diff --git a/.binder/conda-linux-64.lock b/.binder/conda-linux-64.lock
index 3401027f..2b733855 100644
--- a/.binder/conda-linux-64.lock
+++ b/.binder/conda-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: e19ae685914d192304497c2865c79752c84ca19e2ea3af91a37c738aba09fd43
+# input_hash: 96acc22dca25460b9ec32582873300c98976dfc4632367611c5c103247e3aefc
 @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
@@ -9,20 +9,20 @@ 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-hab24e00_0.tar.bz2#19410c3df09dfb12d1206132a1d357c5
-https://conda.anaconda.org/conda-forge/noarch/kernel-headers_linux-64-2.6.32-he073ed8_14.tar.bz2#40c41dffc04c17136f02498538db1d2b
+https://conda.anaconda.org/conda-forge/noarch/kernel-headers_linux-64-2.6.32-he073ed8_15.tar.bz2#5dd5127afd710f91f6a75821bac0a4f0
 https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.36.1-hea4e1c9_2.tar.bz2#bd4f2e711b39af170e7ff15163fe87ee
 https://conda.anaconda.org/conda-forge/linux-64/libgcc-devel_linux-64-9.4.0-hd854feb_11.tar.bz2#db20b3d6b359c3ca9674ad3f33562bab
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-https://conda.anaconda.org/conda-forge/linux-64/mysql-common-8.0.26-ha770c72_0.tar.bz2#5a4e05d5fc6f281ba86c280e5d0559e7
-https://conda.anaconda.org/conda-forge/linux-64/pandoc-2.14.2-h7f98852_0.tar.bz2#036a4ef13793d1bd771090b49c4c2550
+https://conda.anaconda.org/conda-forge/linux-64/mysql-common-8.0.27-ha770c72_1.tar.bz2#ca56dd3e2768f99f9e19869efb3434ec
+https://conda.anaconda.org/conda-forge/linux-64/pandoc-2.16.2-h7f98852_0.tar.bz2#a33b21929f07f2d64f41a0e8593f16f0
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-https://conda.anaconda.org/conda-forge/noarch/tzdata-2021d-he74cb21_0.tar.bz2#e77b56f22b2b151a068395e77568a105
+https://conda.anaconda.org/conda-forge/noarch/tzdata-2021e-he74cb21_0.tar.bz2#a751ec502589ebdc2eceb183ff602569
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-https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-64-2.12-he073ed8_14.tar.bz2#78c8c32c25226732442d101d4fe1d785
+https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-64-2.12-he073ed8_15.tar.bz2#66c192522eacf5bb763568b4e415d133
 https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-1_gnu.tar.bz2#561e277319a41d4f24f5c05a9ef63c04
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 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2#fee5683a3f04bd15cbd8318b096a27ab
@@ -30,22 +30,23 @@ https://conda.anaconda.org/conda-forge/linux-64/binutils_linux-64-2.36-hf3e587d_
 https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-11.2.0-h1d223b6_11.tar.bz2#e3495f4f93cfd6b68021cbe2b5844cd5
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-https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.17.2-h7f98852_0.tar.bz2#a25871010e5104556045aa01850fbddf
+https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.18.1-h7f98852_0.tar.bz2#f26ef8098fab1f719c91eb760d63381a
 https://conda.anaconda.org/conda-forge/linux-64/expat-2.4.1-h9c3ff4c_0.tar.bz2#16054ef3cb3ec5d8d29d08772662f65d
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-https://conda.anaconda.org/conda-forge/linux-64/geos-3.9.1-h9c3ff4c_2.tar.bz2#b9a6d9422aed3ad84ec6ccee9bfcaa0f
+https://conda.anaconda.org/conda-forge/linux-64/geos-3.10.0-h9c3ff4c_0.tar.bz2#f3e1934c48463a3fbc87075ba2e94070
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-https://conda.anaconda.org/conda-forge/linux-64/icu-68.1-h58526e2_0.tar.bz2#fc7a4271dc2a7f4fd78cd63695baf7c3
