diff --git a/_config.yml b/_config.yml
index b03bc6e0..85a12b15 100644
--- a/_config.yml
+++ b/_config.yml
@@ -68,10 +68,6 @@ sphinx:
     # maintain old paths and redirect them (so google results dont go to 404)
     # https://github.com/wpilibsuite/sphinxext-rediraffe
     - sphinxext.rediraffe
-    - sphinx_exercise
-    - sphinxcontrib.mermaid
-    # required for mermaid
-    - myst_parser
   config:
     language: en # accessibility
     # application/vnd.holoviews_load.v0+json, application/vnd.holoviews_exec.v0+json
@@ -83,6 +79,5 @@ sphinx:
       scipy-tutorial/00_overview.ipynb: overview/get-started.md
       workshops/scipy2022/README.md: overview/fundamental-path/README.md
       fundamentals/02.1_working_with_labeled_data.ipynb: fundamentals/02.1_indexing_Basic.ipynb
-    source_suffix:
-      ".md": "markdown"
+
     bibtex_reference_style: author_year # or label, super, \supercite
diff --git a/conda/conda-lock.yml b/conda/conda-lock.yml
index 7d5e6e47..d4ecf965 100644
--- a/conda/conda-lock.yml
+++ b/conda/conda-lock.yml
@@ -9,24 +9,24 @@
 # To update a single package to the latest version compatible with the version constraints in the source:
 #     conda-lock lock  --lockfile conda-lock.yml --update PACKAGE
 # To re-solve the entire environment, e.g. after changing a version constraint in the source file:
-#     conda-lock -f conda/environment-unpinned.yml --lockfile conda-lock.yml
+#     conda-lock -f environment-unpinned.yml --lockfile conda-lock.yml
 version: 1
 metadata:
   content_hash:
-    osx-64: 9cc593bfacc0c2bc9b2aaa779296383c808481ac921d9a3ab879bcd5d7d5fc24
-    linux-64: ded5f976bfa18bb4cf264baff359de6d57be2c145397ec6d09c523734a4b8b90
-    win-64: 1a98008d9da0738fca8c84dcd26ccdcfe852a01c212f48dd0660479b2e39c6e1
-    osx-arm64: 8d78c895f5ce9ebdc64a430f28c4744ea65951b02a44b2356e3e74324064782b
+    osx-64: 04db034b972956d26ea5a2e216d203ad9ec50d1264db68fad8b8819687e2dbca
+    linux-64: 1bf1f9f5d61f47892c7aa44e23f0d353c0b37071f3dfd42e1a88a79e0bf96780
+    win-64: d2979a92577f588632cc336a9c1d5ca088886463ed8fbb6f6fd560c83c08442f
+    osx-arm64: 4f169409756d1bd8b7c8088061b8a81352704e1992ecda0baaad820a2facc9df
   channels:
   - url: conda-forge
     used_env_vars: []
   platforms:
-  - osx-64
   - linux-64
-  - win-64
+  - osx-64
   - osx-arm64
+  - win-64
   sources:
-  - conda/environment-unpinned.yml
+  - environment-unpinned.yml
 package:
 - name: _libgcc_mutex
   version: '0.1'
@@ -53,55 +53,55 @@ package:
   category: main
   optional: false
 - name: accessible-pygments
-  version: 0.0.4
+  version: 0.0.5
   manager: conda
   platform: linux-64
   dependencies:
     pygments: ''
-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.4-pyhd8ed1ab_0.conda
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.5-pyhd8ed1ab_0.conda
   hash:
-    md5: 46a2e6e3dfa718ce3492018d5a110dd6
-    sha256: ce532e2da08fb2b77df281e3d42e2b2131641bdd6a6e8127f3718ae6860bd70d
+    md5: 1bb1ef9806a9a20872434f58b3e7fc1a
+    sha256: 712c1875bcd32674e8ce2f418f0b2875ecb98e6bcbb21ec7502dae8ff4b0f73c
   category: main
   optional: false
 - name: accessible-pygments
-  version: 0.0.4
+  version: 0.0.5
   manager: conda
   platform: osx-64
   dependencies:
     pygments: ''
-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.4-pyhd8ed1ab_0.conda
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.5-pyhd8ed1ab_0.conda
   hash:
-    md5: 46a2e6e3dfa718ce3492018d5a110dd6
-    sha256: ce532e2da08fb2b77df281e3d42e2b2131641bdd6a6e8127f3718ae6860bd70d
+    md5: 1bb1ef9806a9a20872434f58b3e7fc1a
+    sha256: 712c1875bcd32674e8ce2f418f0b2875ecb98e6bcbb21ec7502dae8ff4b0f73c
   category: main
   optional: false
 - name: accessible-pygments
-  version: 0.0.4
+  version: 0.0.5
   manager: conda
   platform: osx-arm64
   dependencies:
     pygments: ''
-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.4-pyhd8ed1ab_0.conda
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.5-pyhd8ed1ab_0.conda
   hash:
-    md5: 46a2e6e3dfa718ce3492018d5a110dd6
-    sha256: ce532e2da08fb2b77df281e3d42e2b2131641bdd6a6e8127f3718ae6860bd70d
+    md5: 1bb1ef9806a9a20872434f58b3e7fc1a
+    sha256: 712c1875bcd32674e8ce2f418f0b2875ecb98e6bcbb21ec7502dae8ff4b0f73c
   category: main
   optional: false
 - name: accessible-pygments
-  version: 0.0.4
+  version: 0.0.5
   manager: conda
   platform: win-64
   dependencies:
     pygments: ''
-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.4-pyhd8ed1ab_0.conda
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.5-pyhd8ed1ab_0.conda
   hash:
-    md5: 46a2e6e3dfa718ce3492018d5a110dd6
-    sha256: ce532e2da08fb2b77df281e3d42e2b2131641bdd6a6e8127f3718ae6860bd70d
+    md5: 1bb1ef9806a9a20872434f58b3e7fc1a
+    sha256: 712c1875bcd32674e8ce2f418f0b2875ecb98e6bcbb21ec7502dae8ff4b0f73c
   category: main
   optional: false
