diff --git a/base-notebook/conda-linux-64.lock b/base-notebook/conda-linux-64.lock
index 8404ec33..c4fc8735 100644
--- a/base-notebook/conda-linux-64.lock
+++ b/base-notebook/conda-linux-64.lock
@@ -1,15 +1,15 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: f22e104bcc9dffc97e0721c15bf193c39f5c6bfe35351ab2ad6e0a2ed4c86cd9
+# input_hash: 52fcd3b0ef51ecb6ac49f39ec8293ba0f76cb3a33c390de53f8b95a15c953e9b
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diff --git a/base-notebook/conda-lock.yml b/base-notebook/conda-lock.yml
index f69094e2..7c9079e8 100644
--- a/base-notebook/conda-lock.yml
+++ b/base-notebook/conda-lock.yml
@@ -13,7 +13,7 @@
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.9.5-py311h459d7ec_0.conda
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 - name: aiosignal
@@ -145,12 +145,12 @@ package:
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+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
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@@ -582,12 +582,12 @@ package:
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-  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py311hb755f60_1.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h30efb56_1.conda
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+    python: '>=3.12.0rc3,<3.13.0a0'
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/psutil-5.9.8-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/psutil-5.9.8-py312h98912ed_0.conda
   hash:
-    md5: 9bc62d25dcf64eec484974a3123c9d57
-    sha256: 467788418a2c71fb3df9ac0a6282ae693d1070a6cb47cb59bdb529b53acaee1c
+    md5: 3facaca6cc0f7988df3250efccd32da3
+    sha256: 27e7f8f5d30c74439f39d61e21ac14c0cd03b5d55f7bf9f946fb619016f73c61
   category: main
   optional: false
 - name: pthread-stubs
@@ -3032,12 +3032,12 @@ package:
     libparquet: 16.1.0.*
     numpy: '>=1.19,<3'
     pyarrow-core: 16.1.0
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-16.1.0-py311hbd00459_3.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-16.1.0-py312h9cebb41_3.conda
   hash:
-    md5: 0c9a14b46b94b6a840e68ea5b3ee48f9
-    sha256: 9cf39711f7fc3479b7d78c1e93bc8864d544e18252e712714c132790d60149b5
+    md5: 185d19647c3f7ddbdad8331911042763
+    sha256: 302790b27f818bbe684a2411698457c43cdff92e5380098cddabe377dd81ddf3
   category: main
   optional: false
 - name: pyarrow-core
@@ -3050,13 +3050,13 @@ package:
     libstdcxx-ng: '>=12'
     libzlib: '>=1.3.1,<2.0a0'
     numpy: '>=1.19,<3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     tzdata: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-core-16.1.0-py311h8c3dac4_3_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-core-16.1.0-py312h70856f0_3_cpu.conda
   hash:
-    md5: 702f6bd8727576169f353652351b68c0
-    sha256: d38eec803cf46de389b0b57a59fc1b4f6db573105b210bf2e8a79c54c6954821
+    md5: 7f93c5a99083e2a26a301db64f44acb8
+    sha256: 752e0335aa595d000ab9526f009a86f4790e409554226e2443eba73be2ba6afa
   category: main
   optional: false
 - name: pyarrow-hotfix
@@ -3105,13 +3105,13 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     typing-extensions: '>=4.6.0,!=4.7.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/pydantic-core-2.18.4-py311h5ecf98a_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pydantic-core-2.18.4-py312h4413252_0.conda
   hash:
-    md5: c4de9699f095e3049dc02bcf811497b7
-    sha256: 2c34d272a1afe39afbf4713a7f96366a579cb628a0321159e3015695b1e54913
+    md5: 760628de5ba09598d4ab4cd9d021228b
+    sha256: d7af4fa02992b9f883a4c4be4db75321e82b0f77fac15a7abd5f2ca9917d1cb1
   category: main
   optional: false
 - name: pygments
@@ -3165,7 +3165,7 @@ package:
   category: main
   optional: false
 - name: python
-  version: 3.11.9
+  version: 3.12.4
   manager: conda
   platform: linux-64
   dependencies:
@@ -3175,20 +3175,20 @@ package:
     libffi: '>=3.4,<4.0a0'
     libgcc-ng: '>=12'
     libnsl: '>=2.0.1,<2.1.0a0'
-    libsqlite: '>=3.45.3,<4.0a0'
+    libsqlite: '>=3.46.0,<4.0a0'
     libuuid: '>=2.38.1,<3.0a0'
     libxcrypt: '>=4.4.36'
-    libzlib: '>=1.2.13,<2.0.0a0'
-    ncurses: '>=6.4.20240210,<7.0a0'
-    openssl: '>=3.2.1,<4.0a0'
+    libzlib: '>=1.3.1,<2.0a0'
+    ncurses: '>=6.5,<7.0a0'
+    openssl: '>=3.3.1,<4.0a0'
     readline: '>=8.2,<9.0a0'
     tk: '>=8.6.13,<8.7.0a0'
     tzdata: ''
     xz: '>=5.2.6,<6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/python-3.11.9-hb806964_0_cpython.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/python-3.12.4-h194c7f8_0_cpython.conda
   hash:
-    md5: ac68acfa8b558ed406c75e98d3428d7b
-    sha256: 177f33a1fb8d3476b38f73c37b42f01c0b014fa0e039a701fd9f83d83aae6d40
+    md5: d73490214f536cccb5819e9873048c92
+    sha256: 97a78631e6c928bf7ad78d52f7f070fcf3bd37619fa48dc4394c21cf3058cdee
   category: main
   optional: false
 - name: python-dateutil
@@ -3241,14 +3241,14 @@ package:
   category: main
   optional: false
 - name: python_abi
-  version: '3.11'
+  version: '3.12'
   manager: conda
   platform: linux-64
   dependencies: {}
-  url: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.11-4_cp311.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.12-4_cp312.conda
   hash:
-    md5: d786502c97404c94d7d58d258a445a65
-    sha256: 0be3ac1bf852d64f553220c7e6457e9c047dfb7412da9d22fbaa67e60858b3cf
+    md5: dccc2d142812964fcc6abdc97b672dff
+    sha256: 182a329de10a4165f6e8a3804caf751f918f6ea6176dd4e5abcdae1ed3095bf6
   category: main
   optional: false
 - name: pytz
@@ -3269,13 +3269,13 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
     yaml: '>=0.2.5,<0.3.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.1-py311h459d7ec_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.1-py312h98912ed_1.conda
   hash:
-    md5: 52719a74ad130de8fb5d047dc91f247a
-    sha256: 28729ef1ffa7f6f9dfd54345a47c7faac5d34296d66a2b9891fb147f4efe1348
+    md5: e3fd78d8d490af1d84763b9fe3f2e552
+    sha256: 7f347a10a7121b08d79d21cd4f438c07c23479ea0c74dfb89d6dc416f791bb7f
   category: main
   optional: false
 - name: pyzmq
@@ -3286,13 +3286,13 @@ package:
     libgcc-ng: '>=12'
     libsodium: '>=1.0.18,<1.0.19.0a0'
     libstdcxx-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     zeromq: '>=4.3.5,<4.4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-26.0.3-py311h08a0b41_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-26.0.3-py312h8fd38d8_0.conda
   hash:
-    md5: 8bef21c0a0160e7369fc2f494acf85d0
-    sha256: 1b488c4600682702e10c296d77f4497b1ef3fdf37847861e4e1269f2718b8842
+    md5: 27efa6d21e98bcab4585a6b913df7625
+    sha256: a3bf1e1af97a256a3a498cc7f2fedb478df18cf629cc9e9aa73a5b4cfc204d45
   category: main
   optional: false
 - name: re2
@@ -3381,12 +3381,12 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.18.1-py311h5ecf98a_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.18.1-py312h4413252_0.conda
   hash:
-    md5: 9ce82e95681cb5c5e4bd872ed0a7aceb
-    sha256: 957926f2265c7f23522d91e4ead645f8924271969eaf4e70f75c8693c3721f0e
+    md5: 73da42918aaeb87d5618f82e2ac18d1f
+    sha256: 31891fb09afbe5263f0526388758f65e43ad9b7b3ccd75f791df55782667a8d1
   category: main
   optional: false
 - name: s2n
@@ -3507,13 +3507,13 @@ package:
   dependencies:
     greenlet: '!=0.4.17'
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     typing-extensions: '>=4.6.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.31-py311h331c9d8_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.31-py312h9a8786e_0.conda
   hash:
-    md5: d3649b7733c6ca41222e89e4d60a93d1
-    sha256: 83694faad960c8426a3b444d56770eb5120c575fe6dc9de07b70992d87ce1595
+    md5: 81b5a42f9aca877913472eeae0018165
+    sha256: a372cd1c3d153bb0620894e30b07bd54fb81ba4ad34ffd64a99d76a55d2eb8f1
   category: main
   optional: false
 - name: stack_data
@@ -3614,12 +3614,12 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.4.1-py311h331c9d8_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.4.1-py312h9a8786e_0.conda
   hash:
-    md5: e29e451c96bf8e81a5760b7565c6ed2c
-    sha256: 753f5496ba6a69fc52bd58e55296d789b964d1ba1539420bfc10bcd0e1d016fb
+    md5: fd9c83fde763b494f07acee1404c280e
+    sha256: fcf92fde5bac323921d97f8f2e66ee134ea01094f14d4e99c56f98187241c638
   category: main
   optional: false
 - name: traitlets
@@ -3859,12 +3859,12 @@ 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: zeromq
diff --git a/base-notebook/environment.yml b/base-notebook/environment.yml
index 06d9d499..a2280dd3 100644
--- a/base-notebook/environment.yml
+++ b/base-notebook/environment.yml
@@ -3,6 +3,6 @@ channels:
   - conda-forge
   - nodefaults
 dependencies:
-  - python=3.11
+  - python=3.12
   - pangeo-notebook=2024.06.21
   - pip
diff --git a/base-notebook/packages.txt b/base-notebook/packages.txt
index 3c3a8776..ca2de642 100644
--- a/base-notebook/packages.txt
+++ b/base-notebook/packages.txt
@@ -80,8 +80,8 @@ httpx==0.27.0
 hyperframe==6.0.1
 icu==73.2
 idna==3.7
-importlib-metadata==7.2.0
-importlib_metadata==7.2.0
+importlib-metadata==7.2.1
+importlib_metadata==7.2.1
 importlib_resources==6.4.0
 ipykernel==6.29.4
 ipython==8.25.0
@@ -213,12 +213,12 @@ pygments==2.18.0
 pyjwt==2.8.0
 pyopenssl==24.0.0
 pysocks==1.7.1
-python==3.11.9
+python==3.12.4
 python-dateutil==2.9.0
 python-fastjsonschema==2.20.0
 python-json-logger==2.0.7
 python-tzdata==2024.1
-python_abi==3.11
+python_abi==3.12
 pytz==2024.1
 pyyaml==6.0.1
 pyzmq==26.0.3
diff --git a/environment-condalock.yml b/environment-condalock.yml
index e87febd8..34f1fc9b 100644
--- a/environment-condalock.yml
+++ b/environment-condalock.yml
@@ -2,7 +2,7 @@ name: condalock
 channels:
   - conda-forge
 dependencies:
-  - python=3.11
+  - python=3.12
   - conda-lock>=2.5
   - conda>=24.5.0
   - mamba=1
diff --git a/ml-notebook/conda-linux-64.lock b/ml-notebook/conda-linux-64.lock
index 7a386542..c4e79f8b 100644
--- a/ml-notebook/conda-linux-64.lock
+++ b/ml-notebook/conda-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 74ca3212f78b8ccc67995d712bef027293a8bae48c77fa74cfe51194d3de9967
+# input_hash: 777145f4743c4dd46f0ce7f4fcaa2df0034f579ddd99822c679728ca10c3016b
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/linux-64/_py-xgboost-mutex-2.0-gpu_0.tar.bz2#7702188077361f43a4d61e64c694f850
@@ -15,9 +15,10 @@ https://conda.anaconda.org/conda-forge/linux-64/gh-2.51.0-he0e2781_0.conda#0a0f4
 https://conda.anaconda.org/conda-forge/linux-64/git-lfs-3.5.1-ha770c72_0.conda#bcba64281c71698f6dbb773e61908912
 https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.40-hf3520f5_7.conda#b80f2f396ca2c28b8c14c437a4ed1e74
 https://conda.anaconda.org/conda-forge/linux-64/libboost-headers-1.85.0-ha770c72_1.conda#012455a6eddcbf487ef0ddd1715f0b80
+https://conda.anaconda.org/conda-forge/linux-64/mpi-1.0-mpich.tar.bz2#c1fcff3417b5a22bbc4cf6e8c23648cf
 https://conda.anaconda.org/conda-forge/noarch/poppler-data-0.4.12-hd8ed1ab_0.conda#d8d7293c5b37f39b2ac32940621c6592
 https://conda.anaconda.org/conda-forge/noarch/pybind11-abi-4-hd8ed1ab_3.tar.bz2#878f923dd6acc8aeb47a75da6c4098be
-https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.11-4_cp311.conda#d786502c97404c94d7d58d258a445a65
+https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.12-4_cp312.conda#dccc2d142812964fcc6abdc97b672dff
 https://conda.anaconda.org/conda-forge/noarch/tzdata-2024a-h0c530f3_0.conda#161081fc7cec0bfda0d86d7cb595f8d8
 https://conda.anaconda.org/conda-forge/noarch/cuda-cccl_linux-64-12.5.39-ha770c72_0.conda#1196ad96550a485d6c988d84839e93db
 https://conda.anaconda.org/conda-forge/noarch/cuda-crt-dev_linux-64-12.5.40-ha770c72_0.conda#adf66999e96bf3c87190c694d49fed48
@@ -28,15 +29,15 @@ https://conda.anaconda.org/conda-forge/noarch/cuda-driver-dev_linux-64-12.5.39-h
 https://conda.anaconda.org/conda-forge/noarch/cuda-nvvm-dev_linux-64-12.5.40-ha770c72_0.conda#3ef2eae0f780bdd301dca19d9923ea72
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2#f766549260d6815b0c52253f1fb1bb29
 https://conda.anaconda.org/conda-forge/noarch/kernel-headers_linux-64-3.10.0-h4a8ded7_14.conda#f6c14886b1695a2462d296176e831080
-https://conda.anaconda.org/conda-forge/noarch/libgcc-devel_linux-64-12.3.0-h6b66f73_112.conda#93d0810013f5eeba3f4720117077e7b3
-https://conda.anaconda.org/conda-forge/linux-64/libgomp-13.2.0-h77fa898_12.conda#fe9d2aeaa9cb7a6944db29cd0aaa0f2e
-https://conda.anaconda.org/conda-forge/noarch/libstdcxx-devel_linux-64-12.3.0-h6b66f73_112.conda#d5433e99f21641acae8dfe0f564d7d43
+https://conda.anaconda.org/conda-forge/noarch/libgcc-devel_linux-64-12.3.0-h6b66f73_113.conda#7fc690ec9db2902e5ee90cebfdab31e7
+https://conda.anaconda.org/conda-forge/linux-64/libgomp-13.2.0-h77fa898_13.conda#d370d1855cca14dff6a819c90c77497c
+https://conda.anaconda.org/conda-forge/noarch/libstdcxx-devel_linux-64-12.3.0-h6b66f73_113.conda#3706e34877bd82d04cb1e9e9baeb2739
 https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2#73aaf86a425cc6e73fcf236a5a46396d
 https://conda.anaconda.org/conda-forge/noarch/cuda-cudart-dev_linux-64-12.5.39-h85509e4_0.conda#7d312740938701c854d434714a38e296
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2#fee5683a3f04bd15cbd8318b096a27ab
 https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-64-2.17-h4a8ded7_14.conda#d5f7a1cca06f56e6ac2b525f199f9b9e
 https://conda.anaconda.org/conda-forge/linux-64/binutils_impl_linux-64-2.40-ha1999f0_7.conda#3f840c7ed70a96b5ebde8044b2f36f32
-https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-h77fa898_12.conda#3d3034b9bd19b765cffc7bfe0da14299
+https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-h77fa898_13.conda#9358cdd61ef0d600d2a0dde2d53b006c
 https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.9.19-h4ab18f5_0.conda#c6dedd5eab2236f4abb59ade9fb7fd44
 https://conda.anaconda.org/conda-forge/linux-64/binutils-2.40-h4852527_7.conda#df53aa8418f8c289ae9b9665986034f8
 https://conda.anaconda.org/conda-forge/linux-64/binutils_linux-64-2.40-hb3c18ed_9.conda#bb3fb8553a669828501e80d13b6bd744
@@ -57,14 +58,14 @@ https://conda.anaconda.org/conda-forge/linux-64/libev-4.33-hd590300_2.conda#172b
