat-301/conda-linux-64.lock
+++ b/dockerfiles/r-stat-301/conda-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: e7313b307425a8ceab3bebbfdc9c6ba8d82d536e4e9948c9cb64fa8993f1dc87
+# input_hash: cbfe95d285733bd50c48ec9f4803e148a3b1399366100ce7722aeb3948c0c744
 @EXPLICIT
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@@ -11,49 +11,57 @@ https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77
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-https://conda.anaconda.org/conda-forge/linux-64/libgcc-devel_linux-64-13.1.0-he3cc6c4_0.conda#5ec50dcd74ba7461709c4ac9c4cc4190
-https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-13.1.0-h15d22d2_0.conda#afb656a334c409dd9805508af1c89c7a
-https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-devel_linux-64-13.1.0-he3cc6c4_0.conda#e703914ad2288ab24cf5ac94d812fc11
-https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-13.1.0-hfd8a6a1_0.conda#067bcc23164642f4c226da631f2a2e1d
-https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.11-3_cp311.conda#c2e2630ddb68cf52eec74dc7dfab20b5
+https://conda.anaconda.org/conda-forge/linux-64/libgcc-devel_linux-64-13.2.0-ha9c7c90_2.conda#401c5cf212e568dab47e0677a000d2a7
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+https://conda.anaconda.org/conda-forge/linux-64/snappy-1.1.10-h9fff704_0.conda#e6d228cd0bb74a51dd18f5bfce0b4115
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@@ -63,41 +71,58 @@ https://conda.anaconda.org/conda-forge/linux-64/xorg-xextproto-7.3.0-h0b41bf4_10
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 https://conda.anaconda.org/conda-forge/linux-64/r-tibble-3.2.1-r42h57805ef_2.conda#b1278a5148c9e52679bb72112770cdc3
-https://conda.anaconda.org/conda-forge/noarch/notebook-6.5.5-pyha770c72_0.conda#8d16cafe40b210e554a83cdc2304360d
+https://conda.anaconda.org/conda-forge/noarch/notebook-6.5.6-pyha770c72_0.conda#2e2422cf19f555ef3ddbbeaf2eac7545
 https://conda.anaconda.org/conda-forge/noarch/r-cellranger-1.1.0-r42hc72bb7e_1006.conda#dc3d9655cb252f807936ebc9904bf13a
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 https://conda.anaconda.org/conda-forge/linux-64/r-dplyr-1.1.3-r42ha503ecb_0.conda#ed100eb7773cc618a020fd2792405c95
@@ -477,19 +517,23 @@ https://conda.anaconda.org/conda-forge/noarch/r-modelenv-0.1.1-r42hc72bb7e_1.con
 https://conda.anaconda.org/conda-forge/noarch/r-nycflights13-1.0.2-r42hc72bb7e_2.conda#ca998999485c1856dd8b62255af5229d
 https://conda.anaconda.org/conda-forge/linux-64/r-prodlim-2023.08.28-r42ha503ecb_0.conda#2a209379393d94f3d32ee09887401f46
 https://conda.anaconda.org/conda-forge/noarch/r-rematch2-2.1.2-r42hc72bb7e_3.conda#5ccfee6f3b94e6b247c7e1929b24f1cc
-https://conda.anaconda.org/conda-forge/noarch/r-rmarkdown-2.24-r42hc72bb7e_0.conda#46f48129112d52b058766abea1b68843
+https://conda.anaconda.org/conda-forge/noarch/r-rmarkdown-2.25-r42hc72bb7e_0.conda#8a94e3dfe816600b0299b691c305a2fc
+https://conda.anaconda.org/conda-forge/linux-64/r-roxygen2-7.2.3-r42ha503ecb_1.conda#08805c7f6f8189156a0862456af81210
 https://conda.anaconda.org/conda-forge/noarch/r-rvest-1.0.3-r42hc72bb7e_2.conda#fd25aac44cac6e52c994801afb4a8788
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 https://conda.anaconda.org/conda-forge/linux-64/r-vroom-1.6.3-r42ha503ecb_1.conda#1c2de4e7a94d57e8f6df753f54a5ae35
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+https://conda.anaconda.org/conda-forge/noarch/jupyterlab-3.6.6-pyhd8ed1ab_0.conda#05def61d4c64b0f3161eaeb3b00cc790
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 https://conda.anaconda.org/conda-forge/noarch/r-cowplot-1.1.1-r42hc72bb7e_2.conda#695493e93de81c099be6b91b7a0f216c
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+https://conda.anaconda.org/conda-forge/linux-64/r-ggrepel-0.9.3-r42ha503ecb_1.conda#e91c0f555c074494ed574e37d0e362a4
+https://conda.anaconda.org/conda-forge/noarch/r-ggsci-3.0.0-r42hc72bb7e_1.conda#da2c44bf4c6d4926d5227b5e2443824a
+https://conda.anaconda.org/conda-forge/noarch/r-ggsignif-0.6.4-r42hc72bb7e_1.conda#07074dfb21713271943fbfe9551d26dd
 https://conda.anaconda.org/conda-forge/noarch/r-googlesheets4-1.1.1-r42h785f33e_1.conda#f075e9daa8a87c08aa67b82dfe33d47b
