diff --git a/.github/workflows/build-image.yml b/.github/workflows/build-image.yml
index adf8f53..371cfdb 100644
--- a/.github/workflows/build-image.yml
+++ b/.github/workflows/build-image.yml
@@ -66,6 +66,10 @@ jobs:
       image_ref: ${{ steps.env_var.outputs.image_ref }}
 
     steps:
+      - name: Delete huge unnecessary tools folder
+        run: rm -rf /opt/hostedtoolcache
+        # https://github.com/orgs/community/discussions/25678#discussioncomment-5242449
+
       - name: Checkout Repository
         uses: actions/checkout@v2
 
diff --git a/r/Dockerfile b/r/Dockerfile
index b532766..66bd24d 100644
--- a/r/Dockerfile
+++ b/r/Dockerfile
@@ -1,5 +1,7 @@
 #syntax=docker/dockerfile:1.3
-FROM continuumio/miniconda3:4.12.0@sha256:58b1c7df8d69655ffec017ede784a075e3c2e9feff0fc50ef65300fc75aa45ae
+# FROM continuumio/miniconda3:4.12.0@sha256:58b1c7df8d69655ffec017ede784a075e3c2e9feff0fc50ef65300fc75aa45ae
+# 11/14/24: Use a miniconda image that's a bit older than the rstudio-server package; just in case
+FROM continuumio/miniconda3:24.7.1-0@sha256:f37f8c7db26ae7ec0098df530e96c9cde139026b9faf3914800d1522c47a49b1
 
 ENV NB_USER jovyan
 ENV NB_UID 1000
@@ -11,6 +13,7 @@ ENV R_LIBS_USER /opt/r
 
 # Explicitly add littler to PATH
 # See https://github.com/conda-forge/r-littler-feedstock/issues/6
+# 11/14/2024: The littler path appears to be solved already
 ENV PATH ${CONDA_DIR}/lib/R/library/littler/bin:${CONDA_DIR}/bin:$PATH
 
 # Output logging faster
@@ -38,8 +41,12 @@ RUN --mount=type=cache,id=ohw_r_apt,target=/var/cache/apt \
     locales \
     psmisc \
     sudo \
+    # 11/14/24: should this lib version be udpated?
     libapparmor1 \
+    libfmt-dev \
+    # 11/14/24: should this lib version be udpated?
     libpq5 \
+    libssl-dev \
     lsb-release \
     ca-certificates \
     libclang-dev > /dev/null \
@@ -51,8 +58,16 @@ RUN echo "${LC_ALL} UTF-8" > /etc/locale.gen && \
 
 # # Set path where R packages are installed
 # # Download and install rstudio manually
+# 11/13/2024: (using $ cat /etc/os-release) 2i2c hub currently runs on Ubuntu jammy (22), not bionic (18).
+# Drilling down to jammy at https://posit.co/download/rstudio-server/, it looks like the latest rstudio-server deb is:
+ENV RSTUDIO_URL https://download2.rstudio.org/server/jammy/amd64/rstudio-server-2024.09.1-394-amd64.deb
+
+# 11/19/2024: Tried Ubuntu focal (20). It didn't make a difference
+# ENV RSTUDIO_URL https://download2.rstudio.org/server/focal/amd64/rstudio-server-2024.09.1-394-amd64.deb
+
+# # (11/13/2024: The comment below is at from 2022 or earlier) 
 # # Newer one has bug that doesn't work with jupyter-rsession-proxy
-ENV RSTUDIO_URL https://download2.rstudio.org/server/bionic/amd64/rstudio-server-2022.07.1-554-amd64.deb
+# ENV RSTUDIO_URL https://download2.rstudio.org/server/bionic/amd64/rstudio-server-2022.07.1-554-amd64.deb
 # ENV RSTUDIO_URL https://download2.rstudio.org/server/bionic/amd64/rstudio-server-1.2.5042-amd64.deb
 RUN curl --silent --location --fail ${RSTUDIO_URL} > /tmp/rstudio.deb && \
     dpkg -i /tmp/rstudio.deb && \
@@ -65,9 +80,13 @@ USER ${USER}
 
 COPY ./conda-linux-64.lock /tmp/
 
-RUN --mount=type=cache,id=ohw_r,target=/opt/conda/pkgs,uid=${NB_UID},gid=${NB_UID} \
+RUN --mount=type=cache,id=ohw_r,target=${CONDA_DIR}/pkgs,uid=${NB_UID},gid=${NB_UID} \
+    # https://github.com/jupyterhub/jupyterhub-deploy-docker/issues/91#issuecomment-525563836
+    # To avoid libmamba and libarchive channel conflicts, make sure conda-forge is the only channel
+    # https://github.com/conda/conda-libmamba-solver/issues/283#issuecomment-1949560105
