diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index f2ff82d7..90f8a099 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -4,3 +4,7 @@ updates:
     directory: "/.devcontainer"
     schedule:
       interval: "daily"
+  - package-ecosystem: "github-actions"
+    directory: "/"
+    schedule:
+      interval: "monthly"
diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml
index 466e782b..ce9afffa 100644
--- a/.github/workflows/main.yaml
+++ b/.github/workflows/main.yaml
@@ -23,14 +23,14 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Setup JupyterBook Cache
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: _build
           # NOTE: change key to "jupyterbook-DATE" to force rebuilding cache
-          key: jupyterbook-20230707
+          key: jupyterbook-20240221
 
       - name: Install Conda environment with Micromamba
         uses: mamba-org/setup-micromamba@v1
@@ -52,7 +52,7 @@ jobs:
 
       - name: Save Build
         if: always()
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: build
           path: _build/
diff --git a/.github/workflows/preview.yaml b/.github/workflows/preview.yaml
index 6a02c3bf..edca03a7 100644
--- a/.github/workflows/preview.yaml
+++ b/.github/workflows/preview.yaml
@@ -14,14 +14,14 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Setup JupyterBook Cache
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: _build
           # NOTE: change key to "jupyterbook-DATE" to force rebuilding cache
-          key: jupyterbook-20230707
+          key: jupyterbook-20240221
 
       - name: Install Conda environment with Micromamba
         uses: mamba-org/setup-micromamba@v1
diff --git a/.github/workflows/qaqc.yaml b/.github/workflows/qaqc.yaml
index 9bdbe69a..8686b7b4 100644
--- a/.github/workflows/qaqc.yaml
+++ b/.github/workflows/qaqc.yaml
@@ -17,7 +17,7 @@ jobs:
         shell: bash -el {0}
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
 
       - name: Install Conda environment with Micromamba
         uses: mamba-org/setup-micromamba@v1
diff --git a/conda/conda-lock.yml b/conda/conda-lock.yml
index 2473d9c7..9600845f 100644
--- a/conda/conda-lock.yml
+++ b/conda/conda-lock.yml
@@ -162,17 +162,17 @@ 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-3.9.3-py311h459d7ec_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.9.3-py312h98912ed_0.conda
   hash:
-    md5: 5b22b9390448faccbc41769389b514a9
-    sha256: 7a1eab2665769eac070849f31517af94b047b8b765cd16ce5cdcf7073750c435
+    md5: 655305e29102e090d51ed5e860eec24c
+    sha256: 2b4f78e8977e8c1aa5b47f035ec5089b2225d957a3c69459c1f30d6a62de389c
   category: main
   optional: false
 - name: aiohttp
-  version: 3.9.3
+  version: 3.9.1
   manager: conda
   platform: osx-64
   dependencies:
@@ -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-3.9.3-py311he705e18_0.conda
+  url: https://conda.anaconda.org/conda-forge/osx-64/aiohttp-3.9.1-py312h41838bb_0.conda
   hash:
-    md5: a6f50a0875caca10dbc385b946d82a9c
-    sha256: 7f013f12311881c8fb849df233b8402feef76f212d46e8ead9f0622a53d98b9a
+    md5: 858c2f078e4eff6996827e033c9c46a1
+    sha256: af496b4c5229332cda0908bcd20f71c6a75d2939b200e7ad3daafc056d542d42
   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-3.9.3-py311h05b510d_0.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aiohttp-3.9.3-py312he37b823_0.conda
   hash:
-    md5: 65befbcb51299b8f35abedc026d111dc
-    sha256: 0b46c7b3356b824add95aaced21db009a7d38c5fe23cac9fc77e433c93281f0f
+    md5: 9175535d6e3b0fc2c5ab3bdfed2eff2b
+    sha256: 6748453d39f96c705ba89c4d3228fd1bc3026b00d76366aa283f512e7007ceef
   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-3.9.3-py311ha68e1ae_0.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aiohttp-3.9.3-py312he70551f_0.conda
   hash:
-    md5: dad34c01c68ddf098bcd6ac6aed60b96
-    sha256: 85a01f38d23b4c55b773f4d6fdcf0c31413a3a8c489609eed26ceb78d843a5ff
+    md5: 9735ba69c8829bbe2f36a04ec892c998
+    sha256: 8e9bd508df148a10a10d7d4fec788732f9df014d14ed4136cd3d8206c4a4bd3c
   category: main
   optional: false
 - name: aiosignal
@@ -329,7 +329,7 @@ package:
   category: main
   optional: false
 - name: anyio
-  version: 4.2.0
+  version: 4.3.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -338,14 +338,14 @@ package:
     python: '>=3.8'
     sniffio: '>=1.1'
