diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 34ecb0dbf..223df548b 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -15,6 +15,9 @@ jobs:
       - name: Checkout github repo
         uses: actions/checkout@v2
 
+      - name: Install pandoc
+        run: sudo apt-get install pandoc
+
       - name: Install poetry
         run: pipx install poetry
 
diff --git a/MAINTAINER.md b/MAINTAINER.md
index 5e14a5403..055877baf 100644
--- a/MAINTAINER.md
+++ b/MAINTAINER.md
@@ -77,7 +77,7 @@ git add pyproject.toml
 git commit -m "Bump version"
 
 # 6. Pushed release branch to remote repository
-git push origin release/$RELEASE
+git push --set-upstream origin release/$RELEASE
 
 # 7. Open a "pull request" in GitHub for team to verify the release
 
@@ -91,7 +91,7 @@ git pull origin main
 git merge release/$RELEASE
 
 # 11. Tagged the release point by creating a new tag
-git tag -a $RELEASE -m \'Create release tag $RELEASE\'
+git tag -a $RELEASE -m "Create release tag $RELEASE"
 
 # 12. Pushed main branch to remote repository
 git push origin main
diff --git a/poetry.lock b/poetry.lock
index 942bafa83..6578b4e7c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -89,7 +89,7 @@ test_all = ["coverage", "ipython (>=4.2)", "objgraph", "pytest (>=7.0)", "pytest
 name = "atomicwrites"
 version = "1.4.1"
 description = "Atomic file writes."
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
@@ -97,7 +97,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 name = "attrs"
 version = "22.1.0"
 description = "Classes Without Boilerplate"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 
@@ -312,7 +312,7 @@ python-versions = ">=3.6"
 name = "fastjsonschema"
 version = "2.16.1"
 description = "Fastest Python implementation of JSON schema"
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
@@ -493,7 +493,7 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pep517",
 name = "importlib-resources"
 version = "5.9.0"
 description = "Read resources from Python packages"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 
@@ -508,7 +508,7 @@ testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)",
 name = "iniconfig"
 version = "1.1.1"
 description = "iniconfig: brain-dead simple config-ini parsing"
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
@@ -642,7 +642,7 @@ i18n = ["Babel (>=2.7)"]
 name = "jsonschema"
 version = "4.15.0"
 description = "An implementation of JSON Schema validation for Python"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 
@@ -713,6 +713,49 @@ pygments = "*"
 [package.extras]
 test = ["pexpect"]
 
