diff --git a/base-notebook/conda-linux-64.lock b/base-notebook/conda-linux-64.lock
index 20900fb6..780c4191 100644
--- a/base-notebook/conda-linux-64.lock
+++ b/base-notebook/conda-linux-64.lock
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-https://conda.anaconda.org/conda-forge/linux-64/libarrow-acero-16.1.0-hac33072_3_cpu.conda#79a8256d1eef19e727a09ff254b48ca6
-https://conda.anaconda.org/conda-forge/linux-64/libparquet-16.1.0-h6a7eafb_3_cpu.conda#3e5e3ac6b2c9933934828238d70750e8
+https://conda.anaconda.org/conda-forge/linux-64/libarrow-acero-16.1.0-hac33072_5_cpu.conda#85a2b8bfe68dfb2c02f3a783a85e565f
+https://conda.anaconda.org/conda-forge/linux-64/libparquet-16.1.0-h6a7eafb_5_cpu.conda#4d77d182175c13469a556fe39d216b35
 https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.4-pyhd8ed1ab_0.conda#43d9cd74e3950ab09cbddf36f1706b9f
-https://conda.anaconda.org/conda-forge/linux-64/pyarrow-core-16.1.0-py311h8e2c35d_0_cpu.conda#c50b8f4436f4fc7b599122d14225322b
+https://conda.anaconda.org/conda-forge/linux-64/pyarrow-core-16.1.0-py311h8e2c35d_1_cpu.conda#b5c23417af8dab0136a260dbfb3c7380
 https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.14.0-pyhd8ed1ab_0.conda#b82b9798563dea0cd8e4e3074227f04c
-https://conda.anaconda.org/conda-forge/linux-64/libarrow-dataset-16.1.0-hac33072_3_cpu.conda#dede34d80da291aef7eebe517f0202c3
+https://conda.anaconda.org/conda-forge/linux-64/libarrow-dataset-16.1.0-hac33072_5_cpu.conda#fce2888ed78c9f0bce3039d01c1213be
 https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.2.5-pyhd8ed1ab_0.conda#885867f6adab3d7ecdf8ab6ca0785f51
 https://conda.anaconda.org/conda-forge/noarch/jupyter-server-proxy-4.1.2-pyhd8ed1ab_0.conda#3671520b52215a5a084de08003e6d8cd
 https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.1-pyhd8ed1ab_0.conda#d97923b777ce837cf67e7858ac600834
-https://conda.anaconda.org/conda-forge/linux-64/libarrow-substrait-16.1.0-h7e0c224_3_cpu.conda#d137989a0fe370c5dcc1238ea0a8e4ed
+https://conda.anaconda.org/conda-forge/linux-64/libarrow-substrait-16.1.0-h7e0c224_5_cpu.conda#0deb3b8232b09f3f08aa6f1aa1ac4f83
 https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_0.conda#3d85618e2c97ab896b5b5e298d32b5b3
 https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.2.0-pyhd8ed1ab_1.conda#49af95b55515a65d14f6ea82422c321d
-https://conda.anaconda.org/conda-forge/linux-64/pyarrow-16.1.0-py311h781c19f_0.conda#bd1348ebc8a3f45a18f5e3f01483a628
+https://conda.anaconda.org/conda-forge/linux-64/pyarrow-16.1.0-py311h781c19f_1.conda#533878c8d2d380c75356cdcabc89f89b
 https://conda.anaconda.org/conda-forge/noarch/dask-expr-1.1.1-pyhd8ed1ab_1.conda#00a6a9a6c58075008515a106625047cf
 https://conda.anaconda.org/conda-forge/noarch/dask-labextension-7.0.0-pyhd8ed1ab_0.conda#bccfda61b2c35a3cec53bd3417e3d783
 https://conda.anaconda.org/conda-forge/noarch/jupyterhub-singleuser-4.1.5-pyh31011fe_0.conda#aeb12b180483bd999a6cb60b069273ad
diff --git a/base-notebook/conda-lock.yml b/base-notebook/conda-lock.yml
index 493f6057..41eb150b 100644
--- a/base-notebook/conda-lock.yml
+++ b/base-notebook/conda-lock.yml
@@ -205,46 +205,46 @@ package:
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   optional: false
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+  version: 0.7.22
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.20-h5f1c8d9_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.22-h3af4cf7_1.conda
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+  version: 0.6.14
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+    aws-c-common: '>=0.9.18,<0.9.19.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-cal-0.6.12-h2ba76a8_0.conda
+    openssl: '>=3.3.0,<4.0a0'
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+  version: 0.9.18
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.9.17-h4ab18f5_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.9.18-h4ab18f5_0.conda
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   category: main
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 - name: aws-c-compression
@@ -252,12 +252,12 @@ package:
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+    aws-c-common: '>=0.9.18,<0.9.19.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-compression-0.2.18-h36a0aea_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-compression-0.2.18-h4281bc5_5.conda
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 - name: aws-c-event-stream
@@ -265,15 +265,15 @@ package:
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+    aws-c-common: '>=0.9.18,<0.9.19.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-event-stream-0.4.2-h161de36_10.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-event-stream-0.4.2-h7189393_11.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-http-0.8.1-h63f54a0_13.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-http-0.8.1-h5e309fa_16.conda
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   dependencies:
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-    aws-c-common: '>=0.9.17,<0.9.18.0a0'
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+    s2n: '>=1.4.14,<1.4.15.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-io-0.14.8-h7c6db4d_3.conda
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 - name: aws-c-mqtt
@@ -312,33 +312,33 @@ package:
   manager: conda
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+    aws-c-common: '>=0.9.18,<0.9.19.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-mqtt-0.10.4-hcc7299c_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-mqtt-0.10.4-hf549d31_3.conda
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   optional: false
 - name: aws-c-s3
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.5.8-h10bd90f_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.5.9-h45525b6_2.conda
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 - name: aws-c-sdkutils
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-sdkutils-0.1.16-h36a0aea_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-sdkutils-0.1.16-h4281bc5_1.conda
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   category: main
   optional: false
 - name: aws-checksums
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+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-checksums-0.1.18-h4281bc5_5.conda
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 - name: aws-crt-cpp
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.26.8-h02fd9b4_10.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.26.8-hd030e15_13.conda
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+    sha256: 0ec5eb1fe6a215b53a0a118579975089de99a88117294a0adf1e1458e957fe68
   category: main
   optional: false
 - name: libarrow-acero
@@ -1681,10 +1681,10 @@ package:
     libarrow: 16.1.0
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libarrow-acero-16.1.0-hac33072_3_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libarrow-acero-16.1.0-hac33072_5_cpu.conda
   hash:
-    md5: 79a8256d1eef19e727a09ff254b48ca6
-    sha256: 5504acf1f7e132d87186d03707f00149caf0d41973f8d6ab40046ca74f79a958
+    md5: 85a2b8bfe68dfb2c02f3a783a85e565f
+    sha256: 2c731a5c5c075246fc13174632e80b82ad8d5fc42a736c1687c07f0c87ee2eb9
   category: main
   optional: false
 - name: libarrow-dataset
@@ -1697,10 +1697,10 @@ package:
     libgcc-ng: '>=12'
     libparquet: 16.1.0
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libarrow-dataset-16.1.0-hac33072_3_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libarrow-dataset-16.1.0-hac33072_5_cpu.conda
   hash:
-    md5: dede34d80da291aef7eebe517f0202c3
-    sha256: dceb7cae0e24404df8db8afaabae7e46087817d55e3d2d5113435e3e3c810779
+    md5: fce2888ed78c9f0bce3039d01c1213be
+    sha256: 06f9f12f9eb7ca6e0474feac0a101cfa3d61f5fef7bb66750a75d8d0f131ae95
   category: main
   optional: false
 - name: libarrow-substrait
@@ -1715,10 +1715,10 @@ package:
     libgcc-ng: '>=12'
     libprotobuf: '>=4.25.3,<4.25.4.0a0'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libarrow-substrait-16.1.0-h7e0c224_3_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libarrow-substrait-16.1.0-h7e0c224_5_cpu.conda
   hash:
-    md5: d137989a0fe370c5dcc1238ea0a8e4ed
-    sha256: e2838896d736b91089da273c141b91cf27584e9caef04940ea0dff5f92dbeb23
+    md5: 0deb3b8232b09f3f08aa6f1aa1ac4f83
+    sha256: c72be61c1e7acecc87c9a45275e0f89667126af7ed42f9f818314577e9c08deb
   category: main
   optional: false
 - name: libblas
@@ -1797,7 +1797,7 @@ package:
   category: main
   optional: false
 - name: libcurl
-  version: 8.7.1
+  version: 8.8.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -1806,12 +1806,12 @@ package:
     libnghttp2: '>=1.58.0,<2.0a0'
     libssh2: '>=1.11.0,<2.0a0'
     libzlib: '>=1.2.13,<1.3.0a0'
-    openssl: '>=3.2.1,<4.0a0'
-    zstd: '>=1.5.5,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.7.1-hca28451_0.conda
+    openssl: '>=3.3.0,<4.0a0'
+    zstd: '>=1.5.6,<1.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.8.0-hca28451_0.conda
   hash:
-    md5: 755c7f876815003337d2c61ff5d047e5
-    sha256: 82a75e9a5d9ee5b2f487d850ec5d4edc18a56eb9527608a95a916c40baae3843
+    md5: f21c27f076a07907e70c49bb57bd0f20
+    sha256: 45aec0ffc6fe3fd4c0083b815aa102b8103380acc2b6714fb272d921acc68ab2
   category: main
   optional: false
 - name: libdeflate
@@ -2071,10 +2071,10 @@ package:
     libstdcxx-ng: '>=12'
     libthrift: '>=0.19.0,<0.19.1.0a0'
     openssl: '>=3.3.0,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libparquet-16.1.0-h6a7eafb_3_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libparquet-16.1.0-h6a7eafb_5_cpu.conda
   hash:
-    md5: 3e5e3ac6b2c9933934828238d70750e8
-    sha256: f33d86ee1ae7fea0e89da16c4c142737e9970f134ee230b60a9902a70accb1d9
+    md5: 4d77d182175c13469a556fe39d216b35
+    sha256: 45e65239568a957fa7b1da31abfe5fb3f0bc9c17a4c8280ffeddc744ff1ac459
   category: main
   optional: false
 - name: libpng
@@ -2587,14 +2587,14 @@ package:
   dependencies:
     ca-certificates: ''
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_2.conda
   hash:
-    md5: ba01a2fef8a67913acc4ab8da101dd27