+    conda config --add channels conda-forge && \
+    conda update --all && \
     conda install --name ${CONDA_ENV} --file /tmp/conda-linux-64.lock && \
-    # micromamba install --name ${CONDA_ENV} --file environment.yml && \
     find -name '*.a' -delete && \
     # rm -rf /opt/conda/conda-meta && \
     rm -rf ${CONDA_DIR}/include && \
@@ -79,9 +98,10 @@ ARG MAMBA_DOCKERFILE_ACTIVATE=1
 # 2024-10-10: Have there been improvements in install_cran and install_github such that 
 # dependencies, upgrade_dependencies, upgrade could now be set to TRUE or the default?
 # RUN installGithub.R BigelowLab/rasf BigelowLab/ohwobpg  # not working on GH but works locally :-/
-RUN Rscript -e "remotes::install_cran('assertthat', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)" && \
-    Rscript -e "remotes::install_cran('forecast', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)" && \
-    Rscript -e "remotes::install_cran('ggspatial', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)" && \
+RUN \
+    # -- Dependencies to the target packages, not already installed via the conda environment
+    Rscript -e "remotes::install_cran('PBSmapping', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)" && \
+    # -- Target packages
     Rscript -e "remotes::install_cran('plot.matrix', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)" && \
     Rscript -e "remotes::install_cran('isdparser', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)" && \
     Rscript -e "remotes::install_cran('geonames', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)" && \
@@ -101,11 +121,10 @@ RUN Rscript -e "remotes::install_cran('assertthat', dependencies=FALSE, upgrade_
     Rscript -e "remotes::install_github('hvillalo/echogram', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)" && \
     Rscript -e "remotes::install_github('hvillalo/periods', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)" && \
     Rscript -e "remotes::install_github('hvillalo/satin', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)" && \
-    Rscript -e "remotes::install_github('kwstat/pals', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)" && \
     Rscript -e "remotes::install_github('JorGarMol/VoCC', dependencies=FALSE, upgrade_dependencies=FALSE, upgrade=FALSE)"
 
 COPY CONDARC ./.condarc
-COPY Rprofile.site /opt/conda/lib/R/etc/
+COPY Rprofile.site ${CONDA_DIR}/lib/R/etc/
 
 ENV PATH /usr/lib/rstudio-server/bin/:${PATH}
 
@@ -113,4 +132,6 @@ ENV LD_LIBRARY_PATH=${CONDA_DIR}/lib
 
 # USER root
 # RUN chown -R jovyan ${CONDA_DIR}
+# https://github.com/oceanhackweek/jupyter-image/pull/97#issuecomment-2488105625
+RUN chown -R ${NB_USER} ${HOME}/.cache
 USER ${NB_USER}
diff --git a/r/conda-linux-64.lock b/r/conda-linux-64.lock
index e87b360..4d43279 100644
--- a/r/conda-linux-64.lock
+++ b/r/conda-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 14e740f705caa869b76806a168d973e8e241f499b4059e032c825c0589eb1b04
+# input_hash: b064f256a2e647aa5d9387adba87783c45f7ef10612be238e19dd2c1a4fd5838
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/noarch/_r-mutex-1.0.1-anacondar_1.tar.bz2#19f9db5f4f1b7f5ef5f6d67207f25f38
@@ -11,32 +11,35 @@ https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab
 https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2#34893075a5c9e55cdafac56607368fc6
