diff --git a/base-notebook/conda-linux-64.lock b/base-notebook/conda-linux-64.lock
index f752889c..4cbe2862 100644
--- a/base-notebook/conda-linux-64.lock
+++ b/base-notebook/conda-linux-64.lock
@@ -6,7 +6,7 @@ https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2020.12.5-ha8785
 https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.35.1-hea4e1c9_2.tar.bz2#83610dba766a186bdc7a116053b782a4
 https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-9.3.0-hff62375_18.tar.bz2#86a1cade1bc2b99a6419ba980f730bff
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-9.3.0-h6de172a_18.tar.bz2#2f03cd1e5c966d4af5822c7ae089ab03
-https://conda.anaconda.org/conda-forge/linux-64/pandoc-2.11.4-h7f98852_0.tar.bz2#1c827fa4db40e5e92c2619ba8fe30500
+https://conda.anaconda.org/conda-forge/linux-64/pandoc-2.12-h7f98852_0.tar.bz2#21d4ae04f0c60b1e1150ded8ac24b4c2
 https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-9.3.0-hff62375_18.tar.bz2#db417845fae12a62b6720f09f51ab6a7
 https://conda.anaconda.org/conda-forge/linux-64/libgomp-9.3.0-h2828fa1_18.tar.bz2#fc7a2a7e6a741c8afdd764715ac7039d
 https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-1_gnu.tar.bz2#561e277319a41d4f24f5c05a9ef63c04
@@ -17,7 +17,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libev-4.33-h516909a_1.tar.bz2#6f
 https://conda.anaconda.org/conda-forge/linux-64/libffi-3.3-h58526e2_2.tar.bz2#665369991d8dd290ac5ee92fce3e6bf5
 https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.12-pthreads_h4812303_1.tar.bz2#2c7126a584f05e7bc8885d64dad3d21a
 https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.18-h36c2ea0_1.tar.bz2#c3788462a6fbddafdb413a9f9053e58d
-https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.2.0-h7f98852_0.tar.bz2#747d8f09e5340bc40480eb765903ec97
+https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.2.0-h7f98852_2.tar.bz2#fb63a035a3b552c88a30d84b89ebf4c4
 https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.9.3-h9c3ff4c_0.tar.bz2#4eb64ee0d5cd43096ffcf843c76b05d4
 https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.2-h58526e2_4.tar.bz2#509f2a21c4a09214cd737a480dfd80c9
 https://conda.anaconda.org/conda-forge/linux-64/openssl-1.1.1j-h7f98852_0.tar.bz2#f91545bee2ac8cf86f1dc53e55a7bb2b
@@ -28,7 +28,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-8_openblas.tar.bz2
 https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20191231-he28a2e2_2.tar.bz2#4d331e44109e3f0e19b4cb8f9b82f3e1
 https://conda.anaconda.org/conda-forge/linux-64/libnghttp2-1.43.0-h812cca2_0.tar.bz2#1867d1e9658596b3fac8847a7702eef4
 https://conda.anaconda.org/conda-forge/linux-64/libpng-1.6.37-h21135ba_2.tar.bz2#b6acf807307d033d4b7e758b4f44b036
-https://conda.anaconda.org/conda-forge/linux-64/libssh2-1.9.0-hab1572f_5.tar.bz2#18aaa1bd2238ae2b5e89591046973123
+https://conda.anaconda.org/conda-forge/linux-64/libssh2-1.9.0-ha56f1ee_6.tar.bz2#f0dfb86444df325e599dbc3f4c0a3f5b
 https://conda.anaconda.org/conda-forge/linux-64/readline-8.0-he28a2e2_2.tar.bz2#4d0ae8d473f863696088f76800ef9d38
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 https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.4-h9c3ff4c_0.tar.bz2#9105c7da67ebfb39ff08e2a8ea72bb71
@@ -52,7 +52,7 @@ https://conda.anaconda.org/conda-forge/noarch/cachetools-4.2.1-pyhd8ed1ab_0.tar.