 https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.6.2-h59595ed_0.conda#e7ba12deb7020dd080c6c70e7b6f6a3d
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 https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.3-pyhea20964_0.conda#ce983c260319b8f671faa245518d908b
 https://conda.anaconda.org/conda-forge/noarch/pop-tools-2023.6.0-pyhd8ed1ab_0.conda#71086096ddb1c50ea9dc1523fda894ac
 https://conda.anaconda.org/conda-forge/noarch/pyspectral-0.13.1-pyhd8ed1ab_1.conda#9e7597f21996040b60e313b8de9efdcd
-https://conda.anaconda.org/conda-forge/linux-64/trollimage-1.24.0-py311h14de704_0.conda#1ffd573d4a179f4d684ebbd8e1bbe4ff
+https://conda.anaconda.org/conda-forge/linux-64/trollimage-1.24.0-py312h1d6d2e6_0.conda#0ae32d6c1c86cf0f25415dc01787570b
 https://conda.anaconda.org/conda-forge/noarch/xarrayutils-2.0.1-pyhd8ed1ab_0.conda#4b551d4d8b32ba7c9714027edbaadf64
 https://conda.anaconda.org/conda-forge/noarch/xbatcher-0.3.0-pyhd8ed1ab_0.conda#14aa97411b796937db2ba62ec5c95472
-https://conda.anaconda.org/conda-forge/linux-64/xcape-0.1.4-py311ha29c927_3.tar.bz2#5c0f7517ea92555ee9a040fd8fb8b4fa
 https://conda.anaconda.org/conda-forge/noarch/xclim-0.50.0-pyhd8ed1ab_0.conda#5ac4fc534b897c1382c71e9642e777e7
 https://conda.anaconda.org/conda-forge/noarch/xgcm-0.8.1-pyhd8ed1ab_0.conda#3b4400fe7f2e6c6a969d511b39c9f2ea
 https://conda.anaconda.org/conda-forge/noarch/xhistogram-0.3.2-pyhd8ed1ab_0.tar.bz2#bc7b89b54047f1d555163b597f0b79de
diff --git a/ml-notebook/conda-lock.yml b/ml-notebook/conda-lock.yml
index 0357a259..63dc646c 100644
--- a/ml-notebook/conda-lock.yml
+++ b/ml-notebook/conda-lock.yml
@@ -13,7 +13,7 @@
 version: 1
 metadata:
   content_hash:
-    linux-64: 74ca3212f78b8ccc67995d712bef027293a8bae48c77fa74cfe51194d3de9967
+    linux-64: 777145f4743c4dd46f0ce7f4fcaa2df0034f579ddd99822c679728ca10c3016b
   channels:
   - url: conda-forge
     used_env_vars: []
@@ -154,13 +154,13 @@ package:
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     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:
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   category: main
   optional: false
 - name: aioitertools
@@ -297,12 +297,12 @@ package:
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-    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
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   category: main
   optional: false
 - name: argopy
@@ -364,13 +364,13 @@ package:
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     packaging: '>=19.0'
     pyerfa: '>=2.0.1.1'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     pyyaml: '>=3.13'
-  url: https://conda.anaconda.org/conda-forge/linux-64/astropy-6.1.1-py311h18e1886_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/astropy-6.1.1-py312h085067d_0.conda
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   category: main
   optional: false
 - name: astropy-iers-data
@@ -471,12 +471,12 @@ package:
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     numpy: '>=1.19,<3'
     pillow: ''
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/av-12.1.0-py311hb15b9a0_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/av-12.1.0-py312hb4c3d57_0.conda
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   category: main
   optional: false
 - name: aws-c-auth
@@ -685,52 +685,22 @@ package:
   category: main
   optional: false
 - name: awscli
-  version: 2.17.0
+  version: 1.32.106
   manager: conda
   platform: linux-64
   dependencies:
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+    botocore: 1.34.106
     colorama: '>=0.2.5,<0.4.7'
-    cryptography: '>=3.3.2,<=40.0.2'
-    distro: '>=1.5.0,<1.9.0'
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-    prompt_toolkit: '>=3.0.24,<3.0.39'
-    pyopenssl: <23.2
-    python: '>=3.11,<3.12.0a0'
-    python-dateutil: '>=2.1,<=2.8.2'
-    python_abi: 3.11.*
-    ruamel.yaml: '>=0.15.0,<=0.17.21'
-    ruamel.yaml.clib: '>=0.2.0,<=0.2.7'
-    urllib3: '>=1.25.4,<1.27'
-  url: https://conda.anaconda.org/conda-forge/linux-64/awscli-2.17.0-py311h38be061_0.conda
-  hash:
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-    sha256: 9cb32f3ef226589381b149b6777a4e224fe88808cdcbf0586a80c457fcbc8f52
-  category: main
-  optional: false
-- name: awscrt
-  version: 0.20.10
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    aws-c-io: '>=0.14.9,<0.14.10.0a0'
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-    aws-c-s3: '>=0.5.10,<0.5.11.0a0'
-    aws-checksums: '>=0.1.18,<0.1.19.0a0'
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-    python_abi: 3.11.*
-    s2n: '>=1.4.16,<1.4.17.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/awscrt-0.20.10-py311h69c6681_6.conda
+    docutils: '>=0.10,<0.17'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+    pyyaml: '>=3.10,<6.1'
+    rsa: '>=3.1.2,<4.8'
+    s3transfer: '>=0.10.0,<0.11.0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/awscli-1.32.106-py312h7900ff3_0.conda
   hash:
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   category: main
   optional: false
 - name: azure-core
@@ -948,12 +918,12 @@ package:
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     pathspec: '>=0.9'
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/black-24.4.2-py311h38be061_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/black-24.4.2-py312h7900ff3_0.conda
   hash:
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 - name: bleach
@@ -1070,13 +1040,13 @@ package:
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-    numpy: '>=1.23.5,<2.0a0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/bottleneck-1.4.0-py311h7c22f60_0.conda
+    numpy: '>=1.26.4,<2.0a0'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/bottleneck-1.4.0-py312hcc4bcb2_0.conda
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 - name: bounded-pool-executor
@@ -1140,12 +1110,12 @@ package:
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     libstdcxx-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py311hb755f60_1.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h30efb56_1.conda
   hash:
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 - name: brunsli
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     pyproj: '>=3.3.1'
     pyshp: '>=2.3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     shapely: '>=1.7'
-  url: https://conda.anaconda.org/conda-forge/linux-64/cartopy-0.23.0-py311h14de704_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cartopy-0.23.0-py312h1d6d2e6_1.conda
   hash:
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 - name: cattrs
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.16.0-py311hb3a22ac_0.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.16.0-py312hf06ca03_0.conda
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/cftime-1.6.4-py311h18e1886_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/cftime-1.6.4-py312h085067d_0.conda
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   optional: false
 - name: cgen
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/ciso-0.2.0-py311h1f0f07a_2.conda
+    numpy: '>=1.26.0,<2.0a0'
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/ciso-0.2.0-py312hc7c0aa3_2.conda
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.2.1-py311h9547e67_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.2.1-py312h8572e83_0.conda
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 - name: cryptography
-  version: 40.0.2
+  version: 42.0.8
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-  url: https://conda.anaconda.org/conda-forge/linux-64/cryptography-40.0.2-py311h9b4c7bb_0.conda
+    openssl: '>=3.3.1,<4.0a0'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/cryptography-42.0.8-py312hbcc2302_0.conda
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 - name: cuda-cccl_linux-64
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-  url: https://conda.anaconda.org/conda-forge/linux-64/cython-3.0.10-py311hb755f60_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/cython-3.0.10-py312h30efb56_0.conda
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   dependencies:
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     toolz: '>=0.10.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/cytoolz-0.12.3-py311h459d7ec_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cytoolz-0.12.3-py312h98912ed_0.conda
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     libstdcxx-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.1-py311hb755f60_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.1-py312h30efb56_0.conda
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   category: main
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     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/dm-tree-0.1.8-py311h7b78aeb_4.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/dm-tree-0.1.8-py312h72fbbdf_4.conda
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-    httpcore: '>=0.17.3'
-    idna: '>=2.1,<4.0'
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     sniffio: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/dnspython-2.6.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/dnspython-2.6.1-pyhd8ed1ab_1.conda
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 - name: docopt
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   category: main
   optional: false
 - name: docutils
-  version: '0.19'
+  version: '0.16'
   manager: conda
   platform: linux-64
   dependencies:
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/docutils-0.19-py311h38be061_1.tar.bz2
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/docutils-0.16-py312h7900ff3_4.conda
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     libnetcdf: '>=4.9.2,<4.9.3.0a0'
     libstdcxx-ng: '>=12'
+    mpich: '>=4.2.1,<5.0a0'
     netcdf-fortran: '>=4.6.1,<4.7.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/esmf-8.6.1-nompi_h0a5817f_2.conda
+    parallelio: '>=2.6.2,<2.6.3.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/esmf-8.6.1-mpi_mpich_hdc463c7_102.conda
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     libstdcxx-ng: '>=12'
     numpy: '>=1.19,<3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     shapely: ''
     six: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/fiona-1.9.6-py311h9718c99_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/fiona-1.9.6-py312h32ad294_3.conda
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   category: main
   optional: false
 - name: flatbuffers
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.53.0-py311h331c9d8_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.53.0-py312h9a8786e_0.conda
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 - name: fqdn
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/frozenlist-1.4.1-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/frozenlist-1.4.1-py312h98912ed_0.conda
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 - name: fsspec
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-  url: https://conda.anaconda.org/conda-forge/linux-64/gcc-12.3.0-h915e2ae_12.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/gcc-12.3.0-h915e2ae_13.conda
   hash:
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     sysroot_linux-64: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/gcc_impl_linux-64-12.3.0-h58ffeeb_12.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/gcc_impl_linux-64-12.3.0-h58ffeeb_13.conda
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/gdal-3.9.0-py311hf92cf48_7.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/gdal-3.9.0-py312h86af8fa_7.conda
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 - name: gdk-pixbuf
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-  url: https://conda.anaconda.org/conda-forge/linux-64/google-crc32c-1.1.2-py311h9b08b9c_5.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/google-crc32c-1.1.2-py312h775cd15_5.conda
   hash:
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 - name: google-pasta
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/greenlet-3.0.3-py311hb755f60_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/greenlet-3.0.3-py312h30efb56_0.conda
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 - name: grpcio
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     libzlib: '>=1.2.13,<2.0.0a0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/grpcio-1.62.2-py311ha6695c7_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/grpcio-1.62.2-py312hb06c811_0.conda
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/gsw-3.6.18-py311h18e1886_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/gsw-3.6.18-py312h085067d_0.conda
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 - name: gtk2
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     sysroot_linux-64: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/gxx_impl_linux-64-12.3.0-h2a574ab_12.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/gxx_impl_linux-64-12.3.0-h2a574ab_13.conda
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 - name: gxx_linux-64
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-  url: https://conda.anaconda.org/conda-forge/linux-64/h3-py-3.7.7-py311hb755f60_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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 - name: h5netcdf
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-  url: https://conda.anaconda.org/conda-forge/linux-64/h5py-3.11.0-nompi_py311h439e445_102.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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+    mpich: '>=4.2.1,<5.0a0'
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+  url: https://conda.anaconda.org/conda-forge/linux-64/hdf5-1.14.3-mpi_mpich_h0f54ddc_5.conda
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+  url: https://conda.anaconda.org/conda-forge/linux-64/imagecodecs-2024.6.1-py312h6c8906a_1.conda
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+  version: 7.2.1