     typing_extensions: '>=4.1'
-  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.2.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.3.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 81ce9f3d9697b534d95118bb86c8a07e
-    sha256: 68458e31bdf3334f0e85f08767718ca9bc35bc2a79a6c503942ac99da98e510a
+    md5: ac95aa8ed65adfdde51132595c79aade
+    sha256: 86aca4a31c09f9b4dbdb332cd9a6a7dbab62ca734d3f832651c0ab59c6a7f52e
   category: main
   optional: false
 - name: anyio
-  version: 4.2.0
+  version: 4.3.0
   manager: conda
   platform: osx-64
   dependencies:
@@ -354,14 +354,14 @@ package:
     typing_extensions: '>=4.1'
     idna: '>=2.8'
     exceptiongroup: '>=1.0.2'
-  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.2.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.3.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 81ce9f3d9697b534d95118bb86c8a07e
-    sha256: 68458e31bdf3334f0e85f08767718ca9bc35bc2a79a6c503942ac99da98e510a
+    md5: ac95aa8ed65adfdde51132595c79aade
+    sha256: 86aca4a31c09f9b4dbdb332cd9a6a7dbab62ca734d3f832651c0ab59c6a7f52e
   category: main
   optional: false
 - name: anyio
-  version: 4.2.0
+  version: 4.3.0
   manager: conda
   platform: osx-arm64
   dependencies:
@@ -370,14 +370,14 @@ package:
     typing_extensions: '>=4.1'
     idna: '>=2.8'
     exceptiongroup: '>=1.0.2'
-  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.2.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.3.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 81ce9f3d9697b534d95118bb86c8a07e
-    sha256: 68458e31bdf3334f0e85f08767718ca9bc35bc2a79a6c503942ac99da98e510a
+    md5: ac95aa8ed65adfdde51132595c79aade
+    sha256: 86aca4a31c09f9b4dbdb332cd9a6a7dbab62ca734d3f832651c0ab59c6a7f52e
   category: main
   optional: false
 - name: anyio
-  version: 4.2.0
+  version: 4.3.0
   manager: conda
   platform: win-64
   dependencies:
@@ -386,10 +386,10 @@ package:
     typing_extensions: '>=4.1'
     idna: '>=2.8'
     exceptiongroup: '>=1.0.2'
-  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.2.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.3.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 81ce9f3d9697b534d95118bb86c8a07e
-    sha256: 68458e31bdf3334f0e85f08767718ca9bc35bc2a79a6c503942ac99da98e510a
+    md5: ac95aa8ed65adfdde51132595c79aade
+    sha256: 86aca4a31c09f9b4dbdb332cd9a6a7dbab62ca734d3f832651c0ab59c6a7f52e
   category: main
   optional: false
 - name: appnope
@@ -479,12 +479,12 @@ 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
@@ -493,12 +493,12 @@ 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
@@ -507,12 +507,12 @@ 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
@@ -521,15 +521,15 @@ 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
@@ -829,991 +829,809 @@ package:
   category: main
   optional: false
 - name: aws-c-auth
-  version: 0.7.15
+  version: 0.7.16
   manager: conda
   platform: linux-64
   dependencies:
-    aws-c-cal: '>=0.6.9,<0.6.10.0a0'
-    aws-c-common: '>=0.9.12,<0.9.13.0a0'
-    aws-c-http: '>=0.8.0,<0.8.1.0a0'
-    aws-c-io: '>=0.14.3,<0.14.4.0a0'
-    aws-c-sdkutils: '>=0.1.14,<0.1.15.0a0'
+    aws-c-cal: '>=0.6.10,<0.6.11.0a0'
+    aws-c-common: '>=0.9.13,<0.9.14.0a0'
+    aws-c-http: '>=0.8.1,<0.8.2.0a0'
+    aws-c-io: '>=0.14.4,<0.14.5.0a0'
+    aws-c-sdkutils: '>=0.1.15,<0.1.16.0a0'
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.15-h70caa3e_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.16-ha03d3f0_5.conda
   hash:
-    md5: ac982c47c6439386e10afb4e0fe0d3e0
-    sha256: cf41dfba66b1484c9e4e852b75f1f218dbcc93d77fb3e14c8bc4a8526c65ee6f
+    md5: 4fc9bc799a77f11623fc3ff125cf6f3f
+    sha256: 4733d243a9e78dec8e264a50cb77fe624cb2a8752ffcfa15c6db2b82274ee26d
   category: main
   optional: false
 - name: aws-c-auth
-  version: 0.7.15
+  version: 0.7.16
   manager: conda
   platform: osx-64
   dependencies:
-    aws-c-cal: '>=0.6.9,<0.6.10.0a0'
-    aws-c-common: '>=0.9.12,<0.9.13.0a0'
-    aws-c-http: '>=0.8.0,<0.8.1.0a0'
-    aws-c-io: '>=0.14.3,<0.14.4.0a0'
-    aws-c-sdkutils: '>=0.1.14,<0.1.15.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-64/aws-c-auth-0.7.15-hfc9c217_0.conda
+    aws-c-cal: '>=0.6.10,<0.6.11.0a0'
+    aws-c-common: '>=0.9.13,<0.9.14.0a0'
+    aws-c-http: '>=0.8.1,<0.8.2.0a0'
+    aws-c-io: '>=0.14.4,<0.14.5.0a0'