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 https://conda.anaconda.org/conda-forge/noarch/decorator-4.4.2-py_0.tar.bz2#d2eabb9cabd212e1ec6a9463bd846243
-https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.0-pyhd8ed1ab_0.tar.bz2#5317ce29bcdb374f891ed7c0a0c42b3e
+https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2#961b3a227b437d82ad7054484cfa71b2
 https://conda.anaconda.org/conda-forge/noarch/entrypoints-0.3-pyhd8ed1ab_1003.tar.bz2#bbf9a201f6ce99a506f4955374d9a9f4
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 https://conda.anaconda.org/conda-forge/noarch/heapdict-1.0.1-py_0.tar.bz2#77242bfb1e74a627fb06319b5a2d3b95
@@ -93,7 +93,8 @@ https://conda.anaconda.org/conda-forge/linux-64/certifi-2020.12.5-py38h578d9bd_1
 https://conda.anaconda.org/conda-forge/linux-64/cffi-1.14.5-py38ha65f79e_0.tar.bz2#386057f231a571b75bfa7307c9acd5f6
 https://conda.anaconda.org/conda-forge/linux-64/chardet-4.0.0-py38h578d9bd_1.tar.bz2#9294a5e2c7545a2f67ac348aadd53344
 https://conda.anaconda.org/conda-forge/linux-64/cytoolz-0.11.0-py38h497a2fe_3.tar.bz2#45568bae22c3825f22b631101ecbad35
-https://conda.anaconda.org/conda-forge/linux-64/importlib-metadata-3.7.0-py38h578d9bd_0.tar.bz2#33cc6c1f240448afaa20931f9f125b25
+https://conda.anaconda.org/conda-forge/linux-64/greenlet-1.0.0-py38h709712a_0.tar.bz2#e44c3b2a786894f584b03b0dc5ad3b13
+https://conda.anaconda.org/conda-forge/linux-64/importlib-metadata-3.7.3-py38h578d9bd_0.tar.bz2#dc2bb1441f0ba44524a097acc8ac87e1
 https://conda.anaconda.org/conda-forge/linux-64/jedi-0.18.0-py38h578d9bd_2.tar.bz2#6911600fda608a76bcb58e562457c696
 https://conda.anaconda.org/conda-forge/linux-64/markupsafe-1.1.1-py38h497a2fe_3.tar.bz2#d51cdb48d2792a63174c0ee66a602e7e
 https://conda.anaconda.org/conda-forge/linux-64/mistune-0.8.4-py38h497a2fe_1003.tar.bz2#8faa27abe54325865c8082bd3d37b7cd
@@ -103,7 +104,7 @@ https://conda.anaconda.org/conda-forge/linux-64/numpy-1.20.1-py38h18fd61f_0.tar.
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 https://conda.anaconda.org/conda-forge/noarch/partd-1.1.0-py_0.tar.bz2#4afbf2cdf4e6ad279080d3adb5cefaae
 https://conda.anaconda.org/conda-forge/noarch/pexpect-4.8.0-pyh9f0ad1d_2.tar.bz2#5909e7b978141dd80d28dbf9de627827
-https://conda.anaconda.org/conda-forge/linux-64/pillow-8.1.1-py38ha0e1e83_0.tar.bz2#628c7c93ffea2a0e03da76d82879db05
+https://conda.anaconda.org/conda-forge/linux-64/pillow-8.1.2-py38ha0e1e83_0.tar.bz2#f676657483318a24c9bbf10324dc9407
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 https://conda.anaconda.org/conda-forge/linux-64/pycurl-7.43.0.6-py38h996a351_1.tar.bz2#5eed294e0602478a4ffffac937f64800
@@ -115,7 +116,6 @@ https://conda.anaconda.org/conda-forge/linux-64/pyzmq-22.0.3-py38h2035c66_1.tar.
