diff --git a/_config.yml b/_config.yml
index 00ef7d47..e811f443 100644
--- a/_config.yml
+++ b/_config.yml
@@ -57,6 +57,21 @@ repository:
 # Bibliography
 bibtex_bibfiles:
   - reference/references.bib
+
+# Advanced configuration
 sphinx:
+  extra_extensions:
+    # 404 not found page
+    - notfound.extension
+    # maintain old paths and redirect them (so google results dont go to 404)
+    # https://github.com/wpilibsuite/sphinxext-rediraffe
+    - sphinxext.rediraffe
   config:
+    notfound_context:
+      body: "<h1>Whoops! 404 Page Not Found</h1>\n\n<p>Sorry, this page doesn't exist. Many sections of this book have been updated recently.</p><p> Try the search box 🔎 to find what you're looking for!</p>"
+    notfound_urls_prefix: /
+
+    rediraffe_redirects:
+      scipy-tutorial/00_overview.ipynb: overview/get-started.md
+
     bibtex_reference_style: author_year # or label, super, \supercite
diff --git a/_toc.yml b/_toc.yml
index a418b6e1..fb49ceba 100644
--- a/_toc.yml
+++ b/_toc.yml
@@ -6,6 +6,7 @@ parts:
     chapters:
       - file: overview/get-started.md
       - file: overview/xarray-in-45-min
+
   - caption: Fundamentals
     chapters:
       - file: fundamentals/01_datastructures_and_io
@@ -22,6 +23,7 @@ parts:
     chapters:
       - file: intermediate/01-high-level-computation-patterns
       - file: intermediate/xarray_and_dask
+
   - caption: Advanced
     chapters:
       - file: advanced/parallelize-custom-functions
@@ -43,8 +45,6 @@ parts:
           - file: workshops/online-tutorial-series/03_computation
       - file: workshops/scipy2022/README
         sections:
-          - url: https://tutorial.xarray.dev/fundamentals/00_overview
-            title: Introduction
           - url: https://tutorial.xarray.dev/fundamentals/01_datastructures_and_io
             title: Data Structures
           - file: workshops/scipy2022/cleaning_real_data
diff --git a/conda/conda-lock.yml b/conda/conda-lock.yml
index 7eebc139..ffe1b574 100644
--- a/conda/conda-lock.yml
+++ b/conda/conda-lock.yml
@@ -15,10 +15,10 @@ metadata:
   - url: conda-forge
     used_env_vars: []
   content_hash:
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-    win-64: 35282e02dc4ebe640f70cb8913221f1b934ef0eabb6234efffd2aff9c3859863
+    linux-64: 8c734038d4d665a04c0ce5bb58062875a5e06806a8a82da35e5587956b15431b
+    osx-64: 5ec0d1fddf582b6e056c0a75ef20cab00b6ec6297ace780d09c8ba3ca766db5d
+    osx-arm64: bd142bd442544a97b47943f6ff20654ccde53b6b32ac839b042f5d9abe9afc9b
+    win-64: 4364a3de7d821b1345fb1b625109ae3ab7a3f5ccb31d7d6388b455ebd0ad5bb0
   platforms:
   - linux-64
   - osx-64
@@ -236,6 +236,19 @@ package:
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   url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-12.1.0-h8d9b700_16.tar.bz2
   version: 12.1.0
+- category: main
+  dependencies:
+    libgcc-ng: '>=10.3.0'
+    libstdcxx-ng: '>=10.3.0'
+  hash:
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+    sha256: 1655e8a465712e08e59541ee26a73cb30d5c278514fc36c712ad9190d450a299
+  manager: conda
+  name: abseil-cpp