+https://conda.anaconda.org/conda-forge/linux-64/icu-68.2-h9c3ff4c_0.tar.bz2#6618c9b191638993f2a818c6529e1b49
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+https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.0.9-h7f98852_6.tar.bz2#b0f44f63f7d771d7670747a1dd5d5ac1
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-https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.2-h9c3ff4c_4.tar.bz2#dea515312db9d4788e52c2edfc657635
+https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.2-h7f98852_5.tar.bz2#d645c6d2ac96843a2bfaccd2d62b3ac3
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@@ -60,14 +61,14 @@ https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.2.11-h36c2ea0_1013.tar
 https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.9.3-h9c3ff4c_1.tar.bz2#fbe97e8fa6f275d7c76a09e795adc3e6
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-https://conda.anaconda.org/conda-forge/linux-64/nspr-4.30-h9c3ff4c_0.tar.bz2#e6dc1f8f6e0bcebe8e3d8a5bca258dbe
+https://conda.anaconda.org/conda-forge/linux-64/nspr-4.32-h9c3ff4c_1.tar.bz2#29ded371806431b0499aaee146abfc3e
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-https://conda.anaconda.org/conda-forge/linux-64/tzcode-2021d-h7f98852_0.tar.bz2#2a9463c0b541c6a7af5eb070feca9f0a
+https://conda.anaconda.org/conda-forge/linux-64/tzcode-2021e-h7f98852_0.tar.bz2#68f160505f506e8a688d3450dc3f437c
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@@ -82,11 +83,13 @@ https://conda.anaconda.org/conda-forge/linux-64/gcc_impl_linux-64-9.4.0-h03d3576
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+https://conda.anaconda.org/conda-forge/linux-64/libbrotlidec-1.0.9-h7f98852_6.tar.bz2#c7c03a2592cac92246a13a0732bd1573
+https://conda.anaconda.org/conda-forge/linux-64/libbrotlienc-1.0.9-h7f98852_6.tar.bz2#28bfe0a70154e6881da7bae97517c948
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-https://conda.anaconda.org/conda-forge/linux-64/librttopo-1.1.0-h1185371_6.tar.bz2#bdaaaa5a3984edea71596fc9cca74463
+https://conda.anaconda.org/conda-forge/linux-64/librttopo-1.1.0-h0ad649c_7.tar.bz2#b879e4b42dc77e0316aa6a0d8dacfcae
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-https://conda.anaconda.org/conda-forge/linux-64/libxcb-1.13-h7f98852_1003.tar.bz2#a9371e9e40aded194dcba1447606c9a1
+https://conda.anaconda.org/conda-forge/linux-64/libxcb-1.13-h7f98852_1004.tar.bz2#b3653fdc58d03face9724f602218a904
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@@ -94,18 +97,19 @@ https://conda.anaconda.org/conda-forge/linux-64/xerces-c-3.2.3-h9d8b166_3.tar.bz
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+https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.0.9-h7f98852_6.tar.bz2#9e94bf16f14c78a36561d5019f490d22
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+https://conda.anaconda.org/conda-forge/linux-64/libprotobuf-3.19.1-h780b84a_0.tar.bz2#6924eaa76cf21db5ba401935d9327a94
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@@ -116,21 +120,22 @@ https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.11-h27826a3_1.tar.bz2#84e
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diff --git a/.binder/conda-osx-64.lock b/.binder/conda-osx-64.lock
index 9434caa4..e08392db 100644
--- a/.binder/conda-osx-64.lock
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diff --git a/.binder/conda-win-64.lock b/.binder/conda-win-64.lock
index e23dafd0..57cd2834 100644
--- a/.binder/conda-win-64.lock