 https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2#4d59c254e01d9cde7957100457e2d5fb
 https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-h77eed37_3.conda#49023d73832ef61042f6a237cb2687e7
-https://conda.anaconda.org/conda-forge/noarch/kernel-headers_linux-64-3.10.0-he073ed8_17.conda#285931bd28b3b8f176d46dd9fd627a09
+https://conda.anaconda.org/conda-forge/noarch/kernel-headers_linux-64-3.10.0-he073ed8_18.conda#ad8527bf134a90e1c9ed35fa0b64318c
 https://conda.anaconda.org/conda-forge/linux-64/pandoc-3.5-ha770c72_0.conda#2889e6b9c666c3a564ab90cedc5832fd
 https://conda.anaconda.org/conda-forge/noarch/poppler-data-0.4.12-hd8ed1ab_0.conda#d8d7293c5b37f39b2ac32940621c6592
-https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.9-5_cp39.conda#40363a30db350596b5f225d0d5a33328
+https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.12-5_cp312.conda#0424ae29b104430108f5218a66db7260
 https://conda.anaconda.org/conda-forge/noarch/tzdata-2024b-hc8b5060_0.conda#8ac3367aafb1cc0a068483c580af8015
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2#f766549260d6815b0c52253f1fb1bb29
-https://conda.anaconda.org/conda-forge/linux-64/gh-2.59.0-h76a2195_0.conda#f4a5ec48b85f2b1ca358849c73e6f825
-https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.43-h712a8e2_1.conda#83e1364586ceb8d0739fbc85b5c95837
+https://conda.anaconda.org/conda-forge/linux-64/gh-2.62.0-h76a2195_0.conda#57e2188ecd61e12d1aa842ee9b033d1e
+https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.43-h712a8e2_2.conda#048b02e3962f066da18efe3a21b77672
 https://conda.anaconda.org/conda-forge/noarch/libgcc-devel_linux-64-14.2.0-h41c2201_101.conda#fb126e22f5350c15fec6ddbd062f4871
+https://conda.anaconda.org/conda-forge/linux-64/libglvnd-1.7.0-ha4b6fd6_2.conda#434ca7e50e40f4918ab701e3facd59a0
 https://conda.anaconda.org/conda-forge/linux-64/libgomp-14.2.0-h77fa898_1.conda#cc3573974587f12dda90d96e3e55a702
 https://conda.anaconda.org/conda-forge/noarch/libstdcxx-devel_linux-64-14.2.0-h41c2201_101.conda#60b9a16fd147f7184b5a964aa08f3b0f
-https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-64-2.17-h4a8ded7_17.conda#f58cb23983633068700a756f0b5f165a
+https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-64-2.17-h4a8ded7_18.conda#0ea96f90a10838f58412aa84fdd9df09
 https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2#73aaf86a425cc6e73fcf236a5a46396d
-https://conda.anaconda.org/conda-forge/linux-64/binutils_impl_linux-64-2.43-h4bf12b8_1.conda#5f354010f194e85dc681dec92405ef9e
+https://conda.anaconda.org/conda-forge/linux-64/binutils_impl_linux-64-2.43-h4bf12b8_2.conda#cf0c5521ac2a20dfa6c662a4009eeef6
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2#fee5683a3f04bd15cbd8318b096a27ab
+https://conda.anaconda.org/conda-forge/linux-64/libegl-1.7.0-ha4b6fd6_2.conda#c151d5eb730e9b7480e6d48c0fc44048
 https://conda.anaconda.org/conda-forge/linux-64/libgcc-14.2.0-h77fa898_1.conda#3cb76c3f10d3bc7f1105b2fc9db984df
 https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.9.28-hb9d3cd8_0.conda#1b53af320b24547ce0fb8196d2604542
-https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.2-heb4867d_0.conda#2b780c0338fc0ffa678ac82c54af51fd
-https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.6.3-h5888daf_0.conda#59f4c43bb1b5ef1c71946ff2cbf59524