 - name: affine
@@ -162,13 +162,13 @@ package:
     frozenlist: '>=1.1.1'
     libgcc-ng: '>=12'
     multidict: '>=4.5,<7.0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     yarl: '>=1.0,<2.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.9.5-py311h459d7ec_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.9.5-py312h98912ed_0.conda
   hash:
-    md5: 0175d2636cc41dc019b51462c13ce225
-    sha256: 2eb99d920ef0dcd608e195bb852a64634ecf13f74680796959f1b9d9a9650a7b
+    md5: edc01db954d139fe398a5f378f96ab4d
+    sha256: 4727041c2bf3ee90f1a3bba68f846f6ea34f59b292bf5bc390db3bc4ae56d315
   category: main
   optional: false
 - name: aiohttp
@@ -180,13 +180,13 @@ package:
     attrs: '>=17.3.0'
     frozenlist: '>=1.1.1'
     multidict: '>=4.5,<7.0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     yarl: '>=1.0,<2.0'
-  url: https://conda.anaconda.org/conda-forge/osx-64/aiohttp-3.9.5-py311he705e18_0.conda
+  url: https://conda.anaconda.org/conda-forge/osx-64/aiohttp-3.9.5-py312h41838bb_0.conda
   hash:
-    md5: a955769e6187495614f719668695e28f
-    sha256: 6e1c28d255830f350ccc135db4932153a978956d480e7bcd26c1663e19db4f9d
+    md5: 559e0083034b5313393798e733f784bf
+    sha256: fce6b95a067af67fc5bd04a7d3e95e49da32ee09585f36bfc9ecc0460d2044a6
   category: main
   optional: false
 - name: aiohttp
@@ -198,13 +198,13 @@ package:
     attrs: '>=17.3.0'
     frozenlist: '>=1.1.1'
     multidict: '>=4.5,<7.0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     yarl: '>=1.0,<2.0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/aiohttp-3.9.5-py311h05b510d_0.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aiohttp-3.9.5-py312he37b823_0.conda
   hash:
-    md5: 69eee7117ab7f3ef9eb59a600a9079a3
-    sha256: 63ee70099b66bfa62751d1eb82831438426e3cfc9671a0b836dd9b9d94c92bd6
+    md5: 5b7aa6817d365896c16910bf7e78c099
+    sha256: 98bebf4177a9b296eaac0e2b2541dc4e1d2c584a278cc15e7c03f910b75810f3
   category: main
   optional: false
 - name: aiohttp
@@ -216,16 +216,16 @@ package:
     attrs: '>=17.3.0'
     frozenlist: '>=1.1.1'
     multidict: '>=4.5,<7.0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
     yarl: '>=1.0,<2.0'
-  url: https://conda.anaconda.org/conda-forge/win-64/aiohttp-3.9.5-py311ha68e1ae_0.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aiohttp-3.9.5-py312he70551f_0.conda
   hash:
-    md5: 9c350d73bdc0e3c68fd1d20afa9466a1
-    sha256: 03e161ef1e710089630276964921bb6de9c9852d0b04a59e3fe528c608327767
+    md5: ed8105878c3c2a7d78f5d57ea63a8e14
+    sha256: 5fdb9b9670d7c6ff91163e4302f050d0d4a5813a44ad543cc05893099ac7808a
   category: main
   optional: false
 - name: aiosignal
@@ -527,12 +527,12 @@ package:
   dependencies:
     cffi: '>=1.0.1'
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-21.2.0-py311h459d7ec_4.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-21.2.0-py312h98912ed_4.conda
   hash:
-    md5: de5b16869a430949b02161b04b844a30
-    sha256: 104194af519b4e667aa5341068b94b521a791aaaa05ec0091f8f0bdba43a60ac
+    md5: 00536e0a1734dcde9815fe227f32fc5a
+    sha256: 8ddb4a586bc128f1b9484f82c5cb0226340527fbfe093adf3b76b7e755e11477
   category: main
   optional: false
 - name: argon2-cffi-bindings
@@ -541,12 +541,12 @@ package:
   platform: osx-64
   dependencies:
     cffi: '>=1.0.1'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/osx-64/argon2-cffi-bindings-21.2.0-py311h2725bcf_4.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/osx-64/argon2-cffi-bindings-21.2.0-py312h104f124_4.conda
   hash:
-    md5: e2aba0ad0f533ee73f9d4330d2e32549
-    sha256: be27659496bcb660fc9c3f5f74128a7bb090336897e9c7cfbcc55ae66f13b8d8
+    md5: dddfb6125aed1fb84eb13319007c08fd
+    sha256: aa321e91f0ff365b5261fa1dcffa2d32aa957561bdbb38988e52e28e25a762a8
   category: main
   optional: false
 - name: argon2-cffi-bindings
@@ -555,12 +555,12 @@ package:
   platform: osx-arm64
   dependencies:
     cffi: '>=1.0.1'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/argon2-cffi-bindings-21.2.0-py311heffc1b2_4.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/argon2-cffi-bindings-21.2.0-py312h02f2b3b_4.conda
   hash:
-    md5: e9a56c22ca1215ed3a7b6a9e8c4e6f07
-    sha256: b9ab23e4f0d615432949d4b93723bd04b3c4aef725aa03b1e993903265c1b975
+    md5: 015edbb6fae68ab35881f55f149d4725
+    sha256: 1cfcf4b2d36a3b183a5cb1c69f85768166e50af6ced5ae381c440666a6da12c6
   category: main
   optional: false
 - name: argon2-cffi-bindings
@@ -569,15 +569,15 @@ package:
   platform: win-64
   dependencies:
     cffi: '>=1.0.1'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/argon2-cffi-bindings-21.2.0-py311ha68e1ae_4.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/argon2-cffi-bindings-21.2.0-py312he70551f_4.conda
   hash:
-    md5: e95c947541bf1cb821ea4a6bf7d5794c
-    sha256: 0b8eb99e7ac6b409abbb5f3b9733f883865ff4314e85146380f072f6f6234929