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/abseil-cpp-20211102.0-h27087fc_1.tar.bz2
+  version: '20211102.0'
 - category: main
   dependencies:
     libgcc-ng: '>=9.3.0'
@@ -644,6 +657,19 @@ package:
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   url: https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-h36c2ea0_1001.tar.bz2
   version: '0.4'
+- category: main
+  dependencies:
+    libgcc-ng: '>=10.3.0'
+    libstdcxx-ng: '>=10.3.0'
+  hash:
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+  manager: conda
+  name: re2
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/re2-2022.04.01-h27087fc_0.tar.bz2
+  version: 2022.04.01
 - category: main
   dependencies:
     libgcc-ng: '>=10.3.0'
@@ -1308,6 +1334,26 @@ package:
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   url: https://conda.anaconda.org/conda-forge/linux-64/gdk-pixbuf-2.42.8-hff1cb4f_0.tar.bz2
   version: 2.42.8
+- category: main
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+    abseil-cpp: '>=20211102.0,<20211102.1.0a0'
+    c-ares: '>=1.18.1,<2.0a0'
+    libgcc-ng: '>=12'
+    libprotobuf: '>=3.20.1,<3.21.0a0'
+    libstdcxx-ng: '>=12'
+    libzlib: '>=1.2.12,<1.3.0a0'
+    openssl: '>=1.1.1o,<1.1.2a'
+    re2: '>=2022.4.1,<2022.4.2.0a0'
+    zlib: '>=1.2.12,<1.3.0a0'
+  hash:
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+    sha256: 4db7d69ac6f760da7275e80443cab2d6923a80ff307e654f4e49c35f3e44852e
+  manager: conda
+  name: grpc-cpp
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/grpc-cpp-1.46.3-hc275302_1.tar.bz2
+  version: 1.46.3
 - category: main
   dependencies:
     libgcc-ng: '>=9.3.0'
@@ -2058,20 +2104,20 @@ package:
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 - category: main
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-    libstdcxx-ng: '>=10.3.0'
-    libtiff: '>=4.3.0,<5.0a0'
-    sqlite: '>=3.37.0,<4.0a0'
+    libcurl: '>=7.83.1,<8.0a0'
+    libgcc-ng: '>=12'
+    libstdcxx-ng: '>=12'
+    libtiff: '>=4.4.0,<5.0a0'
+    sqlite: '>=3.38.5,<4.0a0'
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-    sha256: 4e7592f0f3e68dd4bdbc684e2fef3b89eef22d6092734be5da07fabee2bf55e3
+    md5: 42d593cd1b23a43d7ac7edd9a2e84fa9
+    sha256: e061073f200a89d247a88d79f453bd661203bcdaf5f0c6972476e58e32421f91
   manager: conda
   name: proj
   optional: false
   platform: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/proj-9.0.0-h93bde94_1.tar.bz2
-  version: 9.0.0
+  url: https://conda.anaconda.org/conda-forge/linux-64/proj-9.0.1-h93bde94_0.tar.bz2
+  version: 9.0.1
 - category: main
   dependencies:
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@@ -2472,14 +2518,26 @@ package:
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-    sha256: 58409ebd377ef1e888cac917cb4e27e5eff314be07b037a94c53c2b2a643bcea
+    md5: 1aebd3cc43ffb4bb09646f60e03c50cd
+    sha256: da59582f412d9a41670289e5f2d19afdd2936dd0c5fb3c4387bbde2013a0f2c9
   manager: conda
   name: websocket-client
   optional: false
   platform: linux-64
-  url: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.3.2-pyhd8ed1ab_0.tar.bz2
-  version: 1.3.2