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     zipp: '>=0.5'
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+  version: 8.25.0
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     _openmp_mutex: '>=4.5'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-h77fa898_12.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-13.2.0-h3d2ce59_12.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libgomp-13.2.0-h77fa898_12.conda
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   category: main
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+- name: libpnetcdf
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+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-2.1.5-py311h459d7ec_0.conda
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     pyparsing: '>=2.3.1'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-base-3.8.4-py311ha4ca890_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-base-3.8.4-py312h20ab3a6_2.conda
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   category: main
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-    python_abi: 3.11.*
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+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/multidict-6.0.5-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/netcdf-fortran-4.6.1-nompi_h228c76a_104.conda
+    mpich: '>=4.2.1,<5.0a0'
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+  url: https://conda.anaconda.org/conda-forge/linux-64/netcdf4-1.7.1-nompi_py312h1ef7fb6_101.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/numcodecs-0.12.1-py311h4332511_1.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/numcodecs-0.12.1-py312h7070661_1.conda
   hash:
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-  url: https://conda.anaconda.org/conda-forge/linux-64/numpy-1.26.4-py311h64a7726_0.conda
+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/orjson-3.10.4-py311h5ecf98a_0.conda
+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/pandas-2.2.2-py311h14de704_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pandas-2.2.2-py312h1d6d2e6_1.conda
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   category: main
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+- name: parallelio
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+    mpich: '>=4.2.1,<5.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/parallelio-2.6.2-mpi_mpich_h4015bd3_102.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/pillow-10.3.0-py311h82a398c_1.conda
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 - name: pint-xarray
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+  version: '0.4'
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-  url: https://conda.anaconda.org/conda-forge/noarch/pint-xarray-0.3-pyhd8ed1ab_0.tar.bz2
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-  url: https://conda.anaconda.org/conda-forge/linux-64/portalocker-2.10.0-py311h38be061_0.conda
+    python: '>=3.12,<3.13.0a0'
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+    python: '>=3.12.0rc3,<3.13.0a0'
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     wcwidth: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.38-pyha770c72_0.conda
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-    python_abi: 3.11.*
+    python: '>=3.12.0rc3,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.1-py311h459d7ec_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.1-py312h98912ed_1.conda
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     libstdcxx-ng: '>=12'
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-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
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     zeromq: '>=4.3.5,<4.4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-26.0.3-py311h08a0b41_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-26.0.3-py312h8fd38d8_0.conda
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     proj: '>=9.4.0,<9.5.0a0'
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+    python: '>=3.12,<3.13.0a0'
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     snuggs: '>=1.4.1'
-  url: https://conda.anaconda.org/conda-forge/linux-64/rasterio-1.3.10-py311h539dff6_4.conda
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/regex-2024.5.15-py311h331c9d8_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/regex-2024.5.15-py312h9a8786e_0.conda
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   category: main
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.18.1-py311h5ecf98a_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.18.1-py312h4413252_0.conda
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   category: main
   optional: false
 - name: rsa
-  version: '4.9'
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-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/rsa-4.9-pyhd8ed1ab_0.tar.bz2
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/rtree-1.2.0-py311ha1603b9_1.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/rtree-1.2.0-py312h3ed4c40_1.conda
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   optional: false
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.4.10-py311hae69bc3_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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     networkx: '>=2.8'
-    numpy: '>=1.23.5,<2.0a0'
+    numpy: '>=1.26.4,<2.0a0'
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     pillow: '>=9.0.1'
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     tifffile: '>=2022.8.12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-image-0.24.0-py311hd037940_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-image-0.24.0-py312h266a736_0.conda
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 - name: scikit-learn
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     numpy: '>=1.19,<3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
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     threadpoolctl: '>=3.1.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.0-py311he08f58d_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.0-py312h1fcc3ea_1.conda
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.13.1-py311h517d4fd_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.13.1-py312hc2bc53b_0.conda
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   category: main
   optional: false
 - name: seaborn
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     libgcc-ng: '>=12'
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/shapely-2.0.4-py311h0bed3d6_1.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/shapely-2.0.4-py312ha5b4d35_1.conda
   hash:
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   optional: false
 - name: shellingham
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     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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-  url: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.31-py311h331c9d8_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.31-py312h9a8786e_0.conda
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 - name: sqlite
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     patsy: '>=0.5.6'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     scipy: '>=1.8,!=1.9.2'
-  url: https://conda.anaconda.org/conda-forge/linux-64/statsmodels-0.14.2-py311h18e1886_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/statsmodels-0.14.2-py312h085067d_0.conda
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 - name: svt-av1
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/tensorboard-data-server-0.7.0-py311h63ff55d_1.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/tensorboard-data-server-0.7.0-py312h241aef2_1.conda
   hash:
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   category: main
   optional: false
 - name: tensorflow
@@ -10660,14 +10623,14 @@ package:
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   dependencies:
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     tensorflow-base: 2.16.1
     tensorflow-estimator: 2.16.1
-  url: https://conda.anaconda.org/conda-forge/linux-64/tensorflow-2.16.1-cuda120py311h452d031_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/tensorflow-2.16.1-cuda120py312hee4d333_0.conda
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   optional: false
 - name: tensorflow-base
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     nccl: '>=2.21.5.1,<3.0a0'
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-    python: '>=3.11,<3.12.0a0'
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+    python_abi: 3.12.*
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@@ -10724,10 +10687,10 @@ package:
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-  url: https://conda.anaconda.org/conda-forge/linux-64/tensorflow-base-2.16.1-cuda120py311h291cb5b_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/tensorflow-base-2.16.1-cuda120py312h3a81633_0.conda
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 - name: tensorflow-datasets
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     tensorflow-base: 2.16.1
-  url: https://conda.anaconda.org/conda-forge/linux-64/tensorflow-estimator-2.16.1-cuda120py311h0c188d0_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/tensorflow-estimator-2.16.1-cuda120py312hfa0f5ef_0.conda
   hash:
-    md5: fb77036452b445bc66c7304eba53589f
-    sha256: 792b53fb504b802c73666002ec017af9d8d4a397e7ba5b8c6a0241989bea2411
+    md5: f9d767f55e066cd6a485baa904d19006
+    sha256: 5ea06ab6839ab72f95a7565773822e0c80046f5536c2b7b200c87fca19394c62
   category: main
   optional: false
 - name: tensorflow-metadata
@@ -10812,16 +10775,16 @@ package:
     libwebp-base: '>=1.4.0,<2.0a0'
     libzlib: '>=1.3.1,<2.0a0'
     ml_dtypes: ''
-    numpy: '>=1.23.5,<2.0a0'
+    numpy: '>=1.26.4,<2.0a0'
     openssl: '>=3.3.1,<4.0a0'
     pybind11-abi: '4'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     xz: '>=5.2.6,<6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/tensorstore-0.1.62-py311h865b1b2_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/tensorstore-0.1.62-py312h7e2185d_0.conda
   hash:
-    md5: c8a34e3ff59df07e99e3ada1c1091213
-    sha256: efa8f98dab484b32967457f357ff541de26ec15c7c0ea0725f82b643720d5102
+    md5: 7941a2825cb0be9cc860934f1e30ac4e
+    sha256: 90874a08bfdeef6ed996cea84d269bbfc24a9b390523e729fa50f3893b7d01c0
   category: main
   optional: false
 - name: termcolor
@@ -10915,15 +10878,15 @@ package:
   dependencies:
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-    numpy: '>=1.23.5,<2.0a0'
+    numpy: '>=1.26.4,<2.0a0'
     packaging: ''
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     tiledb: '>=2.24.0,<2.25.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/tiledb-py-0.30.0-py311h40eb620_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/tiledb-py-0.30.0-py312h5e9c0f3_0.conda
   hash:
-    md5: 496461075529dc134a4a3707d7fdec84
-    sha256: 8d0736be1145583e31ed3d43b1f07c2deb581cca7e5bfac32073a22c25139896
+    md5: b228e967be944f1e52668bc23ce570a3
+    sha256: 7ae99b912995c58c98cd9d3388678111f0fe527ba27862355d31d2a8c1f1e00b
   category: main
   optional: false
 - name: timezonefinder
@@ -10935,13 +10898,13 @@ package:
     h3-py: '>=3.7.6,<4'
     libgcc-ng: '>=12'
     numpy: '>=1.23,<3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     setuptools: '>=65.5'
-  url: https://conda.anaconda.org/conda-forge/linux-64/timezonefinder-6.5.2-py311h331c9d8_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/timezonefinder-6.5.2-py312h9a8786e_0.conda
   hash:
-    md5: 6b4a3823e850e628bb2bfd2e9d8871a9
-    sha256: d0c20780fedd20bd135a4b984fbf4cf0115bf9e932f7ac5b54fefe40b4ddbc99
+    md5: bbb44f2ee5b730fb0a39ef267c781f88
+    sha256: 7292d1389882465588834b8cba8eb4c58aa254d3ef98532f5bf88e49e66b1d96
   category: main
   optional: false
 - name: tinycss2
@@ -11024,12 +10987,12 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.4.1-py311h331c9d8_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.4.1-py312h9a8786e_0.conda
   hash:
-    md5: e29e451c96bf8e81a5760b7565c6ed2c
-    sha256: 753f5496ba6a69fc52bd58e55296d789b964d1ba1539420bfc10bcd0e1d016fb
+    md5: fd9c83fde763b494f07acee1404c280e
+    sha256: fcf92fde5bac323921d97f8f2e66ee134ea01094f14d4e99c56f98187241c638
   category: main
   optional: false
 - name: tqdm
@@ -11071,27 +11034,24 @@ package:
   category: main
   optional: false
 - name: trajan
-  version: 0.6.1
+  version: 0.3.2
   manager: conda
   platform: linux-64
   dependencies:
-    bottleneck: '>=1.3'
     cartopy: '>=0.21'
     cf_xarray: '>=0.8'
     click: '>=8'
     matplotlib-base: '>=3.5'
     netcdf4: '>=1.6'
     numpy: '>=1.23'
-    pandas: '>=2'
     pyproj: '>=2.3'
     python: '>=3.8'
-    roaring-landmask: '>=0.7'
     scipy: '>=1.9'
     xarray: '>=2022.6.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/trajan-0.6.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/trajan-0.3.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 2aa4a48c5c7feae8ec84b6f30ce453ec
-    sha256: f37911a1a32ebad8e4687cec258785b3c30329cb93c8bd00a7b78f9bb84592b8
+    md5: 5b7c5cccf725c998aaad7c4a812bcb25
+    sha256: 3793318534fb8643ebe08b4ad899d0a0669f9c8337a0d6c82389738162f92d1c
   category: main
   optional: false
 - name: trollimage
@@ -11104,14 +11064,14 @@ package:
     libstdcxx-ng: '>=12'
     numpy: '>=1.19,<3'
     pillow: ''
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     rasterio: ''
     xarray: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/trollimage-1.24.0-py311h14de704_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/trollimage-1.24.0-py312h1d6d2e6_0.conda
   hash:
-    md5: 1ffd573d4a179f4d684ebbd8e1bbe4ff
-    sha256: 43e0f30dea6973b883d42b2df7dc157d5d23a67aec03ce70668f1a616c9f9aa8
+    md5: 0ae32d6c1c86cf0f25415dc01787570b
+    sha256: 72127fcb8ed2f128620eaf36df9652f44d045015d8dcf53ba16903fbc8e7396a
   category: main
   optional: false