-    sha256: addce4c7b00d8b8be6e46a3ba783e1ce56d470aa6399ad91a7703bb844a6be9c
+    md5: b8934d399b56d73e323403e183d009c5
+    sha256: e56d9121f553f16ef21d2664c569cd50336291fa1458be5e5c654553a43737e7
   category: main
   optional: false
 - name: orc
-  version: 2.0.0
+  version: 2.0.1
   manager: conda
   platform: linux-64
   dependencies:
@@ -2604,11 +2604,11 @@ package:
     libzlib: '>=1.2.13,<1.3.0a0'
     lz4-c: '>=1.9.3,<1.10.0a0'
     snappy: '>=1.2.0,<1.3.0a0'
-    zstd: '>=1.5.5,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/orc-2.0.0-h17fec99_1.conda
+    zstd: '>=1.5.6,<1.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/orc-2.0.1-h17fec99_0.conda
   hash:
-    md5: d2e0ffa6c3452f0a723a0ef1b96fd1cb
-    sha256: ccbfb6c2a01259c2c95b5b8139a0c3a8d4ec6240228ad1ac454b41f5fbcfd082
+    md5: d71bc27a3aafe3da4b19af8cd7f87857
+    sha256: 1987b6f796e5362c50887042c01821020c91f7ff6259236b335894820b8e26e7
   category: main
   optional: false
 - name: overrides
@@ -2911,10 +2911,10 @@ package:
     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-py311h781c19f_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-16.1.0-py311h781c19f_1.conda
   hash:
-    md5: bd1348ebc8a3f45a18f5e3f01483a628
-    sha256: 9783572d9a71f04a32f9c53e9dec5c7f38721efdd68e8263f05b4c65f890c7a7
+    md5: 533878c8d2d380c75356cdcabc89f89b
+    sha256: 77cd52f1e527d2233ba56c01bc4da0c6578761a37d1236d844f9056db3dc54e3
   category: main
   optional: false
 - name: pyarrow-core
@@ -2929,10 +2929,11 @@ package:
     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/pyarrow-core-16.1.0-py311h8e2c35d_0_cpu.conda
+    tzdata: ''
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-core-16.1.0-py311h8e2c35d_1_cpu.conda
   hash:
-    md5: c50b8f4436f4fc7b599122d14225322b
-    sha256: cb4db7a0295c46f422e59cdda9dfd4a27e8b8e389ba75b595d136cb9d3a296bb
+    md5: b5c23417af8dab0136a260dbfb3c7380
+    sha256: f649a2843f7d7f15b00237fc9bc7fda8f1e1a7543d936122f57a42bde4803274
   category: main
   optional: false
 - name: pyarrow-hotfix
@@ -3181,7 +3182,7 @@ package:
   category: main
   optional: false
 - name: requests
-  version: 2.32.1
+  version: 2.32.2
   manager: conda
   platform: linux-64
   dependencies:
@@ -3190,10 +3191,10 @@ package:
     idna: '>=2.5,<4'
     python: '>=3.7'
     urllib3: '>=1.21.1,<3'
-  url: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 20ce56db6c7aae9e6654b358ecbfc470
-    sha256: 6c64bb15baf632e99c39099cd7ba9201b258a6323b8b47c8a902d0932813ff65
+    md5: e1643b34b19df8c028a4f00bf5df58a6
+    sha256: 115b796fddc846bee6f47e3c57d04d12fa93a47a7a8ef639cefdc05203c1bf00
   category: main
   optional: false
 - name: rfc3339-validator
@@ -3265,16 +3266,16 @@ package:
   category: main
   optional: false
 - name: s2n
-  version: 1.4.13
+  version: 1.4.14
   manager: conda
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
     openssl: '>=3.3.0,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.4.13-he19d79f_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.4.14-he19d79f_0.conda
   hash:
-    md5: 51db7e9c0cd527aea7691e7405df33bf
-    sha256: a51daaf7d6affe149452b08a5cbc0568a0984306c558728050c56c48f8f11615
+    md5: e54e01ff67380eb6572fe2722e878cba
+    sha256: 243bb864f8d08347296599cae32e77067ccbdb81ab0fc12f00aafe69fce0b29b
   category: main
   optional: false
 - name: send2trash
@@ -3291,15 +3292,15 @@ package:
   category: main
   optional: false
 - name: setuptools
-  version: 69.5.1
+  version: 70.0.0
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 7462280d81f639363e6e63c81276bd9e
-    sha256: 72d143408507043628b32bed089730b6d5f5445eccc44b59911ec9f262e365e7
+    md5: c8ddb4f34a208df4dd42509a0f6a1c89
+    sha256: daa4638d288cfdf3b0ecea395d8efa25cafc4ebf4026464a36c797c84541d2be
   category: main
   optional: false
 - name: simpervisor
diff --git a/base-notebook/packages.txt b/base-notebook/packages.txt
index 42be89ca..90c0fe0f 100644
--- a/base-notebook/packages.txt
+++ b/base-notebook/packages.txt
@@ -13,15 +13,15 @@ asttokens==2.4.1
 async-lru==2.0.4
 async_generator==1.10
 attrs==23.2.0
-aws-c-auth==0.7.20
-aws-c-cal==0.6.12
-aws-c-common==0.9.17
+aws-c-auth==0.7.22
+aws-c-cal==0.6.14
+aws-c-common==0.9.18
 aws-c-compression==0.2.18
 aws-c-event-stream==0.4.2
 aws-c-http==0.8.1
 aws-c-io==0.14.8
 aws-c-mqtt==0.10.4
-aws-c-s3==0.5.8
+aws-c-s3==0.5.9
 aws-c-sdkutils==0.1.16
 aws-checksums==0.1.18
 aws-crt-cpp==0.26.8
@@ -117,7 +117,7 @@ libbrotlidec==1.1.0
 libbrotlienc==1.1.0
 libcblas==3.9.0
 libcrc32c==1.1.2
-libcurl==8.7.1
+libcurl==8.8.0
 libdeflate==1.20
 libedit==3.1.20191231
 libev==4.33
@@ -173,7 +173,7 @@ numpy==1.26.4
 oauthlib==3.2.2
 openjpeg==2.5.2
 openssl==3.3.0
-orc==2.0.0
+orc==2.0.1
 overrides==7.7.0
 packaging==24.0
 pamela==1.1.0
@@ -215,15 +215,15 @@ pyzmq==26.0.3
 re2==2023.09.01
 readline==8.2
 referencing==0.35.1
-requests==2.32.1
+requests==2.32.2
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rpds-py==0.18.1
 ruamel.yaml==0.18.6
 ruamel.yaml.clib==0.2.8
-s2n==1.4.13
+s2n==1.4.14
 send2trash==1.8.3
-setuptools==69.5.1
+setuptools==70.0.0
 simpervisor==1.0.0
 six==1.16.0
 snappy==1.2.0
diff --git a/ml-notebook/conda-linux-64.lock b/ml-notebook/conda-linux-64.lock
index 2ab22346..d2397c4c 100644
--- a/ml-notebook/conda-linux-64.lock
+++ b/ml-notebook/conda-linux-64.lock
@@ -1,11 +1,11 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 00c54fa6d3a2c7c58c39ad9fd406d4521578822a5d765644697a8534e9ddbb42
+# input_hash: 7094b983a3c0d5f30bfd9c4742cff0319d01720a460952bc5cc34115f09376d3
 @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
 https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.2.2-hbcca054_0.conda#2f4327a1cbe7f022401b236e915a5fef
-https://conda.anaconda.org/conda-forge/noarch/cuda-version-12.4-h3060b56_3.conda#c9a3fe8b957176e1a8452c6f3431b0d8
+https://conda.anaconda.org/conda-forge/noarch/cuda-version-12.5-hd4f0392_3.conda#6ae1a563a4aa61e55e8ae8260f0d021b
 https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2#0c96522c6bdaed4b1566d11387caaf45
 https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2#34893075a5c9e55cdafac56607368fc6
 https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2#4d59c254e01d9cde7957100457e2d5fb
@@ -21,8 +21,8 @@ https://conda.anaconda.org/conda-forge/noarch/poppler-data-0.4.12-hd8ed1ab_0.con
 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/noarch/tzdata-2024a-h0c530f3_0.conda#161081fc7cec0bfda0d86d7cb595f8d8
-https://conda.anaconda.org/conda-forge/linux-64/cuda-crt-tools-12.4.131-ha770c72_1.conda#fabf89c3025fd356c563396fd50672f9
-https://conda.anaconda.org/conda-forge/noarch/cuda-cudart_linux-64-12.4.127-h85509e4_2.conda#329163110a96514802e9e64d971edf43
+https://conda.anaconda.org/conda-forge/linux-64/cuda-crt-tools-12.5.40-ha770c72_0.conda#3c6bb9bd29688ae7db63f162c31a79f6
+https://conda.anaconda.org/conda-forge/noarch/cuda-cudart_linux-64-12.5.39-h85509e4_0.conda#32bc114164d5ca4ad38f775316506d0b
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2#f766549260d6815b0c52253f1fb1bb29
 https://conda.anaconda.org/conda-forge/linux-64/libgomp-13.2.0-h77fa898_7.conda#abf3fec87c2563697defa759dec3d639
 https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-64-2.12-he073ed8_17.conda#595db67e32b276298ff3d94d07d47fbf
@@ -37,10 +37,10 @@ https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.9.10-hd590300_0.c
 https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hd590300_5.conda#69b8b6202a07720f448be700e300ccf4
 https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.28.1-hd590300_0.conda#dcde58ff9a1f30b0037a2315d1846d1f
 https://conda.anaconda.org/conda-forge/linux-64/charls-2.4.2-h59595ed_0.conda#4336bd67920dd504cd8c6761d6a99645
-https://conda.anaconda.org/conda-forge/linux-64/cuda-cudart-12.4.127-he02047a_2.conda#a748faa52331983fc3adcc3b116fe0e4
-https://conda.anaconda.org/conda-forge/linux-64/cuda-nvrtc-12.4.127-he02047a_2.conda#80baf6262f4a1a0dde42d85aaa393402
-https://conda.anaconda.org/conda-forge/linux-64/cuda-nvtx-12.4.127-he02047a_2.conda#656a004b6e44f50ce71c65cab0d429b4
-https://conda.anaconda.org/conda-forge/linux-64/cuda-nvvm-tools-12.4.131-h59595ed_1.conda#e08da6770712ca8a8d0ba79de7cdb87f
+https://conda.anaconda.org/conda-forge/linux-64/cuda-cudart-12.5.39-he02047a_0.conda#c60967d2a1a54ea3ca3660cf6249de36
+https://conda.anaconda.org/conda-forge/linux-64/cuda-nvrtc-12.5.40-he02047a_0.conda#fd873f7d082eb09b64f2845c5bf5b873
+https://conda.anaconda.org/conda-forge/linux-64/cuda-nvtx-12.5.39-he02047a_0.conda#83e70531447952503b0f9681ce3a42ca
+https://conda.anaconda.org/conda-forge/linux-64/cuda-nvvm-tools-12.5.40-h59595ed_0.conda#00c31a1db8e5659809a205a942b4ab9a
 https://conda.anaconda.org/conda-forge/linux-64/dav1d-1.2.1-hd590300_0.conda#418c6ca5929a611cbd69204907a83995
 https://conda.anaconda.org/conda-forge/linux-64/flatbuffers-23.5.26-h59595ed_1.conda#913a1c6fd00b66f33392a129e835ceca
 https://conda.anaconda.org/conda-forge/linux-64/fribidi-1.0.10-h36c2ea0_0.tar.bz2#ac7bc6a654f8f41b352b38f4051135f8
@@ -61,8 +61,8 @@ https://conda.anaconda.org/conda-forge/linux-64/libaec-1.1.3-h59595ed_0.conda#5e
 https://conda.anaconda.org/conda-forge/linux-64/libasprintf-0.22.5-h661eb56_2.conda#dd197c968bf9760bba0031888d431ede
 https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.1.0-hd590300_1.conda#aec6c91c7371c26392a06708a73c70e5
 https://conda.anaconda.org/conda-forge/linux-64/libcrc32c-1.1.2-h9c3ff4c_0.tar.bz2#c965a5aa0d5c1c37ffc62dff36e28400
-https://conda.anaconda.org/conda-forge/linux-64/libcufft-11.2.1.3-he02047a_2.conda#d2641a67c207946ef96f1328c4a8e8ed
-https://conda.anaconda.org/conda-forge/linux-64/libcurand-10.3.5.147-he02047a_2.conda#9c4886d513fd477df88d411cd274c202
+https://conda.anaconda.org/conda-forge/linux-64/libcufft-11.2.3.18-he02047a_0.conda#d7a177f866e0cefcd7156cef5b679f8e
+https://conda.anaconda.org/conda-forge/linux-64/libcurand-10.3.6.39-he02047a_0.conda#8705dc9824147e22b424ec2e7d3e0ba6
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-https://conda.anaconda.org/conda-forge/noarch/zarr-2.17.2-pyhd8ed1ab_0.conda#48b23fc2b41fba30a5486deefbfd6220
+https://conda.anaconda.org/conda-forge/noarch/zarr-2.18.1-pyhd8ed1ab_0.conda#0f0db4b713b96c1a78cb92f7ead0a6a5