+    aws-c-sdkutils: '>=0.1.15,<0.1.16.0a0'
+  url: https://conda.anaconda.org/conda-forge/osx-64/aws-c-auth-0.7.16-h1bf548b_5.conda
   hash:
-    md5: 79f9353cf289c077fe625f2ad231f434
-    sha256: 79e0eaa85281676c61de3e122d46433e53024b8d3df2a9a0ebe1099e1ea51a1e
+    md5: 333283a992f5cdfba0e25f666e3c0369
+    sha256: 7a90152e7c702483384112e3a0cb61343e5261121eebe6fc4ee01da2a6f4819f
   category: main
   optional: false
 - name: aws-c-auth
-  version: 0.7.15
+  version: 0.7.16
   manager: conda
   platform: osx-arm64
   dependencies:
-    aws-c-cal: '>=0.6.9,<0.6.10.0a0'
-    aws-c-common: '>=0.9.12,<0.9.13.0a0'
-    aws-c-http: '>=0.8.0,<0.8.1.0a0'
-    aws-c-io: '>=0.14.3,<0.14.4.0a0'
-    aws-c-sdkutils: '>=0.1.14,<0.1.15.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-auth-0.7.15-h8117f06_0.conda
+    aws-c-cal: '>=0.6.10,<0.6.11.0a0'
+    aws-c-common: '>=0.9.13,<0.9.14.0a0'
+    aws-c-http: '>=0.8.1,<0.8.2.0a0'
+    aws-c-io: '>=0.14.4,<0.14.5.0a0'
+    aws-c-sdkutils: '>=0.1.15,<0.1.16.0a0'
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-auth-0.7.16-h346604d_5.conda
   hash:
-    md5: fde7d3627a8c2b080fad5022c7609ce1
-    sha256: 20c64bb6d04c90675c0d678e23aab16db65eb99aeb51313e3696a3be8c2324dc
+    md5: 475a66b64f73bd612a028533625cede2
+    sha256: 62881326cecece1368e7fbbcffbbbf299dd7ccff4ce3e04676d416791f43d421
   category: main
   optional: false
 - name: aws-c-auth
-  version: 0.7.15
+  version: 0.7.16
   manager: conda
   platform: win-64
   dependencies:
-    aws-c-cal: '>=0.6.9,<0.6.10.0a0'
-    aws-c-common: '>=0.9.12,<0.9.13.0a0'
-    aws-c-http: '>=0.8.0,<0.8.1.0a0'
-    aws-c-io: '>=0.14.3,<0.14.4.0a0'
-    aws-c-sdkutils: '>=0.1.14,<0.1.15.0a0'
+    aws-c-cal: '>=0.6.10,<0.6.11.0a0'
+    aws-c-common: '>=0.9.13,<0.9.14.0a0'
+    aws-c-http: '>=0.8.1,<0.8.2.0a0'
+    aws-c-io: '>=0.14.4,<0.14.5.0a0'
+    aws-c-sdkutils: '>=0.1.15,<0.1.16.0a0'
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-auth-0.7.15-ha04060b_0.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-auth-0.7.16-h0a3593b_5.conda
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-    sha256: c2d33e998f637b594632eba3727529171a06eb09896e36aa42f1ebcb03779472
+    md5: 52c9e25ee0a32485a102eeecdb7eef52
+    sha256: f9a4384d466f4d8b5b497d951329dd4407ebe02f8f93456434e9ab789d6e23ce
   category: main
   optional: false
 - name: ukkonen
@@ -23810,12 +23684,12 @@ package:
   dependencies:
     cffi: ''
     libcxx: '>=15.0.7'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/osx-64/ukkonen-1.0.1-py311h5fe6e05_4.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/osx-64/ukkonen-1.0.1-py312h49ebfd2_4.conda
   hash:
-    md5: 8f750b84128d48dc8376572c5eace61e
-    sha256: b273782a1277042a54e12411beebd378d2a2a69e503bcf147766e98628e91c91
+    md5: 4e6b5a8025cd8fd97b3cfe103ffce6b1
+    sha256: efca19a5e73e4aacfc5e90a5389272b2508e41dc4adab9eb5353c5200ba37041
   category: main
   optional: false
 - name: ukkonen
@@ -23825,12 +23699,12 @@ package:
   dependencies:
     cffi: ''
     libcxx: '>=15.0.7'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/ukkonen-1.0.1-py311he4fd1f5_4.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/ukkonen-1.0.1-py312h389731b_4.conda
   hash:
-    md5: 5d5ab5c5af32931e03608034f4a5fd75
-    sha256: 384fc81a34e248019d43a115386f77859ab63e0e6f12dade486d76359703743f
+    md5: 6407429e0969b58b8717dbb4c6c15513
+    sha256: 7336cf66feba973207f4903c20b05c3c82e351246df4b6113f72d92b9ee55b81
   category: main
   optional: false
 - name: ukkonen
@@ -23839,15 +23713,15 @@ package:
   platform: win-64
   dependencies:
     cffi: ''
-    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/ukkonen-1.0.1-py311h005e61a_4.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/ukkonen-1.0.1-py312h0d7def4_4.conda
   hash:
-    md5: d9988836cc20c90e05901ab05962f496
-    sha256: ef774047df25201a6425fe1ec194505a3cac9ba02e96953360442f59364d12b3
+    md5: 57cfbb8ce3a1800bd343bf6afba6f878
+    sha256: f5f7550991ca647f69b67b9188c7104a3456122611dd6a6e753cff555e45dfd9
   category: main
   optional: false
 - name: uri-template
@@ -23950,59 +23824,59 @@ package:
   category: main
   optional: false
 - name: urllib3
-  version: 2.2.0
+  version: 2.2.1
   manager: conda
   platform: linux-64
   dependencies:
     brotli-python: '>=1.0.9'
     pysocks: '>=1.5.6,<2.0,!=1.5.7'