 - name: trollsift
@@ -11259,12 +11219,12 @@ package:
   dependencies:
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/ujson-5.10.0-py311h4332511_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/ujson-5.10.0-py312h7070661_0.conda
   hash:
-    md5: 442a260df22ffad7f666c7e3f119b5ab
-    sha256: 75a6fcf04364c93ad277b2606fe8338ae056ae3f56f6513ccfd1b95d93353786
+    md5: dd19f5820a3fd57aea70aaf88e6dd191
+    sha256: 36c39df244b96e501300ff9f11fb9648e9d82ea8a33ebb9afa17795e08875c0d
   category: main
   optional: false
 - name: uri-template
@@ -11293,17 +11253,17 @@ package:
   category: main
   optional: false
 - name: urllib3
-  version: 1.26.19
+  version: 2.2.2
   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/urllib3-1.26.19-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 6bb37c314b3cc1515dcf086ffe01c46e
-    sha256: 543ebab5241418a4e0d4d9e356ef13e4361504810a067a01481660bb35eb5643
+    md5: 92cdb6fe54b78739ad70637e4f0deb07
+    sha256: 8cd972048f297b8e0601158ce352f5ca9510dda9f2706a46560220aa58b9f038
   category: main
   optional: false
 - name: uvicorn
@@ -11313,12 +11273,12 @@ package:
   dependencies:
     click: '>=7.0'
     h11: '>=0.8'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/uvicorn-0.30.1-py311h38be061_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/uvicorn-0.30.1-py312h7900ff3_0.conda
   hash:
-    md5: af46963a46967af0c02c52fbbbc48d70
-    sha256: a8afbed59707278f9dbde384c1b97b5d1f469299cae2e4a06920f27d09f989f6
+    md5: 5bfc9003c6fbaa658f513f9c41bd2446
+    sha256: 36eafb2f2c03eb543a0c5d9bfe60061b91e59844bef00bbf643bd4c47b8e576d
   category: main
   optional: false
 - name: watchfiles
@@ -11328,12 +11288,12 @@ package:
   dependencies:
     anyio: '>=3.0.0'
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/watchfiles-0.22.0-py311h5ecf98a_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/watchfiles-0.22.0-py312h4413252_0.conda
   hash:
-    md5: 23e2f92fa88726f78dd6dacb5a7c0735
-    sha256: a6cc738e4b3fd1835e8407299684d8a910145b5435eace5641bee6584c9c5b8a
+    md5: f43dd75a32b688e1ed5bda2e4fee2749
+    sha256: 6d5380c695f5e0d5a5bc1913053816a497c53116247704829300873b2317a918
   category: main
   optional: false
 - name: watermark
@@ -11480,12 +11440,12 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/wrapt-1.16.0-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/wrapt-1.16.0-py312h98912ed_0.conda
   hash:
-    md5: 6669b5529d206c1f880b642cdd17ae05
-    sha256: 6587e0b7d42368f767172b239a755fcf6363d91348faf9b7ab5743585369fc58
+    md5: fa957a1c7bee7e47ad44633caf7be8bc
+    sha256: dc8431b343961347ad93b33d2d8270e8c15d8825382f4f2540835c94aba2de05
   category: main
   optional: false
 - name: x264
@@ -11612,25 +11572,6 @@ package:
     sha256: e181b350dcd091addfab9636e32c2c2a5631f5345fefeda6ce0c5f5272f946e5
   category: main
   optional: false
-- name: xcape
-  version: 0.1.4
-  manager: conda
-  platform: linux-64
-  dependencies:
-    dask: ''
-    libgcc-ng: '>=12'
-    libgfortran-ng: ''
-    libgfortran5: '>=10.4.0'
-    numpy: '>=1.23.4,<2.0a0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-    xarray: '>=0.14.1'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xcape-0.1.4-py311ha29c927_3.tar.bz2
-  hash:
-    md5: 5c0f7517ea92555ee9a040fd8fb8b4fa
-    sha256: 7bf7120bc45b6b3b2ea981ca26a63129ebd94007747209076df68ddaeebb2fe2
-  category: main
-  optional: false
 - name: xclim
   version: 0.50.0
   manager: conda
@@ -12106,12 +12047,12 @@ 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: zarr
diff --git a/ml-notebook/packages.txt b/ml-notebook/packages.txt
index a3b2892a..5838c5a4 100644
--- a/ml-notebook/packages.txt
+++ b/ml-notebook/packages.txt
@@ -45,8 +45,7 @@ aws-c-sdkutils==0.1.16
 aws-checksums==0.1.18
 aws-crt-cpp==0.26.12
 aws-sdk-cpp==1.11.329
-awscli==2.17.0
-awscrt==0.20.10
+awscli==1.32.106
 azure-core==1.30.2
 azure-core-cpp==1.12.0
 azure-datalake-store==0.0.51
@@ -113,7 +112,7 @@ colorspacious==1.1.2
 comm==0.2.2
 configobj==5.0.8
 contourpy==1.2.1
-cryptography==40.0.2
+cryptography==42.0.8
 cuda-cccl_linux-64==12.5.39
 cuda-crt-dev_linux-64==12.5.40
 cuda-crt-tools==12.5.40
@@ -155,13 +154,12 @@ defusedxml==0.7.1
 descartes==1.1.0
 dill==0.3.8
 distributed==2024.6.2
-distro==1.8.0
 dm-tree==0.1.8
 dnspython==2.6.1
 docopt==0.6.2
 docrep==0.3.2
 docstring-to-markdown==0.15
-docutils==0.19
+docutils==0.16
 donfig==0.8.1.post1
 earthaccess==0.9.0
 eccodes==2.35.0
@@ -270,8 +268,8 @@ icu==73.2
 idna==3.7
 imagecodecs==2024.6.1
 imageio==2.34.1
-importlib-metadata==7.2.0
-importlib_metadata==7.2.0
+importlib-metadata==7.2.1
+importlib_metadata==7.2.1
 importlib_resources==6.4.0
 iniconfig==2.0.0
 intake==2.0.5
@@ -284,7 +282,7 @@ ipykernel==6.29.4
 ipyleaflet==0.19.1
 ipympl==0.9.4
 ipyspin==1.0.1
-ipython==8.17.2
+ipython==8.25.0
 ipython_genutils==0.2.0
 ipytree==0.2.2
 ipyurl==0.1.2
@@ -422,6 +420,7 @@ libopenvino-tensorflow-lite-frontend==2024.2.0
 libopus==1.3.1
 libparquet==16.1.0
 libpciaccess==0.18
+libpnetcdf==1.13.0
 libpng==1.6.43
 libpq==16.3
 libprotobuf==4.25.3
@@ -482,6 +481,8 @@ minizip==4.0.7
 mistune==3.0.2
 ml_dtypes==0.3.2
 morecantile==5.3.0
+mpi==1.0
+mpich==4.2.1
 msal==1.29.0
 msal_extensions==1.1.0
 msgpack-python==1.0.8
@@ -542,6 +543,7 @@ panel==1.4.4
 pangeo-dask==2024.06.21
 pangeo-notebook==2024.06.21
 pango==1.54.0
+parallelio==2.6.2
 param==2.1.0
 parcels==3.0.3
 parso==0.8.4
@@ -553,7 +555,7 @@ pexpect==4.9.0
 pickleshare==0.7.5
 pillow==10.3.0
 pint==0.23
-pint-xarray==0.3
+pint-xarray==0.4
 pip==24.0
 pixman==0.43.2
 pkgutil-resolve-name==1.3.10
@@ -570,8 +572,7 @@ pqdm==0.2.0
 proj==9.4.1
 prometheus_client==0.20.0
 promise==2.3
-prompt-toolkit==3.0.38
-prompt_toolkit==3.0.38
+prompt-toolkit==3.0.47
 properscoring==0.1
 proto-plus==1.23.0
 protobuf==4.25.3
@@ -602,7 +603,7 @@ pyjwt==2.8.0
 pykdtree==1.3.12
 pymbolic==2022.2
 pynvml==11.5.0
-pyopenssl==23.1.1
+pyopenssl==24.0.0
 pyorbital==1.8.2
 pyparsing==3.1.2
 pyproj==3.6.1
@@ -613,10 +614,10 @@ pyspectral==0.13.1
 pystac==1.10.1
 pystac-client==0.8.1
 pytest==8.2.2
-python==3.11.9
+python==3.12.4
 python-blosc==1.11.1
 python-cmr==0.11.0
-python-dateutil==2.8.2
+python-dateutil==2.9.0
 python-dotenv==1.0.1
 python-eccodes==1.7.1
 python-fastjsonschema==2.20.0
@@ -632,7 +633,7 @@ python-lsp-server-base==1.11.0
 python-multipart==0.0.9
 python-tzdata==2024.1
 python-xxhash==3.4.1
-python_abi==3.11
+python_abi==3.12
 pytools==2024.1.5
 pytz==2024.1
 pyu2f==0.1.5
@@ -654,12 +655,9 @@ rfc3986-validator==0.1.1
 rich==13.7.1
 rio-cogeo==5.3.0
 rioxarray==0.15.6
-roaring-landmask==0.7.1
 rpds-py==0.18.1
-rsa==4.9
+rsa==4.7.2
 rtree==1.2.0
-ruamel.yaml==0.17.21
-ruamel.yaml.clib==0.2.7
 ruff==0.4.10
 s2n==1.4.16
 s3fs==2024.6.0
@@ -720,7 +718,7 @@ tornado==6.4.1
 tqdm==4.66.4
 traitlets==5.14.3
 traittypes==0.2.1
-trajan==0.6.1
+trajan==0.3.2
 trollimage==1.24.0
 trollsift==0.5.1
 typer==0.12.3
@@ -736,7 +734,7 @@ uc-micro-py==1.0.3
 ujson==5.10.0
 uri-template==1.3.0
 uriparser==0.9.8
-urllib3==1.26.19
+urllib3==2.2.2
 uvicorn==0.30.1
 watchfiles==0.22.0
 watermark==2.4.3
@@ -759,7 +757,6 @@ xarray-spatial==0.4.0
 xarray_leaflet==0.2.3
 xarrayutils==2.0.1
 xbatcher==0.3.0
-xcape==0.1.4
 xclim==0.50.0
 xerces-c==3.2.5
 xesmf==0.8.5
diff --git a/pangeo-notebook/conda-linux-64.lock b/pangeo-notebook/conda-linux-64.lock
index b85ff871..27bb7a3c 100644
--- a/pangeo-notebook/conda-linux-64.lock
+++ b/pangeo-notebook/conda-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 3c2e76c2cf746acabedf065d72302ab5e82449e127170d9c9db3e30f20be9f97
+# input_hash: a86d9f5a7082ddd1e4b0d54c0976602ca4abccbef7afca63f38a40f2bc821a2a
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
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diff --git a/pangeo-notebook/conda-lock.yml b/pangeo-notebook/conda-lock.yml
index 2a297085..ed9679cc 100644
--- a/pangeo-notebook/conda-lock.yml
+++ b/pangeo-notebook/conda-lock.yml
@@ -13,7 +13,7 @@
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-    python: '>=3.11,<3.12.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.9.5-py311h459d7ec_0.conda
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   category: main
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 - name: aioitertools
@@ -273,12 +273,12 @@ package:
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+    python: '>=3.12.0rc3,<3.13.0a0'
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   category: main
   optional: false
 - name: argopy
@@ -340,13 +340,13 @@ package:
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     packaging: '>=19.0'
     pyerfa: '>=2.0.1.1'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     pyyaml: '>=3.13'
-  url: https://conda.anaconda.org/conda-forge/linux-64/astropy-6.1.1-py311h18e1886_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/astropy-6.1.1-py312h085067d_0.conda
   hash:
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   category: main
   optional: false
 - name: astropy-iers-data
@@ -434,12 +434,12 @@ package:
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     numpy: '>=1.19,<3'
     pillow: ''
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/av-12.1.0-py311hb15b9a0_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/av-12.1.0-py312hb4c3d57_0.conda
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   category: main
   optional: false
 - name: aws-c-auth
@@ -648,52 +648,22 @@ package:
   category: main
   optional: false
 - name: awscli
-  version: 2.17.0
+  version: 1.32.106
   manager: conda
   platform: linux-64
   dependencies:
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+    botocore: 1.34.106
     colorama: '>=0.2.5,<0.4.7'
-    cryptography: '>=3.3.2,<=40.0.2'
-    distro: '>=1.5.0,<1.9.0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/awscrt-0.20.10-py311h69c6681_6.conda
+    docutils: '>=0.10,<0.17'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+    pyyaml: '>=3.10,<6.1'
+    rsa: '>=3.1.2,<4.8'
+    s3transfer: '>=0.10.0,<0.11.0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/awscli-1.32.106-py312h7900ff3_0.conda
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 - name: azure-core
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/black-24.4.2-py311h38be061_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/black-24.4.2-py312h7900ff3_0.conda
   hash:
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-    numpy: '>=1.23.5,<2.0a0'
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/bottleneck-1.4.0-py311h7c22f60_0.conda
+    numpy: '>=1.26.4,<2.0a0'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/bottleneck-1.4.0-py312hcc4bcb2_0.conda
   hash:
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 - name: bounded-pool-executor
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py311hb755f60_1.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h30efb56_1.conda
   hash:
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   optional: false
 - name: brunsli
@@ -1295,13 +1265,13 @@ package:
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     pyproj: '>=3.3.1'
     pyshp: '>=2.3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     shapely: '>=1.7'
-  url: https://conda.anaconda.org/conda-forge/linux-64/cartopy-0.23.0-py311h14de704_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cartopy-0.23.0-py312h1d6d2e6_1.conda
   hash:
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   optional: false
 - name: cattrs
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     pycparser: ''
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.16.0-py311hb3a22ac_0.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.16.0-py312hf06ca03_0.conda
   hash:
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 - name: cfgrib
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/cftime-1.6.4-py311h18e1886_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/cftime-1.6.4-py312h085067d_0.conda
   hash:
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   category: main
   optional: false
 - name: cgen
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-    numpy: '>=1.23.5,<2.0a0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/ciso-0.2.0-py311h1f0f07a_2.conda
+    numpy: '>=1.26.0,<2.0a0'
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/ciso-0.2.0-py312hc7c0aa3_2.conda
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   category: main
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     numpy: '>=1.20'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.2.1-py311h9547e67_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.2.1-py312h8572e83_0.conda
   hash:
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   category: main
   optional: false
 - name: cryptography
-  version: 40.0.2
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   manager: conda
   platform: linux-64
   dependencies:
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     libgcc-ng: '>=12'
-    openssl: '>=3.1.0,<4.0a0'
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/cryptography-40.0.2-py311h9b4c7bb_0.conda
+    openssl: '>=3.3.1,<4.0a0'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/cryptography-42.0.8-py312hbcc2302_0.conda
   hash:
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 - name: cuda-version
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/cython-3.0.10-py311hb755f60_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/cython-3.0.10-py312h30efb56_0.conda
   hash:
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   category: main
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 - name: cytoolz
@@ -1701,13 +1671,13 @@ package:
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   dependencies:
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     toolz: '>=0.10.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/cytoolz-0.12.3-py311h459d7ec_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cytoolz-0.12.3-py312h98912ed_0.conda
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 - name: dask