 https://conda.anaconda.org/conda-forge/noarch/argopy-0.1.14-pyhd8ed1ab_0.conda#5a79e0220eb38337caa2d23e5d71e04b
 https://conda.anaconda.org/conda-forge/linux-64/av-12.0.0-py311hb15b9a0_1.conda#cbaf3b653676d795730f51bf092003c2
 https://conda.anaconda.org/conda-forge/noarch/azure-identity-1.16.0-pyhd8ed1ab_0.conda#2974f226dac8973dc9dbb6d053240a61
@@ -651,6 +652,7 @@ https://conda.anaconda.org/conda-forge/noarch/google-api-core-2.19.0-pyhd8ed1ab_
 https://conda.anaconda.org/conda-forge/noarch/google-auth-oauthlib-1.2.0-pyhd8ed1ab_0.conda#2057f12885a73b4d621c075423cec969
 https://conda.anaconda.org/conda-forge/linux-64/graphviz-9.0.0-h78e8752_1.conda#a3f4cd4a512ec5db35ffbf25ba11f537
 https://conda.anaconda.org/conda-forge/noarch/ipyleaflet-0.19.1-pyhd8ed1ab_0.conda#d06f564e69336012581484f3774c8aff
+https://conda.anaconda.org/conda-forge/noarch/ipympl-0.9.4-pyhd8ed1ab_0.conda#efef6deea063ef5612376b62b857ad7f
 https://conda.anaconda.org/conda-forge/noarch/ipyspin-1.0.1-pyhd8ed1ab_0.tar.bz2#cb4c1f334457ef5f88458c94c503f89e
 https://conda.anaconda.org/conda-forge/noarch/ipytree-0.2.2-pyhd8ed1ab_0.tar.bz2#5cc19cec6c4598183f4a8278e2142810
 https://conda.anaconda.org/conda-forge/noarch/ipyurl-0.1.2-pyh3684270_1.tar.bz2#a72d315bc1ed6ddf0b2ace197b10886b
@@ -752,7 +754,7 @@ https://conda.anaconda.org/conda-forge/noarch/dask-glm-0.3.2-pyhd8ed1ab_0.conda#
 https://conda.anaconda.org/conda-forge/noarch/gcm_filters-0.3.0-pyhd8ed1ab_0.tar.bz2#359d7781246fb5f8ccb68cda84db9753
 https://conda.anaconda.org/conda-forge/noarch/intake-esm-2023.11.10-pyhd8ed1ab_0.conda#e0c73b7dc6419a243c5fe104ec241a48
 https://conda.anaconda.org/conda-forge/noarch/intake-xarray-0.7.0-pyhd8ed1ab_0.conda#d6471673fac9fa8f13a2517315ffcf6b
-https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.2-pyh779afd3_1.conda#ca1687cdc1e4c4f55eb86c3672ceeff6
+https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.2-pyh779afd3_2.conda#629659b8b7c172c4c4ebbf4d1164b0ea
 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-1.23.2-py311h320fe9a_0.conda#ebcff727466495002c6547d2e3ebae8f
diff --git a/ml-notebook/conda-lock.yml b/ml-notebook/conda-lock.yml
index 61d499de..d0cb586d 100644
--- a/ml-notebook/conda-lock.yml
+++ b/ml-notebook/conda-lock.yml
@@ -13,7 +13,7 @@
 version: 1
 metadata:
   content_hash:
-    linux-64: 00c54fa6d3a2c7c58c39ad9fd406d4521578822a5d765644697a8534e9ddbb42
+    linux-64: 7094b983a3c0d5f30bfd9c4742cff0319d01720a460952bc5cc34115f09376d3
   channels:
   - url: conda-forge
     used_env_vars: []
@@ -196,16 +196,16 @@ package:
   category: main
   optional: false
 - name: annotated-types
-  version: 0.6.0
+  version: 0.7.0
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.7'
     typing-extensions: '>=4.0.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.6.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.7.0-pyhd8ed1ab_0.conda
   hash:
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-    sha256: 3a2c98154d95cfd54daba6b7d507d31f5ba07ac2ad955c44eb041b66563193cd
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   category: main
   optional: false
 - name: anyio
@@ -658,7 +658,7 @@ package:
   category: main
   optional: false
 - name: awscli
-  version: 2.15.54
+  version: 2.15.56
   manager: conda
   platform: linux-64
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@@ -676,10 +676,10 @@ package:
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     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-2.15.54-py311h38be061_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/awscli-2.15.56-py311h38be061_0.conda
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-    sha256: 6e31367e81d8374018362bf25259f65eeff5bf7132b646482ec6fb8d9fa59285
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   category: main
   optional: false
 - name: awscrt
@@ -1654,115 +1654,115 @@ package:
   category: main
   optional: false
 - name: cuda-crt-tools
-  version: 12.4.131
+  version: 12.5.40
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   platform: linux-64
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-  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-crt-tools-12.4.131-ha770c72_1.conda
+    cuda-version: '>=12.5,<12.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-crt-tools-12.5.40-ha770c72_0.conda
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 - name: cuda-cudart
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+  version: 12.5.39
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-    cuda-cudart_linux-64: 12.4.127
-    cuda-version: '>=12.4,<12.5.0a0'
+    cuda-cudart_linux-64: 12.5.39
+    cuda-version: '>=12.5,<12.6.0a0'
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-cudart-12.4.127-he02047a_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-cudart-12.5.39-he02047a_0.conda
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   category: main
   optional: false
 - name: cuda-cudart_linux-64
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+  version: 12.5.39
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-  url: https://conda.anaconda.org/conda-forge/noarch/cuda-cudart_linux-64-12.4.127-h85509e4_2.conda
+    cuda-version: '>=12.5,<12.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/noarch/cuda-cudart_linux-64-12.5.39-h85509e4_0.conda
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   category: main
   optional: false
 - name: cuda-nvcc-tools
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   platform: linux-64
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-    cuda-crt-tools: 12.4.131
-    cuda-nvvm-tools: 12.4.131
-    cuda-version: '>=12.4,<12.5.0a0'
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+    cuda-version: '>=12.5,<12.6.0a0'
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-nvcc-tools-12.4.131-hd3aeb46_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-nvcc-tools-12.5.40-hd3aeb46_0.conda
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   optional: false
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-    cuda-version: '>=12.4,<12.5.0a0'
+    cuda-version: '>=12.5,<12.6.0a0'
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     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-nvrtc-12.4.127-he02047a_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-nvrtc-12.5.40-he02047a_0.conda
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     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-nvtx-12.4.127-he02047a_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-nvtx-12.5.39-he02047a_0.conda
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+    cuda-version: '>=12.5,<12.6.0a0'
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     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-nvvm-tools-12.4.131-h59595ed_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cuda-nvvm-tools-12.5.40-h59595ed_0.conda
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   optional: false
 - name: cuda-version
-  version: '12.4'
+  version: '12.5'
   manager: conda
   platform: linux-64
   dependencies: {}
-  url: https://conda.anaconda.org/conda-forge/noarch/cuda-version-12.4-h3060b56_3.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/cuda-version-12.5-hd4f0392_3.conda
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 - name: cudnn
@@ -4024,6 +4024,25 @@ package:
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   category: main
   optional: false
+- name: ipympl
+  version: 0.9.4
+  manager: conda
+  platform: linux-64
+  dependencies:
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+    ipython_genutils: ''
+    ipywidgets: '>=7.6.0,<9'
+    matplotlib-base: '>=2.2.0,<4'
+    numpy: ''
+    pillow: ''
+    python: '>=3.6'
+    traitlets: <6
+  url: https://conda.anaconda.org/conda-forge/noarch/ipympl-0.9.4-pyhd8ed1ab_0.conda
+  hash:
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+    sha256: db2a3eae629209d5e61d1443e5a12c6563f82b08aaf74810e76763eed5d71a28
+  category: main
+  optional: false
 - name: ipyspin
   version: 1.0.1
   manager: conda
@@ -4061,6 +4080,18 @@ package:
     sha256: 31322d58f412787f5beeb01db4d16f10f8ae4e0cc2ec99fafef1e690374fe298
   category: main
   optional: false
+- name: ipython_genutils
+  version: 0.2.0
+  manager: conda
+  platform: linux-64
+  dependencies:
+    python: '>=2.7'
+  url: https://conda.anaconda.org/conda-forge/noarch/ipython_genutils-0.2.0-pyhd8ed1ab_1.conda
+  hash:
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+    sha256: 72fbbe8bc511f20268d347c1a06e279128237e096c4c174b2f9164a661c6b13e
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+  optional: false
 - name: ipytree
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   manager: conda
@@ -4992,23 +5023,23 @@ package:
   category: main
   optional: false
 - name: libarchive
-  version: 3.7.2
+  version: 3.7.4
   manager: conda
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     libgcc-ng: '>=12'
-    libxml2: '>=2.12.2,<3.0.0a0'
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     lzo: '>=2.10,<3.0a0'
-    openssl: '>=3.2.0,<4.0a0'
+    openssl: '>=3.3.0,<4.0a0'
     xz: '>=5.2.6,<6.0a0'
-    zstd: '>=1.5.5,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libarchive-3.7.2-h2aa1ff5_1.conda
+    zstd: '>=1.5.6,<1.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libarchive-3.7.4-hfca40fe_0.conda
   hash:
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   optional: false
 - name: libarrow
@@ -5288,53 +5319,53 @@ package:
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   optional: false
 - name: libcublas
-  version: 12.4.5.8
+  version: 12.5.2.13
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     cuda-nvrtc: ''
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+    cuda-version: '>=12.5,<12.6.0a0'
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     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libcublas-12.4.5.8-he02047a_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libcublas-12.5.2.13-he02047a_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libcufft-11.2.1.3-he02047a_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libcufft-11.2.3.18-he02047a_0.conda