+https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.3-heb4867d_0.conda#09a6c610d002e54e18353c06ef61a253
+https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.1.0-hb9d3cd8_2.conda#41b599ed2b02abcfdd84302bff174b23
+https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.6.4-h5888daf_0.conda#db833e03127376d461e1e13e76f09b6c
 https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-14.2.0-h69a702a_1.conda#e39480b9ca41323497b05492a63bc35b
 https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-14.2.0-hd5240d6_1.conda#9822b874ea29af082e5d36098d25427d
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-14.2.0-hc0a3c3a_1.conda#234a5554c53625688d51062645337328
-https://conda.anaconda.org/conda-forge/linux-64/libuv-1.49.1-hb9d3cd8_0.conda#52849ca4b3be33ac3f01c77da737e068
+https://conda.anaconda.org/conda-forge/linux-64/libuv-1.49.2-hb9d3cd8_0.conda#070e3c9ddab77e38799d5c30b109c633
 https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda#edb0dca6bc32e4f4789199455a1dbeb8
 https://conda.anaconda.org/conda-forge/linux-64/make-4.4.1-hb9d3cd8_2.conda#33405d2a66b1411db9f7242c8b97c9e7
-https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.2-hb9d3cd8_0.conda#4d638782050ab6faa27275bed57e9b4e
+https://conda.anaconda.org/conda-forge/linux-64/openssl-3.4.0-hb9d3cd8_0.conda#23cc74f77eb99315c0360ec3533147a9
 https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-hb9d3cd8_1002.conda#b3c17d95b5a10c6e64a21fa17573e70e
 https://conda.anaconda.org/conda-forge/linux-64/tzcode-2024b-hb9d3cd8_0.conda#db124840386e1f842f93372897d1b857
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libice-1.1.1-hb9d3cd8_1.conda#19608a9656912805b2b9a2f6bd257b04
@@ -48,31 +51,38 @@ https://conda.anaconda.org/conda-forge/linux-64/aws-c-compression-0.2.19-h756ea9
 https://conda.anaconda.org/conda-forge/linux-64/aws-c-sdkutils-0.1.19-h756ea98_3.conda#bfe6623096906d2502c78ccdbfc3bc7a
 https://conda.anaconda.org/conda-forge/linux-64/aws-checksums-0.1.20-h756ea98_0.conda#ff7dbb319545f4bd1e5e0f8555cf9e7f
 https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda#62ee74e96c5ebb0af99386de58cf9553
-https://conda.anaconda.org/conda-forge/linux-64/expat-2.6.3-h5888daf_0.conda#6595440079bed734b113de44ffd3cd0a
+https://conda.anaconda.org/conda-forge/linux-64/expat-2.6.4-h5888daf_0.conda#1d6afef758879ef5ee78127eb4cd2c4a
 https://conda.anaconda.org/conda-forge/linux-64/fribidi-1.0.10-h36c2ea0_0.tar.bz2#ac7bc6a654f8f41b352b38f4051135f8
+https://conda.anaconda.org/conda-forge/linux-64/gflags-2.2.2-h5888daf_1005.conda#d411fc29e338efb48c5fd4576d71d881
 https://conda.anaconda.org/conda-forge/linux-64/giflib-5.2.2-hd590300_0.conda#3bf7b9fd5a7136126e0234db4b87c8b6
 https://conda.anaconda.org/conda-forge/linux-64/json-c-0.17-h1220068_1.conda#f8f0f0c4338bad5c34a4e9e11460481d
 https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.1-h166bdaf_0.tar.bz2#30186d27e2c9fa62b45fb1476b7200e3
+https://conda.anaconda.org/conda-forge/linux-64/libbrotlidec-1.1.0-hb9d3cd8_2.conda#9566f0bd264fbd463002e759b8a82401
+https://conda.anaconda.org/conda-forge/linux-64/libbrotlienc-1.1.0-hb9d3cd8_2.conda#06f70867945ea6a84d35836af780f1de
 https://conda.anaconda.org/conda-forge/linux-64/libdeflate-1.20-hd590300_0.conda#8e88f9389f1165d7c0936fe40d9a9a79