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.1-py311hb755f60_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.1-py312h30efb56_0.conda
   hash:
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   category: main
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-  url: https://conda.anaconda.org/conda-forge/noarch/distro-1.8.0-pyhd8ed1ab_0.conda
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     sniffio: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/dnspython-2.6.1-pyhd8ed1ab_0.conda
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 - name: docopt
@@ -2025,16 +1980,16 @@ package:
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   optional: false
 - name: docutils
-  version: '0.19'
+  version: '0.16'
   manager: conda
   platform: linux-64
   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/linux-64/docutils-0.19-py311h38be061_1.tar.bz2
+    python: '>=3.12,<3.13.0a0'
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+  url: https://conda.anaconda.org/conda-forge/linux-64/docutils-0.16-py312h7900ff3_4.conda
   hash:
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 - name: donfig
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     libnetcdf: '>=4.9.2,<4.9.3.0a0'
     libstdcxx-ng: '>=12'
+    mpich: '>=4.2.1,<5.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.53.0-py311h331c9d8_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/gcc-12.3.0-h915e2ae_12.conda
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+    python: '>=3.12,<3.13.0a0'
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+    python: '>=3.12.0rc3,<3.13.0a0'
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     _openmp_mutex: '>=4.5'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-h77fa898_12.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-h77fa898_13.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-13.2.0-h69a702a_12.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-13.2.0-h3d2ce59_12.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libgomp-13.2.0-h77fa898_12.conda
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+  url: https://conda.anaconda.org/conda-forge/linux-64/libnetcdf-4.9.2-mpi_mpich_h761946e_14.conda
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   category: main
   optional: false
+- name: libpnetcdf
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+    mpich: '>=4.2.1,<5.0a0'
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+  url: https://conda.anaconda.org/conda-forge/linux-64/libsanitizer-12.3.0-hb8811af_13.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-13.2.0-hc0a3c3a_12.conda
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-    python_abi: 3.11.*
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-  url: https://conda.anaconda.org/conda-forge/linux-64/llvmlite-0.43.0-py311hbde99c3_0.conda
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+    python: '>=3.12,<3.13.0a0'
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+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-2.1.5-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
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   category: main
   optional: false
+- name: mpi
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+    python: '>=3.12,<3.13.0a0'
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   hash:
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-  url: https://conda.anaconda.org/conda-forge/linux-64/msgpack-python-1.0.8-py311h52f7536_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/multidict-6.0.5-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
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+  url: https://conda.anaconda.org/conda-forge/linux-64/multidict-6.0.5-py312h98912ed_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/netcdf-fortran-4.6.1-nompi_h228c76a_104.conda
+    mpich: '>=4.2.1,<5.0a0'
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     numpy: '>=1.19,<3'
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     setuptools: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/netcdf4-1.7.1-nompi_py311h25b3b55_101.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/netcdf4-1.7.1-nompi_py312h1ef7fb6_101.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/portalocker-2.10.0-py311h38be061_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/psutil-5.9.8-py311h459d7ec_0.conda
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     tzdata: ''
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+    python: '>=3.12,<3.13.0a0'
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+    python: '>=3.12,<3.13.0a0'
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+    python: '>=3.12,<3.13.0a0'
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+    cryptography: '>=41.0.5,<43'
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+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/pyresample-1.28.3-py311h14de704_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyresample-1.28.3-py312h1d6d2e6_1.conda
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 - name: python-dateutil
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+  version: 2.9.0
   manager: conda
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+    python: '>=3.7'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/python-eccodes-1.7.1-py311h18e1886_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/python-eccodes-1.7.1-py312h085067d_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/python-geotiepoints-1.7.3-py311h18e1886_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/python-geotiepoints-1.7.3-py312h085067d_0.conda
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+    python: '>=3.12,<3.13.0a0'
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     xxhash: '>=0.8.2,<0.8.3.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/python-xxhash-3.4.1-py311h459d7ec_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/python-xxhash-3.4.1-py312h98912ed_0.conda
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   platform: linux-64
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+  url: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.12-4_cp312.conda
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 - name: pytools
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-  url: https://conda.anaconda.org/conda-forge/linux-64/pywavelets-1.4.1-py311h1f0f07a_1.conda
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+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/pywavelets-1.4.1-py312hc7c0aa3_1.conda
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 - name: pyyaml
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   dependencies:
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12.0rc3,<3.13.0a0'
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@@ -8840,13 +8849,13 @@ package:
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     libstdcxx-ng: '>=12'
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+    python: '>=3.12,<3.13.0a0'
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     zeromq: '>=4.3.5,<4.4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-26.0.3-py311h08a0b41_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-26.0.3-py312h8fd38d8_0.conda
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@@ -8865,14 +8874,14 @@ package:
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     proj: '>=9.4.0,<9.5.0a0'
-    python: '>=3.11,<3.12.0a0'
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+    python: '>=3.12,<3.13.0a0'
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     snuggs: '>=1.4.1'
-  url: https://conda.anaconda.org/conda-forge/linux-64/rasterio-1.3.10-py311h539dff6_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/rasterio-1.3.10-py312hc022a17_4.conda
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   category: main
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-- name: roaring-landmask
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-  url: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.18.1-py311h5ecf98a_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.18.1-py312h4413252_0.conda
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 - name: rsa
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-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/rsa-4.9-pyhd8ed1ab_0.tar.bz2
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 - name: rtree
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/rtree-1.2.0-py311ha1603b9_1.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/rtree-1.2.0-py312h3ed4c40_1.conda
   hash:
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-    python: '>=3.11,<3.12.0a0'
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-- name: ruamel.yaml.clib
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-  url: https://conda.anaconda.org/conda-forge/linux-64/ruamel.yaml.clib-0.2.7-py311h459d7ec_2.conda
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.4.10-py311hae69bc3_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.4.10-py312h5715c7c_0.conda
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     networkx: '>=2.8'
-    numpy: '>=1.23.5,<2.0a0'
+    numpy: '>=1.26.4,<2.0a0'
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     pillow: '>=9.0.1'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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     scipy: '>=1.8'
     tifffile: '>=2022.8.12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-image-0.24.0-py311hd037940_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-image-0.24.0-py312h266a736_0.conda
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 - name: scikit-learn
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     libstdcxx-ng: '>=12'
     numpy: '>=1.19,<3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     scipy: ''
     threadpoolctl: '>=3.1.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.0-py311he08f58d_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.0-py312h1fcc3ea_1.conda
   hash:
-    md5: d55e4dde3b30272090f33ddd367c580b
-    sha256: 8f4150216761b2dcd5d55066c74c46fd3a2bc823178c730acd18bf050f85ef8a
+    md5: 8b5f1cdde05d0978a15792f6c4c0306b
+    sha256: 96dc4258ba8a7867f73b6941fc35d1f6e330dd716d3f5d48384d39b9ce921dcf
   category: main
   optional: false
 - name: scipy
@@ -9275,12 +9238,12 @@ package:
     liblapack: '>=3.9.0,<4.0a0'
     libstdcxx-ng: '>=12'
     numpy: '>=1.19,<3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.13.1-py311h517d4fd_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.13.1-py312hc2bc53b_0.conda
   hash:
-    md5: 764b0e055f59dbd7d114d32b8c6e55e6
-    sha256: f2312e5565f39308639f982729c151c2c75d5eaf86ac2863e19765f9797f7f3b
+    md5: 864b2399a9c998e17d1a9a4e0c601285
+    sha256: 865fe2b3ed1aee0a42f6f275592f2571e68f2a60235c86bd9ababc681e30fbb5
   category: main
   optional: false
 - name: seaborn
@@ -9345,12 +9308,12 @@ package:
     geos: '>=3.12.1,<3.12.2.0a0'
     libgcc-ng: '>=12'
     numpy: '>=1.19,<3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/shapely-2.0.4-py311h0bed3d6_1.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/shapely-2.0.4-py312ha5b4d35_1.conda
   hash:
-    md5: 6fb2f733ef405b4bfb4a6a362703457e
-    sha256: b68762a45f88e3d0bef06ceb66ba63f0a2c63ff8cf8330342c081b99ec4ca36b
+    md5: 1248b799f811d8ea215de88f53ae7ffc
+    sha256: 0784041570ddc7494431f49dcedc46d436926e1ae4b1d3b765a36fcda34f557f
   category: main
   optional: false
 - name: shellingham
@@ -9513,13 +9476,13 @@ package:
   dependencies:
     greenlet: '!=0.4.17'
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     typing-extensions: '>=4.6.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.31-py311h331c9d8_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.31-py312h9a8786e_0.conda
   hash:
-    md5: d3649b7733c6ca41222e89e4d60a93d1
-    sha256: 83694faad960c8426a3b444d56770eb5120c575fe6dc9de07b70992d87ce1595
+    md5: 81b5a42f9aca877913472eeae0018165
+    sha256: a372cd1c3d153bb0620894e30b07bd54fb81ba4ad34ffd64a99d76a55d2eb8f1
   category: main
   optional: false
 - name: sqlite
@@ -9593,13 +9556,13 @@ package:
     packaging: '>=21.3'
     pandas: '>=1.4,!=2.1.0'
     patsy: '>=0.5.6'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     scipy: '>=1.8,!=1.9.2'
-  url: https://conda.anaconda.org/conda-forge/linux-64/statsmodels-0.14.2-py311h18e1886_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/statsmodels-0.14.2-py312h085067d_0.conda
   hash:
-    md5: 82c29bf38b3fb66da09736106609b5fe
-    sha256: c43daa497cd56e918b84952f986106c02b416574529809bce2942145f33b97d8
+    md5: 7a4373b45c485e2993cee58b386a35fb
+    sha256: 33ca950f1c205a59f943c8679a80d3117ce89eee87b6a538100884a503c20481
   category: main
   optional: false
 - name: svt-av1
@@ -9732,15 +9695,15 @@ package:
   dependencies:
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-    numpy: '>=1.23.5,<2.0a0'
+    numpy: '>=1.26.4,<2.0a0'
     packaging: ''
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     tiledb: '>=2.24.0,<2.25.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/tiledb-py-0.30.0-py311h40eb620_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/tiledb-py-0.30.0-py312h5e9c0f3_0.conda
   hash:
-    md5: 496461075529dc134a4a3707d7fdec84
-    sha256: 8d0736be1145583e31ed3d43b1f07c2deb581cca7e5bfac32073a22c25139896
+    md5: b228e967be944f1e52668bc23ce570a3
+    sha256: 7ae99b912995c58c98cd9d3388678111f0fe527ba27862355d31d2a8c1f1e00b
   category: main
   optional: false
 - name: timezonefinder
@@ -9752,13 +9715,13 @@ package:
     h3-py: '>=3.7.6,<4'
     libgcc-ng: '>=12'
     numpy: '>=1.23,<3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     setuptools: '>=65.5'
-  url: https://conda.anaconda.org/conda-forge/linux-64/timezonefinder-6.5.2-py311h331c9d8_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/timezonefinder-6.5.2-py312h9a8786e_0.conda
   hash:
-    md5: 6b4a3823e850e628bb2bfd2e9d8871a9