+  url: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.3.3-pyhd8ed1ab_0.tar.bz2
+  version: 1.3.3
+- category: main
+  dependencies:
+    python: '!=3.0,!=3.1,!=3.2,!=3.3,!=3.4'
+  hash:
+    md5: 1ca02aaf78d9c70d9a81a3bed5752022
+    sha256: aede66e6370f3b936164a703e48362f9080d7162234058fb2ee63cc84d528afc
+  manager: conda
+  name: wheel
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/noarch/wheel-0.37.1-pyhd8ed1ab_0.tar.bz2
+  version: 0.37.1
 - category: main
   dependencies:
     python: '>=3.7'
@@ -2660,20 +2718,20 @@ package:
 - category: main
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-    libgcc-ng: '>=10.3.0'
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-    proj: '>=9.0.0,<9.0.1.0a0'
-    zlib: '>=1.2.11,<1.3.0a0'
+    libgcc-ng: '>=12'
+    libstdcxx-ng: '>=12'
+    libtiff: '>=4.4.0,<5.0a0'
+    libzlib: '>=1.2.12,<1.3.0a0'
+    proj: '>=9.0.1,<9.0.2.0a0'
+    zlib: '>=1.2.12,<1.3.0a0'
   hash:
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-    sha256: 921c2ef12ffd980969fd5b1d5592342d04af9a3481e443b772da8bf823962480
+    md5: 408a65554dfa672b3db6a5224b2bddac
+    sha256: 8b2600f649ff557f71cc5a1ebaddc07f5cadae16ce7a2179f86d6da0bbd3ee75
   manager: conda
   name: geotiff
   optional: false
   platform: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/geotiff-1.7.1-h509b78c_1.tar.bz2
+  url: https://conda.anaconda.org/conda-forge/linux-64/geotiff-1.7.1-h4fc65e6_2.tar.bz2
   version: 1.7.1
 - category: main
   dependencies:
@@ -2870,17 +2928,17 @@ package:
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     libxml2: '>=2.9.14,<2.10.0a0'
     libzlib: '>=1.2.12,<1.3.0a0'
-    proj: '>=9.0.0,<9.0.1.0a0'
+    proj: '>=9.0.1,<9.0.2.0a0'
     sqlite: '>=3.38.5,<4.0a0'
     zlib: '>=1.2.12,<1.3.0a0'
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-    sha256: 5941a7362904dd5c10ad20f5de56f33167bf230314cecdd5f0b1aa7a851b2e4b
+    md5: 4e8cf38cf4ddbd367aad7baf4d01b882
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   manager: conda
   name: libspatialite
   optional: false
   platform: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/libspatialite-5.0.1-h3baac0b_16.tar.bz2
+  url: https://conda.anaconda.org/conda-forge/linux-64/libspatialite-5.0.1-hc16130b_17.tar.bz2
   version: 5.0.1
 - category: main
   dependencies:
@@ -3264,14 +3322,14 @@ package:
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     python_abi: 3.10.* *_cp310
   hash:
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-    sha256: 751a457023a8628711f90a0770a1913c41e542fdd105797d1d17d874161aa20f
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   manager: conda
   name: setuptools
   optional: false
   platform: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/setuptools-62.3.4-py310hff52083_0.tar.bz2
-  version: 62.3.4
+  url: https://conda.anaconda.org/conda-forge/linux-64/setuptools-62.6.0-py310hff52083_0.tar.bz2
+  version: 62.6.0
 - category: main
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@@ -3297,14 +3355,14 @@ package:
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-    sha256: 8e8a72d3a61babebfcba3c1052deafb6bde77e23a230c39f36ad345724e2b8b9