+    md5: 69b7a1d899d46b91f8eecab9abf9728c
+    sha256: 4c3c428b994400ca753d9d0adbb11ce2d2a87f4dacd86c91d6cf985c5d89a3e1
   category: main
   optional: false
 - name: arrow
@@ -1545,7 +1545,7 @@ package:
   category: main
   optional: false
 - name: aws-crt-cpp
-  version: 0.26.10
+  version: 0.26.12
   manager: conda
   platform: linux-64
   dependencies:
@@ -1560,14 +1560,14 @@ package:
     aws-c-sdkutils: '>=0.1.16,<0.1.17.0a0'
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.26.10-h8bc9c4d_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.26.12-h8bc9c4d_0.conda
   hash:
-    md5: 5724db3e840acea346f402e7e17c1fcf
-    sha256: 9d0649518a6aef5118ec60d86420559c81aa87b138a01027f8e9c77a767c02ba
+    md5: ec9824a9e18425707af48d21820970f1
+    sha256: 910871abb74ce6fc3d5edb89b1d6059e7163edebe6245fd233206f2fb381e760
   category: main
   optional: false
 - name: aws-crt-cpp
-  version: 0.26.10
+  version: 0.26.12
   manager: conda
   platform: osx-64
   dependencies:
@@ -1582,14 +1582,14 @@ package:
     aws-c-s3: '>=0.5.10,<0.5.11.0a0'
     aws-c-sdkutils: '>=0.1.16,<0.1.17.0a0'
     libcxx: '>=16'
-  url: https://conda.anaconda.org/conda-forge/osx-64/aws-crt-cpp-0.26.10-hd1f288e_4.conda
+  url: https://conda.anaconda.org/conda-forge/osx-64/aws-crt-cpp-0.26.12-hd1f288e_0.conda
   hash:
-    md5: 5506b3e7b52ab83774df5d4cdeebe825
-    sha256: 4aab998268e008f8e755504c73f11b1ccde0aa75f1e67adda913bc7535d59d35
+    md5: b4ffe1d7fcba83104efe05bd4649a023
+    sha256: 5e57f2a990e9ee843513eabedf345edb83506a1366b8628296529e649d94a96d
   category: main
   optional: false
 - name: aws-crt-cpp
-  version: 0.26.10
+  version: 0.26.12
   manager: conda
   platform: osx-arm64
   dependencies:
@@ -1604,14 +1604,14 @@ package:
     aws-c-s3: '>=0.5.10,<0.5.11.0a0'
     aws-c-sdkutils: '>=0.1.16,<0.1.17.0a0'
     libcxx: '>=16'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-crt-cpp-0.26.10-h9d69022_4.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-crt-cpp-0.26.12-h9d69022_0.conda
   hash:
-    md5: 71006fc354191c66a30add069037db9b
-    sha256: 2aed622f37636caed07d78d4ac45ef5884a59102d6ee170cfd786897955db200
+    md5: 38b2aecd79310e853c2aa35156079330
+    sha256: b3282690cd836bca5ea44b4e0f9e00f72fd4142821e2d69fff56afc3f736957f
   category: main
   optional: false
 - name: aws-crt-cpp
-  version: 0.26.10
+  version: 0.26.12
   manager: conda
   platform: win-64
   dependencies:
@@ -1627,10 +1627,10 @@ package:
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/aws-crt-cpp-0.26.10-h819e545_4.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aws-crt-cpp-0.26.12-h819e545_0.conda
   hash:
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-    sha256: 8965fdfb442aa7d2cbd361a1215c5efdb06bb309c469a248626dd91a4a18882c
+    md5: 887074d5379a612014f1da9e3dfe66ea
+    sha256: fa54a99082cc2f90f61c87409c0ae56f6003f97a51819da8d1bad4ba852763d9
   category: main
   optional: false
 - name: aws-sdk-cpp
@@ -1641,16 +1641,16 @@ package:
     aws-c-common: '>=0.9.19,<0.9.20.0a0'
     aws-c-event-stream: '>=0.4.2,<0.4.3.0a0'
     aws-checksums: '>=0.1.18,<0.1.19.0a0'
-    aws-crt-cpp: '>=0.26.10,<0.26.11.0a0'
+    aws-crt-cpp: '>=0.26.12,<0.26.13.0a0'
     libcurl: '>=8.8.0,<9.0a0'
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
     libzlib: '>=1.3.1,<2.0a0'
     openssl: '>=3.3.1,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-sdk-cpp-1.11.329-h3eaa560_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-sdk-cpp-1.11.329-hf74b5d1_5.conda
   hash:
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-    sha256: 83c813d9c0180624c60a50681a4dbc43cbb6c4ae4c410029b5d01878f8fa89c9
+    md5: 3d82493d6b434cc47fc9302f3cc11a09
+    sha256: 0b755176ef80e18f8d9016a9748af0f4630caf38aa6c4424cd99e030a0465a5e
   category: main
   optional: false
 - name: aws-sdk-cpp
@@ -1662,15 +1662,15 @@ package:
     aws-c-common: '>=0.9.19,<0.9.20.0a0'
     aws-c-event-stream: '>=0.4.2,<0.4.3.0a0'
     aws-checksums: '>=0.1.18,<0.1.19.0a0'
-    aws-crt-cpp: '>=0.26.10,<0.26.11.0a0'
+    aws-crt-cpp: '>=0.26.12,<0.26.13.0a0'
     libcurl: '>=8.8.0,<9.0a0'
     libcxx: '>=16'
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-  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.5.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.6.0-pyhd8ed1ab_1.conda
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 - name: xarray
-  version: 2024.5.0
+  version: 2024.6.0
   manager: conda
   platform: osx-64
   dependencies:
@@ -25753,14 +24996,14 @@ package:
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     packaging: '>=23.1'
     pandas: '>=2.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.5.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.6.0-pyhd8ed1ab_1.conda
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   optional: false
 - name: xarray