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+  url: https://conda.anaconda.org/conda-forge/linux-64/libcurand-10.3.6.39-he02047a_0.conda
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   category: main
   optional: false
 - name: libcurl
-  version: 8.7.1
+  version: 8.8.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -5343,46 +5374,46 @@ package:
     libnghttp2: '>=1.58.0,<2.0a0'
     libssh2: '>=1.11.0,<2.0a0'
     libzlib: '>=1.2.13,<1.3.0a0'
-    openssl: '>=3.2.1,<4.0a0'
-    zstd: '>=1.5.5,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.7.1-hca28451_0.conda
+    openssl: '>=3.3.0,<4.0a0'
+    zstd: '>=1.5.6,<1.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.8.0-hca28451_0.conda
   hash:
-    md5: 755c7f876815003337d2c61ff5d047e5
-    sha256: 82a75e9a5d9ee5b2f487d850ec5d4edc18a56eb9527608a95a916c40baae3843
+    md5: f21c27f076a07907e70c49bb57bd0f20
+    sha256: 45aec0ffc6fe3fd4c0083b815aa102b8103380acc2b6714fb272d921acc68ab2
   category: main
   optional: false
 - name: libcusolver
-  version: 11.6.1.9
+  version: 11.6.2.40
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    cuda-version: '>=12.4,<12.5.0a0'
-    libcublas: '>=12.4.5.8,<12.5.0a0'
-    libcusparse: '>=12.3.1.170,<12.4.0a0'
+    cuda-version: '>=12.5,<12.6.0a0'
+    libcublas: '>=12.5.2.13,<12.6.0a0'
+    libcusparse: '>=12.4.1.24,<12.5.0a0'
     libgcc-ng: '>=12'
-    libnvjitlink: '>=12.4.127,<12.5.0a0'
+    libnvjitlink: '>=12.5.40,<12.6.0a0'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libcusolver-11.6.1.9-he02047a_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libcusolver-11.6.2.40-he02047a_0.conda
   hash:
-    md5: 9f6877f8936be962f598db5e9b8efc51
-    sha256: df4f8a94bffb59dc3da28fb5a892c1ef2553f8afd49f141d3e2da8c92f276a56
+    md5: 8b1f3865c5e6b84fd198b30b2f13e445
+    sha256: 5770a3c605218c0f51e1a80589170ca84f9e54fc4b8e202f0b12e5d60d3b01ca
   category: main
   optional: false
 - name: libcusparse
-  version: 12.3.1.170
+  version: 12.4.1.24
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    cuda-version: '>=12.4,<12.5.0a0'
+    cuda-version: '>=12.5,<12.6.0a0'
     libgcc-ng: '>=12'
-    libnvjitlink: '>=12.4.127,<12.5.0a0'
+    libnvjitlink: '>=12.5.40,<12.6.0a0'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libcusparse-12.3.1.170-he02047a_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libcusparse-12.4.1.24-he02047a_0.conda
   hash:
-    md5: 1c4c7ff54dc5b947f2ab8f5ff8a28dae
-    sha256: f2254e41c93a8c3529690c19350556708182ef699ca658c6554eeb7eb4b8c3de
+    md5: da5b8143844ef965f8482392cbe03cae
+    sha256: 757f0bb987358a4eb38412d1886f518009edb1ac948de1b0b5e1e1b61f020bbf
   category: main
   optional: false
 - name: libdeflate
@@ -5961,18 +5992,18 @@ package:
   category: main
   optional: false
 - name: libnvjitlink
-  version: 12.4.127
+  version: 12.5.40
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    cuda-version: '>=12.4,<12.5.0a0'
+    cuda-version: '>=12.5,<12.6.0a0'
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libnvjitlink-12.4.127-he02047a_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libnvjitlink-12.5.40-he02047a_0.conda
   hash:
-    md5: 303845d6c48bf4185dc4138634650468
-    sha256: 31382c8ef388a51bd2c283a239e037b8b30f9c7ecf6ec9744824445b59db39b6
+    md5: 7bab371da1232dc97962f8cc632c77dc
+    sha256: b17d0f44d4f11133048e874f992085ac2b6c2d3d8406b33d3fa855bdd5745855
   category: main
   optional: false
 - name: libopenblas
@@ -7696,10 +7727,10 @@ package:
   dependencies:
     ca-certificates: ''
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_2.conda
   hash:
-    md5: ba01a2fef8a67913acc4ab8da101dd27
-    sha256: addce4c7b00d8b8be6e46a3ba783e1ce56d470aa6399ad91a7703bb844a6be9c
+    md5: b8934d399b56d73e323403e183d009c5
+    sha256: e56d9121f553f16ef21d2664c569cd50336291fa1458be5e5c654553a43737e7
   category: main
   optional: false
 - name: opt-einsum
@@ -7993,11 +8024,11 @@ package:
     tqdm: ''
     trajan: ''
     xarray: '>=0.10.8'
-    zarr: '>=2.11.0,<2.18.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.2-pyh779afd3_1.conda
+    zarr: '>=2.11.0,!=2.18.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.2-pyh779afd3_2.conda
   hash:
-    md5: ca1687cdc1e4c4f55eb86c3672ceeff6
-    sha256: 2d23f21c0b3b09aa2f246c656e8b7e4dd25e8a6ff2b7ae657d5beeeb8d5ccebb
+    md5: 629659b8b7c172c4c4ebbf4d1164b0ea
+    sha256: 0993fbdaf7b3dd395495287d398a8350e6449598df584bdc2a40e6968bf09dbf
   category: main
   optional: false
 - name: parso
@@ -9254,17 +9285,17 @@ package:
   category: main
   optional: false
 - name: pytools
-  version: 2024.1.2
+  version: 2024.1.3
   manager: conda
   platform: linux-64
   dependencies:
     platformdirs: '>=2.2.0'
     python: '>=3.8'
     typing_extensions: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/pytools-2024.1.2-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/pytools-2024.1.3-pyhd8ed1ab_0.conda
   hash:
-    md5: 702f87506300dbe425a586952d203ed0
-    sha256: 7a08aedc0cc01f88ac29e8694b5054e29f16ab7eae4be504a57e044e4734e830
+    md5: c3a2b7b443dbc6d9fd99d50b1c1f07a4
+    sha256: 05e14704d4c2828d67c86ef731b15ddbed39ad95d4531737a0e05015a545cd65
   category: main
   optional: false
 - name: pytz
@@ -9474,7 +9505,7 @@ package:
   category: main
   optional: false
 - name: requests
-  version: 2.32.1
+  version: 2.32.2
   manager: conda
   platform: linux-64
   dependencies:
@@ -9483,10 +9514,10 @@ package:
     idna: '>=2.5,<4'
     python: '>=3.7'
     urllib3: '>=1.21.1,<3'
-  url: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 20ce56db6c7aae9e6654b358ecbfc470
-    sha256: 6c64bb15baf632e99c39099cd7ba9201b258a6323b8b47c8a902d0932813ff65
+    md5: e1643b34b19df8c028a4f00bf5df58a6
+    sha256: 115b796fddc846bee6f47e3c57d04d12fa93a47a7a8ef639cefdc05203c1bf00
   category: main
   optional: false
 - name: requests-oauthlib
@@ -9775,7 +9806,7 @@ package:
   category: main
   optional: false
 - name: scikit-learn
-  version: 1.4.2
+  version: 1.5.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -9787,11 +9818,11 @@ package:
     python: '>=3.11,<3.12.0a0'
     python_abi: 3.11.*
     scipy: ''
-    threadpoolctl: '>=2.0.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.4.2-py311he08f58d_1.conda
+    threadpoolctl: '>=3.1.0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.0-py311he08f58d_0.conda
   hash:
-    md5: fd4a80e35c05513590b33c83fc81dcc7
-    sha256: b818f7df6ae949012a38b41b6577ac2319569971b1a063c0386447ec2c6c09ed
+    md5: 733e6764138e9c6acd950f8d6e7ee5a8
+    sha256: ccf42f937ff2a4d40909c97085834bd7aa02db063855c1a1e09b3a1ad570ebbc
   category: main
   optional: false
 - name: scipy
@@ -9858,15 +9889,15 @@ package:
   category: main
   optional: false
 - name: setuptools
-  version: 69.5.1
+  version: 70.0.0
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 7462280d81f639363e6e63c81276bd9e
-    sha256: 72d143408507043628b32bed089730b6d5f5445eccc44b59911ec9f262e365e7
+    md5: c8ddb4f34a208df4dd42509a0f6a1c89
+    sha256: daa4638d288cfdf3b0ecea395d8efa25cafc4ebf4026464a36c797c84541d2be
   category: main
   optional: false
 - name: shapely
@@ -10010,7 +10041,7 @@ package:
   category: main
   optional: false
 - name: sparse
-  version: 0.15.2
+  version: 0.15.3
   manager: conda
   platform: linux-64
   dependencies:
@@ -10018,10 +10049,10 @@ package:
     numpy: '>=1.17'
     python: '>=3.8'
     scipy: '>=0.19'
-  url: https://conda.anaconda.org/conda-forge/noarch/sparse-0.15.2-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/sparse-0.15.3-pyhd8ed1ab_0.conda
   hash:
-    md5: 76d59fb1768f242150cd3f28fc8b9f7b
-    sha256: 2290c08da28af764648fae21b491322a7e34eee0188d25bd51eb7c6c874a52b4
+    md5: 40b0f30dbf79f6b767ab009e38630aa0
+    sha256: 6d21008b6dc9668693995e625dc4f451f6a6dab37cf0e8e9b145d659ddae0a7b
   category: main
   optional: false
 - name: sqlalchemy
@@ -11634,19 +11665,19 @@ package:
   category: main
   optional: false
 - name: zarr
-  version: 2.17.2
+  version: 2.18.1
   manager: conda
   platform: linux-64
   dependencies:
     asciitree: ''
     fasteners: ''
     numcodecs: '>=0.10.0'
-    numpy: '>=1.23,<2.0a0'
+    numpy: '>=1.23'
     python: '>=3.9'
-  url: https://conda.anaconda.org/conda-forge/noarch/zarr-2.17.2-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/zarr-2.18.1-pyhd8ed1ab_0.conda
   hash:
-    md5: 48b23fc2b41fba30a5486deefbfd6220
-    sha256: 1001450ec552e805dd8559083e0dc14ccb04e2ce1fe361cc999db5ef5ad46cb7
+    md5: 0f0db4b713b96c1a78cb92f7ead0a6a5
+    sha256: 695d68cb93d795cdbdf518808606f219f7af102e3ef3cf0c4ecf0e35c000d293
   category: main
   optional: false
 - name: zeromq
diff --git a/ml-notebook/packages.txt b/ml-notebook/packages.txt
index 3b1a69b0..e6c1911a 100644
--- a/ml-notebook/packages.txt
+++ b/ml-notebook/packages.txt
@@ -12,7 +12,7 @@ aiohttp==3.9.5
 aioitertools==0.11.0
 aiosignal==1.3.1
 alembic==1.13.1
-annotated-types==0.6.0
+annotated-types==0.7.0
 anyio==4.3.0
 aom==3.8.2
 appdirs==1.4.4
@@ -43,7 +43,7 @@ aws-c-sdkutils==0.1.13
 aws-checksums==0.1.17
 aws-crt-cpp==0.25.0
 aws-sdk-cpp==1.11.210
-awscli==2.15.54
+awscli==2.15.56
 awscrt==0.19.19
 azure-core==1.30.1
 azure-core-cpp==1.10.3
@@ -110,14 +110,14 @@ comm==0.2.2
 configobj==5.0.8
 contourpy==1.2.1
 cryptography==40.0.2
-cuda-crt-tools==12.4.131
-cuda-cudart==12.4.127
-cuda-cudart_linux-64==12.4.127
-cuda-nvcc-tools==12.4.131
-cuda-nvrtc==12.4.127
-cuda-nvtx==12.4.127
-cuda-nvvm-tools==12.4.131
-cuda-version==12.4
+cuda-crt-tools==12.5.40
+cuda-cudart==12.5.39
+cuda-cudart_linux-64==12.5.39
+cuda-nvcc-tools==12.5.40
+cuda-nvrtc==12.5.40
+cuda-nvtx==12.5.39
+cuda-nvvm-tools==12.5.40
+cuda-version==12.5
 cudnn==8.9.7.29
 cycler==0.12.1
 cython==3.0.10
@@ -261,8 +261,10 @@ intake-xarray==0.7.0
 ipdb==0.13.13
 ipykernel==6.29.3
 ipyleaflet==0.19.1
+ipympl==0.9.4
 ipyspin==1.0.1
 ipython==8.17.2
+ipython_genutils==0.2.0
 ipytree==0.2.2
 ipyurl==0.1.2
 ipywidgets==8.1.2
@@ -324,7 +326,7 @@ ld_impl_linux-64==2.40
 lerc==4.0.0
 libabseil==20230802.1
 libaec==1.1.3