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@@ -505,10 +549,10 @@ https://conda.anaconda.org/conda-forge/noarch/r-see-0.8.0-r42hc72bb7e_1.conda#9b
 https://conda.anaconda.org/conda-forge/linux-64/r-tidyr-1.3.0-r42ha503ecb_1.conda#19bb60e102c1b3b7e5fb622be2d4f816
 https://conda.anaconda.org/conda-forge/noarch/r-waldo-0.5.1-r42hc72bb7e_1.conda#6cc918319415daeb4ba504f0bd5d21dd
 https://conda.anaconda.org/conda-forge/linux-64/r-yardstick-1.2.0-r42h57805ef_1.conda#16bb497d72f12f6c1ba66753287f8e45
-https://conda.anaconda.org/conda-forge/noarch/jupyterlab-git-0.42.0-pyhd8ed1ab_0.conda#0c07673da4892f135f9d31355f36ee6c
+https://conda.anaconda.org/conda-forge/noarch/jupyterlab-git-0.43.0-pyhd8ed1ab_0.conda#a35e8bbed7a0f859cd44ff960a15b7bd
 https://conda.anaconda.org/conda-forge/noarch/r-benchmarkme-1.0.8-r42hc72bb7e_2.conda#78999d42a68ab11a1d381fdfd41593e7
 https://conda.anaconda.org/conda-forge/noarch/r-broom-1.0.5-r42hc72bb7e_1.conda#c3ad1beca9e00f10a8764473d081b717
-https://conda.anaconda.org/conda-forge/noarch/r-dbplyr-2.3.3-r42hc72bb7e_0.conda#6fe4110942e1dfe80dfa25b11bbbf949
+https://conda.anaconda.org/conda-forge/noarch/r-dbplyr-2.3.4-r42hc72bb7e_0.conda#0fcee796d65f40792eb713a482c854cd
 https://conda.anaconda.org/conda-forge/noarch/r-ggally-2.1.2-r42hc72bb7e_2.conda#b91295e92531a3eb9f6fe8f4afe4b14a
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 https://conda.anaconda.org/conda-forge/noarch/r-janitor-2.2.0-r42hc72bb7e_1.conda#8d7de32cb3e700184acc135654690790
@@ -521,11 +565,11 @@ https://conda.anaconda.org/conda-forge/linux-64/r-testthat-3.1.10-r42ha503ecb_0.
 https://conda.anaconda.org/conda-forge/linux-64/r-caret-6.0_94-r42h57805ef_1.conda#9fcb334c6da722735c0e48d9d5492bb2
 https://conda.anaconda.org/conda-forge/noarch/r-devtools-2.4.5-r42hc72bb7e_2.conda#958eabaabb6477220be4ff8615974fd6
 https://conda.anaconda.org/conda-forge/noarch/r-gt-0.9.0-r42hc72bb7e_1.conda#3beea5e9882a7c79498a3851393707f2
-https://conda.anaconda.org/conda-forge/noarch/r-infer-1.0.4-r42hc72bb7e_1.conda#1222f0e14b85d48aa4ad03567423a55e
+https://conda.anaconda.org/conda-forge/noarch/r-infer-1.0.5-r42hc72bb7e_0.conda#22ab73d906062de73096d05cf055d1b1
 https://conda.anaconda.org/conda-forge/noarch/r-modelr-0.1.11-r42hc72bb7e_1.conda#c157ab426e622cc1dfd9d679215dbdc5
 https://conda.anaconda.org/conda-forge/noarch/r-opdisdownsampling-0.8.2-r42hc72bb7e_1.conda#d2d338d9fb9de6593c2a5e4e9ce3e00a
 https://conda.anaconda.org/conda-forge/noarch/r-pbkrtest-0.5.2-r42hc72bb7e_1.conda#13c019246016a118407bbdfbd8a4d117
-https://conda.anaconda.org/conda-forge/noarch/r-rio-0.5.30-r42hc72bb7e_0.conda#71fcc8db37df71a505683b7b24726f0f
+https://conda.anaconda.org/conda-forge/noarch/r-rio-1.0.1-r42hc72bb7e_0.conda#d76083efcc296a63a29d846effe52416
 https://conda.anaconda.org/conda-forge/noarch/r-workflows-1.1.3-r42hc72bb7e_1.conda#1777e6c0f7419fc35924daba25e5953c
 https://conda.anaconda.org/conda-forge/linux-64/r-conquer-1.3.3-r42h08d816e_2.conda#9b46eb17a5c6c32df28b19caa7191bfb
 https://conda.anaconda.org/conda-forge/linux-64/r-gsdesign-3.5.0-r42h57805ef_0.conda#42abab86967635cba24ac7205adfb68e
@@ -537,3 +581,5 @@ https://conda.anaconda.org/conda-forge/noarch/r-workflowsets-1.0.1-r42hc72bb7e_1
 https://conda.anaconda.org/conda-forge/noarch/r-car-3.1_2-r42hc72bb7e_1.conda#67145ea87b3536e6fec43bf0104ccca6
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 https://conda.anaconda.org/conda-forge/noarch/r-aer-1.2_10-r42hc72bb7e_2.conda#12a473aa7979cb9bf9fcb630a3c69a73
+https://conda.anaconda.org/conda-forge/noarch/r-rstatix-0.7.2-r42hc72bb7e_1.conda#1da438a65b9530a22af8a2eab71736c6
+https://conda.anaconda.org/conda-forge/noarch/r-ggpubr-0.6.0-r42hc72bb7e_1.conda#92fca9ec9bd4a4412ee8f0164751172a
diff --git a/dockerfiles/r-stat-301/environment.yml b/dockerfiles/r-stat-301/environment.yml
index 5ea813d..d22031e 100644
--- a/dockerfiles/r-stat-301/environment.yml
+++ b/dockerfiles/r-stat-301/environment.yml
@@ -23,6 +23,7 @@ dependencies:
   - r-faraway 
   - r-forecast 
   - r-ggally 
+  - r-ggpubr
   - r-glmbb
   - r-glmnet 
   - r-gridextra