 https://conda.anaconda.org/conda-forge/linux-64/libev-4.33-hd590300_2.conda#172bf1cd1ff8629f2b1179945ed45055
+https://conda.anaconda.org/conda-forge/linux-64/libevent-2.1.12-hf998b51_1.conda#a1cfcc585f0c42bf8d5546bb1dfb668d
 https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.2-h7f98852_5.tar.bz2#d645c6d2ac96843a2bfaccd2d62b3ac3
 https://conda.anaconda.org/conda-forge/linux-64/libgfortran-14.2.0-h69a702a_1.conda#f1fd30127802683586f768875127a987
 https://conda.anaconda.org/conda-forge/linux-64/libiconv-1.17-hd590300_2.conda#d66573916ffcf376178462f1b61c941e
 https://conda.anaconda.org/conda-forge/linux-64/libjpeg-turbo-3.0.0-hd590300_1.conda#ea25936bb4080d843790b586850f82b8
 https://conda.anaconda.org/conda-forge/linux-64/libnsl-2.0.1-hd590300_0.conda#30fd6e37fe21f86f4bd26d6ee73eeec7
+https://conda.anaconda.org/conda-forge/linux-64/libpciaccess-0.18-hd590300_0.conda#48f4330bfcd959c3cfb704d424903c82
 https://conda.anaconda.org/conda-forge/linux-64/libpng-1.6.44-hadc24fc_0.conda#f4cc49d7aa68316213e4b12be35308d1
 https://conda.anaconda.org/conda-forge/linux-64/libsanitizer-14.2.0-h2a3dede_1.conda#160623b9425f5c04941586da43bd1a9c
 https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.20-h4ab18f5_0.conda#a587892d3c13b6621a6091be690dbca2
-https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.46.1-hadc24fc_0.conda#36f79405ab16bf271edb55b213836dac
+https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.47.0-hadc24fc_1.conda#b6f02b52a174e612e89548f4663ce56a
 https://conda.anaconda.org/conda-forge/linux-64/libssh2-1.11.0-h0841786_0.conda#1f5a58e686b13bcfde88b93f547d23fe
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 https://conda.anaconda.org/conda-forge/linux-64/libudunits2-2.2.28-h40f5838_3.conda#4bdace082e911a3e1f1f0b721bed5b56
+https://conda.anaconda.org/conda-forge/linux-64/libutf8proc-2.8.0-h166bdaf_0.tar.bz2#ede4266dc02e875fe1ea77b25dd43747
 https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.38.1-h0b41bf4_0.conda#40b61aab5c7ba9ff276c41cfffe6b80b
 https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.4.0-hd590300_0.conda#b26e8aa824079e1be0294e7152ca4559
 https://conda.anaconda.org/conda-forge/linux-64/libxcb-1.17.0-h8a09558_0.conda#92ed62436b625154323d40d5f2f11dd7
 https://conda.anaconda.org/conda-forge/linux-64/libxcrypt-4.4.36-hd590300_1.conda#5aa797f8787fe7a17d1b0821485b5adc
 https://conda.anaconda.org/conda-forge/linux-64/lzo-2.10-hd590300_1001.conda#ec7398d21e2651e0dcb0044d03b9a339
 https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-he02047a_1.conda#70caf8bb6cf39a0b6b7efc885f51c0fe
+https://conda.anaconda.org/conda-forge/linux-64/nspr-4.36-h5888daf_0.conda#de9cd5bca9e4918527b9b72b6e2e1409
 https://conda.anaconda.org/conda-forge/linux-64/s2n-1.5.5-h3931f03_0.conda#334dba9982ab9f5d62033c61698a8683
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-https://conda.anaconda.org/conda-forge/noarch/jupyterlab-3.6.1-pyhd8ed1ab_0.conda#c7de31a5b57a9fc1aa4d3fb9993819c6
+https://conda.anaconda.org/conda-forge/noarch/dask-2024.8.0-pyhd8ed1ab_0.conda#795f3557b117402208fe1e0e20d943ed
 https://conda.anaconda.org/conda-forge/noarch/nb_conda_kernels-2.5.1-pyh707e725_2.conda#076e6d822442987779a6622092a8fb6a
-https://conda.anaconda.org/conda-forge/noarch/nbgitpuller-1.1.1-pyhd8ed1ab_0.tar.bz2#a2c72cf8c5fb4cd269bff97e9bf196e8