-libarchive==3.7.2
+libarchive==3.7.4
 libarrow==14.0.2
 libarrow-acero==14.0.2
 libarrow-dataset==14.0.2
@@ -343,12 +345,12 @@ libbrotlidec==1.1.0
 libbrotlienc==1.1.0
 libcblas==3.9.0
 libcrc32c==1.1.2
-libcublas==12.4.5.8
-libcufft==11.2.1.3
-libcurand==10.3.5.147
-libcurl==8.7.1
-libcusolver==11.6.1.9
-libcusparse==12.3.1.170
+libcublas==12.5.2.13
+libcufft==11.2.3.18
+libcurand==10.3.6.39
+libcurl==8.8.0
+libcusolver==11.6.2.40
+libcusparse==12.4.1.24
 libdeflate==1.19
 libdrm==2.4.120
 libedit==3.1.20191231
@@ -386,7 +388,7 @@ libnetcdf==4.9.2
 libnghttp2==1.58.0
 libnl==3.9.0
 libnsl==2.0.1
-libnvjitlink==12.4.127
+libnvjitlink==12.5.40
 libopenblas==0.3.27
 libopenvino==2024.0.0
 libopenvino-auto-batch-plugin==2024.0.0
@@ -606,7 +608,7 @@ python-multipart==0.0.9
 python-tzdata==2024.1
 python-xxhash==3.4.1
 python_abi==3.11
-pytools==2024.1.2
+pytools==2024.1.3
 pytz==2024.1
 pyu2f==0.1.5
 pyviz_comms==3.0.2
@@ -621,7 +623,7 @@ readline==8.2
 rechunker==0.5.2
 referencing==0.35.1
 regex==2024.5.15
-requests==2.32.1
+requests==2.32.2
 requests-oauthlib==2.0.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
@@ -640,12 +642,12 @@ s3fs==2024.5.0
 s3transfer==0.10.1
 satpy==0.48.0
 scikit-image==0.22.0
-scikit-learn==1.4.2
+scikit-learn==1.5.0
 scipy==1.13.0
 seaborn==0.13.2
 seaborn-base==0.13.2
 send2trash==1.8.3
-setuptools==69.5.1
+setuptools==70.0.0
 shapely==2.0.4
 shellingham==1.5.4
 simpervisor==1.0.0
@@ -657,7 +659,7 @@ sniffio==1.3.1
 snuggs==1.4.7
 sortedcontainers==2.4.0
 soupsieve==2.5
-sparse==0.15.2
+sparse==0.15.3
 sqlalchemy==2.0.30
 sqlite==3.45.3
 stack_data==0.6.2
@@ -763,7 +765,7 @@ xz==5.2.6
 yamale==5.0.0
 yaml==0.2.5
 yarl==1.9.4
-zarr==2.17.2
+zarr==2.18.1
 zeromq==4.3.5
 zfp==1.0.1
 zict==3.0.0
diff --git a/pangeo-notebook/conda-linux-64.lock b/pangeo-notebook/conda-linux-64.lock
index 886ef500..aac3fb89 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: 9867e50e5bf79fb66bb0900fbfc14ca99de893b48e8d763579eb5f9fd419adb0
+# input_hash: c052a92372abac12259b6051dc0a84ac2be614ca2b18b9b62c0c97515145bccc
 @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
@@ -86,7 +86,7 @@ https://conda.anaconda.org/conda-forge/linux-64/nettle-3.9.1-h7ab15ed_0.conda#2b
 https://conda.anaconda.org/conda-forge/linux-64/nspr-4.35-h27087fc_0.conda#da0ec11a6454ae19bff5b02ed881a2b1
 https://conda.anaconda.org/conda-forge/linux-64/ocl-icd-2.3.2-hd590300_1.conda#c66f837ac65e4d1cdeb80e2a1d5fcc3d
 https://conda.anaconda.org/conda-forge/linux-64/openh264-2.4.1-h59595ed_0.conda#3dfcf61b8e78af08110f5229f79580af
-https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_1.conda#ba01a2fef8a67913acc4ab8da101dd27
+https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_2.conda#b8934d399b56d73e323403e183d009c5
 https://conda.anaconda.org/conda-forge/linux-64/pixman-0.43.2-h59595ed_0.conda#71004cbf7924e19c02746ccde9fd7123
 https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-h36c2ea0_1001.tar.bz2#22dad4df6e8630e8dff2428f6f6a7036
 https://conda.anaconda.org/conda-forge/linux-64/pugixml-1.14-h59595ed_0.conda#2c97dd90633508b422c11bd3018206ab
@@ -159,7 +159,7 @@ https://conda.anaconda.org/conda-forge/linux-64/gcc-12.3.0-h915e2ae_7.conda#84b1
 https://conda.anaconda.org/conda-forge/linux-64/gcc_linux-64-12.3.0-h6477408_3.conda#7a53f84c45bdf4656ba27b9e9ed68b3d
 https://conda.anaconda.org/conda-forge/linux-64/gettext-0.22.5-h59595ed_2.conda#219ba82e95d7614cf7140d2a4afc0926
 https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.2-h659d440_0.conda#cd95826dbd331ed1be26bdf401432844
-https://conda.anaconda.org/conda-forge/linux-64/libarchive-3.7.2-h2aa1ff5_1.conda#3bf887827d1968275978361a6e405e4f
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+https://conda.anaconda.org/conda-forge/noarch/ipython_genutils-0.2.0-pyhd8ed1ab_1.conda#f8ed9f18dce81e4ee55c858cc2f8548a
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@@ -232,7 +233,7 @@ https://conda.anaconda.org/conda-forge/noarch/jupyterlab_widgets-3.0.10-pyhd8ed1
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 https://conda.anaconda.org/conda-forge/linux-64/libglib-2.78.4-h783c2da_0.conda#d86baf8740d1a906b9716f2a0bac2f2d
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@@ -293,7 +294,7 @@ https://conda.anaconda.org/conda-forge/linux-64/rtree-1.2.0-py311h3bb2b0f_0.cond
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-https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda#7462280d81f639363e6e63c81276bd9e
+https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda#c8ddb4f34a208df4dd42509a0f6a1c89
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-https://conda.anaconda.org/conda-forge/noarch/pytools-2024.1.2-pyhd8ed1ab_0.conda#702f87506300dbe425a586952d203ed0
+https://conda.anaconda.org/conda-forge/noarch/pytools-2024.1.3-pyhd8ed1ab_0.conda#c3a2b7b443dbc6d9fd99d50b1c1f07a4
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-https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.6.0-pyhd8ed1ab_0.conda#997c29372bdbe2afee073dff71f35923
+https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.7.0-pyhd8ed1ab_0.conda#7e9f4612544c8edbfd6afad17f1bd045
 https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-21.2.0-py311h459d7ec_4.conda#de5b16869a430949b02161b04b844a30
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@@ -475,7 +476,7 @@ https://conda.anaconda.org/conda-forge/linux-64/pycairo-1.26.0-py311h8feb60e_0.c
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-https://conda.anaconda.org/conda-forge/noarch/requests-2.32.1-pyhd8ed1ab_0.conda#20ce56db6c7aae9e6654b358ecbfc470
+https://conda.anaconda.org/conda-forge/noarch/requests-2.32.2-pyhd8ed1ab_0.conda#e1643b34b19df8c028a4f00bf5df58a6
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@@ -547,7 +548,7 @@ https://conda.anaconda.org/conda-forge/noarch/snuggs-1.4.7-py_0.tar.bz2#cb83a3d6
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-https://conda.anaconda.org/conda-forge/linux-64/awscli-2.15.54-py311h38be061_0.conda#8dd2d732482d2fa769ce48832ff59fb3
+https://conda.anaconda.org/conda-forge/linux-64/awscli-2.15.56-py311h38be061_0.conda#1da9b590d158162038f3f7e73729ce29
 https://conda.anaconda.org/conda-forge/noarch/azure-datalake-store-0.0.51-pyh9f0ad1d_0.tar.bz2#0a6d240a3a8198dce8508a5409b4737e
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@@ -584,8 +585,8 @@ https://conda.anaconda.org/conda-forge/linux-64/python-geotiepoints-1.7.3-py311h
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-https://conda.anaconda.org/conda-forge/noarch/sparse-0.15.2-pyhd8ed1ab_0.conda#76d59fb1768f242150cd3f28fc8b9f7b
+https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.0-py311he08f58d_0.conda#733e6764138e9c6acd950f8d6e7ee5a8
+https://conda.anaconda.org/conda-forge/noarch/sparse-0.15.3-pyhd8ed1ab_0.conda#40b0f30dbf79f6b767ab009e38630aa0
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@@ -593,7 +594,7 @@ https://conda.anaconda.org/conda-forge/linux-64/timezonefinder-6.4.1-py311h459d7
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-https://conda.anaconda.org/conda-forge/noarch/zarr-2.17.2-pyhd8ed1ab_0.conda#48b23fc2b41fba30a5486deefbfd6220
+https://conda.anaconda.org/conda-forge/noarch/zarr-2.18.1-pyhd8ed1ab_0.conda#0f0db4b713b96c1a78cb92f7ead0a6a5
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@@ -610,6 +611,7 @@ https://conda.anaconda.org/conda-forge/noarch/google-api-core-2.19.0-pyhd8ed1ab_
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 https://conda.anaconda.org/conda-forge/linux-64/graphviz-9.0.0-h78e8752_1.conda#a3f4cd4a512ec5db35ffbf25ba11f537
 https://conda.anaconda.org/conda-forge/noarch/ipyleaflet-0.19.1-pyhd8ed1ab_0.conda#d06f564e69336012581484f3774c8aff
+https://conda.anaconda.org/conda-forge/noarch/ipympl-0.9.4-pyhd8ed1ab_0.conda#efef6deea063ef5612376b62b857ad7f
 https://conda.anaconda.org/conda-forge/noarch/ipyspin-1.0.1-pyhd8ed1ab_0.tar.bz2#cb4c1f334457ef5f88458c94c503f89e
 https://conda.anaconda.org/conda-forge/noarch/ipytree-0.2.2-pyhd8ed1ab_0.tar.bz2#5cc19cec6c4598183f4a8278e2142810
 https://conda.anaconda.org/conda-forge/noarch/ipyurl-0.1.2-pyh3684270_1.tar.bz2#a72d315bc1ed6ddf0b2ace197b10886b
@@ -698,7 +700,7 @@ https://conda.anaconda.org/conda-forge/noarch/dask-glm-0.3.2-pyhd8ed1ab_0.conda#
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 https://conda.anaconda.org/conda-forge/noarch/intake-esm-2023.11.10-pyhd8ed1ab_0.conda#e0c73b7dc6419a243c5fe104ec241a48
 https://conda.anaconda.org/conda-forge/noarch/intake-xarray-0.7.0-pyhd8ed1ab_0.conda#d6471673fac9fa8f13a2517315ffcf6b
-https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.2-pyh779afd3_1.conda#ca1687cdc1e4c4f55eb86c3672ceeff6
+https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.2-pyh779afd3_2.conda#629659b8b7c172c4c4ebbf4d1164b0ea
 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
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diff --git a/pangeo-notebook/conda-lock.yml b/pangeo-notebook/conda-lock.yml
index bea84e0c..1c3d21e2 100644
--- a/pangeo-notebook/conda-lock.yml
+++ b/pangeo-notebook/conda-lock.yml
@@ -13,7 +13,7 @@
 version: 1
 metadata:
   content_hash:
-    linux-64: 9867e50e5bf79fb66bb0900fbfc14ca99de893b48e8d763579eb5f9fd419adb0
+    linux-64: c052a92372abac12259b6051dc0a84ac2be614ca2b18b9b62c0c97515145bccc
   channels:
   - url: conda-forge
     used_env_vars: []
@@ -183,16 +183,16 @@ package:
   category: main
   optional: false
 - name: annotated-types
-  version: 0.6.0
+  version: 0.7.0
   manager: conda
   platform: linux-64
   dependencies:
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     typing-extensions: '>=4.0.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.6.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.7.0-pyhd8ed1ab_0.conda
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-    sha256: 3a2c98154d95cfd54daba6b7d507d31f5ba07ac2ad955c44eb041b66563193cd
+    md5: 7e9f4612544c8edbfd6afad17f1bd045
+    sha256: 668f0825b6c18e4012ca24a0070562b6ec801ebc7008228a428eb52b4038873f
   category: main
   optional: false
 - name: anyio
@@ -632,7 +632,7 @@ package:
   category: main
   optional: false
 - name: awscli