+    md5: 4bcd1e6e70d09ebf8b03616b9db7d727
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   manager: conda
   name: tiledb
   optional: false
   platform: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/tiledb-2.9.4-h1e4a385_0.tar.bz2
-  version: 2.9.4
+  url: https://conda.anaconda.org/conda-forge/linux-64/tiledb-2.9.5-h1e4a385_0.tar.bz2
+  version: 2.9.5
 - category: main
   dependencies:
     python: '>=3.5'
@@ -3654,24 +3712,27 @@ package:
   version: 1.1.2
 - category: main
   dependencies:
+    abseil-cpp: '>=20211102.0,<20211102.1.0a0'
     c-ares: '>=1.18.1,<2.0a0'
+    grpc-cpp: 1.46.3 hc275302_1
     libgcc-ng: '>=12'
+    libprotobuf: '>=3.20.1,<3.21.0a0'
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     openssl: '>=1.1.1o,<1.1.2a'
     python: '>=3.10,<3.11.0a0'
     python_abi: 3.10.* *_cp310
+    re2: '>=2022.4.1,<2022.4.2.0a0'
     setuptools: ''
     six: '>=1.6.0'
-    zlib: '>=1.2.11,<1.3.0a0'
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   optional: false
   platform: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/grpcio-1.46.3-py310h44b9e0c_0.tar.bz2
+  url: https://conda.anaconda.org/conda-forge/linux-64/grpcio-1.46.3-py310hd25cafb_1.tar.bz2
   version: 1.46.3
 - category: main
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   url: https://conda.anaconda.org/conda-forge/linux-64/pandas-1.4.2-py310h769672d_2.tar.bz2
   version: 1.4.2
+- category: main
+  dependencies:
+    python: '>=3.7'
+    setuptools: ''
+    wheel: ''
+  hash:
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+    sha256: 139e9fb1c67fb5743febe466bed33d0220a2650fdaaa2e90bca97860a75c48ef
+  manager: conda
+  name: pip
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/noarch/pip-22.1.2-pyhd8ed1ab_0.tar.bz2
+  version: 22.1.2
 - category: main
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@@ -3939,18 +4014,18 @@ package:
 - category: main
   dependencies:
     certifi: ''
-    libgcc-ng: '>=10.3.0'
-    proj: '>=9.0.0,<9.0.1.0a0'
+    libgcc-ng: '>=12'
+    proj: '>=9.0.1,<9.0.2.0a0'
     python: '>=3.10,<3.11.0a0'
     python_abi: 3.10.* *_cp310
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-    sha256: 7de4b0b0076e862033aade72997414b8573d3d372be35057b3d53a8f46e4eef6
+    md5: aaa559c22c09139a504796bd453fd535
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   optional: false
   platform: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/pyproj-3.3.1-py310h9bf108f_0.tar.bz2
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyproj-3.3.1-py310hf94497c_1.tar.bz2
   version: 3.3.1
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   optional: false
   platform: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/click-completion-0.5.2-py310hff52083_3.tar.bz2
+  url: https://conda.anaconda.org/conda-forge/linux-64/click-completion-0.5.2-py310hff52083_4.tar.bz2
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-    pyproj: '>=2.2.0'
-    python: '>=3.7'
-    shapely: ''
+    packaging: ''
+    pandas: '>=1.0.5'
+    pyproj: '>=2.6.1.post1'
+    python: '>=3.8'
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   optional: false