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.1-pyhd8ed1ab_0.conda
   hash:
-    md5: 6a7e0694921f668a030d52f0c47baebd
-    sha256: 61a8a3bd36d235c349aedaf1aa6a79cce15d6fe89dca4bb593b596d0211513c6
+    md5: 08807a87fa7af10754d46f63b368e016
+    sha256: d4009dcc9327684d6409706ce17656afbeae690d8522d3c9bc4df57649a352cd
   category: main
   optional: false
 - name: urllib3
-  version: 2.2.0
+  version: 2.2.1
   manager: conda
   platform: osx-64
   dependencies:
     python: '>=3.7'
     brotli-python: '>=1.0.9'
     pysocks: '>=1.5.6,<2.0,!=1.5.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.1-pyhd8ed1ab_0.conda
   hash:
-    md5: 6a7e0694921f668a030d52f0c47baebd
-    sha256: 61a8a3bd36d235c349aedaf1aa6a79cce15d6fe89dca4bb593b596d0211513c6
+    md5: 08807a87fa7af10754d46f63b368e016
+    sha256: d4009dcc9327684d6409706ce17656afbeae690d8522d3c9bc4df57649a352cd
   category: main
   optional: false
 - name: urllib3
-  version: 2.2.0
+  version: 2.2.1
   manager: conda
   platform: osx-arm64
   dependencies:
     python: '>=3.7'
     brotli-python: '>=1.0.9'
     pysocks: '>=1.5.6,<2.0,!=1.5.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.1-pyhd8ed1ab_0.conda
   hash:
-    md5: 6a7e0694921f668a030d52f0c47baebd
-    sha256: 61a8a3bd36d235c349aedaf1aa6a79cce15d6fe89dca4bb593b596d0211513c6
+    md5: 08807a87fa7af10754d46f63b368e016
+    sha256: d4009dcc9327684d6409706ce17656afbeae690d8522d3c9bc4df57649a352cd
   category: main
   optional: false
 - name: urllib3
-  version: 2.2.0
+  version: 2.2.1
   manager: conda
   platform: win-64
   dependencies:
     python: '>=3.7'
     brotli-python: '>=1.0.9'
     pysocks: '>=1.5.6,<2.0,!=1.5.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.1-pyhd8ed1ab_0.conda
   hash:
-    md5: 6a7e0694921f668a030d52f0c47baebd
-    sha256: 61a8a3bd36d235c349aedaf1aa6a79cce15d6fe89dca4bb593b596d0211513c6
+    md5: 08807a87fa7af10754d46f63b368e016
+    sha256: d4009dcc9327684d6409706ce17656afbeae690d8522d3c9bc4df57649a352cd
   category: main
   optional: false
 - name: vc
@@ -24414,7 +24288,7 @@ package:
   category: main
   optional: false
 - name: xarray
-  version: 2024.1.1
+  version: 2024.2.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -24422,14 +24296,14 @@ package:
     packaging: '>=22'
     pandas: '>=1.5'
     python: '>=3.9'
-  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.1.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.2.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 38b5de3877d1f28089b231d24622dd64
-    sha256: f32a6e37ffe85ddf1bdf1b68d519ccbbdfedf5853570017bb45f571ee3bf4b49
+    md5: 8e25aab3323476d4fd0b5f6bad05d403
+    sha256: 4b0a8143f5c501246214823fe543e9d0749c950fdbdd39de6d8cd6209da2259f
   category: main
   optional: false
 - name: xarray
-  version: 2024.1.1
+  version: 2024.2.0
   manager: conda
   platform: osx-64
   dependencies:
@@ -24437,14 +24311,14 @@ package:
     numpy: '>=1.23'
     packaging: '>=22'
     pandas: '>=1.5'
-  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.1.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.2.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 38b5de3877d1f28089b231d24622dd64
-    sha256: f32a6e37ffe85ddf1bdf1b68d519ccbbdfedf5853570017bb45f571ee3bf4b49
+    md5: 8e25aab3323476d4fd0b5f6bad05d403
+    sha256: 4b0a8143f5c501246214823fe543e9d0749c950fdbdd39de6d8cd6209da2259f
   category: main
   optional: false
 - name: xarray
-  version: 2024.1.1
+  version: 2024.2.0
   manager: conda
   platform: osx-arm64
   dependencies:
@@ -24452,14 +24326,14 @@ package:
     numpy: '>=1.23'
     packaging: '>=22'
     pandas: '>=1.5'
-  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.1.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.2.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 38b5de3877d1f28089b231d24622dd64
-    sha256: f32a6e37ffe85ddf1bdf1b68d519ccbbdfedf5853570017bb45f571ee3bf4b49
+    md5: 8e25aab3323476d4fd0b5f6bad05d403
+    sha256: 4b0a8143f5c501246214823fe543e9d0749c950fdbdd39de6d8cd6209da2259f
   category: main
   optional: false
 - name: xarray
-  version: 2024.1.1
+  version: 2024.2.0
   manager: conda
   platform: win-64
   dependencies:
@@ -24467,10 +24341,10 @@ package:
     numpy: '>=1.23'
     packaging: '>=22'
     pandas: '>=1.5'