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+  version: 2024.6.0
   manager: conda
   platform: osx-arm64
   dependencies:
@@ -25768,14 +25011,14 @@ package:
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     packaging: '>=23.1'
     pandas: '>=2.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.5.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.6.0-pyhd8ed1ab_1.conda
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   category: main
   optional: false
 - name: xarray
-  version: 2024.5.0
+  version: 2024.6.0
   manager: conda
   platform: win-64
   dependencies:
@@ -25783,10 +25026,10 @@ package:
     numpy: '>=1.23'
     packaging: '>=23.1'
     pandas: '>=2.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.5.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.6.0-pyhd8ed1ab_1.conda
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+    sha256: 782aaa095b246f18c2486826d2a71d886b2b4b99c08378f2bfda5d61877e509b
   category: main
   optional: false
 - name: xerces-c
@@ -25931,14 +25174,14 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-    libxcb: '>=1.15,<1.16.0a0'
+    libxcb: '>=1.16,<1.17.0a0'
     xorg-kbproto: ''
     xorg-xextproto: '>=7.3.0,<8.0a0'
     xorg-xproto: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libx11-1.8.9-h8ee46fc_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libx11-1.8.9-hb711507_1.conda
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   category: main
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 - name: xorg-libx11
@@ -25946,16 +25189,16 @@ package:
   manager: conda
   platform: win-64
   dependencies:
-    libxcb: '>=1.15,<1.16.0a0'
+    libxcb: '>=1.16,<1.17.0a0'
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     m2w64-gcc-libs-core: ''
     xorg-kbproto: ''
     xorg-xextproto: '>=7.3.0,<8.0a0'
     xorg-xproto: ''
-  url: https://conda.anaconda.org/conda-forge/win-64/xorg-libx11-1.8.9-hefa74cf_0.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/xorg-libx11-1.8.9-h0076a8d_1.conda
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@@ -26339,12 +25582,12 @@ package:
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     libgcc-ng: '>=12'
     multidict: '>=4.0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/yarl-1.9.4-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/yarl-1.9.4-py312h98912ed_0.conda
   hash:
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   category: main
   optional: false
 - name: yarl
@@ -26354,12 +25597,12 @@ package:
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     idna: '>=2.0'
     multidict: '>=4.0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/osx-64/yarl-1.9.4-py311he705e18_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/osx-64/yarl-1.9.4-py312h41838bb_0.conda
   hash:
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+    md5: 5d15d92a788612cf319ecfac53e0c542
+    sha256: 748199e3d7725e8e50c6b3d87066de383a2bedd8248d89dd80c8c6e78f2bc8b9
   category: main
   optional: false
 - name: yarl
@@ -26369,12 +25612,12 @@ package:
   dependencies:
     idna: '>=2.0'
     multidict: '>=4.0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.9.4-py311h05b510d_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.9.4-py312he37b823_0.conda
   hash:
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-    sha256: 1da2a08c44e284d17156838d8207fde58dececde3c07626114df4d9a64ae9213
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   category: main
   optional: false
 - name: yarl
@@ -26384,15 +25627,15 @@ package:
   dependencies:
     idna: '>=2.0'
     multidict: '>=4.0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/yarl-1.9.4-py311ha68e1ae_0.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/yarl-1.9.4-py312he70551f_0.conda
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-    sha256: 647a7f6395be44b82a3dd4ad58d02fd1ce56cca19083061cbb118f788c0f31e5
+    md5: 9dee8a153f1644fbc66c40bcda96bf59
+    sha256: 57089bd47731282b4f58c378b4711f397393e6e1c8252aa49af881e36685e07d
   category: main
   optional: false
 - name: zarr
@@ -26725,87 +25968,3 @@ package:
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   category: main
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-  hash:
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-  category: main
-  optional: false
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-  category: main
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-  category: main
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diff --git a/conda/environment-unpinned.yml b/conda/environment-unpinned.yml
index e30270c4..26c60c46 100644
--- a/conda/environment-unpinned.yml
+++ b/conda/environment-unpinned.yml
@@ -2,9 +2,9 @@ name: xarray-tutorial
 channels:
   - conda-forge
 dependencies:
-  - python=3.11
+  - python