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-  url: https://conda.anaconda.org/conda-forge/noarch/geopandas-base-0.10.2-pyha770c72_1.tar.bz2
-  version: 0.10.2
+  url: https://conda.anaconda.org/conda-forge/noarch/geopandas-base-0.11.0-pyha770c72_0.tar.bz2
+  version: 0.11.0
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     libpng: '>=1.6.37,<1.7.0a0'
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   optional: false
   platform: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/tiledb-2.9.4-h5689973_0.tar.bz2
-  version: 2.9.4
+  url: https://conda.anaconda.org/conda-forge/win-64/tiledb-2.9.5-h5689973_0.tar.bz2
+  version: 2.9.5
 - category: main
   dependencies:
     backports.functools_lru_cache: ''
@@ -20374,7 +20710,7 @@ package:
     geos: '>=3.10.3,<3.10.4.0a0'
     matplotlib-base: '>=3.1'
     numpy: '>=1.21.6,<2.0a0'
-    proj: '>=9.0.0,<9.0.1.0a0'
+    proj: '>=9.0.1,<9.0.2.0a0'
     pyproj: '>=3.0'
     pyshp: '>=2.1'
     python: '>=3.10,<3.11.0a0'
@@ -20386,29 +20722,30 @@ package:
     vc: '>=14.1,<15'
     vs2015_runtime: '>=14.16.27033'
   hash:
-    md5: b00a0c9e695890b0b79a5d43935e1add
-    sha256: b6af743244f2817e363b067ec2e288cdb3e5a22a2b213069591bb946ee39c57a
+    md5: 6ab88e1e07f8433debf336dc68aad5a0
+    sha256: e2e44e778fc8b309c4f40a761a9b49c331ffe4e06dd94dce47b694bb989da49a
   manager: conda
   name: cartopy
   optional: false
   platform: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/cartopy-0.20.2-py310h6490fd6_5.tar.bz2
+  url: https://conda.anaconda.org/conda-forge/win-64/cartopy-0.20.2-py310h0f1eb16_6.tar.bz2
   version: 0.20.2
 - category: main
   dependencies:
-    pandas: '>=0.25'
-    pyproj: '>=2.2.0'
-    python: '>=3.7'
-    shapely: ''
+    packaging: ''
+    pandas: '>=1.0.5'
+    pyproj: '>=2.6.1.post1'
+    python: '>=3.8'
+    shapely: '>=1.7,<2'
   hash:
-    md5: 10584badfcd9fa04e6fc9a4d5dad1513
-    sha256: e27fc9771ff16a644c7cccab1ac4fe140e0540f83196daed0dcd50905e5d115d
+    md5: dbdba073e57c21fa23da13ecdfaf2f72
+    sha256: 258d6baae12a8f60fb51e2f2f1cd423f78621ccab65859c03839b259cef46a33
   manager: conda
   name: geopandas-base
   optional: false
   platform: win-64
-  url: https://conda.anaconda.org/conda-forge/noarch/geopandas-base-0.10.2-pyha770c72_1.tar.bz2
-  version: 0.10.2
+  url: https://conda.anaconda.org/conda-forge/noarch/geopandas-base-0.11.0-pyha770c72_0.tar.bz2
+  version: 0.11.0
 - category: main
   dependencies:
     cairo: '>=1.16.0,<1.17.0a0'
@@ -20702,7 +21039,7 @@ package:
     libkml: '>=1.3.0,<1.4.0a0'
     libnetcdf: '>=4.8.1,<4.8.2.0a0'
     libpng: '>=1.6.37,<1.7.0a0'
-    libpq: '>=14.3,<15.0a0'
+    libpq: '>=14.4,<15.0a0'
     libspatialite: '>=5.0.1,<5.1.0a0'
     libtiff: '>=4.4.0,<5.0a0'
     libwebp-base: ''
@@ -20713,22 +21050,22 @@ package:
     pcre: '>=8.45,<9.0a0'
     poppler: '>=22.4.0,<22.5.0a0'
     postgresql: ''
-    proj: '>=9.0.0,<9.0.1.0a0'
+    proj: '>=9.0.1,<9.0.2.0a0'
     sqlite: '>=3.38.5,<4.0a0'
-    tiledb: '>=2.9.3,<2.10.0a0'
+    tiledb: '>=2.9.4,<2.10.0a0'
     vc: '>=14.1,<15'
     vs2015_runtime: '>=14.16.27033'