-  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.1.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/xarray-2024.2.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 38b5de3877d1f28089b231d24622dd64
-    sha256: f32a6e37ffe85ddf1bdf1b68d519ccbbdfedf5853570017bb45f571ee3bf4b49
+    md5: 8e25aab3323476d4fd0b5f6bad05d403
+    sha256: 4b0a8143f5c501246214823fe543e9d0749c950fdbdd39de6d8cd6209da2259f
   category: main
   optional: false
 - name: xerces-c
@@ -25023,12 +24897,12 @@ package:
     idna: '>=2.0'
     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:
-    md5: fff0f2058e9d86c8bf5848ee93917a8d
-    sha256: 673e4a626e9e7d661154e5609f696c0c8a9247087f5c8b7744cfbb4fe0872713
+    md5: ec3eb4803df33e90a41bc216a68d02f1
+    sha256: 7bf7e32c5a18a1c5d21e0b7891133fb0cd38774f8014acdc5b548c601d4d47c3
   category: main
   optional: false
 - name: yarl
@@ -25038,12 +24912,12 @@ 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-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:
-    md5: 6b7f34fc151c338cdaca4d4d6fb92d55
-    sha256: 668ea9d1e0c7b4eaa769cc79de1ea4e8da22a61d4112e660ecbaca140f097109
+    md5: 5d15d92a788612cf319ecfac53e0c542
+    sha256: 748199e3d7725e8e50c6b3d87066de383a2bedd8248d89dd80c8c6e78f2bc8b9
   category: main
   optional: false
 - name: yarl
@@ -25053,12 +24927,12 @@ 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:
-    md5: 510eded0989b4ef17f3adeca6cb21b22
-    sha256: 1da2a08c44e284d17156838d8207fde58dececde3c07626114df4d9a64ae9213
+    md5: 44ead39ed723937c4701dcb040ff8df6
+    sha256: 4ed261d50453813ceff0777b439d1646999ae3f8eba86775655a78d5411c9769
   category: main
   optional: false
 - name: yarl
@@ -25068,15 +24942,15 @@ 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
   hash:
-    md5: 522f873d68d2557056d6cfed8335fe96
-    sha256: 647a7f6395be44b82a3dd4ad58d02fd1ce56cca19083061cbb118f788c0f31e5
+    md5: 9dee8a153f1644fbc66c40bcda96bf59
+    sha256: 57089bd47731282b4f58c378b4711f397393e6e1c8252aa49af881e36685e07d
   category: main
   optional: false
 - name: zarr
diff --git a/conda/environment-unpinned.yml b/conda/environment-unpinned.yml
index 40e8a160..51f2cbdf 100644
--- a/conda/environment-unpinned.yml
+++ b/conda/environment-unpinned.yml
@@ -2,7 +2,7 @@ name: xarray-tutorial
 channels:
   - conda-forge
 dependencies:
-  - python=3.11
+  - python
   # for building website:
   - jupyter-book
   - pre-commit
diff --git a/conda/environment.yml b/conda/environment.yml
index b0da3d39..f54ea2f7 100644
--- a/conda/environment.yml
+++ b/conda/environment.yml
@@ -9,34 +9,31 @@ dependencies:
   - _openmp_mutex=4.5=2_gnu
   - accessible-pygments=0.0.4=pyhd8ed1ab_0
   - affine=2.4.0=pyhd8ed1ab_0
-  - aiohttp=3.9.3=py311h459d7ec_0
+  - aiohttp=3.9.3=py312h98912ed_0
   - aiosignal=1.3.1=pyhd8ed1ab_0
   - alabaster=0.7.16=pyhd8ed1ab_0
-  - anyio=4.2.0=pyhd8ed1ab_0
+  - anyio=4.3.0=pyhd8ed1ab_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
   - async-lru=2.0.4=pyhd8ed1ab_0
   - atk-1.0=2.38.0=hd4edc92_1
   - attrs=23.2.0=pyh71513ae_0
-  - aws-c-auth=0.7.15=h70caa3e_0
-  - aws-c-cal=0.6.9=h14ec70c_3
-  - aws-c-common=0.9.12=hd590300_0
-  - aws-c-compression=0.2.17=h572eabf_8
-  - aws-c-event-stream=0.4.1=h17cd1f3_5
-  - aws-c-http=0.8.0=hc6da83f_5
-  - aws-c-io=0.14.3=h3c8c088_1
-  - aws-c-mqtt=0.10.1=h0ef3971_3
-  - aws-c-s3=0.5.0=h1b46bed_2
-  - aws-c-sdkutils=0.1.14=h572eabf_0
-  - aws-checksums=0.1.17=h572eabf_7
-  - aws-crt-cpp=0.26.1=h33f84b2_9
-  - aws-sdk-cpp=1.11.242=h65f022c_0
-  - azure-core-cpp=1.10.3=h91d86a7_1
-  - azure-storage-blobs-cpp=12.10.0=h00ab1b0_0
-  - azure-storage-common-cpp=12.5.0=hb858b4b_2
+  - aws-c-auth=0.7.16=ha03d3f0_5
+  - aws-c-cal=0.6.10=hb29e0c7_1
+  - aws-c-common=0.9.13=hd590300_0
+  - aws-c-compression=0.2.18=hecc5fa9_1
+  - aws-c-event-stream=0.4.2=h5e81bdb_3
+  - aws-c-http=0.8.1=h359bc3d_4
+  - aws-c-io=0.14.4=h90346a2_2
+  - aws-c-mqtt=0.10.2=ha8e6ef5_3
+  - aws-c-s3=0.5.1=h54412c4_6
+  - aws-c-sdkutils=0.1.15=hecc5fa9_1
+  - aws-checksums=0.1.18=hecc5fa9_1
+  - aws-crt-cpp=0.26.2=he2a05a2_5
+  - aws-sdk-cpp=1.11.267=h5606698_1
   - babel=2.14.0=pyhd8ed1ab_0
   - beautifulsoup4=4.12.3=pyha770c72_0
   - bleach=6.1.0=pyhd8ed1ab_0
@@ -45,7 +42,7 @@ dependencies:
   - bokeh=3.3.4=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=1.26.0=hd590300_0
   - ca-certificates=2024.2.2=hbcca054_0