+[[package]]
+name = "jupyter-contrib-core"
+version = "0.4.0"
+description = "Common utilities for jupyter-contrib projects."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+jupyter-core = "*"
+notebook = ">=4.0"
+setuptools = "*"
+tornado = "*"
+traitlets = "*"
+
+[package.extras]
+testing_utils = ["mock", "nose"]
+
+[[package]]
+name = "jupyter-contrib-nbextensions"
+version = "0.5.1"
+description = "A collection of Jupyter nbextensions."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ipython-genutils = "*"
+jupyter-contrib-core = ">=0.3.3"
+jupyter-core = "*"
+jupyter-highlight-selected-word = ">=0.1.1"
+jupyter-latex-envs = ">=1.3.8"
+jupyter-nbextensions-configurator = ">=0.4.0"
+lxml = "*"
+nbconvert = ">=4.2"
+notebook = ">=4.0"
+pyyaml = "*"
+tornado = "*"
+traitlets = ">=4.1"
+
+[package.extras]
+test = ["mock", "nbformat", "nose", "pip", "requests"]
+
 [[package]]
 name = "jupyter-core"
 version = "4.11.1"
@@ -728,6 +771,48 @@ traitlets = "*"
 [package.extras]
 test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
+[[package]]
+name = "jupyter_highlight_selected_word"
+version = "0.2.0"
+description = "Jupyter notebook extension that enables highlighting every instance of the current word in the notebook."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "jupyter_latex_envs"
+version = "1.4.6"
+description = "Jupyter notebook extension which supports (some) LaTeX environments within markdown cells. Also provides support for labels and crossreferences, document wide numbering, bibliography, and more..."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ipython = "*"
+jupyter_core = "*"
+nbconvert = "*"
+notebook = ">=4.0"
+traitlets = ">=4.1"
+
+[[package]]
+name = "jupyter-nbextensions-configurator"
+version = "0.5.0"
+description = "jupyter serverextension providing configuration interfaces for nbextensions."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+jupyter-contrib-core = ">=0.3.3"
+jupyter-core = "*"
+notebook = ">=6.0"
+pyyaml = "*"
+tornado = "*"
+traitlets = "*"
+
+[package.extras]
+test = ["jupyter-contrib-core[testing_utils]", "mock", "nose", "requests", "selenium"]
+
 [[package]]
 name = "jupyter-sphinx"
 version = "0.4.0"
@@ -863,7 +948,7 @@ python-versions = "*"
 name = "nbclient"
 version = "0.6.7"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 
@@ -917,7 +1002,7 @@ webpdf = ["pyppeteer (>=1,<1.1)"]
 name = "nbformat"
 version = "5.4.0"
 description = "The Jupyter Notebook format"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 
@@ -934,7 +1019,7 @@ test = ["check-manifest", "pre-commit", "pytest", "testpath"]
 name = "nbmake"
 version = "1.3.4"
 description = "Pytest plugin for testing notebooks"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7.0,<4.0.0"
 
@@ -1151,7 +1236,7 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
 name = "pkgutil_resolve_name"
 version = "1.3.10"
 description = "Resolve a name to an object."
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 
@@ -1171,7 +1256,7 @@ test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock
 name = "pluggy"
 version = "1.0.0"
 description = "plugin and hook calling mechanisms for python"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 
@@ -1279,7 +1364,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 name = "pydantic"
 version = "1.10.1"
 description = "Data validation and settings management using python type hints"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 
@@ -1353,7 +1438,7 @@ diagrams = ["jinja2", "railroad-diagrams"]
 name = "pyrsistent"
 version = "0.18.1"
 description = "Persistent/Functional/Immutable data structures"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 
@@ -1361,7 +1446,7 @@ python-versions = ">=3.7"
 name = "pytest"
 version = "7.1.2"
 description = "pytest: simple powerful testing with Python"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 
@@ -1953,7 +2038,7 @@ testing = ["func-timeout", "jaraco.itertools", "pytest (>=6)", "pytest-black (>=
 [metadata]
 lock-version = "1.1"
 python-versions = ">= 3.7.1, < 3.10.0"
-content-hash = "1d288817e543eaa33210d48b91bcbc4b0a0ed07671b2118ec87ec41b2d735805"
+content-hash = "21333cc6ce3965bbcdede03cf597e063611ab30d771a1fe4e4c389293bf10cd3"
 