   # for building website:
-  - jupyter-book<1
+  - jupyter-book
   - pre-commit
   # for user interface
   - dask-labextension
@@ -24,6 +24,7 @@ dependencies:
   - ipython
   - matplotlib-base
   - netcdf4
+  - numpy<2
   - pint-xarray
   - pip
   - pydap
@@ -32,11 +33,7 @@ dependencies:
   - rioxarray
   - scipy
   - sphinx-codeautolink
-  - sphinx-exercise
   - sphinx-notfound-page
   - sphinxext-rediraffe
   - xarray
   - zarr
-  - pip:
-    - myst-parser
-    - sphinxcontrib-mermaid
diff --git a/conda/environment.yml b/conda/environment.yml
index a72540e2..154f15b2 100644
--- a/conda/environment.yml
+++ b/conda/environment.yml
@@ -1,21 +1,21 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: ded5f976bfa18bb4cf264baff359de6d57be2c145397ec6d09c523734a4b8b90
+# input_hash: 1bf1f9f5d61f47892c7aa44e23f0d353c0b37071f3dfd42e1a88a79e0bf96780
 
 channels:
   - conda-forge
 dependencies:
   - _libgcc_mutex=0.1=conda_forge
   - _openmp_mutex=4.5=2_gnu
-  - accessible-pygments=0.0.4=pyhd8ed1ab_0
+  - accessible-pygments=0.0.5=pyhd8ed1ab_0
   - affine=2.4.0=pyhd8ed1ab_0
-  - aiohttp=3.9.5=py311h459d7ec_0
+  - aiohttp=3.9.5=py312h98912ed_0
   - aiosignal=1.3.1=pyhd8ed1ab_0
   - alabaster=0.7.16=pyhd8ed1ab_0
   - anyio=4.4.0=pyhd8ed1ab_0
   - appdirs=1.4.4=pyh9f0ad1d_0
   - argon2-cffi=23.1.0=pyhd8ed1ab_0
-  - argon2-cffi-bindings=21.2.0=py311h459d7ec_4
+  - argon2-cffi-bindings=21.2.0=py312h98912ed_4
   - arrow=1.3.0=pyhd8ed1ab_0
   - asciitree=0.3.3=py_2
   - asttokens=2.4.1=pyhd8ed1ab_0
@@ -33,8 +33,8 @@ dependencies:
   - aws-c-s3=0.5.10=h679ed35_3
   - aws-c-sdkutils=0.1.16=h83b837d_2
   - aws-checksums=0.1.18=h83b837d_6
-  - aws-crt-cpp=0.26.10=h8bc9c4d_4
-  - aws-sdk-cpp=1.11.329=h3eaa560_4
+  - aws-crt-cpp=0.26.12=h8bc9c4d_0
+  - aws-sdk-cpp=1.11.329=hf74b5d1_5
   - azure-core-cpp=1.11.1=h91d86a7_1
   - azure-identity-cpp=1.6.0=hf1915f5_1
   - azure-storage-blobs-cpp=12.10.0=h00ab1b0_1
@@ -47,21 +47,21 @@ dependencies:
   - bokeh=3.4.1=pyhd8ed1ab_0
   - brotli=1.1.0=hd590300_1
   - brotli-bin=1.1.0=hd590300_1
-  - brotli-python=1.1.0=py311hb755f60_1
+  - brotli-python=1.1.0=py312h30efb56_1
   - bzip2=1.0.8=hd590300_5
   - c-ares=1.28.1=hd590300_0
   - ca-certificates=2024.6.2=hbcca054_0
   - cached-property=1.5.2=hd8ed1ab_1
   - cached_property=1.5.2=pyha770c72_1
   - cachetools=5.3.3=pyhd8ed1ab_0
-  - cairo=1.18.0=h3faef2a_0
-  - cartopy=0.23.0=py311h14de704_1
+  - cairo=1.18.0=hbb29018_2
+  - cartopy=0.23.0=py312h1d6d2e6_1
   - certifi=2024.6.2=pyhd8ed1ab_0
   - cf_xarray=0.9.1=pyhd8ed1ab_0
-  - cffi=1.16.0=py311hb3a22ac_0
+  - cffi=1.16.0=py312hf06ca03_0
   - cfgv=3.3.1=pyhd8ed1ab_0
   - cfitsio=4.4.0=hbdc6101_1
-  - cftime=1.6.4=py311h18e1886_0
+  - cftime=1.6.4=py312h085067d_0
   - charset-normalizer=3.3.2=pyhd8ed1ab_0
   - click=8.1.7=unix_pyh707e725_0
   - click-plugins=1.1.1=py_0
@@ -70,29 +70,29 @@ dependencies:
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   - colorcet=3.1.0=pyhd8ed1ab_0
   - comm=0.2.2=pyhd8ed1ab_0
-  - contourpy=1.2.1=py311h9547e67_0
-  - cryptography=42.0.8=py311h4a61cc7_0
+  - contourpy=1.2.1=py312h8572e83_0
+  - cryptography=42.0.8=py312hbcc2302_0
   - cycler=0.12.1=pyhd8ed1ab_0
-  - cytoolz=0.12.3=py311h459d7ec_0
-  - dask=2024.5.2=pyhd8ed1ab_0
-  - dask-core=2024.5.2=pyhd8ed1ab_0
-  - dask-expr=1.1.2=pyhd8ed1ab_0
+  - cytoolz=0.12.3=py312h98912ed_0
+  - dask=2024.6.2=pyhd8ed1ab_0
+  - dask-core=2024.6.2=pyhd8ed1ab_0
+  - dask-expr=1.1.6=pyhd8ed1ab_0
   - dask-labextension=7.0.0=pyhd8ed1ab_0
   - dataclasses=0.8=pyhc8e2a94_3
   - datashader=0.16.2=pyhd8ed1ab_0
-  - debugpy=1.8.1=py311hb755f60_0
+  - debugpy=1.8.1=py312h30efb56_0
   - decorator=5.1.1=pyhd8ed1ab_0
   - defusedxml=0.7.1=pyhd8ed1ab_0
   - distlib=0.3.8=pyhd8ed1ab_0
-  - distributed=2024.5.2=pyhd8ed1ab_0
+  - distributed=2024.6.2=pyhd8ed1ab_0
   - docopt=0.6.2=py_1
-  - docutils=0.17.1=py311h38be061_5
+  - docutils=0.20.1=py312h7900ff3_3
   - entrypoints=0.4=pyhd8ed1ab_0
   - exceptiongroup=1.2.0=pyhd8ed1ab_2
   - executing=2.0.1=pyhd8ed1ab_0
   - expat=2.6.2=h59595ed_0
   - fasteners=0.17.3=pyhd8ed1ab_0
-  - filelock=3.14.0=pyhd8ed1ab_0
+  - filelock=3.15.3=pyhd8ed1ab_0
   - flexcache=0.3=pyhd8ed1ab_0
   - flexparser=0.3.1=pyhd8ed1ab_0
   - fmt=10.2.1=h00ab1b0_0
@@ -103,12 +103,12 @@ dependencies:
   - fontconfig=2.14.2=h14ed4e7_0
   - fonts-conda-ecosystem=1=0
   - fonts-conda-forge=1=0
-  - fonttools=4.53.0=py311h331c9d8_0
+  - fonttools=4.53.0=py312h9a8786e_0
   - fqdn=1.5.1=pyhd8ed1ab_0
   - freetype=2.12.1=h267a509_2
   - freexl=2.0.0=h743c826_0
   - fribidi=1.0.10=h36c2ea0_0
-  - frozenlist=1.4.1=py311h459d7ec_0
+  - frozenlist=1.4.1=py312h98912ed_0
   - fsspec=2024.6.0=pyhff2d567_0
   - gcsfs=2024.6.0=pyhd8ed1ab_0
   - gdk-pixbuf=2.42.12=hb9ae30d_0
@@ -117,20 +117,20 @@ dependencies:
   - geoviews-core=1.12.0=pyha770c72_0