     xerces-c: '>=3.2.3,<3.3.0a0'
     xz: '>=5.2.5,<5.3.0a0'
     zstd: '>=1.5.2,<1.6.0a0'
   hash:
-    md5: 03c741f9b2a77750fac61085bd369a0d
-    sha256: e2f7db236ce39ccb474909de77b678421ab94729541f8b8a8423f61fc4f6a76b
+    md5: c0f65484118bebd2ef1e84713b05dfe5
+    sha256: 2537fa1799a3f550ad993dae358ef451156ab7e2e337ef845687ee65d7a41d8a
   manager: conda
   name: libgdal
   optional: false
   platform: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/libgdal-3.5.0-hafd188d_3.tar.bz2
+  url: https://conda.anaconda.org/conda-forge/win-64/libgdal-3.5.0-h40a1202_4.tar.bz2
   version: 3.5.0
 - category: main
   dependencies:
@@ -20992,7 +21329,7 @@ package:
     cligj: '>=0.5'
     libgdal: '>=3.5.0,<3.6.0a0'
     numpy: '>=1.21.6,<2.0a0'
-    proj: '>=9.0.0,<9.0.1.0a0'
+    proj: '>=9.0.1,<9.0.2.0a0'
     python: '>=3.10,<3.11.0a0'
     python_abi: 3.10.* *_cp310
     setuptools: '>=0.9.8'
@@ -21000,13 +21337,13 @@ package:
     vc: '>=14.1,<15'
     vs2015_runtime: '>=14.16.27033'
   hash:
-    md5: aae241bba856aa2b2526ab622b664c1a
-    sha256: 595c7cc51fd6b79f3ffd952bfa4edd0145b96fd130f0a109b4598f5757eda785
+    md5: 3a9f3d5ea7a90fd81c3ec730d5aab596
+    sha256: d2a2ec5f19554ee2ef446f0a6a5c8191e6eda55ffdae70f985ae2a4b7354044f
   manager: conda
   name: rasterio
   optional: false
   platform: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/rasterio-1.2.10-py310h424833c_6.tar.bz2
+  url: https://conda.anaconda.org/conda-forge/win-64/rasterio-1.2.10-py310h8cfb04a_7.tar.bz2
   version: 1.2.10
 - category: main
   dependencies:
@@ -21069,18 +21406,18 @@ package:
   dependencies:
     google-auth: '>=1.25.0,<3.0dev'
     googleapis-common-protos: '>=1.56.2,<2.0dev'
-    protobuf: '>=3.15.0,<4.0.0dev'
+    protobuf: '>=3.15.0,<5.0.0dev'
     python: '>=3.6'
     requests: '>=2.18.0,<3.0.0dev'
   hash:
-    md5: 52a01ddffc33225b8b1027c2a87de476
-    sha256: e517189a84b18db91152091ad55b93edc047ba260683adde4a9c78d746782160
+    md5: 607bf4c8ecd3f9aaa43a8078583191f0
+    sha256: e43c594f7d46fba4ab05c7deca0d3f265c0bc33cdb20bb318f72944994f3e2bd
   manager: conda
   name: google-api-core
   optional: false
   platform: win-64
-  url: https://conda.anaconda.org/conda-forge/noarch/google-api-core-2.8.1-pyhd8ed1ab_0.tar.bz2
-  version: 2.8.1
+  url: https://conda.anaconda.org/conda-forge/noarch/google-api-core-2.8.2-pyhd8ed1ab_0.tar.bz2
+  version: 2.8.2
 - category: main
   dependencies:
     click: '>=6.0.0'
@@ -21790,4 +22127,27 @@ package:
   platform: win-64
   url: https://conda.anaconda.org/conda-forge/noarch/jupyter-book-0.13.0-pyhd8ed1ab_0.tar.bz2
   version: 0.13.0
+- category: main
+  dependencies: {}
+  hash:
+    sha256: 1901e01df9931922e87ef1f967042322b06a65790132cbd393861261e023b974
+  manager: pip
+  name: sphinx-notfound-page
+  optional: false
+  platform: win-64
+  source: null
+  url: https://files.pythonhosted.org/packages/6d/5f/0fd1927e7f6e5abd576d9b3d5da0c2d32bfc2577e53a2c63fb38c6c3a259/sphinx_notfound_page-0.8-py3-none-any.whl
+  version: '0.8'
+- category: main
+  dependencies:
+    sphinx: '>=2.0'
+  hash:
+    sha256: 9e430a52d4403847f4ffb3a8dd6dfc34a9fe43525305131f52ed899743a5fd8c
+  manager: pip
+  name: sphinxext-rediraffe
+  optional: false
+  platform: win-64
+  source: null
+  url: https://files.pythonhosted.org/packages/76/4f/c8797e796199e55cf6c8979ecdf5f4b09b81e93f87b3193c759faea63263/sphinxext_rediraffe-0.2.7-py3-none-any.whl
+  version: 0.2.7
 version: 1
diff --git a/conda/environment-unpinned.yml b/conda/environment-unpinned.yml
index debfa290..1c742853 100644
--- a/conda/environment-unpinned.yml
+++ b/conda/environment-unpinned.yml
@@ -22,6 +22,7 @@ dependencies:
   - matplotlib-base
   - netcdf4
   - pint-xarray
+  - pip
   - pydap
   - python-graphviz
   - pooch
@@ -29,3 +30,6 @@ dependencies:
   - scipy
   - xarray
   - zarr
+  - pip:
+      - sphinx-notfound-page
+      - sphinxext-rediraffe
diff --git a/conda/environment.yml b/conda/environment.yml
index 3beb573f..971e2e1e 100644
--- a/conda/environment.yml
+++ b/conda/environment.yml
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 2c8cba8b9bda672467d05554bafd9037ab6cf2db4ea3a2093194670dbb0f9871
+# input_hash: 8c734038d4d665a04c0ce5bb58062875a5e06806a8a82da35e5587956b15431b
 
 channels:
   - conda-forge
@@ -23,6 +23,7 @@ dependencies:
   - _openmp_mutex=4.5=2_gnu
   - fonts-conda-ecosystem=1=0
   - libgcc-ng=12.1.0=h8d9b700_16
+  - abseil-cpp=20211102.0=h27087fc_1
   - bzip2=1.0.8=h7f98852_4
   - c-ares=1.18.1=h7f98852_0
   - expat=2.4.8=h27087fc_0
@@ -56,6 +57,7 @@ dependencies:
   - pcre=8.45=h9c3ff4c_0
   - pixman=0.40.0=h36c2ea0_0
   - pthread-stubs=0.4=h36c2ea0_1001
+  - re2=2022.04.01=h27087fc_0
   - snappy=1.1.9=hbd366e4_1
   - tzcode=2022a=h166bdaf_0
   - xorg-kbproto=1.0.7=h7f98852_1002
@@ -103,6 +105,7 @@ dependencies:
   - brotli=1.0.9=h166bdaf_7
   - freetype=2.10.4=h0708190_1
   - gdk-pixbuf=2.42.8=hff1cb4f_0
+  - grpc-cpp=1.46.3=hc275302_1
   - gts=0.7.6=h64030ff_2
   - lcms2=2.12=hddcbb42_0
   - libcurl=7.83.1=h7bff187_0
@@ -159,7 +162,7 @@ dependencies:
   - pint=0.19.2=pyhd8ed1ab_0
   - platformdirs=2.5.1=pyhd8ed1ab_0
   - postgresql=14.4=hfdbbde3_0
-  - proj=9.0.0=h93bde94_1
+  - proj=9.0.1=h93bde94_0
   - prometheus_client=0.14.1=pyhd8ed1ab_0
   - ptyprocess=0.7.0=pyhd3deb0d_0
   - pure_eval=0.2.2=pyhd8ed1ab_0
@@ -193,7 +196,8 @@ dependencies:
   - uc-micro-py=1.0.1=pyhd8ed1ab_0
   - webencodings=0.5.1=py_1
   - webob=1.8.7=pyhd8ed1ab_0
-  - websocket-client=1.3.2=pyhd8ed1ab_0
+  - websocket-client=1.3.3=pyhd8ed1ab_0
+  - wheel=0.37.1=pyhd8ed1ab_0
   - zipp=3.8.0=pyhd8ed1ab_0
   - asttokens=2.0.5=pyhd8ed1ab_0
   - babel=2.10.3=pyhd8ed1ab_0
@@ -206,7 +210,7 @@ dependencies:
   - debugpy=1.6.0=py310hd8f1fbe_0
   - docutils=0.17.1=py310hff52083_2
   - frozenlist=1.3.0=py310h5764c6d_1
-  - geotiff=1.7.1=h509b78c_1
+  - geotiff=1.7.1=h4fc65e6_2
   - gitdb=4.0.9=pyhd8ed1ab_0
   - greenlet=1.1.2=py310hd8f1fbe_2
   - importlib-metadata=4.11.4=py310hff52083_0
@@ -219,7 +223,7 @@ dependencies:
   - libdap4=3.20.6=hd7c4107_2
   - libgd=2.3.3=h18fbbfe_3
   - libnetcdf=4.8.1=nompi_h329d8a1_102
-  - libspatialite=5.0.1=h3baac0b_16
+  - libspatialite=5.0.1=hc16130b_17
   - linkify-it-py=1.0.3=pyhd8ed1ab_0