 [metadata.files]
 alabaster = [
@@ -2384,10 +2469,29 @@ jupyter-console = [
     {file = "jupyter_console-6.4.4-py3-none-any.whl", hash = "sha256:756df7f4f60c986e7bc0172e4493d3830a7e6e75c08750bbe59c0a5403ad6dee"},
     {file = "jupyter_console-6.4.4.tar.gz", hash = "sha256:172f5335e31d600df61613a97b7f0352f2c8250bbd1092ef2d658f77249f89fb"},
 ]
+jupyter-contrib-core = [
+    {file = "jupyter_contrib_core-0.4.0-py2.py3-none-any.whl", hash = "sha256:5e77cdff5c73f5ff76b3713c459f928c0dff45eee53ee8c2fe3f26490f4d4270"},
+    {file = "jupyter_contrib_core-0.4.0.tar.gz", hash = "sha256:ad995f5754188ab41ea5f94d69c9a1f96ba50543274d798d9001f937f730d326"},
+]
+jupyter-contrib-nbextensions = [
+    {file = "jupyter_contrib_nbextensions-0.5.1-py2.py3-none-any.whl", hash = "sha256:2c071f0aa208c569666f656bdc0f66906ca493cf9f06f46db6350db11030ff40"},
+    {file = "jupyter_contrib_nbextensions-0.5.1.tar.gz", hash = "sha256:eecd28ecc2fc410226c0a3d4932ed2fac4860ccf8d9e9b1b29548835a35b22ab"},
+]
 jupyter-core = [
     {file = "jupyter_core-4.11.1-py3-none-any.whl", hash = "sha256:715e22bb6cc7db3718fddfac1f69f1c7e899ca00e42bdfd4bf3705452b9fd84a"},
     {file = "jupyter_core-4.11.1.tar.gz", hash = "sha256:2e5f244d44894c4154d06aeae3419dd7f1b0ef4494dc5584929b398c61cfd314"},
 ]
+jupyter_highlight_selected_word = [
+    {file = "jupyter_highlight_selected_word-0.2.0-py2.py3-none-any.whl", hash = "sha256:9545dfa9cb057eebe3a5795604dcd3a5294ea18637e553f61a0b67c1b5903c58"},
+    {file = "jupyter_highlight_selected_word-0.2.0.tar.gz", hash = "sha256:9fa740424859a807950ca08d2bfd28a35154cd32dd6d50ac4e0950022adc0e7b"},
+]
+jupyter_latex_envs = [
+    {file = "jupyter_latex_envs-1.4.6.tar.gz", hash = "sha256:070a31eb2dc488bba983915879a7c2939247bf5c3b669b398bdb36a9b5343872"},
+]
+jupyter-nbextensions-configurator = [
+    {file = "jupyter_nbextensions_configurator-0.5.0-py2.py3-none-any.whl", hash = "sha256:0be87b9d828673f691120a026327e0ff4fa7f1602dc94b00b3b9e48d52391e84"},
+    {file = "jupyter_nbextensions_configurator-0.5.0.tar.gz", hash = "sha256:bdc312c6baed70f6f35b464fa0bca850a266062c486af3e0ff601079e3238ceb"},
+]
 jupyter-sphinx = [
     {file = "jupyter_sphinx-0.4.0-py3-none-any.whl", hash = "sha256:32ad3c32900bb5cc4db300ed54c3798f2264bd2d9a8cb7c04c01b6004f063da1"},
     {file = "jupyter_sphinx-0.4.0.tar.gz", hash = "sha256:0c11a38f1343138f2c5051c0d34c4c545f4480174c1bd41c0256fe826e0baa55"},
diff --git a/pyproject.toml b/pyproject.toml
index 9a166d415..8f01f4d72 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,7 +34,6 @@ galcheat = ">=1.0.0"
 galsim = ">=2.3.5"
 ipywidgets = ">=7.6.5"
 matplotlib = ">=3.5.1"
-nbmake = "^1.3.4"
 numpy = [{version = ">=1.16.5,<1.22.0", python = "~3.7.1"}, {version = ">=1.22", python = ">=3.8"}]
 pandas = [{version = "~1.3.5", python = "~3.7.1"}, {version = ">=1.4.2", python = ">=3.8"}]
 python = ">= 3.7.1, < 3.10.0"
@@ -50,8 +49,10 @@ flake8 = ">=4.0.1"
 flake8-absolute-import = ">=1.0"
 isort = ">=5.10.1"
 jupyter = "^1.0.0"
+jupyter-contrib-nbextensions = "^0.5.1"
 jupyter-sphinx = ">=0.3.2"
 nbconvert = "^7.0.0"
+nbmake = "^1.3.4"
 nbstripout = ">=0.5.0"
 pre-commit = ">=2.18.1"
 pydocstyle = ">=5.1.1"