@@ -53,13 +50,13 @@ dependencies:
   - cached_property=1.5.2=pyha770c72_1
   - cachetools=5.3.2=pyhd8ed1ab_0
   - cairo=1.18.0=h3faef2a_0
-  - cartopy=0.22.0=py311h320fe9a_1
+  - cartopy=0.22.0=py312hfb8ada1_1
   - certifi=2024.2.2=pyhd8ed1ab_0
-  - cf_xarray=0.8.9=pyhd8ed1ab_0
-  - cffi=1.16.0=py311hb3a22ac_0
+  - cf_xarray=0.9.0=pyhd8ed1ab_0
+  - cffi=1.16.0=py312hf06ca03_0
   - cfgv=3.3.1=pyhd8ed1ab_0
   - cfitsio=4.3.1=hbdc6101_0
-  - cftime=1.6.3=py311h1f0f07a_0
+  - cftime=1.6.3=py312hc7c0aa3_0
   - charset-normalizer=3.3.2=pyhd8ed1ab_0
   - click=8.1.7=unix_pyh707e725_0
   - click-plugins=1.1.1=py_0
@@ -68,22 +65,22 @@ dependencies:
   - colorama=0.4.6=pyhd8ed1ab_0
   - colorcet=3.0.1=pyhd8ed1ab_0
   - comm=0.2.1=pyhd8ed1ab_0
-  - contourpy=1.2.0=py311h9547e67_0
-  - cryptography=42.0.3=py311h63ff55d_0
+  - contourpy=1.2.0=py312h8572e83_0
+  - cryptography=42.0.4=py312h241aef2_0
   - cycler=0.12.1=pyhd8ed1ab_0
-  - cytoolz=0.12.3=py311h459d7ec_0
+  - cytoolz=0.12.3=py312h98912ed_0
   - dask=2024.2.0=pyhd8ed1ab_0
   - dask-core=2024.2.0=pyhd8ed1ab_0
   - dask-labextension=7.0.0=pyhd8ed1ab_0
   - dataclasses=0.8=pyhc8e2a94_3
   - datashader=0.16.0=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=2024.2.0=pyhd8ed1ab_0
   - docopt=0.6.2=py_1
-  - docutils=0.17.1=py311h38be061_4
+  - docutils=0.20.1=py312h7900ff3_3
   - entrypoints=0.4=pyhd8ed1ab_0
   - exceptiongroup=1.2.0=pyhd8ed1ab_2
   - executing=2.0.1=pyhd8ed1ab_0
@@ -97,12 +94,12 @@ dependencies:
   - fontconfig=2.14.2=h14ed4e7_0
   - fonts-conda-ecosystem=1=0
   - fonts-conda-forge=1=0
-  - fonttools=4.49.0=py311h459d7ec_0
+  - fonttools=4.49.0=py312h98912ed_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=2024.2.0=pyhca7485f_0
   - gcsfs=2024.2.0=pyhd8ed1ab_0
   - gdk-pixbuf=2.42.10=h829c605_4
@@ -118,14 +115,14 @@ dependencies:
   - google-auth-oauthlib=1.2.0=pyhd8ed1ab_0
   - google-cloud-core=2.4.1=pyhd8ed1ab_0
   - google-cloud-storage=2.14.0=pyhca7485f_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=1.62.0=pyhd8ed1ab_0
   - graphite2=1.3.13=h58526e2_1001
   - graphviz=9.0.0=h78e8752_1
-  - greenlet=3.0.3=py311hb755f60_0
-  - grpcio=1.60.1=py311ha6695c7_0
-  - gsw=3.6.17=py311h1f0f07a_1
+  - greenlet=3.0.3=py312h30efb56_0
+  - grpcio=1.60.1=py312hb06c811_0
+  - gsw=3.6.17=py312hc7c0aa3_1
   - gtk2=2.24.33=h7f000aa_3
   - gts=0.7.6=h977cf35_4
   - h11=0.14.0=pyhd8ed1ab_0
@@ -135,12 +132,12 @@ dependencies:
   - hdf5=1.14.3=nompi_h4f84152_100
   - holoviews=1.18.3=pyhd8ed1ab_0
   - hpack=4.0.0=pyh9f0ad1d_0
-  - httpcore=1.0.3=pyhd8ed1ab_0
-  - httpx=0.26.0=pyhd8ed1ab_0
+  - httpcore=1.0.4=pyhd8ed1ab_0
+  - httpx=0.27.0=pyhd8ed1ab_0
   - hvplot=0.9.2=pyhd8ed1ab_0
   - hyperframe=6.0.1=pyhd8ed1ab_0
   - icu=73.2=h59595ed_0
-  - identify=2.5.34=pyhd8ed1ab_0
+  - identify=2.5.35=pyhd8ed1ab_0
   - idna=3.6=pyhd8ed1ab_0
   - imagesize=1.4.1=pyhd8ed1ab_0
   - importlib-metadata=7.0.1=pyha770c72_0
@@ -152,28 +149,28 @@ dependencies:
   - jedi=0.19.1=pyhd8ed1ab_0
   - jinja2=3.1.3=pyhd8ed1ab_0
   - json-c=0.17=h7ab15ed_0
-  - json5=0.9.14=pyhd8ed1ab_0
-  - jsonpointer=2.4=py311h38be061_3
+  - json5=0.9.17=pyhd8ed1ab_0
+  - jsonpointer=2.4=py312h7900ff3_3
   - jsonschema=4.21.1=pyhd8ed1ab_0
   - jsonschema-specifications=2023.12.1=pyhd8ed1ab_0
   - jsonschema-with-format-nongpl=4.21.1=pyhd8ed1ab_0
-  - 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=2.2.2=pyhd8ed1ab_0
   - jupyter-resource-usage=1.0.1=pyhd8ed1ab_0
   - jupyter-server-proxy=4.1.0=pyhd8ed1ab_0
   - jupyter_client=8.6.0=pyhd8ed1ab_0
-  - jupyter_core=5.7.1=py311h38be061_0
+  - jupyter_core=5.7.1=py312h7900ff3_0
   - jupyter_events=0.9.0=pyhd8ed1ab_0
   - jupyter_server=2.12.5=pyhd8ed1ab_0
   - jupyter_server_terminals=0.5.2=pyhd8ed1ab_0
-  - jupyterlab=4.1.1=pyhd8ed1ab_0
+  - jupyterlab=4.1.2=pyhd8ed1ab_0
   - jupyterlab-myst=2.3.1=pyhd8ed1ab_0
   - jupyterlab_pygments=0.3.0=pyhd8ed1ab_1
   - jupyterlab_server=2.25.3=pyhd8ed1ab_0
   - kealib=1.5.3=h2f55d51_0
   - 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
@@ -182,13 +179,13 @@ dependencies:
   - libabseil=20230802.1=cxx17_h59595ed_0
   - libaec=1.1.2=h59595ed_1
   - libarchive=3.7.2=h2aa1ff5_1
-  - libarrow=15.0.0=he2c5238_2_cpu
-  - libarrow-acero=15.0.0=h59595ed_2_cpu
-  - libarrow-dataset=15.0.0=h59595ed_2_cpu