   - gflags=2.2.2=he1b5a44_1004
   - giflib=5.2.2=hd590300_0
-  - glog=0.7.0=hed5481d_0
+  - glog=0.7.1=hbabe93e_0
   - google-api-core=2.19.0=pyhd8ed1ab_0
   - google-auth=2.30.0=pyhff2d567_0
   - google-auth-oauthlib=1.2.0=pyhd8ed1ab_0
   - google-cloud-core=2.4.1=pyhd8ed1ab_0
   - google-cloud-storage=2.17.0=pyhff2d567_0
-  - google-crc32c=1.1.2=py311h9b08b9c_5
+  - google-crc32c=1.1.2=py312h775cd15_5
   - google-resumable-media=2.7.0=pyhd8ed1ab_0
   - googleapis-common-protos=1.63.1=pyhd8ed1ab_0
   - graphite2=1.3.13=h59595ed_1003
   - graphviz=11.0.0=hc68bbd7_0
-  - greenlet=3.0.3=py311hb755f60_0
-  - grpcio=1.62.2=py311ha6695c7_0
-  - gsw=3.6.18=py311h18e1886_0
+  - greenlet=3.0.3=py312h30efb56_0
+  - grpcio=1.62.2=py312hb06c811_0
+  - gsw=3.6.18=py312h085067d_0
   - gtk2=2.24.33=h280cfa0_4
   - gts=0.7.6=h977cf35_4
   - h11=0.14.0=pyhd8ed1ab_0
@@ -138,7 +138,7 @@ dependencies:
   - harfbuzz=8.5.0=hfac3d4d_0
   - hdf4=4.2.15=h2a13503_7
   - hdf5=1.14.3=nompi_hdf9ad27_105
-  - holoviews=1.18.3=pyhd8ed1ab_0
+  - holoviews=1.19.0=pyhd8ed1ab_0
   - hpack=4.0.0=pyh9f0ad1d_0
   - httpcore=1.0.5=pyhd8ed1ab_0
   - httpx=0.27.0=pyhd8ed1ab_0
@@ -148,30 +148,27 @@ dependencies:
   - identify=2.5.36=pyhd8ed1ab_0
   - idna=3.7=pyhd8ed1ab_0
   - imagesize=1.4.1=pyhd8ed1ab_0
-  - importlib-metadata=7.1.0=pyha770c72_0
-  - importlib_metadata=7.1.0=hd8ed1ab_0
+  - importlib-metadata=7.2.0=pyha770c72_0
+  - importlib_metadata=7.2.0=hd8ed1ab_0
   - importlib_resources=6.4.0=pyhd8ed1ab_0
   - ipykernel=6.29.4=pyh3099207_0
   - ipython=8.25.0=pyh707e725_0
-  - ipywidgets=8.1.3=pyhd8ed1ab_0
   - isoduration=20.11.0=pyhd8ed1ab_0
   - jedi=0.19.1=pyhd8ed1ab_0
   - jinja2=3.1.4=pyhd8ed1ab_0
   - json-c=0.17=h7ab15ed_0
   - json5=0.9.25=pyhd8ed1ab_0
-  - jsonpointer=2.4=py311h38be061_3
+  - jsonpointer=3.0.0=py312h7900ff3_0
   - jsonschema=4.22.0=pyhd8ed1ab_0
   - jsonschema-specifications=2023.12.1=pyhd8ed1ab_0
   - jsonschema-with-format-nongpl=4.22.0=pyhd8ed1ab_0
-  - jupyter=1.0.0=pyhd8ed1ab_10
-  - jupyter-book=0.15.1=pyhd8ed1ab_0
-  - jupyter-cache=0.6.1=pyhd8ed1ab_0
+  - jupyter-book=1.0.0=pyhd8ed1ab_0
+  - jupyter-cache=1.0.0=pyhd8ed1ab_0
   - jupyter-lsp=2.2.5=pyhd8ed1ab_0
   - jupyter-resource-usage=1.0.2=pyhd8ed1ab_0
   - jupyter-server-proxy=4.2.0=pyhd8ed1ab_0
   - jupyter_client=8.6.2=pyhd8ed1ab_0
-  - jupyter_console=6.6.3=pyhd8ed1ab_0
-  - jupyter_core=5.7.2=py311h38be061_0
+  - jupyter_core=5.7.2=py312h7900ff3_0
   - jupyter_events=0.10.0=pyhd8ed1ab_0
   - jupyter_server=2.14.1=pyhd8ed1ab_0
   - jupyter_server_terminals=0.5.3=pyhd8ed1ab_0
@@ -179,22 +176,21 @@ dependencies:
   - jupyterlab-myst=2.4.2=pyhd8ed1ab_0
   - jupyterlab_pygments=0.3.0=pyhd8ed1ab_1
   - jupyterlab_server=2.27.2=pyhd8ed1ab_0
-  - jupyterlab_widgets=3.0.11=pyhd8ed1ab_0
   - kealib=1.5.3=hee9dde6_1
   - keyutils=1.6.1=h166bdaf_0
-  - kiwisolver=1.4.5=py311h9547e67_1
+  - kiwisolver=1.4.5=py312h8572e83_1
   - krb5=1.21.2=h659d440_0
   - latexcodec=2.0.1=pyh9f0ad1d_0
   - lcms2=2.16=hb7c19ff_0
-  - ld_impl_linux-64=2.40=hf3520f5_3
+  - ld_impl_linux-64=2.40=hf3520f5_7
   - lerc=4.0.0=h27087fc_0
   - libabseil=20240116.2=cxx17_h59595ed_0
   - libaec=1.1.3=h59595ed_0
   - libarchive=3.7.4=hfca40fe_0
-  - libarrow=16.1.0=h374af5c_7_cpu
-  - libarrow-acero=16.1.0=hac33072_7_cpu
-  - libarrow-dataset=16.1.0=hac33072_7_cpu
-  - libarrow-substrait=16.1.0=h7e0c224_7_cpu
+  - libarrow=16.1.0=h9102155_9_cpu
+  - libarrow-acero=16.1.0=hac33072_9_cpu
+  - libarrow-dataset=16.1.0=hac33072_9_cpu
+  - libarrow-substrait=16.1.0=h7e0c224_9_cpu
   - libblas=3.9.0=22_linux64_openblas
   - libboost-headers=1.85.0=ha770c72_1
   - libbrotlicommon=1.1.0=hd590300_1
@@ -209,15 +205,15 @@ dependencies:
   - libevent=2.1.12=hf998b51_1
   - libexpat=2.6.2=h59595ed_0
   - libffi=3.4.2=h7f98852_5
-  - libgcc-ng=13.2.0=h77fa898_8
+  - libgcc-ng=13.2.0=h77fa898_11
   - libgd=2.3.3=h119a65a_9
   - libgdal=3.9.0=h471f4ab_7
-  - libgfortran-ng=13.2.0=h69a702a_8
-  - libgfortran5=13.2.0=h3d2ce59_8
+  - libgfortran-ng=13.2.0=h69a702a_11
+  - libgfortran5=13.2.0=h3d2ce59_11
   - libglib=2.80.2=hf974151_0
-  - libgomp=13.2.0=h77fa898_8
-  - libgoogle-cloud=2.24.0=h2736e30_0
-  - libgoogle-cloud-storage=2.24.0=h3d9a0c8_0
+  - libgomp=13.2.0=h77fa898_11
+  - libgoogle-cloud=2.25.0=h2736e30_0
+  - libgoogle-cloud-storage=2.25.0=h3d9a0c8_0
   - libgrpc=1.62.2=h15f2491_0
   - libiconv=1.17=hd590300_2
   - libjpeg-turbo=3.0.0=hd590300_1
@@ -228,74 +224,70 @@ dependencies:
   - libnghttp2=1.58.0=h47da74e_1
   - libnsl=2.0.1=hd590300_0
   - libopenblas=0.3.27=pthreads_h413a1c8_0
-  - libparquet=16.1.0=h6a7eafb_7_cpu
+  - libparquet=16.1.0=h6a7eafb_9_cpu
   - libpng=1.6.43=h2797004_0
   - libpq=16.3=ha72fbe1_0
   - libprotobuf=4.25.3=h08a7969_0
   - libre2-11=2023.09.01=h5a48ba9_2
-  - librsvg=2.58.0=hadf69e7_1
+  - librsvg=2.58.1=hadf69e7_0