-    sha256: d0c20780fedd20bd135a4b984fbf4cf0115bf9e932f7ac5b54fefe40b4ddbc99
+    md5: bbb44f2ee5b730fb0a39ef267c781f88
+    sha256: 7292d1389882465588834b8cba8eb4c58aa254d3ef98532f5bf88e49e66b1d96
   category: main
   optional: false
 - name: tinycss2
@@ -9841,12 +9804,12 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.4.1-py311h331c9d8_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.4.1-py312h9a8786e_0.conda
   hash:
-    md5: e29e451c96bf8e81a5760b7565c6ed2c
-    sha256: 753f5496ba6a69fc52bd58e55296d789b964d1ba1539420bfc10bcd0e1d016fb
+    md5: fd9c83fde763b494f07acee1404c280e
+    sha256: fcf92fde5bac323921d97f8f2e66ee134ea01094f14d4e99c56f98187241c638
   category: main
   optional: false
 - name: tqdm
@@ -9888,27 +9851,24 @@ package:
   category: main
   optional: false
 - name: trajan
-  version: 0.6.1
+  version: 0.3.2
   manager: conda
   platform: linux-64
   dependencies:
-    bottleneck: '>=1.3'
     cartopy: '>=0.21'
     cf_xarray: '>=0.8'
     click: '>=8'
     matplotlib-base: '>=3.5'
     netcdf4: '>=1.6'
     numpy: '>=1.23'
-    pandas: '>=2'
     pyproj: '>=2.3'
     python: '>=3.8'
-    roaring-landmask: '>=0.7'
     scipy: '>=1.9'
     xarray: '>=2022.6.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/trajan-0.6.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/trajan-0.3.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 2aa4a48c5c7feae8ec84b6f30ce453ec
-    sha256: f37911a1a32ebad8e4687cec258785b3c30329cb93c8bd00a7b78f9bb84592b8
+    md5: 5b7c5cccf725c998aaad7c4a812bcb25
+    sha256: 3793318534fb8643ebe08b4ad899d0a0669f9c8337a0d6c82389738162f92d1c
   category: main
   optional: false
 - name: trollimage
@@ -9921,14 +9881,14 @@ package:
     libstdcxx-ng: '>=12'
     numpy: '>=1.19,<3'
     pillow: ''
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     rasterio: ''
     xarray: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/trollimage-1.24.0-py311h14de704_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/trollimage-1.24.0-py312h1d6d2e6_0.conda
   hash:
-    md5: 1ffd573d4a179f4d684ebbd8e1bbe4ff
-    sha256: 43e0f30dea6973b883d42b2df7dc157d5d23a67aec03ce70668f1a616c9f9aa8
+    md5: 0ae32d6c1c86cf0f25415dc01787570b
+    sha256: 72127fcb8ed2f128620eaf36df9652f44d045015d8dcf53ba16903fbc8e7396a
   category: main
   optional: false
 - name: trollsift
@@ -10076,12 +10036,12 @@ package:
   dependencies:
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/ujson-5.10.0-py311h4332511_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/ujson-5.10.0-py312h7070661_0.conda
   hash:
-    md5: 442a260df22ffad7f666c7e3f119b5ab
-    sha256: 75a6fcf04364c93ad277b2606fe8338ae056ae3f56f6513ccfd1b95d93353786
+    md5: dd19f5820a3fd57aea70aaf88e6dd191
+    sha256: 36c39df244b96e501300ff9f11fb9648e9d82ea8a33ebb9afa17795e08875c0d
   category: main
   optional: false
 - name: uri-template
@@ -10110,17 +10070,17 @@ package:
   category: main
   optional: false
 - name: urllib3
-  version: 1.26.19
+  version: 2.2.2
   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/urllib3-1.26.19-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 6bb37c314b3cc1515dcf086ffe01c46e
-    sha256: 543ebab5241418a4e0d4d9e356ef13e4361504810a067a01481660bb35eb5643
+    md5: 92cdb6fe54b78739ad70637e4f0deb07
+    sha256: 8cd972048f297b8e0601158ce352f5ca9510dda9f2706a46560220aa58b9f038
   category: main
   optional: false
 - name: uvicorn
@@ -10130,12 +10090,12 @@ package:
   dependencies:
     click: '>=7.0'
     h11: '>=0.8'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/uvicorn-0.30.1-py311h38be061_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/uvicorn-0.30.1-py312h7900ff3_0.conda
   hash:
-    md5: af46963a46967af0c02c52fbbbc48d70
-    sha256: a8afbed59707278f9dbde384c1b97b5d1f469299cae2e4a06920f27d09f989f6
+    md5: 5bfc9003c6fbaa658f513f9c41bd2446
+    sha256: 36eafb2f2c03eb543a0c5d9bfe60061b91e59844bef00bbf643bd4c47b8e576d
   category: main
   optional: false
 - name: watchfiles
@@ -10145,12 +10105,12 @@ package:
   dependencies:
     anyio: '>=3.0.0'
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/watchfiles-0.22.0-py311h5ecf98a_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/watchfiles-0.22.0-py312h4413252_0.conda
   hash:
-    md5: 23e2f92fa88726f78dd6dacb5a7c0735
-    sha256: a6cc738e4b3fd1835e8407299684d8a910145b5435eace5641bee6584c9c5b8a
+    md5: f43dd75a32b688e1ed5bda2e4fee2749
+    sha256: 6d5380c695f5e0d5a5bc1913053816a497c53116247704829300873b2317a918
   category: main
   optional: false
 - name: watermark
@@ -10284,12 +10244,12 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/wrapt-1.16.0-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/wrapt-1.16.0-py312h98912ed_0.conda
   hash:
-    md5: 6669b5529d206c1f880b642cdd17ae05
-    sha256: 6587e0b7d42368f767172b239a755fcf6363d91348faf9b7ab5743585369fc58
+    md5: fa957a1c7bee7e47ad44633caf7be8bc
+    sha256: dc8431b343961347ad93b33d2d8270e8c15d8825382f4f2540835c94aba2de05
   category: main
   optional: false
 - name: x264
@@ -10416,25 +10376,6 @@ package:
     sha256: e181b350dcd091addfab9636e32c2c2a5631f5345fefeda6ce0c5f5272f946e5
   category: main
   optional: false
-- name: xcape
-  version: 0.1.4
-  manager: conda
-  platform: linux-64
-  dependencies:
-    dask: ''
-    libgcc-ng: '>=12'
-    libgfortran-ng: ''
-    libgfortran5: '>=10.4.0'
-    numpy: '>=1.23.4,<2.0a0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-    xarray: '>=0.14.1'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xcape-0.1.4-py311ha29c927_3.tar.bz2
-  hash:
-    md5: 5c0f7517ea92555ee9a040fd8fb8b4fa
-    sha256: 7bf7120bc45b6b3b2ea981ca26a63129ebd94007747209076df68ddaeebb2fe2
-  category: main
-  optional: false
 - name: xclim
   version: 0.50.0
   manager: conda
@@ -10910,12 +10851,12 @@ 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: zarr
diff --git a/pangeo-notebook/environment.yml b/pangeo-notebook/environment.yml
index a9a748e7..625e9fbd 100644
--- a/pangeo-notebook/environment.yml
+++ b/pangeo-notebook/environment.yml
@@ -112,7 +112,8 @@ dependencies:
  - xarray_leaflet
  - xarray-spatial
  - xbatcher
- - xcape
+ # https://github.com/conda-forge/xcape-feedstock/pull/22
+ #- xcape
  - xclim
  - xesmf
  - xgboost
diff --git a/pangeo-notebook/packages.txt b/pangeo-notebook/packages.txt
index d8bdaf0c..dd2f0bb1 100644
--- a/pangeo-notebook/packages.txt
+++ b/pangeo-notebook/packages.txt
@@ -42,8 +42,7 @@ aws-c-sdkutils==0.1.16
 aws-checksums==0.1.18
 aws-crt-cpp==0.26.12
 aws-sdk-cpp==1.11.329
-awscli==2.17.0
-awscrt==0.20.10
+awscli==1.32.106
 azure-core==1.30.2
 azure-core-cpp==1.12.0
 azure-datalake-store==0.0.51
@@ -109,7 +108,7 @@ colorspacious==1.1.2
 comm==0.2.2
 configobj==5.0.8
 contourpy==1.2.1
-cryptography==40.0.2
+cryptography==42.0.8
 cuda-version==11.8
 cycler==0.12.1
 cython==3.0.10
@@ -128,12 +127,11 @@ decorator==5.1.1
 defusedxml==0.7.1
 descartes==1.1.0
 distributed==2024.6.2
-distro==1.8.0
 dnspython==2.6.1
 docopt==0.6.2
 docrep==0.3.2
 docstring-to-markdown==0.15
-docutils==0.19
+docutils==0.16
 donfig==0.8.1.post1
 earthaccess==0.9.0
 eccodes==2.35.0
@@ -235,8 +233,8 @@ icu==73.2
 idna==3.7
 imagecodecs==2024.6.1
 imageio==2.34.1
-importlib-metadata==7.2.0
-importlib_metadata==7.2.0
+importlib-metadata==7.2.1
+importlib_metadata==7.2.1
 importlib_resources==6.4.0
 iniconfig==2.0.0
 intake==2.0.5
@@ -249,7 +247,7 @@ ipykernel==6.29.4
 ipyleaflet==0.19.1
 ipympl==0.9.4
 ipyspin==1.0.1
-ipython==8.17.2
+ipython==8.25.0
 ipython_genutils==0.2.0
 ipytree==0.2.2
 ipyurl==0.1.2
@@ -374,6 +372,7 @@ libopenvino-tensorflow-lite-frontend==2024.2.0
 libopus==1.3.1
 libparquet==16.1.0
 libpciaccess==0.18
+libpnetcdf==1.13.0
 libpng==1.6.43
 libpq==16.3
 libprotobuf==4.25.3
@@ -431,6 +430,8 @@ metpy==1.6.2
 minizip==4.0.7
 mistune==3.0.2
 morecantile==5.3.0
+mpi==1.0
+mpich==4.2.1
 msal==1.29.0
 msal_extensions==1.1.0
 msgpack-python==1.0.8
@@ -484,6 +485,7 @@ panel==1.4.4
 pangeo-dask==2024.06.21
 pangeo-notebook==2024.06.21
 pango==1.54.0
+parallelio==2.6.2
 param==2.1.0
 parcels==3.0.3
 parso==0.8.4
@@ -495,7 +497,7 @@ pexpect==4.9.0
 pickleshare==0.7.5
 pillow==10.3.0
 pint==0.23
-pint-xarray==0.3
+pint-xarray==0.4
 pip==24.0
 pixman==0.43.2
 pkgutil-resolve-name==1.3.10
@@ -511,8 +513,7 @@ postgresql==16.3
 pqdm==0.2.0
 proj==9.4.1
 prometheus_client==0.20.0
-prompt-toolkit==3.0.38
-prompt_toolkit==3.0.38
+prompt-toolkit==3.0.47
 properscoring==0.1
 proto-plus==1.23.0
 protobuf==4.25.3
@@ -541,7 +542,7 @@ pygobject==3.48.2
 pyjwt==2.8.0
 pykdtree==1.3.12
 pymbolic==2022.2
-pyopenssl==23.1.1
+pyopenssl==24.0.0
 pyorbital==1.8.2
 pyparsing==3.1.2
 pyproj==3.6.1
@@ -552,10 +553,10 @@ pyspectral==0.13.1
 pystac==1.10.1
 pystac-client==0.8.1
 pytest==8.2.2
-python==3.11.9
+python==3.12.4
 python-blosc==1.11.1
 python-cmr==0.11.0
-python-dateutil==2.8.2
+python-dateutil==2.9.0
 python-dotenv==1.0.1
 python-eccodes==1.7.1
 python-fastjsonschema==2.20.0
@@ -570,7 +571,7 @@ python-lsp-server-base==1.11.0
 python-multipart==0.0.9
 python-tzdata==2024.1
 python-xxhash==3.4.1
-python_abi==3.11
+python_abi==3.12
 pytools==2024.1.5
 pytz==2024.1
 pyu2f==0.1.5
@@ -591,12 +592,9 @@ rfc3986-validator==0.1.1
 rich==13.7.1
 rio-cogeo==5.3.0
 rioxarray==0.15.6
-roaring-landmask==0.7.1
 rpds-py==0.18.1
-rsa==4.9
+rsa==4.7.2
 rtree==1.2.0
-ruamel.yaml==0.17.21
-ruamel.yaml.clib==0.2.7
 ruff==0.4.10
 s2n==1.4.16
 s3fs==2024.6.0
@@ -648,7 +646,7 @@ tornado==6.4.1
 tqdm==4.66.4
 traitlets==5.14.3
 traittypes==0.2.1
-trajan==0.6.1
+trajan==0.3.2
 trollimage==1.24.0
 trollsift==0.5.1
 typer==0.12.3
@@ -664,7 +662,7 @@ uc-micro-py==1.0.3
 ujson==5.10.0
 uri-template==1.3.0
 uriparser==0.9.8
-urllib3==1.26.19
+urllib3==2.2.2
 uvicorn==0.30.1
 watchfiles==0.22.0
 watermark==2.4.3
@@ -686,7 +684,6 @@ xarray-spatial==0.4.0
 xarray_leaflet==0.2.3
 xarrayutils==2.0.1
 xbatcher==0.3.0
-xcape==0.1.4
 xclim==0.50.0
 xerces-c==3.2.5
 xesmf==0.8.5
diff --git a/pytorch-notebook/conda-linux-64.lock b/pytorch-notebook/conda-linux-64.lock
index c49be148..94410664 100644
--- a/pytorch-notebook/conda-linux-64.lock
+++ b/pytorch-notebook/conda-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 1c19674b2d02892ab7b618a750d69ecc841036680af2ebf2f0ccb6a4e8fd40e4
+# input_hash: 626c47440af6d37594fa978317104dd19f899196be15a72d024987494031af63
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/linux-64/_py-xgboost-mutex-2.0-gpu_0.tar.bz2#7702188077361f43a4d61e64c694f850
@@ -15,20 +15,21 @@ https://conda.anaconda.org/conda-forge/linux-64/git-lfs-3.5.1-ha770c72_0.conda#b
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 https://conda.anaconda.org/conda-forge/linux-64/libboost-headers-1.85.0-ha770c72_1.conda#012455a6eddcbf487ef0ddd1715f0b80
+https://conda.anaconda.org/conda-forge/linux-64/mpi-1.0-mpich.tar.bz2#c1fcff3417b5a22bbc4cf6e8c23648cf
 https://conda.anaconda.org/conda-forge/noarch/poppler-data-0.4.12-hd8ed1ab_0.conda#d8d7293c5b37f39b2ac32940621c6592
-https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.11-4_cp311.conda#d786502c97404c94d7d58d258a445a65
+https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.12-4_cp312.conda#dccc2d142812964fcc6abdc97b672dff
 https://conda.anaconda.org/conda-forge/noarch/tzdata-2024a-h0c530f3_0.conda#161081fc7cec0bfda0d86d7cb595f8d8
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 https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_kmp_llvm.tar.bz2#562b26ba2e19059551a811e72ab7f793
-https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-h77fa898_12.conda#3d3034b9bd19b765cffc7bfe0da14299
+https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-h77fa898_13.conda#9358cdd61ef0d600d2a0dde2d53b006c
 https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.9.19-h4ab18f5_0.conda#c6dedd5eab2236f4abb59ade9fb7fd44
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@@ -46,14 +47,14 @@ https://conda.anaconda.org/conda-forge/linux-64/libev-4.33-hd590300_2.conda#172b
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-https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-13.2.0-h3d2ce59_12.conda#877e97c4fef088d9f83d2e5906a546e8
+https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-13.2.0-h3d2ce59_13.conda#1e380198685bc1e993bbbc4b579f5916
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-https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-13.2.0-hc0a3c3a_12.conda#de595dfcce6474d9f691ee3d9216a025
+https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-13.2.0-hc0a3c3a_13.conda#1053882642ed5bbc799e1e866ff86826
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@@ -113,13 +114,13 @@ https://conda.anaconda.org/conda-forge/linux-64/libdrm-2.4.121-h4ab18f5_0.conda#
 https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20191231-he28a2e2_2.tar.bz2#4d331e44109e3f0e19b4cb8f9b82f3e1
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-https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-13.2.0-h69a702a_12.conda#625d25e2f2e96a928a41251458a77e22
+https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-13.2.0-h69a702a_13.conda#516e66b26eea14e7e322fe99e88e0f02
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-https://conda.anaconda.org/conda-forge/linux-64/libsanitizer-12.3.0-hb8811af_12.conda#8065129bb56b5745ee7f1edfa8236bf0
+https://conda.anaconda.org/conda-forge/linux-64/libsanitizer-12.3.0-hb8811af_13.conda#448dc960d50a75e8286b8427028ec56e
 https://conda.anaconda.org/conda-forge/linux-64/libspatialindex-2.0.0-he02047a_0.conda#e7d2dcd1a058149ff9731a8dca39566e
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@@ -154,7 +155,7 @@ https://conda.anaconda.org/conda-forge/linux-64/blosc-1.21.5-hc2324a3_1.conda#11
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-https://conda.anaconda.org/conda-forge/linux-64/gcc_impl_linux-64-12.3.0-h58ffeeb_12.conda#2413297469caad880996cbf6d37ebe9a
+https://conda.anaconda.org/conda-forge/linux-64/gcc_impl_linux-64-12.3.0-h58ffeeb_13.conda#93325fff774c4cc8dcc8c65039cb4646