-  - libarrow-flight=15.0.0=hdc44a87_2_cpu
-  - libarrow-flight-sql=15.0.0=hfbc7f12_2_cpu
-  - libarrow-gandiva=15.0.0=hacb8726_2_cpu
-  - libarrow-substrait=15.0.0=hfbc7f12_2_cpu
+  - libarrow=15.0.0=hdbe5c44_5_cpu
+  - libarrow-acero=15.0.0=h59595ed_5_cpu
+  - libarrow-dataset=15.0.0=h59595ed_5_cpu
+  - libarrow-flight=15.0.0=hdc44a87_5_cpu
+  - libarrow-flight-sql=15.0.0=hfbc7f12_5_cpu
+  - libarrow-gandiva=15.0.0=h308e607_5_cpu
+  - libarrow-substrait=15.0.0=hfbc7f12_5_cpu
   - libblas=3.9.0=21_linux64_openblas
   - libboost-headers=1.84.0=ha770c72_1
   - libbrotlicommon=1.1.0=hd590300_1
@@ -205,29 +202,30 @@ dependencies:
   - libffi=3.4.2=h7f98852_5
   - libgcc-ng=13.2.0=h807b86a_5
   - libgd=2.3.3=h119a65a_9
-  - libgdal=3.8.3=h9323651_3
+  - libgdal=3.8.1=hed8bd54_4
   - libgfortran-ng=13.2.0=h69a702a_5
   - libgfortran5=13.2.0=ha4646dd_5
-  - libglib=2.78.3=h783c2da_0
+  - libglib=2.78.4=h783c2da_0
   - libgomp=13.2.0=h807b86a_5
-  - libgoogle-cloud=2.12.0=hef10d8f_5
+  - libgoogle-cloud=2.17.0=h31df0ca_2
+  - libgoogle-cloud-storage=2.17.0=hc7a4891_2
   - libgrpc=1.60.1=h74775cd_0
   - libiconv=1.17=hd590300_2
   - libjpeg-turbo=3.0.0=hd590300_1
   - libkml=1.3.0=h01aab08_1018
   - liblapack=3.9.0=21_linux64_openblas
   - libllvm14=14.0.6=hcd5def8_4
-  - libllvm15=15.0.7=hb3ce162_4
+  - libllvm16=16.0.6=hb3ce162_3
   - libnetcdf=4.9.2=nompi_h9612171_113
   - libnghttp2=1.58.0=h47da74e_1
   - libnl=3.9.0=hd590300_0
   - libnsl=2.0.1=hd590300_0
   - libnuma=2.0.16=h0b41bf4_1
   - libopenblas=0.3.26=pthreads_h413a1c8_0
-  - libparquet=15.0.0=h352af49_2_cpu
+  - libparquet=15.0.0=h352af49_5_cpu
   - libpng=1.6.42=h2797004_0
   - libpq=16.2=h33b98f1_0
-  - libprotobuf=4.25.1=hf27288f_1
+  - libprotobuf=4.25.1=hf27288f_2
   - libre2-11=2023.06.02=h7a70373_0
   - librsvg=2.56.3=he3f83f7_1
   - librttopo=1.1.0=h8917695_15
@@ -248,46 +246,46 @@ dependencies:
   - libzip=1.10.1=h2629f0a_3
   - libzlib=1.2.13=hd590300_5
   - linkify-it-py=2.0.3=pyhd8ed1ab_0
-  - llvmlite=0.42.0=py311ha6695c7_1
+  - llvmlite=0.42.0=py312hb06c811_1
   - 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=h516909a_1000
   - markdown=3.5.2=pyhd8ed1ab_0
-  - markdown-it-py=2.2.0=pyhd8ed1ab_0
-  - markupsafe=2.1.5=py311h459d7ec_0
-  - matplotlib-base=3.8.3=py311h54ef318_0
+  - markdown-it-py=3.0.0=pyhd8ed1ab_0
+  - markupsafe=2.1.5=py312h98912ed_0
+  - matplotlib-base=3.8.3=py312he5832f3_0
   - matplotlib-inline=0.1.6=pyhd8ed1ab_0
   - mdit-py-plugins=0.4.0=pyhd8ed1ab_0
   - mdurl=0.1.2=pyhd8ed1ab_0
   - minizip=4.0.4=h0ab5242_0
   - mistune=3.0.2=pyhd8ed1ab_0
-  - msgpack-python=1.0.7=py311h9547e67_0
-  - multidict=6.0.5=py311h459d7ec_0
+  - msgpack-python=1.0.7=py312h8572e83_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-core=7.16.0=pyhd8ed1ab_0
+  - myst-nb=1.0.0=pyhd8ed1ab_0
+  - myst-parser=2.0.0=pyhd8ed1ab_0
+  - nbclient=0.8.0=pyhd8ed1ab_0
+  - nbconvert-core=7.16.1=pyhd8ed1ab_0
   - nbformat=5.9.2=pyhd8ed1ab_0
   - ncurses=6.4=h59595ed_2
   - nest-asyncio=1.6.0=pyhd8ed1ab_0
-  - netcdf4=1.6.5=nompi_py311he8ad708_100
+  - netcdf4=1.6.5=nompi_py312h26027e0_100
   - nodeenv=1.8.0=pyhd8ed1ab_0
   - notebook-shim=0.2.4=pyhd8ed1ab_0
   - nspr=4.35=h27087fc_0
   - nss=3.98=h1d7d5a4_0
-  - numba=0.59.0=py311h96b013e_1
-  - numcodecs=0.12.1=py311hb755f60_0
-  - numpy=1.26.4=py311h64a7726_0
+  - numba=0.59.0=py312hacefee8_1
+  - numcodecs=0.12.1=py312h30efb56_0
+  - numpy=1.26.4=py312heda63a1_0
   - oauthlib=3.2.2=pyhd8ed1ab_0
   - openjpeg=2.5.0=h488ebb8_3
   - openssl=3.2.1=hd590300_0
   - orc=1.9.2=h7829240_1
   - overrides=7.7.0=pyhd8ed1ab_0
   - packaging=23.2=pyhd8ed1ab_0
-  - pandas=2.2.0=py311h320fe9a_0
+  - pandas=2.2.0=py312hfb8ada1_0
   - pandocfilters=1.5.0=pyhd8ed1ab_0
   - panel=1.3.8=pyhd8ed1ab_0
   - pango=1.50.14=ha41ecd1_2
@@ -297,32 +295,32 @@ dependencies:
   - pcre2=10.42=hcad00b1_0
   - pexpect=4.9.0=pyhd8ed1ab_0
   - pickleshare=0.7.5=py_1003
-  - pillow=10.2.0=py311ha6c5da5_0
+  - pillow=10.2.0=py312hf3581a9_0
   - pint=0.23=pyhd8ed1ab_0
   - pint-xarray=0.3=pyhd8ed1ab_0
   - pip=24.0=pyhd8ed1ab_0
   - pixman=0.43.2=h59595ed_0
   - pkgutil-resolve-name=1.3.10=pyhd8ed1ab_1
   - platformdirs=4.2.0=pyhd8ed1ab_0
-  - pooch=1.8.0=pyhd8ed1ab_0
-  - poppler=24.02.0=h590f24d_0
+  - pooch=1.8.1=pyhd8ed1ab_0
+  - poppler=23.12.0=h590f24d_0
   - poppler-data=0.4.12=hd8ed1ab_0