   - llvmlite=0.38.1=py310h58363a5_0
   - lz4=4.0.0=py310h5d5e884_2
@@ -246,9 +250,9 @@ dependencies:
   - pyyaml=6.0=py310h5764c6d_4
   - pyzmq=23.1.0=py310h330234f_0
   - rsa=4.8=pyhd8ed1ab_0
-  - setuptools=62.3.4=py310hff52083_0
+  - setuptools=62.6.0=py310hff52083_0
   - sniffio=1.2.0=py310hff52083_3
-  - tiledb=2.9.4=h1e4a385_0
+  - tiledb=2.9.5=h1e4a385_0
   - tinycss2=1.1.1=pyhd8ed1ab_0
   - tornado=6.1=py310h5764c6d_3
   - tqdm=4.64.0=pyhd8ed1ab_0
@@ -273,7 +277,7 @@ dependencies:
   - fonttools=4.33.3=py310h5764c6d_0
   - gitpython=3.1.27=pyhd8ed1ab_0
   - google-crc32c=1.1.2=py310he8fe98e_3
-  - grpcio=1.46.3=py310h44b9e0c_0
+  - grpcio=1.46.3=py310hd25cafb_1
   - gsw=3.4.0=py310hde88566_3
   - harfbuzz=4.3.0=hf9f4e7c_0
   - importlib_metadata=4.11.4=hd8ed1ab_0
@@ -286,11 +290,12 @@ dependencies:
   - numba=0.55.2=py310ha5257ce_0
   - numcodecs=0.9.1=py310hd8f1fbe_3
   - pandas=1.4.2=py310h769672d_2
+  - pip=22.1.2=pyhd8ed1ab_0
   - poppler=22.04.0=h1434ded_1
   - protobuf=3.20.1=py310hd8f1fbe_0
   - pybtex=0.24.0=pyhd8ed1ab_2
   - pygments=2.12.0=pyhd8ed1ab_0
-  - pyproj=3.3.1=py310h9bf108f_0
+  - pyproj=3.3.1=py310hf94497c_1
   - scipy=1.8.1=py310h7612f91_0
   - shapely=1.8.2=py310h7b2ee30_2
   - snuggs=1.4.7=py_0
@@ -302,13 +307,13 @@ dependencies:
   - aiohttp=3.8.1=py310h5764c6d_1
   - argon2-cffi=21.3.0=pyhd8ed1ab_0
   - bokeh=2.4.3=py310hff52083_0
-  - click-completion=0.5.2=py310hff52083_3
-  - geopandas-base=0.10.2=pyha770c72_1
+  - click-completion=0.5.2=py310hff52083_4
+  - geopandas-base=0.11.0=pyha770c72_0
   - google-resumable-media=2.3.3=pyhd8ed1ab_0
   - googleapis-common-protos=1.56.2=py310hff52083_0
   - identify=2.5.1=pyhd8ed1ab_0
   - jupyterlab_pygments=0.2.2=pyhd8ed1ab_0
-  - libgdal=3.5.0=he21a14a_3
+  - libgdal=3.5.0=hc0ebe42_4
   - matplotlib-base=3.5.2=py310h5701ce4_0
   - nbformat=5.4.0=pyhd8ed1ab_0
   - netcdf4=1.5.8=nompi_py310hd7ca5b8_101
@@ -319,7 +324,7 @@ dependencies:
   - wcwidth=0.2.5=pyh9f0ad1d_2
   - xarray=2022.3.0=pyhd8ed1ab_0
   - zarr=2.11.3=pyhd8ed1ab_0
-  - cartopy=0.20.2=py310he712b01_5
+  - cartopy=0.20.2=py310hb408dcc_6
   - cf_xarray=0.7.2=pyhd8ed1ab_0
   - gtk2=2.24.33=h90689f9_2
   - librsvg=2.54.3=h7abd40a_0
@@ -327,7 +332,7 @@ dependencies:
   - pint-xarray=0.2.1=pyhd8ed1ab_0
   - pre-commit=2.19.0=py310hff52083_0
   - prompt-toolkit=3.0.29=pyha770c72_0
-  - rasterio=1.2.10=py310hee62e8a_6
+  - rasterio=1.2.10=py310h1bedc6d_7
   - urllib3=1.26.9=pyhd8ed1ab_0
   - distributed=2022.6.0=pyhd8ed1ab_0
   - graphviz=4.0.0=h5abf519_0
@@ -347,7 +352,7 @@ dependencies:
   - requests-oauthlib=1.3.1=pyhd8ed1ab_0
   - sphinx=4.5.0=pyh6c4a22f_0
   - colorcet=3.0.0=pyhd8ed1ab_0
-  - google-api-core=2.8.1=pyhd8ed1ab_0
+  - google-api-core=2.8.2=pyhd8ed1ab_0
   - google-auth-oauthlib=0.5.2=pyhd8ed1ab_0
   - jupyter-resource-usage=0.6.1=pyhd8ed1ab_0
   - jupyter-server-mathjax=0.2.5=pyhc268e32_0
@@ -387,3 +392,6 @@ dependencies:
   - jupyter-sphinx=0.3.2=pyhd8ed1ab_1
   - myst-nb=0.13.2=pyhd8ed1ab_0
   - jupyter-book=0.13.0=pyhd8ed1ab_0
+  - pip:
+      - sphinx-notfound-page === 0.8
+      - sphinxext-rediraffe === 0.2.7