+https://conda.anaconda.org/conda-forge/noarch/nbgitpuller-1.2.1-pyhd8ed1ab_0.conda#73abf90c19790f8d6c600b0aa152c932
 https://conda.anaconda.org/conda-forge/noarch/r-broom-1.0.7-r43hc72bb7e_0.conda#e9bcdc8ab599d045b1d7ef7aede49bdc
 https://conda.anaconda.org/conda-forge/noarch/r-dbplyr-2.5.0-r43hc72bb7e_1.conda#73cd48c8632ca1a98381cc0f1ebed3d4
-https://conda.anaconda.org/conda-forge/linux-64/r-gstat-2.1_2-r43h2b5f3a1_0.conda#16b403e2e80fec443f411a44c0f62617
+https://conda.anaconda.org/conda-forge/linux-64/r-fields-16.3-r43hb67ce94_0.conda#f6f67009590986fd3dfb3645c33d206d
+https://conda.anaconda.org/conda-forge/noarch/r-ggspatial-1.1.9-r43hc72bb7e_1.conda#3d4ac40fcf1e987b2d2b0cca525413e0
+https://conda.anaconda.org/conda-forge/linux-64/r-gstat-2.1_2-r43h2b5f3a1_1.conda#9b644d426a1a10daadde2772dd7fa490
 https://conda.anaconda.org/conda-forge/linux-64/r-haven-2.5.4-r43h0d4f4ea_1.conda#5ea73f6c0626a144907ac2748d19050e
 https://conda.anaconda.org/conda-forge/noarch/r-leaflet-2.2.2-r43hc72bb7e_1.conda#1b0076ea8c42c9ec3343992aa72cc05f
 https://conda.anaconda.org/conda-forge/linux-64/r-leafpop-0.1.0-r43h93ab643_3.conda#27a4dfc7819b5705bf17391dab48f942
@@ -664,13 +705,13 @@ https://conda.anaconda.org/conda-forge/linux-64/r-mapdeck-0.3.5-r43h0d4f4ea_1.co
 https://conda.anaconda.org/conda-forge/noarch/r-plotly-4.10.4-r43hc72bb7e_1.conda#030d74ad170584977b14cc6f5dea4fe6
 https://conda.anaconda.org/conda-forge/linux-64/r-profvis-0.4.0-r43h2b5f3a1_0.conda#e8ec5ac1f8db7e075826f3f747ae9226
 https://conda.anaconda.org/conda-forge/noarch/r-recipes-1.1.0-r43hc72bb7e_1.conda#3c6b8915c6a6823420943fc2d3acd4a1
+https://conda.anaconda.org/conda-forge/linux-64/r-rgl-1.3.14-r43h090d86d_0.conda#150b75fcbd02aaac907f626c9f6abf21
 https://conda.anaconda.org/conda-forge/linux-64/r-testthat-3.2.1.1-r43h0d4f4ea_1.conda#31050a5b39d5c4e957574cc5ced41f43
 https://conda.anaconda.org/conda-forge/linux-64/r-tidygraph-1.3.0-r43h0d4f4ea_1.conda#400b5dba377dd045557ac58be08f9073
 https://conda.anaconda.org/conda-forge/noarch/r-tmaptools-3.1_1-r43hc72bb7e_3.conda#d3fbb7956853285d5d190b4f7a7be1e7
 https://conda.anaconda.org/conda-forge/noarch/r-widgetframe-0.3.1-r43hc72bb7e_4.conda#9b08cffc44d924609e0cb12f24890dc3
-https://conda.anaconda.org/conda-forge/noarch/dask-labextension-6.0.0-pyhd8ed1ab_0.tar.bz2#32a0ba2d4b9ed598d90463d0032aace3
-https://conda.anaconda.org/conda-forge/noarch/jupyterhub-singleuser-3.1.1-pyh2a2186d_0.conda#6d0a3394efe9ff7c0ad1ed03a6ca3720
-https://conda.anaconda.org/conda-forge/noarch/r-automap-1.1_12-r43hc72bb7e_0.conda#dd071b9530ab621b0e29be7ed9727f4d
+https://conda.anaconda.org/conda-forge/noarch/dask-gateway-2024.1.0-pyh8af1aa0_0.conda#8e8c5875b0bbdf9777ab6f02ae350ebd
+https://conda.anaconda.org/conda-forge/noarch/r-automap-1.1_12-r43hc72bb7e_1.conda#9d9c0f553f15791c72df8bbc1d8eda92
 https://conda.anaconda.org/conda-forge/linux-64/r-caret-6.0_94-r43hdb488b9_2.conda#17362d3b7f9ea633d976c021dbb89b3d
 https://conda.anaconda.org/conda-forge/noarch/r-devtools-2.4.5-r43hc72bb7e_3.conda#e07407ca885537ae7f599ba818e668bb
 https://conda.anaconda.org/conda-forge/noarch/r-leafem-0.2.3-r43h785f33e_1.conda#ba7dbeb74c4242f769be9ec32a1542cb
@@ -680,9 +721,11 @@ https://conda.anaconda.org/conda-forge/noarch/r-leafsync-0.1.0-r43hc72bb7e_4.con