-  version: 2.15.54
+  version: 2.15.56
   manager: conda
   platform: linux-64
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@@ -650,10 +650,10 @@ package:
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     ruamel.yaml.clib: '>=0.2.0,<=0.2.7'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/awscli-2.15.54-py311h38be061_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/awscli-2.15.56-py311h38be061_0.conda
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-    sha256: 6e31367e81d8374018362bf25259f65eeff5bf7132b646482ec6fb8d9fa59285
+    md5: 1da9b590d158162038f3f7e73729ce29
+    sha256: 2d34602680718299a07a714697b6c10d19d2725bef7c2bf1e683156eec468919
   category: main
   optional: false
 - name: awscrt
@@ -3761,6 +3761,25 @@ package:
     sha256: a7eb8d39b9693ea8c9243d715c85f28de2cceded85cac96e096d0cd325a19ce2
   category: main
   optional: false
+- name: ipympl
+  version: 0.9.4
+  manager: conda
+  platform: linux-64
+  dependencies:
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+    ipython_genutils: ''
+    ipywidgets: '>=7.6.0,<9'
+    matplotlib-base: '>=2.2.0,<4'
+    numpy: ''
+    pillow: ''
+    python: '>=3.6'
+    traitlets: <6
+  url: https://conda.anaconda.org/conda-forge/noarch/ipympl-0.9.4-pyhd8ed1ab_0.conda
+  hash:
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+    sha256: db2a3eae629209d5e61d1443e5a12c6563f82b08aaf74810e76763eed5d71a28
+  category: main
+  optional: false
 - name: ipyspin
   version: 1.0.1
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@@ -3798,6 +3817,18 @@ package:
     sha256: 31322d58f412787f5beeb01db4d16f10f8ae4e0cc2ec99fafef1e690374fe298
   category: main
   optional: false
+- name: ipython_genutils
+  version: 0.2.0
+  manager: conda
+  platform: linux-64
+  dependencies:
+    python: '>=2.7'
+  url: https://conda.anaconda.org/conda-forge/noarch/ipython_genutils-0.2.0-pyhd8ed1ab_1.conda
+  hash:
+    md5: f8ed9f18dce81e4ee55c858cc2f8548a
+    sha256: 72fbbe8bc511f20268d347c1a06e279128237e096c4c174b2f9164a661c6b13e
+  category: main
+  optional: false
 - name: ipytree
   version: 0.2.2
   manager: conda
@@ -4606,23 +4637,23 @@ package:
   category: main
   optional: false
 - name: libarchive
-  version: 3.7.2
+  version: 3.7.4
   manager: conda
   platform: linux-64
   dependencies:
     bzip2: '>=1.0.8,<2.0a0'
     libgcc-ng: '>=12'
-    libxml2: '>=2.12.2,<3.0.0a0'
+    libxml2: '>=2.12.7,<3.0a0'
     libzlib: '>=1.2.13,<1.3.0a0'
     lz4-c: '>=1.9.3,<1.10.0a0'
     lzo: '>=2.10,<3.0a0'
-    openssl: '>=3.2.0,<4.0a0'
+    openssl: '>=3.3.0,<4.0a0'
     xz: '>=5.2.6,<6.0a0'
-    zstd: '>=1.5.5,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libarchive-3.7.2-h2aa1ff5_1.conda
+    zstd: '>=1.5.6,<1.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libarchive-3.7.4-hfca40fe_0.conda
   hash:
-    md5: 3bf887827d1968275978361a6e405e4f
-    sha256: 340ed0bb02fe26a2b2e29cedf6559e2999b820f434e745c108e788d629ae4b17
+    md5: 32ddb97f897740641d8d46a829ce1704
+    sha256: c30970e5e6515c662d00bb74e7c1b09ebe0c8c92c772b952a41a5725e2dcc936
   category: main
   optional: false
 - name: libarrow
@@ -4902,7 +4933,7 @@ package:
   category: main
   optional: false
 - name: libcurl
-  version: 8.7.1
+  version: 8.8.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -4911,12 +4942,12 @@ package:
     libnghttp2: '>=1.58.0,<2.0a0'
     libssh2: '>=1.11.0,<2.0a0'
     libzlib: '>=1.2.13,<1.3.0a0'
-    openssl: '>=3.2.1,<4.0a0'
-    zstd: '>=1.5.5,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.7.1-hca28451_0.conda
+    openssl: '>=3.3.0,<4.0a0'
+    zstd: '>=1.5.6,<1.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.8.0-hca28451_0.conda
   hash:
-    md5: 755c7f876815003337d2c61ff5d047e5
-    sha256: 82a75e9a5d9ee5b2f487d850ec5d4edc18a56eb9527608a95a916c40baae3843
+    md5: f21c27f076a07907e70c49bb57bd0f20
+    sha256: 45aec0ffc6fe3fd4c0083b815aa102b8103380acc2b6714fb272d921acc68ab2
   category: main
   optional: false
 - name: libdeflate
@@ -7156,10 +7187,10 @@ package:
   dependencies:
     ca-certificates: ''
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_2.conda
   hash:
-    md5: ba01a2fef8a67913acc4ab8da101dd27
-    sha256: addce4c7b00d8b8be6e46a3ba783e1ce56d470aa6399ad91a7703bb844a6be9c
+    md5: b8934d399b56d73e323403e183d009c5
+    sha256: e56d9121f553f16ef21d2664c569cd50336291fa1458be5e5c654553a43737e7
   category: main
   optional: false
 - name: orc
@@ -7386,11 +7417,11 @@ package:
     tqdm: ''
     trajan: ''
     xarray: '>=0.10.8'
-    zarr: '>=2.11.0,<2.18.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.2-pyh779afd3_1.conda
+    zarr: '>=2.11.0,!=2.18.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.2-pyh779afd3_2.conda
   hash:
-    md5: ca1687cdc1e4c4f55eb86c3672ceeff6
-    sha256: 2d23f21c0b3b09aa2f246c656e8b7e4dd25e8a6ff2b7ae657d5beeeb8d5ccebb
+    md5: 629659b8b7c172c4c4ebbf4d1164b0ea
+    sha256: 0993fbdaf7b3dd395495287d398a8350e6449598df584bdc2a40e6968bf09dbf
   category: main
   optional: false
 - name: parso
@@ -8598,17 +8629,17 @@ package:
   category: main
   optional: false
 - name: pytools
-  version: 2024.1.2
+  version: 2024.1.3
   manager: conda
   platform: linux-64
   dependencies:
     platformdirs: '>=2.2.0'
     python: '>=3.8'
     typing_extensions: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/pytools-2024.1.2-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/pytools-2024.1.3-pyhd8ed1ab_0.conda
   hash:
-    md5: 702f87506300dbe425a586952d203ed0
-    sha256: 7a08aedc0cc01f88ac29e8694b5054e29f16ab7eae4be504a57e044e4734e830
+    md5: c3a2b7b443dbc6d9fd99d50b1c1f07a4
+    sha256: 05e14704d4c2828d67c86ef731b15ddbed39ad95d4531737a0e05015a545cd65
   category: main
   optional: false
 - name: pytz
@@ -8804,7 +8835,7 @@ package:
   category: main
   optional: false
 - name: requests
-  version: 2.32.1
+  version: 2.32.2
   manager: conda
   platform: linux-64
   dependencies:
@@ -8813,10 +8844,10 @@ package:
     idna: '>=2.5,<4'
     python: '>=3.7'
     urllib3: '>=1.21.1,<3'
-  url: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 20ce56db6c7aae9e6654b358ecbfc470
-    sha256: 6c64bb15baf632e99c39099cd7ba9201b258a6323b8b47c8a902d0932813ff65
+    md5: e1643b34b19df8c028a4f00bf5df58a6
+    sha256: 115b796fddc846bee6f47e3c57d04d12fa93a47a7a8ef639cefdc05203c1bf00
   category: main
   optional: false
 - name: requests-oauthlib
@@ -9105,7 +9136,7 @@ package:
   category: main
   optional: false
 - name: scikit-learn
-  version: 1.4.2
+  version: 1.5.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -9117,11 +9148,11 @@ package:
     python: '>=3.11,<3.12.0a0'
     python_abi: 3.11.*
     scipy: ''
-    threadpoolctl: '>=2.0.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.4.2-py311he08f58d_1.conda
+    threadpoolctl: '>=3.1.0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.0-py311he08f58d_0.conda
   hash:
-    md5: fd4a80e35c05513590b33c83fc81dcc7
-    sha256: b818f7df6ae949012a38b41b6577ac2319569971b1a063c0386447ec2c6c09ed
+    md5: 733e6764138e9c6acd950f8d6e7ee5a8
+    sha256: ccf42f937ff2a4d40909c97085834bd7aa02db063855c1a1e09b3a1ad570ebbc
   category: main
   optional: false
 - name: scipy
@@ -9188,15 +9219,15 @@ package:
   category: main
   optional: false
 - name: setuptools
-  version: 69.5.1
+  version: 70.0.0
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 7462280d81f639363e6e63c81276bd9e
-    sha256: 72d143408507043628b32bed089730b6d5f5445eccc44b59911ec9f262e365e7
+    md5: c8ddb4f34a208df4dd42509a0f6a1c89
+    sha256: daa4638d288cfdf3b0ecea395d8efa25cafc4ebf4026464a36c797c84541d2be
   category: main
   optional: false
 - name: shapely
@@ -9340,7 +9371,7 @@ package:
   category: main
   optional: false
 - name: sparse
-  version: 0.15.2
+  version: 0.15.3
   manager: conda
   platform: linux-64
   dependencies:
@@ -9348,10 +9379,10 @@ package:
     numpy: '>=1.17'
     python: '>=3.8'
     scipy: '>=0.19'
-  url: https://conda.anaconda.org/conda-forge/noarch/sparse-0.15.2-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/sparse-0.15.3-pyhd8ed1ab_0.conda
   hash:
-    md5: 76d59fb1768f242150cd3f28fc8b9f7b
-    sha256: 2290c08da28af764648fae21b491322a7e34eee0188d25bd51eb7c6c874a52b4
+    md5: 40b0f30dbf79f6b767ab009e38630aa0
+    sha256: 6d21008b6dc9668693995e625dc4f451f6a6dab37cf0e8e9b145d659ddae0a7b
   category: main
   optional: false
 - name: sqlalchemy
@@ -10733,19 +10764,19 @@ package:
   category: main
   optional: false
 - name: zarr
-  version: 2.17.2
+  version: 2.18.1
   manager: conda
   platform: linux-64
   dependencies:
     asciitree: ''
     fasteners: ''
     numcodecs: '>=0.10.0'
-    numpy: '>=1.23,<2.0a0'
+    numpy: '>=1.23'
     python: '>=3.9'
-  url: https://conda.anaconda.org/conda-forge/noarch/zarr-2.17.2-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/zarr-2.18.1-pyhd8ed1ab_0.conda
   hash:
-    md5: 48b23fc2b41fba30a5486deefbfd6220
-    sha256: 1001450ec552e805dd8559083e0dc14ccb04e2ce1fe361cc999db5ef5ad46cb7
+    md5: 0f0db4b713b96c1a78cb92f7ead0a6a5
+    sha256: 695d68cb93d795cdbdf518808606f219f7af102e3ef3cf0c4ecf0e35c000d293
   category: main
   optional: false
 - name: zeromq
diff --git a/pangeo-notebook/environment.yml b/pangeo-notebook/environment.yml
index 889599ad..43062e64 100644
--- a/pangeo-notebook/environment.yml
+++ b/pangeo-notebook/environment.yml
@@ -47,6 +47,7 @@ dependencies:
  - ipdb
  - ipykernel
  - ipyleaflet
+ - ipympl
  - ipytree
  - ipywidgets
  - jupyterlab_code_formatter
diff --git a/pangeo-notebook/packages.txt b/pangeo-notebook/packages.txt
index b2ebd592..a6286a87 100644
--- a/pangeo-notebook/packages.txt
+++ b/pangeo-notebook/packages.txt
@@ -11,7 +11,7 @@ aiohttp==3.9.5
 aioitertools==0.11.0
 aiosignal==1.3.1
 alembic==1.13.1
-annotated-types==0.6.0
+annotated-types==0.7.0
 anyio==4.3.0
 aom==3.8.2
 appdirs==1.4.4
@@ -41,7 +41,7 @@ aws-c-sdkutils==0.1.13
 aws-checksums==0.1.17
 aws-crt-cpp==0.25.0
 aws-sdk-cpp==1.11.210
-awscli==2.15.54
+awscli==2.15.56
 awscrt==0.19.19
 azure-core==1.30.1
 azure-core-cpp==1.10.3
@@ -243,8 +243,10 @@ intake-xarray==0.7.0
 ipdb==0.13.13
 ipykernel==6.29.3