   - librttopo=1.1.0=h8917695_15
   - libsodium=1.0.18=h36c2ea0_1
   - libspatialite=5.1.0=h6fbd9c4_7
   - libsqlite=3.46.0=hde9e2c9_0
   - libssh2=1.11.0=h0841786_0
-  - libstdcxx-ng=13.2.0=hc0a3c3a_8
+  - libstdcxx-ng=13.2.0=hc0a3c3a_11
   - libthrift=0.19.0=hb90f79a_1
   - libtiff=4.6.0=h1dd3fc0_3
   - libutf8proc=2.8.0=h166bdaf_0
   - libuuid=2.38.1=h0b41bf4_0
   - libwebp=1.4.0=h2c329e2_0
   - libwebp-base=1.4.0=hd590300_0
-  - libxcb=1.15=h0b41bf4_0
+  - libxcb=1.16=hd590300_0
   - libxcrypt=4.4.36=hd590300_1
   - libxml2=2.12.7=hc051c1a_1
   - libzip=1.10.1=h2629f0a_3
   - libzlib=1.3.1=h4ab18f5_1
   - linkify-it-py=2.0.3=pyhd8ed1ab_0
-  - llvmlite=0.42.0=py311ha6695c7_1
+  - llvmlite=0.43.0=py312h9c5d478_0
   - locket=1.0.0=pyhd8ed1ab_0
-  - lz4=4.3.3=py311h38e4bf4_0
+  - lz4=4.3.3=py312h03f37cb_0
   - lz4-c=1.9.4=hcb278e6_0
   - lzo=2.10=hd590300_1001
   - markdown=3.6=pyhd8ed1ab_0
-  - markdown-it-py=2.2.0=pyhd8ed1ab_0
-  - markupsafe=2.1.5=py311h459d7ec_0
-  - matplotlib-base=3.8.4=py311ha4ca890_2
+  - markdown-it-py=3.0.0=pyhd8ed1ab_0
+  - markupsafe=2.1.5=py312h98912ed_0
+  - matplotlib-base=3.8.4=py312h20ab3a6_2
   - matplotlib-inline=0.1.7=pyhd8ed1ab_0
   - mdit-py-plugins=0.4.1=pyhd8ed1ab_0
   - mdurl=0.1.2=pyhd8ed1ab_0
-  - minizip=4.0.6=h9d307f2_0
+  - minizip=4.0.7=h401b404_0
   - mistune=3.0.2=pyhd8ed1ab_0
-  - msgpack-python=1.0.8=py311h52f7536_0
-  - multidict=6.0.5=py311h459d7ec_0
+  - msgpack-python=1.0.8=py312h2492b07_0
+  - multidict=6.0.5=py312h98912ed_0
   - multipledispatch=0.6.0=py_0
   - munkres=1.1.4=pyh9f0ad1d_0
-  - myst-nb=0.17.2=pyhd8ed1ab_0
-  - myst-parser=0.18.1=pyhd8ed1ab_0
-  - nbclient=0.7.4=pyhd8ed1ab_0
-  - nbconvert=7.16.4=hd8ed1ab_1
+  - myst-nb=1.1.0=pyhd8ed1ab_0
+  - myst-parser=2.0.0=pyhd8ed1ab_0
+  - nbclient=0.10.0=pyhd8ed1ab_0
   - nbconvert-core=7.16.4=pyhd8ed1ab_1
-  - nbconvert-pandoc=7.16.4=hd8ed1ab_1
   - nbformat=5.10.4=pyhd8ed1ab_0
   - ncurses=6.5=h59595ed_0
   - nest-asyncio=1.6.0=pyhd8ed1ab_0
-  - netcdf4=1.6.5=nompi_py311h74118c1_102
+  - netcdf4=1.7.1=nompi_py312h1ef7fb6_101
   - nodeenv=1.9.1=pyhd8ed1ab_0
-  - notebook=7.2.1=pyhd8ed1ab_0
   - notebook-shim=0.2.4=pyhd8ed1ab_0
   - nspr=4.35=h27087fc_0
-  - nss=3.100=hca3bf56_0
-  - numba=0.59.1=py311h96b013e_0
-  - numcodecs=0.12.1=py311h4332511_1
-  - numpy=1.26.4=py311h64a7726_0
+  - nss=3.101=h593d115_0
+  - numba=0.60.0=py312h83e6fd3_0
+  - numcodecs=0.12.1=py312h7070661_1
+  - numpy=1.26.4=py312heda63a1_0
   - oauthlib=3.2.2=pyhd8ed1ab_0
   - openjpeg=2.5.2=h488ebb8_0
   - openssl=3.3.1=h4ab18f5_0
   - orc=2.0.1=h17fec99_1
   - overrides=7.7.0=pyhd8ed1ab_0
   - packaging=24.1=pyhd8ed1ab_0
-  - pandas=2.2.2=py311h14de704_1
-  - pandoc=3.2=ha770c72_0
+  - pandas=2.2.2=py312h1d6d2e6_1
   - pandocfilters=1.5.0=pyhd8ed1ab_0
   - panel=1.4.4=pyhd8ed1ab_0
   - pango=1.54.0=h84a9a3c_0
@@ -305,8 +297,8 @@ dependencies:
   - pcre2=10.43=hcad00b1_0
   - pexpect=4.9.0=pyhd8ed1ab_0
   - pickleshare=0.7.5=py_1003
-  - pillow=10.3.0=py311h18e6fac_0
-  - pint=0.24=pyhd8ed1ab_1
+  - pillow=10.3.0=py312h287a98d_1
+  - pint=0.24=pyhd8ed1ab_2
   - pint-xarray=0.3=pyhd8ed1ab_0
   - pip=24.0=pyhd8ed1ab_0
   - pixman=0.43.2=h59595ed_0
@@ -317,23 +309,22 @@ dependencies:
   - poppler-data=0.4.12=hd8ed1ab_0
   - postgresql=16.3=h8e811e2_0
   - pre-commit=3.7.1=pyha770c72_0
-  - proj=9.4.0=hb784bbd_2
+  - proj=9.4.1=hb784bbd_0
   - prometheus_client=0.20.0=pyhd8ed1ab_0
   - prompt-toolkit=3.0.47=pyha770c72_0
-  - prompt_toolkit=3.0.47=hd8ed1ab_0
   - proto-plus=1.23.0=pyhd8ed1ab_0
-  - protobuf=4.25.3=py311h7b78aeb_0
-  - psutil=5.9.8=py311h459d7ec_0
+  - protobuf=4.25.3=py312h72fbbdf_0
+  - psutil=5.9.8=py312h98912ed_0
   - pthread-stubs=0.4=h36c2ea0_1001
   - ptyprocess=0.7.0=pyhd3deb0d_0
   - pure_eval=0.2.2=pyhd8ed1ab_0
-  - pyarrow=16.1.0=py311h781c19f_1
-  - pyarrow-core=16.1.0=py311h8e2c35d_1_cpu
+  - pyarrow=16.1.0=py312h9cebb41_3
+  - pyarrow-core=16.1.0=py312h70856f0_3_cpu
   - pyarrow-hotfix=0.6=pyhd8ed1ab_0
   - pyasn1=0.6.0=pyhd8ed1ab_0
   - pyasn1-modules=0.4.0=pyhd8ed1ab_0
   - pybtex=0.24.0=pyhd8ed1ab_2
-  - pybtex-docutils=1.0.3=py311h38be061_1
+  - pybtex-docutils=1.0.3=py312h7900ff3_1
   - pycparser=2.22=pyhd8ed1ab_0
   - pyct=0.5.0=pyhd8ed1ab_0
   - pydap=3.4.0=pyhd8ed1ab_0
@@ -342,24 +333,22 @@ dependencies:
   - pyjwt=2.8.0=pyhd8ed1ab_1
   - pyopenssl=24.0.0=pyhd8ed1ab_0
   - pyparsing=3.1.2=pyhd8ed1ab_0
-  - pyproj=3.6.1=py311hc21b84f_7
+  - pyproj=3.6.1=py312h5d05ceb_7
   - pyshp=2.3.1=pyhd8ed1ab_0
   - pysocks=1.7.1=pyha2e5f31_6
-  - python=3.11.9=hb806964_0_cpython
+  - python=3.12.4=h194c7f8_0_cpython
   - python-dateutil=2.9.0=pyhd8ed1ab_0
-  - python-fastjsonschema=2.19.1=pyhd8ed1ab_0
+  - python-fastjsonschema=2.20.0=pyhd8ed1ab_0
   - python-graphviz=0.20.3=pyh717bed2_0
   - python-json-logger=2.0.7=pyhd8ed1ab_0