 https://conda.anaconda.org/conda-forge/noarch/r-modelr-0.1.11-r43hc72bb7e_2.conda#2cdd8c74b0c949695af0debfd3a44974
 https://conda.anaconda.org/conda-forge/linux-64/r-oce-1.8_3-r43h41dd86c_0.conda#39ef10ff4d17144e6bc8abaa2afdecc9
 https://conda.anaconda.org/conda-forge/linux-64/r-ocedata-0.2.2-r43hc72bb7e_3.conda#2b854e3973fd60c27a81d7ed59069bf2
-https://conda.anaconda.org/conda-forge/noarch/pangeo-notebook-2023.02.11-hd8ed1ab_0.conda#25247a91eb90b34f8c2a2922659388c8
+https://conda.anaconda.org/conda-forge/noarch/r-pals-1.9-r43hc72bb7e_1.conda#1967ee8728c12b508935843ec9d9996e
+https://conda.anaconda.org/conda-forge/noarch/pangeo-dask-2024.08.07-hd8ed1ab_0.conda#dcf89dec3b5d48a0678bb083fbbbcf2c
 https://conda.anaconda.org/conda-forge/noarch/r-mapview-2.11.2-r43hc72bb7e_0.conda#21d49cc1e6ee48f0593e1c644f5b81c5
 https://conda.anaconda.org/conda-forge/noarch/r-tidyverse-2.0.0-r43h785f33e_2.conda#02a988567686de86cc822fb4e33b14ad
 https://conda.anaconda.org/conda-forge/noarch/r-tmap-3.3_4-r43hc72bb7e_1.conda#5f69fc4a8d7f8fe457941bcdc814feee
+https://conda.anaconda.org/conda-forge/noarch/pangeo-notebook-2024.08.07-hd8ed1ab_0.conda#dffed2b95398bf6e774526079be3fcfd
 https://conda.anaconda.org/conda-forge/noarch/r-mapedit-0.6.0-r43h785f33e_3.conda#97f605947c9f6c10373222c37dab1093
 https://conda.anaconda.org/conda-forge/noarch/r-robis-2.11.3-r43hc72bb7e_2.conda#6f1997c44ffd450521cb67bb2069ef7d
diff --git a/r/environment.yml b/r/environment.yml
index d845c5b..3c3baf3 100644
--- a/r/environment.yml
+++ b/r/environment.yml
@@ -1,10 +1,11 @@
 name: OHW-r
 channels:
   - conda-forge
+  - nodefaults
 dependencies:
   # base
-  - python=3.9
-  - pangeo-notebook=2023.02.11
+  - python=3.12
+  - pangeo-notebook=2024.08.07  # Tried 2023.12.17, 2024.05.23, 2024.08.07
   - nb_conda_kernels
   - jupyter-rsession-proxy
   # 2/24/23: Added jsonschema-with-format-nongpl to address a deployment error
@@ -22,12 +23,14 @@ dependencies:
   - r-abind
   - r-akima
   - r-ape
+  - r-assertthat
   - r-automap
   - r-biomod2
   - r-bitops
   - r-caret
   - r-catools
   - r-checkmate
+  - r-circstats
   - r-commonmark
   - r-cowplot
   - r-crul
@@ -39,13 +42,16 @@ dependencies:
   - r-dplyr
   - r-earth
   - r-rerddap
+  - r-fields
   - r-foreach
+  - r-forecast
   - r-foreign
   - r-fracdiff
   - r-gbm >=2.1.3
   - r-geometry
   - r-geosphere
   - r-ggplot2
+  - r-ggspatial
   - r-glmnet
   - r-gridextra
   - r-gsw
@@ -68,11 +74,13 @@ dependencies:
   - r-mmand
   - r-mapdata
   - r-mapedit
+  - r-mapproj
   - r-maps
   - r-maptools
   - r-marmap
   - r-markdown
   - r-mass
+  - r-matrixstats
   - r-mda
   - r-metr
   - r-ncdf4
@@ -80,12 +88,13 @@ dependencies:
   - r-nloptr
   - r-oce
   - r-ocedata
-  - r-rosm
   - r-palmerpenguins
+  - r-pals
   - r-patchwork
   - r-PCICt
   - r-plotly
   - r-proc >=1.15.0
+  - r-pracma
   - r-ps>=1.3.4
   - r-purrr
   - r-r.utils
@@ -98,11 +107,13 @@ dependencies:
   - r-reshape
   - r-rgdal >=1.5
   - r-rgeos
+  - r-rjson
   - r-rlang
   - r-rmarkdown
   - r-rnaturalearth
   - r-rnaturalearthdata
   - r-robis
+  - r-rosm
   - r-rpart
   - r-rsqlite
   - r-rstackdeque
@@ -111,8 +122,11 @@ dependencies:
   - r-scales
   - r-sf >=0.9_5
   - r-sp
+  - r-splancs
   - r-stars
+  - r-statmod
   - r-terra
+  - r-texreg
   - r-tibble
   - r-tidyr
   - r-tidygraph