 ipyleaflet==0.19.1
+ipympl==0.9.4
 ipyspin==1.0.1
 ipython==8.17.2
+ipython_genutils==0.2.0
 ipytree==0.2.2
 ipyurl==0.1.2
 ipywidgets==8.1.2
@@ -299,7 +301,7 @@ ld_impl_linux-64==2.40
 lerc==4.0.0
 libabseil==20230802.1
 libaec==1.1.3
-libarchive==3.7.2
+libarchive==3.7.4
 libarrow==14.0.2
 libarrow-acero==14.0.2
 libarrow-dataset==14.0.2
@@ -318,7 +320,7 @@ libbrotlidec==1.1.0
 libbrotlienc==1.1.0
 libcblas==3.9.0
 libcrc32c==1.1.2
-libcurl==8.7.1
+libcurl==8.8.0
 libdeflate==1.19
 libdrm==2.4.120
 libedit==3.1.20191231
@@ -563,7 +565,7 @@ python-multipart==0.0.9
 python-tzdata==2024.1
 python-xxhash==3.4.1
 python_abi==3.11
-pytools==2024.1.2
+pytools==2024.1.3
 pytz==2024.1
 pyu2f==0.1.5
 pyviz_comms==3.0.2
@@ -577,7 +579,7 @@ re2==2023.09.01
 readline==8.2
 rechunker==0.5.2
 referencing==0.35.1
-requests==2.32.1
+requests==2.32.2
 requests-oauthlib==2.0.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
@@ -596,12 +598,12 @@ s3fs==2024.5.0
 s3transfer==0.10.1
 satpy==0.48.0
 scikit-image==0.22.0
-scikit-learn==1.4.2
+scikit-learn==1.5.0
 scipy==1.13.0
 seaborn==0.13.2
 seaborn-base==0.13.2
 send2trash==1.8.3
-setuptools==69.5.1
+setuptools==70.0.0
 shapely==2.0.4
 shellingham==1.5.4
 simpervisor==1.0.0
@@ -613,7 +615,7 @@ sniffio==1.3.1
 snuggs==1.4.7
 sortedcontainers==2.4.0
 soupsieve==2.5
-sparse==0.15.2
+sparse==0.15.3
 sqlalchemy==2.0.30
 sqlite==3.45.3
 stack_data==0.6.2
@@ -709,7 +711,7 @@ xz==5.2.6
 yamale==5.0.0
 yaml==0.2.5
 yarl==1.9.4
-zarr==2.17.2
+zarr==2.18.1
 zeromq==4.3.5
 zfp==1.0.1
 zict==3.0.0
diff --git a/pytorch-notebook/conda-linux-64.lock b/pytorch-notebook/conda-linux-64.lock
index 22f3c934..0af9259e 100644
--- a/pytorch-notebook/conda-linux-64.lock
+++ b/pytorch-notebook/conda-linux-64.lock
@@ -1,11 +1,11 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 2433f6d4ab4be92377fbe1324026abe81a4ce18e1a6a8082445e02a1ab49b049
+# input_hash: 705bd98e90374b9d99d549c9a12f1d0018929e88c3ca488d584f32e69c991f7a
 @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
 https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.2.2-hbcca054_0.conda#2f4327a1cbe7f022401b236e915a5fef
-https://conda.anaconda.org/conda-forge/noarch/cuda-version-12.4-h3060b56_3.conda#c9a3fe8b957176e1a8452c6f3431b0d8
+https://conda.anaconda.org/conda-forge/noarch/cuda-version-12.5-hd4f0392_3.conda#6ae1a563a4aa61e55e8ae8260f0d021b
 https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2#0c96522c6bdaed4b1566d11387caaf45
 https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2#34893075a5c9e55cdafac56607368fc6
 https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2#4d59c254e01d9cde7957100457e2d5fb
@@ -21,7 +21,7 @@ https://conda.anaconda.org/conda-forge/linux-64/mpi-1.0-mpich.tar.bz2#c1fcff3417
 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/noarch/tzdata-2024a-h0c530f3_0.conda#161081fc7cec0bfda0d86d7cb595f8d8
-https://conda.anaconda.org/conda-forge/noarch/cuda-cudart_linux-64-12.4.127-h85509e4_2.conda#329163110a96514802e9e64d971edf43
+https://conda.anaconda.org/conda-forge/noarch/cuda-cudart_linux-64-12.5.39-h85509e4_0.conda#32bc114164d5ca4ad38f775316506d0b
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2#f766549260d6815b0c52253f1fb1bb29
 https://conda.anaconda.org/conda-forge/linux-64/libgomp-13.2.0-h77fa898_7.conda#abf3fec87c2563697defa759dec3d639
 https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-64-2.12-he073ed8_17.conda#595db67e32b276298ff3d94d07d47fbf
@@ -32,13 +32,13 @@ https://conda.anaconda.org/conda-forge/linux-64/binutils_linux-64-2.40-hdade7a5_
 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_7.conda#72ec1b1b04c4d15d4204ece1ecea5978
 https://conda.anaconda.org/conda-forge/linux-64/aom-3.9.0-hac33072_0.conda#93a3bf248e5bc729807db198a9c89f07
-https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.9.17-h4ab18f5_0.conda#97d60c6b52391872febd35fab0a30159
+https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.9.18-h4ab18f5_0.conda#b7a382466e8f8fa0faecb717d2388ecc
 https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hd590300_5.conda#69b8b6202a07720f448be700e300ccf4
 https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.28.1-hd590300_0.conda#dcde58ff9a1f30b0037a2315d1846d1f
 https://conda.anaconda.org/conda-forge/linux-64/charls-2.4.2-h59595ed_0.conda#4336bd67920dd504cd8c6761d6a99645
-https://conda.anaconda.org/conda-forge/linux-64/cuda-cudart-12.4.127-he02047a_2.conda#a748faa52331983fc3adcc3b116fe0e4
-https://conda.anaconda.org/conda-forge/linux-64/cuda-nvrtc-12.4.127-he02047a_2.conda#80baf6262f4a1a0dde42d85aaa393402
-https://conda.anaconda.org/conda-forge/linux-64/cuda-nvtx-12.4.127-he02047a_2.conda#656a004b6e44f50ce71c65cab0d429b4
+https://conda.anaconda.org/conda-forge/linux-64/cuda-cudart-12.5.39-he02047a_0.conda#c60967d2a1a54ea3ca3660cf6249de36
+https://conda.anaconda.org/conda-forge/linux-64/cuda-nvrtc-12.5.40-he02047a_0.conda#fd873f7d082eb09b64f2845c5bf5b873
+https://conda.anaconda.org/conda-forge/linux-64/cuda-nvtx-12.5.39-he02047a_0.conda#83e70531447952503b0f9681ce3a42ca
 https://conda.anaconda.org/conda-forge/linux-64/dav1d-1.2.1-hd590300_0.conda#418c6ca5929a611cbd69204907a83995
 https://conda.anaconda.org/conda-forge/linux-64/fmt-10.2.1-h00ab1b0_0.conda#35ef8bc24bd34074ebae3c943d551728
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@@ -59,8 +59,8 @@ https://conda.anaconda.org/conda-forge/linux-64/libaec-1.1.3-h59595ed_0.conda#5e
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+https://conda.anaconda.org/conda-forge/linux-64/libarrow-substrait-16.1.0-h7e0c224_5_cpu.conda#0deb3b8232b09f3f08aa6f1aa1ac4f83
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 https://conda.anaconda.org/conda-forge/noarch/odc-stac-0.3.9-pyhd8ed1ab_0.conda#8844c795ac155e61d60f6d8103fb4a77
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 https://conda.anaconda.org/conda-forge/noarch/rio-cogeo-4.0.1-pyhd8ed1ab_0.conda#f2c38dcd73fb3051ce24d7b764a8b94f
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 https://conda.anaconda.org/conda-forge/noarch/pop-tools-2023.6.0-pyhd8ed1ab_0.conda#71086096ddb1c50ea9dc1523fda894ac
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diff --git a/pytorch-notebook/conda-lock.yml b/pytorch-notebook/conda-lock.yml
index 9d5c66d0..7177ec7a 100644
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 - name: libdeflate
@@ -5869,18 +5900,18 @@ package:
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   optional: false
 - name: libnvjitlink
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+  version: 12.5.40
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   dependencies:
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-    cuda-version: '>=12.4,<12.5.0a0'
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     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libnvjitlink-12.4.127-he02047a_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libnvjitlink-12.5.40-he02047a_0.conda
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   category: main
   optional: false
 - name: libopenblas
@@ -6129,10 +6160,10 @@ package:
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     openssl: '>=3.3.0,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libparquet-16.1.0-h6a7eafb_3_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libparquet-16.1.0-h6a7eafb_5_cpu.conda
   hash:
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   category: main
   optional: false
 - name: libpciaccess
@@ -6314,17 +6345,17 @@ package:
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     libgcc-ng: '>=12'
     librttopo: '>=1.1.0,<1.2.0a0'
-    libsqlite: '>=3.45.2,<4.0a0'
+    libsqlite: '>=3.45.3,<4.0a0'
     libstdcxx-ng: '>=12'
-    libxml2: '>=2.12.6,<3.0a0'
+    libxml2: '>=2.12.7,<3.0a0'
     libzlib: '>=1.2.13,<1.3.0a0'
     proj: '>=9.4.0,<9.4.1.0a0'
     sqlite: ''
     zlib: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/libspatialite-5.1.0-h6f065fc_5.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libspatialite-5.1.0-h5539517_6.conda
   hash:
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   category: main
   optional: false
 - name: libsqlite
@@ -6706,7 +6737,7 @@ package:
   category: main
   optional: false
 - name: lightning
-  version: 2.2.4
+  version: 2.2.5
   manager: conda
   platform: linux-64
   dependencies:
@@ -6721,10 +6752,10 @@ package:
     torchmetrics: <3.0,>=0.7.0
     tqdm: <6.0,>=4.57.0
     typing-extensions: <6.0,>=4.4.0
-  url: https://conda.anaconda.org/conda-forge/noarch/lightning-2.2.4-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/lightning-2.2.5-pyhd8ed1ab_0.conda
   hash:
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   category: main
   optional: false
 - name: lightning-utilities
@@ -7868,14 +7899,14 @@ package:
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     ca-certificates: ''
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_2.conda
   hash:
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   category: main
   optional: false
 - name: orc
-  version: 2.0.0
+  version: 2.0.1
   manager: conda
   platform: linux-64
   dependencies:
@@ -7885,11 +7916,11 @@ package:
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     lz4-c: '>=1.9.3,<1.10.0a0'
     snappy: '>=1.2.0,<1.3.0a0'
-    zstd: '>=1.5.5,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/orc-2.0.0-h17fec99_1.conda
+    zstd: '>=1.5.6,<1.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/orc-2.0.1-h17fec99_0.conda
   hash:
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   category: main
   optional: false
 - name: orjson
@@ -8115,11 +8146,11 @@ package:
     tqdm: ''
     trajan: ''
     xarray: '>=0.10.8'
-    zarr: '>=2.11.0,<2.18.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.2-pyh779afd3_1.conda
+    zarr: '>=2.11.0,!=2.18.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/parcels-3.0.2-pyh779afd3_2.conda
   hash:
-    md5: ca1687cdc1e4c4f55eb86c3672ceeff6
-    sha256: 2d23f21c0b3b09aa2f246c656e8b7e4dd25e8a6ff2b7ae657d5beeeb8d5ccebb
+    md5: 629659b8b7c172c4c4ebbf4d1164b0ea
+    sha256: 0993fbdaf7b3dd395495287d398a8350e6449598df584bdc2a40e6968bf09dbf