 https://conda.anaconda.org/conda-forge/linux-64/glog-0.7.1-hbabe93e_0.conda#ff862eebdfeb2fd048ae9dc92510baca
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@@ -175,9 +176,10 @@ https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.12.7-hc051c1a_1.conda#
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+https://conda.anaconda.org/conda-forge/linux-64/mpich-4.2.1-h63d650b_101.conda#0e86950f64d93a93d7cee1bea25af667
 https://conda.anaconda.org/conda-forge/linux-64/nodejs-20.12.2-hb753e55_0.conda#1fd16ca757a195c4357a1fbb2cb553b5
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-https://conda.anaconda.org/conda-forge/linux-64/python-3.11.9-hb806964_0_cpython.conda#ac68acfa8b558ed406c75e98d3428d7b
+https://conda.anaconda.org/conda-forge/linux-64/python-3.12.4-h194c7f8_0_cpython.conda#d73490214f536cccb5819e9873048c92
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+https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h30efb56_1.conda#45801a89533d3336a365284d93298e36
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+https://conda.anaconda.org/conda-forge/linux-64/docutils-0.16-py312h7900ff3_4.conda#3e422b10e5dfdcb0397a4384f2ecfc4c
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+https://conda.anaconda.org/conda-forge/linux-64/rasterio-1.3.10-py312hc022a17_4.conda#a291a31c046d55ef7c6c4f5036314fe5
 https://conda.anaconda.org/conda-forge/noarch/timm-0.9.2-pyhd8ed1ab_0.conda#5703fcf25c036edb6756db891140f981
-https://conda.anaconda.org/conda-forge/linux-64/fiona-1.9.6-py311h9718c99_3.conda#7ccbd59af46088ed73539f9579897715
+https://conda.anaconda.org/conda-forge/linux-64/fiona-1.9.6-py312h32ad294_3.conda#6da62c5c06a6416e0130220e4f418bb0
 https://conda.anaconda.org/conda-forge/noarch/gcsfs-2024.6.0-pyhd8ed1ab_0.conda#566ba3939ab196102a7f5b45fd85288a
 https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.2.5-pyhd8ed1ab_0.conda#885867f6adab3d7ecdf8ab6ca0785f51
 https://conda.anaconda.org/conda-forge/noarch/jupyter-resource-usage-1.0.2-pyhd8ed1ab_0.conda#dec5f3f95c6bef50591d552d00c22c0c
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 https://conda.anaconda.org/conda-forge/noarch/nbdime-4.0.1-pyhd8ed1ab_0.conda#dd76d44a144499f8ff3254fd20cdb7a2
-https://conda.anaconda.org/conda-forge/linux-64/pyarrow-16.1.0-py311hbd00459_3.conda#0c9a14b46b94b6a840e68ea5b3ee48f9
+https://conda.anaconda.org/conda-forge/linux-64/pyarrow-16.1.0-py312h9cebb41_3.conda#185d19647c3f7ddbdad8331911042763
 https://conda.anaconda.org/conda-forge/noarch/rio-cogeo-5.3.0-pyhd8ed1ab_0.conda#49fcd62f89423b28da0f0900254a1d52
 https://conda.anaconda.org/conda-forge/noarch/torchgeo-0.2.1-pyhd8ed1ab_0.tar.bz2#befc152fd397ed872efe0a83f7b09d91
 https://conda.anaconda.org/conda-forge/noarch/xarray_leaflet-0.2.3-pyhd8ed1ab_0.conda#14ac9ee6946c1e1bf0489235066151a0
@@ -759,10 +757,9 @@ https://conda.anaconda.org/conda-forge/noarch/intake-xarray-0.7.0-pyhd8ed1ab_0.c
 https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.3-pyhea20964_0.conda#ce983c260319b8f671faa245518d908b
 https://conda.anaconda.org/conda-forge/noarch/pop-tools-2023.6.0-pyhd8ed1ab_0.conda#71086096ddb1c50ea9dc1523fda894ac
 https://conda.anaconda.org/conda-forge/noarch/pyspectral-0.13.1-pyhd8ed1ab_1.conda#9e7597f21996040b60e313b8de9efdcd
-https://conda.anaconda.org/conda-forge/linux-64/trollimage-1.24.0-py311h14de704_0.conda#1ffd573d4a179f4d684ebbd8e1bbe4ff
+https://conda.anaconda.org/conda-forge/linux-64/trollimage-1.24.0-py312h1d6d2e6_0.conda#0ae32d6c1c86cf0f25415dc01787570b
 https://conda.anaconda.org/conda-forge/noarch/xarrayutils-2.0.1-pyhd8ed1ab_0.conda#4b551d4d8b32ba7c9714027edbaadf64
 https://conda.anaconda.org/conda-forge/noarch/xbatcher-0.3.0-pyhd8ed1ab_0.conda#14aa97411b796937db2ba62ec5c95472
-https://conda.anaconda.org/conda-forge/linux-64/xcape-0.1.4-py311ha29c927_3.tar.bz2#5c0f7517ea92555ee9a040fd8fb8b4fa
 https://conda.anaconda.org/conda-forge/noarch/xclim-0.50.0-pyhd8ed1ab_0.conda#5ac4fc534b897c1382c71e9642e777e7
 https://conda.anaconda.org/conda-forge/noarch/xgcm-0.8.1-pyhd8ed1ab_0.conda#3b4400fe7f2e6c6a969d511b39c9f2ea
 https://conda.anaconda.org/conda-forge/noarch/xhistogram-0.3.2-pyhd8ed1ab_0.tar.bz2#bc7b89b54047f1d555163b597f0b79de
diff --git a/pytorch-notebook/conda-lock.yml b/pytorch-notebook/conda-lock.yml
index 323e0ed5..389ab3f4 100644
--- a/pytorch-notebook/conda-lock.yml
+++ b/pytorch-notebook/conda-lock.yml
@@ -13,7 +13,7 @@
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.9.5-py311h459d7ec_0.conda
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+    python: '>=3.12.0rc3,<3.13.0a0'
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+    python: '>=3.12,<3.13.0a0'
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+  version: 1.32.106
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+    python: '>=3.12,<3.13.0a0'
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+    python: '>=3.12.0rc3,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/cartopy-0.23.0-py311h14de704_1.conda
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+    python: '>=3.12.0rc3,<3.13.0a0'
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+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/cython-3.0.10-py311hb755f60_0.conda
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
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     toolz: '>=0.10.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/cytoolz-0.12.3-py311h459d7ec_0.conda
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+    python: '>=3.12,<3.13.0a0'
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 - name: docopt
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   optional: false
 - name: docutils
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+  version: '0.16'
   manager: conda
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/docutils-0.19-py311h38be061_1.tar.bz2
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/docutils-0.16-py312h7900ff3_4.conda
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     libstdcxx-ng: '>=12'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/esmf-8.6.1-nompi_h0a5817f_2.conda
+    parallelio: '>=2.6.2,<2.6.3.0a0'
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     numpy: '>=1.19,<3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
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     shapely: ''
     six: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/fiona-1.9.6-py311h9718c99_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/fiona-1.9.6-py312h32ad294_3.conda
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.53.0-py311h331c9d8_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/frozenlist-1.4.1-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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-  url: https://conda.anaconda.org/conda-forge/linux-64/gcc-12.3.0-h915e2ae_12.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/gcc-12.3.0-h915e2ae_13.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/gcc_impl_linux-64-12.3.0-h58ffeeb_12.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/gmpy2-2.1.5-py311hc4f1f91_1.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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-  url: https://conda.anaconda.org/conda-forge/linux-64/google-crc32c-1.1.2-py311h9b08b9c_5.conda
+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
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+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/grpcio-1.62.2-py311ha6695c7_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/gsw-3.6.18-py312h085067d_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/h3-py-3.7.7-py311hb755f60_0.conda
+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/h5py-3.11.0-nompi_py311h439e445_102.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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+  url: https://conda.anaconda.org/conda-forge/linux-64/hdf5-1.14.3-mpi_mpich_h0f54ddc_5.conda
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     zipp: '>=0.5'
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+  version: 8.25.0
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+    typing_extensions: '>=4.6'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/jsonpointer-3.0.0-py311h38be061_0.conda
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+    python: '>=3.12,<3.13.0a0'
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+    python: '>=3.12.0rc3,<3.13.0a0'
+    python_abi: 3.12.*
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-  url: https://conda.anaconda.org/conda-forge/noarch/libgcc-devel_linux-64-12.3.0-h6b66f73_112.conda
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     _openmp_mutex: '>=4.5'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-h77fa898_12.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-13.2.0-h69a702a_12.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-13.2.0-h3d2ce59_12.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libgomp-13.2.0-h77fa898_12.conda
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     zstd: '>=1.5.6,<1.6.0a0'
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   category: main
   optional: false
+- name: libpnetcdf
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+  manager: conda
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+  dependencies:
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+    mpich: '>=4.2.1,<5.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libpnetcdf-1.13.0-mpi_mpich_hdf74816_101.conda
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+  url: https://conda.anaconda.org/conda-forge/linux-64/libsanitizer-12.3.0-hb8811af_13.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-13.2.0-hc0a3c3a_12.conda
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+    python: '>=3.12.0rc3,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/llvmlite-0.43.0-py311hbde99c3_0.conda
+    python: '>=3.12,<3.13.0a0'
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+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/lz4-4.3.3-py311h38e4bf4_0.conda
+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-2.1.5-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
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   category: main
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+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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-  url: https://conda.anaconda.org/conda-forge/linux-64/multidict-6.0.5-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/netcdf-fortran-4.6.1-nompi_h228c76a_104.conda
+    mpich: '>=4.2.1,<5.0a0'
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     numpy: '>=1.19,<3'
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+  url: https://conda.anaconda.org/conda-forge/linux-64/netcdf4-1.7.1-nompi_py312h1ef7fb6_101.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/numba-0.60.0-py311h4bc866e_0.conda
+    python: '>=3.12,<3.13.0a0'
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+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/numpy-1.26.4-py311h64a7726_0.conda
+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/orjson-3.10.4-py311h5ecf98a_0.conda
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+  url: https://conda.anaconda.org/conda-forge/linux-64/pandas-2.2.2-py312h1d6d2e6_1.conda
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   category: main
   optional: false
+- name: parallelio
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+    mpich: '>=4.2.1,<5.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/pillow-10.3.0-py311h82a398c_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pillow-10.3.0-py312h287a98d_1.conda
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 - name: pint-xarray
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-  url: https://conda.anaconda.org/conda-forge/linux-64/portalocker-2.10.0-py311h38be061_0.conda
+    python: '>=3.12,<3.13.0a0'
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+  version: 3.0.47
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   dependencies:
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+  url: https://conda.anaconda.org/conda-forge/linux-64/protobuf-4.25.3-py312h72fbbdf_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/psutil-5.9.8-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-16.1.0-py311hbd00459_3.conda
+    python: '>=3.12,<3.13.0a0'
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+  url: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-16.1.0-py312h9cebb41_3.conda
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   optional: false
 - name: rasterio
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     proj: '>=9.4.0,<9.5.0a0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     setuptools: '>=0.9.8'
     snuggs: '>=1.4.1'
-  url: https://conda.anaconda.org/conda-forge/linux-64/rasterio-1.3.10-py311h539dff6_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/rasterio-1.3.10-py312hc022a17_4.conda
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   category: main
   optional: false
 - name: rav1e
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   category: main
   optional: false
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-    python_abi: 3.11.*
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.18.1-py311h5ecf98a_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.18.1-py312h4413252_0.conda
   hash:
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   category: main
   optional: false
 - name: rsa
-  version: '4.9'
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   manager: conda
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-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/rsa-4.9-pyhd8ed1ab_0.tar.bz2
+    python: ''
+  url: https://conda.anaconda.org/conda-forge/noarch/rsa-4.7.2-pyh44b312d_0.tar.bz2
   hash:
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   category: main
   optional: false
 - name: rtree
@@ -9738,42 +9731,12 @@ package:
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/rtree-1.2.0-py311ha1603b9_1.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/rtree-1.2.0-py312h3ed4c40_1.conda
   hash:
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   optional: false
 - name: ruff
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     libstdcxx-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.4.10-py311hae69bc3_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.4.10-py312h5715c7c_0.conda
   hash:
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   category: main
   optional: false
 - name: s2n
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/safetensors-0.4.3-py311h46250e7_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/safetensors-0.4.3-py312h4b3b743_0.conda
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   optional: false
 - name: satpy
@@ -9885,18 +9848,18 @@ package:
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     libstdcxx-ng: '>=12'
     networkx: '>=2.8'
-    numpy: '>=1.23.5,<2.0a0'
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     pillow: '>=9.0.1'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
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     tifffile: '>=2022.8.12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-image-0.24.0-py311hd037940_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-image-0.24.0-py312h266a736_0.conda
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   optional: false
 - name: scikit-learn
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     numpy: '>=1.19,<3'
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-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.0-py311he08f58d_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.0-py312h1fcc3ea_1.conda
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-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.13.1-py311h517d4fd_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.13.1-py312hc2bc53b_0.conda
   hash:
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 - name: seaborn
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     libgcc-ng: '>=12'
     numpy: '>=1.19,<3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/shapely-2.0.4-py311h0bed3d6_1.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/shapely-2.0.4-py312ha5b4d35_1.conda
   hash:
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   optional: false
 - name: shellingham
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     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
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-  url: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.31-py311h331c9d8_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.31-py312h9a8786e_0.conda
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 - name: sqlite
@@ -10281,13 +10244,13 @@ package:
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     patsy: '>=0.5.6'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     scipy: '>=1.8,!=1.9.2'
-  url: https://conda.anaconda.org/conda-forge/linux-64/statsmodels-0.14.2-py311h18e1886_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/statsmodels-0.14.2-py312h085067d_0.conda
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   category: main
   optional: false
 - name: svt-av1
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     libstdcxx-ng: '>=12'
-    numpy: '>=1.23.5,<2.0a0'
+    numpy: '>=1.26.4,<2.0a0'
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-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     tiledb: '>=2.24.0,<2.25.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/tiledb-py-0.30.0-py311h40eb620_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/tiledb-py-0.30.0-py312h5e9c0f3_0.conda
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   optional: false
 - name: timezonefinder
@@ -10455,13 +10418,13 @@ package:
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     libgcc-ng: '>=12'
     numpy: '>=1.23,<3'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     setuptools: '>=65.5'
-  url: https://conda.anaconda.org/conda-forge/linux-64/timezonefinder-6.5.2-py311h331c9d8_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/timezonefinder-6.5.2-py312h9a8786e_0.conda
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   optional: false
 - name: timm
@@ -10620,14 +10583,14 @@ package:
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     numpy: '>=1.19,<3'
     pillow: '>=5.3.0,!=8.3.0,!=8.3.1'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
     pytorch: '>=2.3.0,<2.4.0a0'
     requests: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/torchvision-0.18.1-cuda120py311ha267787_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/torchvision-0.18.1-cuda120py312hb04d961_1.conda
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   category: main
   optional: false
 - name: tornado
@@ -10636,12 +10599,12 @@ package:
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-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.4.1-py311h331c9d8_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.4.1-py312h9a8786e_0.conda
   hash:
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   optional: false
 - name: tqdm
@@ -10683,27 +10646,24 @@ package:
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   optional: false
 - name: trajan
-  version: 0.6.1
+  version: 0.3.2
   manager: conda
   platform: linux-64
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     cartopy: '>=0.21'
     cf_xarray: '>=0.8'
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-    pandas: '>=2'
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-    roaring-landmask: '>=0.7'
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     xarray: '>=2022.6.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/trajan-0.6.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/trajan-0.3.2-pyhd8ed1ab_0.conda
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 - name: trollimage
@@ -10716,14 +10676,14 @@ package:
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     pillow: ''
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
+    python: '>=3.12,<3.13.0a0'
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     rasterio: ''
     xarray: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/trollimage-1.24.0-py311h14de704_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/trollimage-1.24.0-py312h1d6d2e6_0.conda
   hash:
-    md5: 1ffd573d4a179f4d684ebbd8e1bbe4ff
-    sha256: 43e0f30dea6973b883d42b2df7dc157d5d23a67aec03ce70668f1a616c9f9aa8
+    md5: 0ae32d6c1c86cf0f25415dc01787570b
+    sha256: 72127fcb8ed2f128620eaf36df9652f44d045015d8dcf53ba16903fbc8e7396a
   category: main
   optional: false
 - name: trollsift
@@ -10883,12 +10843,12 @@ package:
   dependencies:
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/ujson-5.10.0-py311h4332511_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/ujson-5.10.0-py312h7070661_0.conda
   hash:
-    md5: 442a260df22ffad7f666c7e3f119b5ab
-    sha256: 75a6fcf04364c93ad277b2606fe8338ae056ae3f56f6513ccfd1b95d93353786
+    md5: dd19f5820a3fd57aea70aaf88e6dd191
+    sha256: 36c39df244b96e501300ff9f11fb9648e9d82ea8a33ebb9afa17795e08875c0d
   category: main
   optional: false
 - name: uri-template
@@ -10917,17 +10877,17 @@ package:
   category: main
   optional: false
 - name: urllib3
-  version: 1.26.19
+  version: 2.2.2
   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/urllib3-1.26.19-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 6bb37c314b3cc1515dcf086ffe01c46e
-    sha256: 543ebab5241418a4e0d4d9e356ef13e4361504810a067a01481660bb35eb5643
+    md5: 92cdb6fe54b78739ad70637e4f0deb07
+    sha256: 8cd972048f297b8e0601158ce352f5ca9510dda9f2706a46560220aa58b9f038
   category: main
   optional: false
 - name: uvicorn
@@ -10937,12 +10897,12 @@ package:
   dependencies:
     click: '>=7.0'
     h11: '>=0.8'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/uvicorn-0.30.1-py311h38be061_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/uvicorn-0.30.1-py312h7900ff3_0.conda
   hash:
-    md5: af46963a46967af0c02c52fbbbc48d70
-    sha256: a8afbed59707278f9dbde384c1b97b5d1f469299cae2e4a06920f27d09f989f6
+    md5: 5bfc9003c6fbaa658f513f9c41bd2446
+    sha256: 36eafb2f2c03eb543a0c5d9bfe60061b91e59844bef00bbf643bd4c47b8e576d
   category: main
   optional: false
 - name: watchfiles
@@ -10952,12 +10912,12 @@ package:
   dependencies:
     anyio: '>=3.0.0'
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/watchfiles-0.22.0-py311h5ecf98a_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/watchfiles-0.22.0-py312h4413252_0.conda
   hash:
-    md5: 23e2f92fa88726f78dd6dacb5a7c0735
-    sha256: a6cc738e4b3fd1835e8407299684d8a910145b5435eace5641bee6584c9c5b8a
+    md5: f43dd75a32b688e1ed5bda2e4fee2749
+    sha256: 6d5380c695f5e0d5a5bc1913053816a497c53116247704829300873b2317a918
   category: main
   optional: false
 - name: watermark
@@ -11091,12 +11051,12 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/wrapt-1.16.0-py311h459d7ec_0.conda
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/wrapt-1.16.0-py312h98912ed_0.conda
   hash:
-    md5: 6669b5529d206c1f880b642cdd17ae05
-    sha256: 6587e0b7d42368f767172b239a755fcf6363d91348faf9b7ab5743585369fc58
+    md5: fa957a1c7bee7e47ad44633caf7be8bc
+    sha256: dc8431b343961347ad93b33d2d8270e8c15d8825382f4f2540835c94aba2de05
   category: main
   optional: false
 - name: x264
@@ -11223,25 +11183,6 @@ package:
     sha256: e181b350dcd091addfab9636e32c2c2a5631f5345fefeda6ce0c5f5272f946e5
   category: main
   optional: false
-- name: xcape
-  version: 0.1.4
-  manager: conda
-  platform: linux-64
-  dependencies:
-    dask: ''
-    libgcc-ng: '>=12'
-    libgfortran-ng: ''
-    libgfortran5: '>=10.4.0'
-    numpy: '>=1.23.4,<2.0a0'
-    python: '>=3.11,<3.12.0a0'
-    python_abi: 3.11.*
-    xarray: '>=0.14.1'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xcape-0.1.4-py311ha29c927_3.tar.bz2
-  hash:
-    md5: 5c0f7517ea92555ee9a040fd8fb8b4fa
-    sha256: 7bf7120bc45b6b3b2ea981ca26a63129ebd94007747209076df68ddaeebb2fe2
-  category: main
-  optional: false
 - name: xclim
   version: 0.50.0
   manager: conda
@@ -11717,12 +11658,12 @@ 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: zarr
diff --git a/pytorch-notebook/packages.txt b/pytorch-notebook/packages.txt
index 84a5e7e3..97a3cfcb 100644
--- a/pytorch-notebook/packages.txt
+++ b/pytorch-notebook/packages.txt
@@ -43,8 +43,7 @@ aws-c-sdkutils==0.1.16
 aws-checksums==0.1.18
 aws-crt-cpp==0.26.12
 aws-sdk-cpp==1.11.329
-awscli==2.17.0
-awscrt==0.20.10
+awscli==1.32.106
 azure-core==1.30.2
 azure-core-cpp==1.12.0
 azure-datalake-store==0.0.51
@@ -110,7 +109,7 @@ colorspacious==1.1.2
 comm==0.2.2
 configobj==5.0.8
 contourpy==1.2.1
-cryptography==40.0.2
+cryptography==42.0.8
 cuda-cudart==12.5.39
 cuda-cudart_linux-64==12.5.39
 cuda-nvrtc==12.5.40
@@ -134,12 +133,11 @@ decorator==5.1.1
 defusedxml==0.7.1
 descartes==1.1.0
 distributed==2024.6.2
-distro==1.8.0
 dnspython==2.6.1
 docopt==0.6.2
 docrep==0.3.2
 docstring-to-markdown==0.15
-docutils==0.19
+docutils==0.16
 donfig==0.8.1.post1
 earthaccess==0.9.0
 eccodes==2.35.0
@@ -247,8 +245,8 @@ icu==73.2
 idna==3.7
 imagecodecs==2024.6.1
 imageio==2.34.1
-importlib-metadata==7.2.0
-importlib_metadata==7.2.0
+importlib-metadata==7.2.1
+importlib_metadata==7.2.1
 importlib_resources==6.4.0
 iniconfig==2.0.0
 intake==2.0.5
@@ -261,7 +259,7 @@ ipykernel==6.29.4
 ipyleaflet==0.19.1
 ipympl==0.9.4
 ipyspin==1.0.1
-ipython==8.17.2
+ipython==8.25.0
 ipython_genutils==0.2.0
 ipytree==0.2.2
 ipyurl==0.1.2
@@ -397,6 +395,7 @@ libopenvino-tensorflow-lite-frontend==2024.2.0
 libopus==1.3.1
 libparquet==16.1.0
 libpciaccess==0.18
+libpnetcdf==1.13.0
 libpng==1.6.43
 libpq==16.3
 libprotobuf==4.25.3
@@ -462,6 +461,8 @@ mkl==2023.2.0
 morecantile==5.3.0
 mpc==1.3.1
 mpfr==4.2.1
+mpi==1.0
+mpich==4.2.1
 mpmath==1.3.0
 msal==1.29.0
 msal_extensions==1.1.0
@@ -519,6 +520,7 @@ panel==1.4.4
 pangeo-dask==2024.06.21
 pangeo-notebook==2024.06.21
 pango==1.54.0
+parallelio==2.6.2
 param==2.1.0
 parcels==3.0.3
 parso==0.8.4
@@ -530,7 +532,7 @@ pexpect==4.9.0
 pickleshare==0.7.5
 pillow==10.3.0
 pint==0.23
-pint-xarray==0.3
+pint-xarray==0.4
 pip==24.0
 pixman==0.43.2
 pkgutil-resolve-name==1.3.10
@@ -547,8 +549,7 @@ pqdm==0.2.0
 pretrainedmodels==0.7.4
 proj==9.4.1
 prometheus_client==0.20.0
-prompt-toolkit==3.0.38
-prompt_toolkit==3.0.38
+prompt-toolkit==3.0.47
 properscoring==0.1
 proto-plus==1.23.0
 protobuf==4.25.3
@@ -578,7 +579,7 @@ pyjwt==2.8.0
 pykdtree==1.3.12
 pymbolic==2022.2
 pynvml==11.5.0
-pyopenssl==23.1.1
+pyopenssl==24.0.0
 pyorbital==1.8.2
 pyparsing==3.1.2
 pyproj==3.6.1
@@ -589,10 +590,10 @@ pyspectral==0.13.1
 pystac==1.10.1
 pystac-client==0.8.1
 pytest==8.2.2
-python==3.11.9
+python==3.12.4
 python-blosc==1.11.1
 python-cmr==0.11.0
-python-dateutil==2.8.2
+python-dateutil==2.9.0
 python-dotenv==1.0.1
 python-eccodes==1.7.1
 python-fastjsonschema==2.20.0
@@ -607,7 +608,7 @@ python-lsp-server-base==1.11.0
 python-multipart==0.0.9
 python-tzdata==2024.1
 python-xxhash==3.4.1
-python_abi==3.11
+python_abi==3.12
 pytools==2024.1.5
 pytorch==2.3.1
 pytorch-lightning==2.3.0
@@ -630,12 +631,9 @@ rfc3986-validator==0.1.1
 rich==13.7.1
 rio-cogeo==5.3.0
 rioxarray==0.15.6
-roaring-landmask==0.7.1
 rpds-py==0.18.1
-rsa==4.9
+rsa==4.7.2
 rtree==1.2.0
-ruamel.yaml==0.17.21
-ruamel.yaml.clib==0.2.7
 ruff==0.4.10
 s2n==1.4.16
 s3fs==2024.6.0
@@ -695,7 +693,7 @@ tornado==6.4.1
 tqdm==4.66.4
 traitlets==5.14.3
 traittypes==0.2.1
-trajan==0.6.1
+trajan==0.3.2
 trollimage==1.24.0
 trollsift==0.5.1
 typeguard==2.13.3
@@ -712,7 +710,7 @@ uc-micro-py==1.0.3
 ujson==5.10.0
 uri-template==1.3.0
 uriparser==0.9.8
-urllib3==1.26.19
+urllib3==2.2.2
 uvicorn==0.30.1
 watchfiles==0.22.0
 watermark==2.4.3
@@ -734,7 +732,6 @@ xarray-spatial==0.4.0
 xarray_leaflet==0.2.3
 xarrayutils==2.0.1
 xbatcher==0.3.0
-xcape==0.1.4
 xclim==0.50.0
 xerces-c==3.2.5
 xesmf==0.8.5