   - postgresql=16.2=h7387d8b_0
-  - pre-commit=3.6.1=pyha770c72_0
+  - pre-commit=3.6.2=pyha770c72_0
   - proj=9.3.1=h1d62c97_0
   - prometheus_client=0.20.0=pyhd8ed1ab_0
   - prompt-toolkit=3.0.42=pyha770c72_0
-  - protobuf=4.25.1=py311h46cbc50_0
-  - psutil=5.9.8=py311h459d7ec_0
+  - protobuf=4.25.1=py312h9a107e5_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=15.0.0=py311h39c9aba_2_cpu
+  - pyarrow=15.0.0=py312h176e3d2_5_cpu
   - pyarrow-hotfix=0.6=pyhd8ed1ab_0
   - pyasn1=0.5.1=pyhd8ed1ab_0
   - pyasn1-modules=0.3.0=pyhd8ed1ab_0
   - pybtex=0.24.0=pyhd8ed1ab_2
-  - pybtex-docutils=1.0.3=py311h38be061_1
+  - pybtex-docutils=1.0.3=py312h7900ff3_1
   - pycparser=2.21=pyhd8ed1ab_0
   - pyct=0.5.0=pyhd8ed1ab_0
   - pydap=3.4.0=pyhd8ed1ab_0
@@ -331,22 +329,22 @@ dependencies:
   - pyjwt=2.8.0=pyhd8ed1ab_1
   - pyopenssl=24.0.0=pyhd8ed1ab_0
   - pyparsing=3.1.1=pyhd8ed1ab_0
-  - pyproj=3.6.1=py311hca0b8b9_5
+  - pyproj=3.6.1=py312h38f1c37_5
   - pyshp=2.3.1=pyhd8ed1ab_0
   - pysocks=1.7.1=pyha2e5f31_6
-  - python=3.11.8=hab00c5b_0_cpython
+  - python=3.12.2=hab00c5b_0_cpython
   - python-dateutil=2.8.2=pyhd8ed1ab_0
   - python-fastjsonschema=2.19.1=pyhd8ed1ab_0
   - python-graphviz=0.20.1=pyh22cad53_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=3.0.0=pyhd8ed1ab_0
-  - pyyaml=6.0.1=py311h459d7ec_1
-  - pyzmq=25.1.2=py311h34ded2d_0
-  - rasterio=1.3.9=py311ha38370a_2
+  - pyyaml=6.0.1=py312h98912ed_1
+  - pyzmq=25.1.2=py312h886d080_0
+  - rasterio=1.3.9=py312h26ef92c_2
   - rdma-core=50.0=hd3aeb46_0
   - re2=2023.06.02=h2873b5e_0
   - readline=8.2=h8228510_1
@@ -356,13 +354,13 @@ dependencies:
   - rfc3339-validator=0.1.4=pyhd8ed1ab_0
   - rfc3986-validator=0.1.1=pyh9f0ad1d_0
   - rioxarray=0.15.1=pyhd8ed1ab_0
-  - rpds-py=0.18.0=py311h46250e7_0
+  - rpds-py=0.18.0=py312h4b3b743_0
   - rsa=4.9=pyhd8ed1ab_0
-  - s2n=1.4.3=h06160fa_0
-  - scipy=1.12.0=py311h64a7726_2
+  - s2n=1.4.4=h06160fa_0
+  - scipy=1.12.0=py312heda63a1_2
   - send2trash=1.8.2=pyh41d4057_0
-  - setuptools=69.0.3=pyhd8ed1ab_0
-  - shapely=2.0.2=py311h2032efe_1
+  - setuptools=69.1.0=pyhd8ed1ab_1
+  - shapely=2.0.3=py312h9e6bd2c_0
   - simpervisor=1.0.0=pyhd8ed1ab_0
   - six=1.16.0=pyh6c4a22f_0
   - snappy=1.1.10=h9fff704_0
@@ -371,39 +369,39 @@ dependencies:
   - snuggs=1.4.7=py_0
   - sortedcontainers=2.4.0=pyhd8ed1ab_0
   - soupsieve=2.5=pyhd8ed1ab_1
-  - sphinx=5.0.2=pyh6c4a22f_0
-  - sphinx-book-theme=1.0.1=pyhd8ed1ab_0
+  - sphinx=7.2.6=pyhd8ed1ab_0
+  - sphinx-book-theme=1.1.2=pyhd8ed1ab_0
   - sphinx-codeautolink=0.15.0=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=0.5.0=pyhd8ed1ab_0
+  - sphinx-exercise=0.4.1=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=1.0.0=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_0
-  - sqlalchemy=2.0.27=py311h459d7ec_0
+  - sqlalchemy=2.0.27=py312h98912ed_0
   - sqlite=3.45.1=h2c6b66d_0
   - stack_data=0.6.2=pyhd8ed1ab_0
   - tabulate=0.9.0=pyhd8ed1ab_1
   - tblib=3.0.0=pyhd8ed1ab_0
   - terminado=0.18.0=pyh0d859eb_0
-  - tiledb=2.20.0=h4386cac_0
+  - tiledb=2.18.2=h99f50a1_1
   - tinycss2=1.2.1=pyhd8ed1ab_0
   - tk=8.6.13=noxft_h4845f30_101
   - tomli=2.0.1=pyhd8ed1ab_0
   - toolz=0.12.1=pyhd8ed1ab_0
-  - tornado=6.3.3=py311h459d7ec_1
+  - tornado=6.4=py312h98912ed_0
   - tqdm=4.66.2=pyhd8ed1ab_0
   - traitlets=5.14.1=pyhd8ed1ab_0
   - types-python-dateutil=2.8.19.20240106=pyhd8ed1ab_0
@@ -414,10 +412,10 @@ dependencies:
   - tzdata=2024a=h0c530f3_0
   - uc-micro-py=1.0.3=pyhd8ed1ab_0
   - ucx=1.15.0=h75e419f_3
-  - ukkonen=1.0.1=py311h9547e67_4
+  - ukkonen=1.0.1=py312h8572e83_4
   - uri-template=1.3.0=pyhd8ed1ab_0
   - uriparser=0.9.7=hcb278e6_1
-  - urllib3=2.2.0=pyhd8ed1ab_0
+  - urllib3=2.2.1=pyhd8ed1ab_0
   - virtualenv=20.25.0=pyhd8ed1ab_0
   - wcwidth=0.2.13=pyhd8ed1ab_0
   - webcolors=1.13=pyhd8ed1ab_0
@@ -425,7 +423,7 @@ dependencies:
   - webob=1.8.7=pyhd8ed1ab_0
   - websocket-client=1.7.0=pyhd8ed1ab_0
   - wheel=0.42.0=pyhd8ed1ab_0
-  - xarray=2024.1.1=pyhd8ed1ab_0
+  - xarray=2024.2.0=pyhd8ed1ab_0
   - xerces-c=3.2.5=hac6953d_0
   - xorg-kbproto=1.0.7=h7f98852_1002
   - xorg-libice=1.1.1=hd590300_0
@@ -441,7 +439,7 @@ dependencies:
   - xyzservices=2023.10.1=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=2.17.0=pyhd8ed1ab_0
   - zeromq=4.3.5=h59595ed_0
   - zict=3.0.0=pyhd8ed1ab_0