   category: main
   optional: false
 - name: parso
@@ -8646,10 +8677,10 @@ package:
     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-py311h781c19f_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-16.1.0-py311h781c19f_1.conda
   hash:
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-    sha256: 9783572d9a71f04a32f9c53e9dec5c7f38721efdd68e8263f05b4c65f890c7a7
+    md5: 533878c8d2d380c75356cdcabc89f89b
+    sha256: 77cd52f1e527d2233ba56c01bc4da0c6578761a37d1236d844f9056db3dc54e3
   category: main
   optional: false
 - name: pyarrow-core
@@ -8664,10 +8695,11 @@ package:
     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/pyarrow-core-16.1.0-py311h8e2c35d_0_cpu.conda
+    tzdata: ''
+  url: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-core-16.1.0-py311h8e2c35d_1_cpu.conda
   hash:
-    md5: c50b8f4436f4fc7b599122d14225322b
-    sha256: cb4db7a0295c46f422e59cdda9dfd4a27e8b8e389ba75b595d136cb9d3a296bb
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+    sha256: f649a2843f7d7f15b00237fc9bc7fda8f1e1a7543d936122f57a42bde4803274
   category: main
   optional: false
 - name: pyarrow-hotfix
@@ -9343,17 +9375,17 @@ package:
   category: main
   optional: false
 - name: pytools
-  version: 2024.1.2
+  version: 2024.1.3
   manager: conda
   platform: linux-64
   dependencies:
     platformdirs: '>=2.2.0'
     python: '>=3.8'
     typing_extensions: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/pytools-2024.1.2-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/pytools-2024.1.3-pyhd8ed1ab_0.conda
   hash:
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-    sha256: 7a08aedc0cc01f88ac29e8694b5054e29f16ab7eae4be504a57e044e4734e830
+    md5: c3a2b7b443dbc6d9fd99d50b1c1f07a4
+    sha256: 05e14704d4c2828d67c86ef731b15ddbed39ad95d4531737a0e05015a545cd65
   category: main
   optional: false
 - name: pytorch
@@ -9528,10 +9560,10 @@ package:
     python_abi: 3.11.*
     setuptools: '>=0.9.8'
     snuggs: '>=1.4.1'
-  url: https://conda.anaconda.org/conda-forge/linux-64/rasterio-1.3.10-py311h375a7ea_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/rasterio-1.3.10-py311h0535db5_1.conda
   hash:
-    md5: edc4a14a8bef2be9fbe6906ce75c0939
-    sha256: 61b85e10d9431d684e03e73f6fd86386e7aa37fd2820b2242151b7c6faaee8d7
+    md5: 6c91f2b0148aaed5e94b238cb48650b3
+    sha256: f3ebd0ceea972c1f669451947588282ba50ded273df91f6becd39063b4582bfc
   category: main
   optional: false
 - name: rav1e
@@ -9601,7 +9633,7 @@ package:
   category: main
   optional: false
 - name: requests
-  version: 2.32.1
+  version: 2.32.2
   manager: conda
   platform: linux-64
   dependencies:
@@ -9610,10 +9642,10 @@ package:
     idna: '>=2.5,<4'
     python: '>=3.7'
     urllib3: '>=1.21.1,<3'
-  url: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 20ce56db6c7aae9e6654b358ecbfc470
-    sha256: 6c64bb15baf632e99c39099cd7ba9201b258a6323b8b47c8a902d0932813ff65
+    md5: e1643b34b19df8c028a4f00bf5df58a6
+    sha256: 115b796fddc846bee6f47e3c57d04d12fa93a47a7a8ef639cefdc05203c1bf00
   category: main
   optional: false
 - name: requests-oauthlib
@@ -9807,16 +9839,16 @@ package:
   category: main
   optional: false
 - name: s2n
-  version: 1.4.13
+  version: 1.4.14
   manager: conda
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
     openssl: '>=3.3.0,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.4.13-he19d79f_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.4.14-he19d79f_0.conda
   hash:
-    md5: 51db7e9c0cd527aea7691e7405df33bf
-    sha256: a51daaf7d6affe149452b08a5cbc0568a0984306c558728050c56c48f8f11615
+    md5: e54e01ff67380eb6572fe2722e878cba
+    sha256: 243bb864f8d08347296599cae32e77067ccbdb81ab0fc12f00aafe69fce0b29b
   category: main
   optional: false
 - name: s3fs
@@ -9915,7 +9947,7 @@ package:
   category: main
   optional: false
 - name: scikit-learn
-  version: 1.4.2
+  version: 1.5.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -9927,11 +9959,11 @@ package:
     python: '>=3.11,<3.12.0a0'
     python_abi: 3.11.*
     scipy: ''
-    threadpoolctl: '>=2.0.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.4.2-py311he08f58d_1.conda
+    threadpoolctl: '>=3.1.0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.0-py311he08f58d_0.conda
   hash:
-    md5: fd4a80e35c05513590b33c83fc81dcc7
-    sha256: b818f7df6ae949012a38b41b6577ac2319569971b1a063c0386447ec2c6c09ed
+    md5: 733e6764138e9c6acd950f8d6e7ee5a8
+    sha256: ccf42f937ff2a4d40909c97085834bd7aa02db063855c1a1e09b3a1ad570ebbc
   category: main
   optional: false
 - name: scipy
@@ -10016,15 +10048,15 @@ package:
   category: main
   optional: false
 - name: setuptools
-  version: 69.5.1
+  version: 70.0.0
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 7462280d81f639363e6e63c81276bd9e
-    sha256: 72d143408507043628b32bed089730b6d5f5445eccc44b59911ec9f262e365e7
+    md5: c8ddb4f34a208df4dd42509a0f6a1c89
+    sha256: daa4638d288cfdf3b0ecea395d8efa25cafc4ebf4026464a36c797c84541d2be
   category: main
   optional: false
 - name: shapely
@@ -10181,7 +10213,7 @@ package:
   category: main
   optional: false
 - name: sparse
-  version: 0.15.2
+  version: 0.15.3
   manager: conda
   platform: linux-64
   dependencies:
@@ -10189,10 +10221,10 @@ package:
     numpy: '>=1.17'
     python: '>=3.8'
     scipy: '>=0.19'
-  url: https://conda.anaconda.org/conda-forge/noarch/sparse-0.15.2-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/sparse-0.15.3-pyhd8ed1ab_0.conda
   hash:
-    md5: 76d59fb1768f242150cd3f28fc8b9f7b
-    sha256: 2290c08da28af764648fae21b491322a7e34eee0188d25bd51eb7c6c874a52b4
+    md5: 40b0f30dbf79f6b767ab009e38630aa0
+    sha256: 6d21008b6dc9668693995e625dc4f451f6a6dab37cf0e8e9b145d659ddae0a7b
   category: main
   optional: false
 - name: spdlog
@@ -11726,19 +11758,19 @@ package:
   category: main
   optional: false
 - name: zarr
-  version: 2.17.2
+  version: 2.18.1
   manager: conda
   platform: linux-64
   dependencies:
     asciitree: ''
     fasteners: ''
     numcodecs: '>=0.10.0'
-    numpy: '>=1.23,<2.0a0'
+    numpy: '>=1.23'
     python: '>=3.9'
-  url: https://conda.anaconda.org/conda-forge/noarch/zarr-2.17.2-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/zarr-2.18.1-pyhd8ed1ab_0.conda
   hash:
-    md5: 48b23fc2b41fba30a5486deefbfd6220
-    sha256: 1001450ec552e805dd8559083e0dc14ccb04e2ce1fe361cc999db5ef5ad46cb7
+    md5: 0f0db4b713b96c1a78cb92f7ead0a6a5
+    sha256: 695d68cb93d795cdbdf518808606f219f7af102e3ef3cf0c4ecf0e35c000d293
   category: main
   optional: false
 - name: zeromq
diff --git a/pytorch-notebook/packages.txt b/pytorch-notebook/packages.txt
index 1038292c..039613c3 100644
--- a/pytorch-notebook/packages.txt
+++ b/pytorch-notebook/packages.txt
@@ -30,15 +30,15 @@ async_generator==1.10
 atk-1.0==2.38.0
 attrs==23.2.0
 av==12.0.0
-aws-c-auth==0.7.20
-aws-c-cal==0.6.12
-aws-c-common==0.9.17
+aws-c-auth==0.7.22
+aws-c-cal==0.6.14
+aws-c-common==0.9.18
 aws-c-compression==0.2.18
 aws-c-event-stream==0.4.2
 aws-c-http==0.8.1
 aws-c-io==0.14.8
 aws-c-mqtt==0.10.4
-aws-c-s3==0.5.8
+aws-c-s3==0.5.9
 aws-c-sdkutils==0.1.16
 aws-checksums==0.1.18
 aws-crt-cpp==0.26.8
@@ -109,11 +109,11 @@ comm==0.2.2
 configobj==5.0.8
 contourpy==1.2.1
 cryptography==42.0.7
-cuda-cudart==12.4.127
-cuda-cudart_linux-64==12.4.127
-cuda-nvrtc==12.4.127
-cuda-nvtx==12.4.127
-cuda-version==12.4
+cuda-cudart==12.5.39
+cuda-cudart_linux-64==12.5.39
+cuda-nvrtc==12.5.40
+cuda-nvtx==12.5.39
+cuda-version==12.5
 cudnn==8.9.7.29
 cycler==0.12.1
 cython==3.0.10
@@ -260,8 +260,10 @@ intake-xarray==0.7.0
 ipdb==0.13.13
 ipykernel==6.29.3
 ipyleaflet==0.19.1
+ipympl==0.9.4
 ipyspin==1.0.1
 ipython==8.24.0
+ipython_genutils==0.2.0
 ipytree==0.2.2
 ipyurl==0.1.2
 ipywidgets==8.1.2
@@ -321,7 +323,7 @@ ld_impl_linux-64==2.40
 lerc==4.0.0
 libabseil==20240116.2
 libaec==1.1.3
-libarchive==3.7.2
+libarchive==3.7.4
 libarrow==16.1.0
 libarrow-acero==16.1.0
 libarrow-dataset==16.1.0
@@ -337,12 +339,12 @@ libbrotlidec==1.1.0
 libbrotlienc==1.1.0
 libcblas==3.9.0
 libcrc32c==1.1.2
-libcublas==12.4.5.8
-libcufft==11.2.1.3
-libcurand==10.3.5.147
-libcurl==8.7.1
-libcusolver==11.6.1.9
-libcusparse==12.3.1.170
+libcublas==12.5.2.13
+libcufft==11.2.3.18
+libcurand==10.3.6.39
+libcurl==8.8.0
+libcusolver==11.6.2.40
+libcusparse==12.4.1.24
 libdeflate==1.20
 libdrm==2.4.120
 libedit==3.1.20191231
@@ -381,7 +383,7 @@ libmagma_sparse==2.7.2
 libnetcdf==4.9.2
 libnghttp2==1.58.0
 libnsl==2.0.1
-libnvjitlink==12.4.127
+libnvjitlink==12.5.40
 libopenblas==0.3.27
 libopenvino==2024.1.0
 libopenvino-auto-batch-plugin==2024.1.0
@@ -436,7 +438,7 @@ libzlib==1.2.13
 libzopfli==1.0.3
 lightly==1.5.4
 lightly-utils==0.0.2
-lightning==2.2.4
+lightning==2.2.5
 lightning-utilities==0.11.2
 line_profiler==4.1.1
 linear_operator==0.5.2
@@ -513,7 +515,7 @@ omegaconf==2.3.0
 openh264==2.4.1
 openjpeg==2.5.2
 openssl==3.3.0
-orc==2.0.0
+orc==2.0.1
 orjson==3.10.3
 overrides==7.7.0
 p11-kit==0.24.1
@@ -610,7 +612,7 @@ python-multipart==0.0.9
 python-tzdata==2024.1
 python-xxhash==3.4.1
 python_abi==3.11
-pytools==2024.1.2
+pytools==2024.1.3
 pytorch==2.3.0
 pytorch-lightning==2.2.2
 pytz==2024.1
@@ -625,7 +627,7 @@ re2==2023.09.01
 readline==8.2
 rechunker==0.5.2
 referencing==0.35.1
-requests==2.32.1
+requests==2.32.2
 requests-oauthlib==2.0.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
@@ -639,19 +641,19 @@ rtree==1.2.0
 ruamel.yaml==0.18.6
 ruamel.yaml.clib==0.2.8
 ruff==0.4.4
-s2n==1.4.13
+s2n==1.4.14
 s3fs==2024.5.0
 s3transfer==0.10.1
 safetensors==0.4.3
 satpy==0.48.0
 scikit-image==0.22.0
-scikit-learn==1.4.2
+scikit-learn==1.5.0
 scipy==1.13.0
 seaborn==0.13.2
 seaborn-base==0.13.2
 segmentation-models-pytorch==0.3.3
 send2trash==1.8.3
-setuptools==69.5.1
+setuptools==70.0.0
 shapely==2.0.4
 shellingham==1.5.4
 simpervisor==1.0.0
@@ -664,7 +666,7 @@ sniffio==1.3.1
 snuggs==1.4.7
 sortedcontainers==2.4.0
 soupsieve==2.5
-sparse==0.15.2
+sparse==0.15.3
 spdlog==1.13.0
 sqlalchemy==2.0.30
 sqlite==3.45.3
@@ -768,7 +770,7 @@ xz==5.2.6
 yamale==5.0.0
 yaml==0.2.5
 yarl==1.9.4
-zarr==2.17.2
+zarr==2.18.1
 zeromq==4.3.5
 zfp==1.0.1
 zict==3.0.0