   - python-tzdata=2024.1=pyhd8ed1ab_0
-  - python_abi=3.11=4_cp311
+  - python_abi=3.12=4_cp312
   - pytz=2024.1=pyhd8ed1ab_0
   - pyu2f=0.1.5=pyhd8ed1ab_0
   - pyviz_comms=3.0.2=pyhd8ed1ab_1
-  - pyyaml=6.0.1=py311h459d7ec_1
-  - pyzmq=26.0.3=py311h08a0b41_0
-  - qtconsole-base=5.5.2=pyha770c72_0
-  - qtpy=2.4.1=pyhd8ed1ab_0
-  - rasterio=1.3.10=py311h539dff6_4
+  - pyyaml=6.0.1=py312h98912ed_1
+  - pyzmq=26.0.3=py312h8fd38d8_0
+  - rasterio=1.3.10=py312hc022a17_4
   - re2=2023.09.01=h7f4b329_2
   - readline=8.2=h8228510_1
   - referencing=0.35.1=pyhd8ed1ab_0
@@ -367,14 +356,14 @@ dependencies:
   - requests-oauthlib=2.0.0=pyhd8ed1ab_0
   - rfc3339-validator=0.1.4=pyhd8ed1ab_0
   - rfc3986-validator=0.1.1=pyh9f0ad1d_0
-  - rioxarray=0.15.5=pyhd8ed1ab_0
-  - rpds-py=0.18.1=py311h5ecf98a_0
+  - rioxarray=0.15.6=pyhd8ed1ab_0
+  - rpds-py=0.18.1=py312h4413252_0
   - rsa=4.9=pyhd8ed1ab_0
   - s2n=1.4.16=he19d79f_0
-  - scipy=1.13.1=py311h517d4fd_0
+  - scipy=1.13.1=py312hc2bc53b_0
   - send2trash=1.8.3=pyh0d859eb_0
-  - setuptools=70.0.0=pyhd8ed1ab_0
-  - shapely=2.0.4=py311h0bed3d6_1
+  - setuptools=70.1.0=pyhd8ed1ab_0
+  - shapely=2.0.4=py312ha5b4d35_1
   - simpervisor=1.0.0=pyhd8ed1ab_0
   - six=1.16.0=pyh6c4a22f_0
   - snappy=1.2.0=hdb0a2a9_1
@@ -384,39 +373,38 @@ dependencies:
   - sortedcontainers=2.4.0=pyhd8ed1ab_0
   - soupsieve=2.5=pyhd8ed1ab_1
   - spdlog=1.13.0=hd2e6256_0
-  - sphinx=5.0.2=pyh6c4a22f_0
-  - sphinx-book-theme=1.0.1=pyhd8ed1ab_0
+  - sphinx=7.3.7=pyhd8ed1ab_0
+  - sphinx-book-theme=1.1.3=pyhd8ed1ab_0
   - sphinx-codeautolink=0.15.2=pyhd8ed1ab_0
   - sphinx-comments=0.0.3=pyh9f0ad1d_0
   - sphinx-copybutton=0.5.2=pyhd8ed1ab_0
-  - sphinx-design=0.3.0=pyhd8ed1ab_0
-  - sphinx-exercise=0.4.0=pyhd8ed1ab_0
-  - sphinx-external-toc=0.3.1=pyhd8ed1ab_1
-  - sphinx-jupyterbook-latex=0.5.2=pyhd8ed1ab_0
+  - sphinx-design=0.6.0=pyhd8ed1ab_0
+  - sphinx-external-toc=1.0.1=pyhd8ed1ab_0
+  - sphinx-jupyterbook-latex=1.0.0=pyhd8ed1ab_0
   - sphinx-multitoc-numbering=0.1.3=pyhd8ed1ab_0
   - sphinx-notfound-page=1.0.2=pyhd8ed1ab_0
-  - sphinx-thebe=0.2.1=pyhd8ed1ab_0
+  - sphinx-thebe=0.3.1=pyhd8ed1ab_0
   - sphinx-togglebutton=0.3.2=pyhd8ed1ab_0
   - sphinxcontrib-applehelp=1.0.8=pyhd8ed1ab_0
-  - sphinxcontrib-bibtex=2.5.0=pyhd8ed1ab_0
+  - sphinxcontrib-bibtex=2.6.2=pyhd8ed1ab_0
   - sphinxcontrib-devhelp=1.0.6=pyhd8ed1ab_0
   - sphinxcontrib-htmlhelp=2.0.5=pyhd8ed1ab_0
   - sphinxcontrib-jsmath=1.0.1=pyhd8ed1ab_0
   - sphinxcontrib-qthelp=1.0.7=pyhd8ed1ab_0
   - sphinxcontrib-serializinghtml=1.1.10=pyhd8ed1ab_0
   - sphinxext-rediraffe=0.2.7=pyhd8ed1ab_1
-  - sqlalchemy=2.0.30=py311h331c9d8_0
+  - sqlalchemy=2.0.31=py312h9a8786e_0
   - sqlite=3.46.0=h6d4b2fc_0
   - stack_data=0.6.2=pyhd8ed1ab_0
   - tabulate=0.9.0=pyhd8ed1ab_1
   - tblib=3.0.0=pyhd8ed1ab_0
   - terminado=0.18.1=pyh0d859eb_0
-  - tiledb=2.24.0=h8ea5c1f_0
+  - tiledb=2.24.1=h73c5a7c_0
   - tinycss2=1.3.0=pyhd8ed1ab_0
   - tk=8.6.13=noxft_h4845f30_101
   - tomli=2.0.1=pyhd8ed1ab_0
   - toolz=0.12.1=pyhd8ed1ab_0
-  - tornado=6.4.1=py311h331c9d8_0
+  - tornado=6.4.1=py312h9a8786e_0
   - tqdm=4.66.4=pyhd8ed1ab_0
   - traitlets=5.14.3=pyhd8ed1ab_0
   - types-python-dateutil=2.9.0.20240316=pyhd8ed1ab_0
@@ -426,10 +414,10 @@ dependencies:
   - tzcode=2024a=h3f72095_0
   - tzdata=2024a=h0c530f3_0
   - uc-micro-py=1.0.3=pyhd8ed1ab_0
-  - ukkonen=1.0.1=py311h9547e67_4
+  - ukkonen=1.0.1=py312h8572e83_4
   - uri-template=1.3.0=pyhd8ed1ab_0
   - uriparser=0.9.8=hac33072_0
-  - urllib3=2.2.1=pyhd8ed1ab_0
+  - urllib3=2.2.2=pyhd8ed1ab_0
   - virtualenv=20.26.2=pyhd8ed1ab_0
   - wcwidth=0.2.13=pyhd8ed1ab_0
   - webcolors=24.6.0=pyhd8ed1ab_0
@@ -437,13 +425,12 @@ dependencies:
   - webob=1.8.7=pyhd8ed1ab_0
   - websocket-client=1.8.0=pyhd8ed1ab_0
   - wheel=0.43.0=pyhd8ed1ab_1
-  - widgetsnbextension=4.0.11=pyhd8ed1ab_0
-  - xarray=2024.5.0=pyhd8ed1ab_0
+  - xarray=2024.6.0=pyhd8ed1ab_1
   - xerces-c=3.2.5=hac6953d_0
   - xorg-kbproto=1.0.7=h7f98852_1002
   - xorg-libice=1.1.1=hd590300_0
   - xorg-libsm=1.2.4=h7391055_0
-  - xorg-libx11=1.8.9=h8ee46fc_0
+  - xorg-libx11=1.8.9=hb711507_1
   - xorg-libxau=1.0.11=hd590300_0
   - xorg-libxdmcp=1.1.3=h7f98852_0
   - xorg-libxext=1.3.4=h0b41bf4_2
@@ -454,13 +441,10 @@ dependencies:
   - xyzservices=2024.6.0=pyhd8ed1ab_0
   - xz=5.2.6=h166bdaf_0
   - yaml=0.2.5=h7f98852_2
-  - yarl=1.9.4=py311h459d7ec_0
+  - yarl=1.9.4=py312h98912ed_0
   - zarr=2.18.2=pyhd8ed1ab_0
   - zeromq=4.3.5=h75354e8_4
   - zict=3.0.0=pyhd8ed1ab_0
   - zipp=3.19.2=pyhd8ed1ab_0
   - zlib=1.3.1=h4ab18f5_1
   - zstd=1.5.6=ha6fb4c9_0
-  - pip:
-      - mdit-py-plugins === 0.3.5 --hash=sha256:ca9a0714ea59a24b2b044a1831f48d817dd0c817e84339f20e7889f392d77c4e
-      - sphinxcontrib-mermaid === 0.9.2 --hash=sha256:6795a72037ca55e65663d2a2c1a043d636dc3d30d418e56dd6087d1459d98a5d