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@@ -643,3 +614,20 @@ https://conda.anaconda.org/conda-forge/noarch/r-mapview-2.10.0-r40hc72bb7e_0.tar
 https://conda.anaconda.org/conda-forge/noarch/r-obistools-0.0.10-r40hd8ed1ab_0.tar.bz2#efee6943176a7a1e65378f7222c1d9f3
 https://conda.anaconda.org/conda-forge/noarch/r-mapedit-0.6.0-r40h785f33e_1.tar.bz2#99188de424a3891eba0ad57b14e29011
 https://conda.anaconda.org/conda-forge/noarch/r-robis-2.8.2-r40hc72bb7e_0.tar.bz2#4be5942afc22fff65ca55a426b73de3b
+https://conda.anaconda.org/conda-forge/noarch/jupyter-sphinx-0.3.2-pyhd8ed1ab_1.tar.bz2#a47ca0f91417e5d29d075ca416254466
+https://conda.anaconda.org/conda-forge/noarch/myst-parser-0.15.2-pyhd8ed1ab_0.tar.bz2#0c2976e0a1af80ce224388da557eeece
+https://conda.anaconda.org/conda-forge/noarch/pydata-sphinx-theme-0.7.2-pyhd8ed1ab_0.tar.bz2#123f5c52d6b4117225af45a52ec34997
+https://conda.anaconda.org/conda-forge/noarch/sphinx-4.3.0-pyh6c4a22f_0.tar.bz2#64ff0623f1e402ec05ab269e9521e602
+https://conda.anaconda.org/conda-forge/noarch/sphinx-book-theme-0.1.7-pyhd8ed1ab_0.tar.bz2#2c0ee0c179f477bb9fe12a05851f91e6
+https://conda.anaconda.org/conda-forge/noarch/sphinx-comments-0.0.3-pyh9f0ad1d_0.tar.bz2#2ae3ce35de0c1cec45c94182694f8d1b
+https://conda.anaconda.org/conda-forge/noarch/sphinx-copybutton-0.4.0-pyhd8ed1ab_0.tar.bz2#80fd2cc25ad45911b4e42d5b91593e2f
+https://conda.anaconda.org/conda-forge/noarch/sphinx-external-toc-0.2.3-pyhd8ed1ab_0.tar.bz2#fedb53110ade7945dee60e18ab834111
+https://conda.anaconda.org/conda-forge/noarch/sphinx-jupyterbook-latex-0.4.6-pyhd8ed1ab_0.tar.bz2#6e4a69a0c8adbb48178fdf3efa24fa4c
+https://conda.anaconda.org/conda-forge/noarch/sphinx-multitoc-numbering-0.1.3-pyhd8ed1ab_0.tar.bz2#40749a4d0f0d2e11c65fb26c1cd16a90
+https://conda.anaconda.org/conda-forge/noarch/sphinx-panels-0.6.0-pyhd8ed1ab_0.tar.bz2#6eec6480601f5d15babf9c3b3987f34a
+https://conda.anaconda.org/conda-forge/noarch/sphinx-thebe-0.0.10-pyhd8ed1ab_0.tar.bz2#3d5c572501989c0519ed907fa558ae74
+https://conda.anaconda.org/conda-forge/noarch/sphinx-togglebutton-0.2.3-pyhd3deb0d_0.tar.bz2#3eb34ca58b3cb8df3c92371e79af9e12
+https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-bibtex-2.2.1-pyhd8ed1ab_0.tar.bz2#927ecdc7ffaab15e45d908336ccc504c
+https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-serializinghtml-1.1.5-pyhd8ed1ab_1.tar.bz2#63d2f874f990fdcab47c822b608d6ade
+https://conda.anaconda.org/conda-forge/noarch/myst-nb-0.13.1-pyhd8ed1ab_0.tar.bz2#3588991b5d785f9395b94970bbbd67ae
+https://conda.anaconda.org/conda-forge/noarch/jupyter-book-0.12.1-pyhd8ed1ab_0.tar.bz2#c2ece74e9a9220d7e2775563c36de9cd
diff --git a/.binder/environment-python_and_r.yml b/.binder/environment-python_and_r.yml
index f43f5df8..09863acd 100644
--- a/.binder/environment-python_and_r.yml
+++ b/.binder/environment-python_and_r.yml
@@ -27,7 +27,7 @@ dependencies:
   - ipyleaflet
   - joblib
   - jupyter
-  - jupyter-book >=0.11.3
+  - jupyter-book >=0.12.1
   - jupyter_contrib_nbextensions
   - jupyter_nbextensions_configurator
   - matplotlib-base
diff --git a/.binder/environment.yml b/.binder/environment.yml
index c6730244..971e9b2a 100644
--- a/.binder/environment.yml
+++ b/.binder/environment.yml
@@ -27,7 +27,7 @@ dependencies:
   - ipyleaflet
   - joblib
   - jupyter
-  - jupyter-book >=0.11.3
+  - jupyter-book >=0.12.1
   - jupyter_contrib_nbextensions
   - jupyter_nbextensions_configurator
   - matplotlib-base