diff --git a/jupyter/README.md b/jupyter/README.md
index 0ac108c..783294a 100644
--- a/jupyter/README.md
+++ b/jupyter/README.md
@@ -19,9 +19,14 @@ Change the permissions on the configuration volume (see `docker-compose.yml`) if
 
 You may want to add the following lines to `jupyter_notebook_config.py`:
 
-```
+```python
 c.ServerApp.local_hostnames = ["localhost", "0.0.0.0"]
 c.ServerApp.token = "a_long_random_string"
+
+c.TagRemovePreprocessor.enabled = True
+c.TagRemovePreprocessor.remove_cell_tags = ("hide_cell",)
+c.TagRemovePreprocessor.remove_all_outputs_tags = ("hide_output",)
+c.TagRemovePreprocessor.remove_input_tags = ("hide_input",)
 ```
 
 The first sets `0.0.0.0` to the allowed local hostname list. This prevents a possible "connection reset" when connecting to the docker container. Opens jupyter up to the outside internet, but you should have your inbound ports firewalled off anyway.
@@ -29,7 +34,6 @@ The first sets `0.0.0.0` to the allowed local hostname list. This prevents a pos
 The second line sets a persistent token. If this config value is unset, jupyter will generate a new one on each run, making it hard to make a one-click bookmark.
 
 
-
 ## Image contents
  - jupyterlab, jupyterhub, notebook
    - latex + pandoc for exporting
@@ -42,6 +46,7 @@ The second line sets a persistent token. If this config value is unset, jupyter
    - numpy
    - matplotlib
    - pandas
+   - manim
  - Octave
  - R
  - Julia
diff --git a/jupyter/build/base/Dockerfile b/jupyter/build/base/Dockerfile
index a2d39f3..80c2233 100644
--- a/jupyter/build/base/Dockerfile
+++ b/jupyter/build/base/Dockerfile
@@ -48,10 +48,7 @@ RUN apt-get update --yes && \
 	# pandoc: convert notebooks to html
 	# texlive-*: for nbconvert
 	pandoc \
-	texlive \
-	texlive-xetex \
-	texlive-fonts-recommended \
-	texlive-plain-generic \
+	texlive-full \
 	# Misc dependencies
 	# build-essential: for cython
 	# cm-super, dvipng: for latex labels
diff --git a/jupyter/build/build.fish b/jupyter/build/build.fish
index 3a50ad9..1365ca4 100755
--- a/jupyter/build/build.fish
+++ b/jupyter/build/build.fish
@@ -45,20 +45,27 @@ echo ""
 printf "Building base image...\n"
 docker build \
 	--quiet=$is_quiet \
+	--build-arg PYTHON_VERSION=3.9 \
 	-t betalupi/jupyter-inter-0 \
 	$root_dir/base
 printf "Done. \n\n"
 
 
+
 build_image false octave
 build_image false r
 build_image false julia
-#build_image false haskell (BROKEN)
 #build_image false sage (BROKEN)
 
 build_image false plugins
 build_image false pymodules
 
+# Manim will not install under python 3.10.
+# 3.9 works (see arguments for base above)
+build_image false manim
+
+
+
 # Rename final image
 docker image tag betalupi/jupyter-inter-(math $img_idx) git.betalupi.com/mark/jupyter
 docker image rm betalupi/jupyter-inter-(math $img_idx)
diff --git a/jupyter/build/manim.Dockerfile b/jupyter/build/manim.Dockerfile
new file mode 100644
index 0000000..d60c153
--- /dev/null
+++ b/jupyter/build/manim.Dockerfile
@@ -0,0 +1,31 @@
+ARG BASE_CONTAINER=betalupi/jupyter-base
+FROM $BASE_CONTAINER
+LABEL maintainer="Mark <mark@betalupi.com>"
+
+USER root
+
+RUN apt-get update --yes && apt-get install --yes --no-install-recommends \
+		# Manim dependencies
+		libcairo2-dev \
+		libpango1.0-dev \
+		ffmpeg \
+		dvisvgm \
+	&& \
+	apt-get clean && rm -rf /var/lib/apt/lists/*
+
+
+USER $NB_UID
+
+# Manim will not install under python 3.10
+# as of 2022-10-09
+
+RUN mamba install --yes \
+		"manim" \
+	&& \
+	# Cleanup
+	mamba clean --all -f -y && \
+	npm cache clean --force && \
+	jupyter lab clean && \
+	rm -rf "/home/${NB_USER}/.cache/yarn" && \
+	fix-permissions "${CONDA_DIR}" && \
+	fix-permissions "/home/${NB_USER}"
\ No newline at end of file
diff --git a/jupyter/build/pymodules.Dockerfile b/jupyter/build/pymodules.Dockerfile
index 936ce0e..82da1dd 100644
--- a/jupyter/build/pymodules.Dockerfile
+++ b/jupyter/build/pymodules.Dockerfile
@@ -2,7 +2,7 @@ ARG BASE_CONTAINER=betalupi/jupyter-base
 FROM $BASE_CONTAINER
 LABEL maintainer="Mark <mark@betalupi.com>"
 
-USER ${NB_UID}
+USER $NB_UID
 
 RUN mamba install --yes \
 		# Python packages
@@ -41,6 +41,7 @@ RUN mamba install --yes \
 		"xlrd" \
 		"tensorflow" \
 		"pytest" \
+		"ipython" \
 	&& \
 	# Cleanup
 	mamba clean --all -f -y && \