 https://conda.anaconda.org/conda-forge/noarch/rsa-4.7.2-pyh44b312d_0.tar.bz2#3452ab3790dbb1df9508b3fa4ea2f806
 https://conda.anaconda.org/conda-forge/linux-64/ruamel.yaml.clib-0.2.2-py38h497a2fe_2.tar.bz2#5637db1362aff1866921cfcd558065ab
 https://conda.anaconda.org/conda-forge/linux-64/sniffio-1.2.0-py38h578d9bd_1.tar.bz2#9d2f849149c1bcce8b74ecdfcff8d4c7
-https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-1.3.23-py38h497a2fe_0.tar.bz2#b717f380297da4ac057f543b3f373a72
 https://conda.anaconda.org/conda-forge/linux-64/tornado-6.1-py38h497a2fe_1.tar.bz2#e772c8383768280af283e814e2126663
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@@ -124,26 +124,27 @@ https://conda.anaconda.org/conda-forge/noarch/zict-2.0.0-py_0.tar.bz2#4750152be2
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 https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-20.1.0-py38h497a2fe_2.tar.bz2#254bc9d931e9891ce1068eb0335700c1
 https://conda.anaconda.org/conda-forge/linux-64/brotlipy-0.7.0-py38h497a2fe_1001.tar.bz2#56753dd777a6517b34966ddcb39af734
-https://conda.anaconda.org/conda-forge/linux-64/cryptography-3.4.4-py38h3e25421_0.tar.bz2#c719a274340d82bf883b53aef15a30eb
+https://conda.anaconda.org/conda-forge/linux-64/cryptography-3.4.6-py38ha5dfef3_0.tar.bz2#e52013db6fcb39c9607e31b0efe6f58c
 https://conda.anaconda.org/conda-forge/noarch/dask-core-2021.3.0-pyhd8ed1ab_0.tar.bz2#e7a647c6320649dd7c80a1938f1a211c
 https://conda.anaconda.org/conda-forge/linux-64/jupyter_core-4.7.1-py38h578d9bd_0.tar.bz2#3a30e19c8b7b5673fe98d92979757561
 https://conda.anaconda.org/conda-forge/noarch/mako-1.1.4-pyh44b312d_0.tar.bz2#1b618b99d151e88ba0fabff9fa2b2d0b
 https://conda.anaconda.org/conda-forge/linux-64/pandas-1.2.3-py38h51da96c_0.tar.bz2#2b1bbcf38f41addc45cef8cada1cdab9
 https://conda.anaconda.org/conda-forge/linux-64/setuptools-49.6.0-py38h578d9bd_3.tar.bz2#59c561cd1be0db9cf1c83f7d7cc74f4d
-https://conda.anaconda.org/conda-forge/linux-64/terminado-0.9.2-py38h578d9bd_0.tar.bz2#b393b87288c795827bf962f9f4cb2a18
+https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-1.4.1-py38h497a2fe_0.tar.bz2#d9b4344f4977c9b4a52c00dcbe373412
+https://conda.anaconda.org/conda-forge/linux-64/terminado-0.9.3-py38h578d9bd_0.tar.bz2#158ed8b72779e1fb12fbd7b3898aa2b7
 https://conda.anaconda.org/conda-forge/linux-64/yarl-1.6.3-py38h497a2fe_1.tar.bz2#c5726a316ae938293c35bc0a9c84093c
 https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.7.4-py38h497a2fe_0.tar.bz2#e95a206e5f3dc6833e5b7870819a21e6
-https://conda.anaconda.org/conda-forge/noarch/alembic-1.5.6-pyhd8ed1ab_0.tar.bz2#97f569a58c5f3342eea9121b9cc00994
+https://conda.anaconda.org/conda-forge/noarch/alembic-1.5.7-pyhd8ed1ab_0.tar.bz2#bcf97c195b8c67fc2a9a4cf2c4658fb9
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 https://conda.anaconda.org/conda-forge/noarch/jinja2-2.11.3-pyh44b312d_0.tar.bz2#1d4c3605d85a3655b1595e0694138eb6
 https://conda.anaconda.org/conda-forge/noarch/jsonschema-3.2.0-pyhd8ed1ab_3.tar.bz2#66125e28711d8ffc04a207a2b170316d
 https://conda.anaconda.org/conda-forge/noarch/jupyter-packaging-0.7.12-pyhd8ed1ab_0.tar.bz2#ab2fd67d07b63afe5ea6db6c5f32b5fd
-https://conda.anaconda.org/conda-forge/noarch/jupyter_client-6.1.11-pyhd8ed1ab_1.tar.bz2#0fcd80df6d4e0558754c39453ffa3110
+https://conda.anaconda.org/conda-forge/noarch/jupyter_client-6.1.12-pyhd8ed1ab_0.tar.bz2#f58b38ddb9f94fa3cafea4ba2b17f93b
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-https://conda.anaconda.org/conda-forge/linux-64/pip-20.0.2-py38_1.tar.bz2#dde43f9cacebdea0f352c09ed36a8fd9
-https://conda.anaconda.org/conda-forge/noarch/pygments-2.8.0-pyhd8ed1ab_0.tar.bz2#226cd14ba0554ca2648fecd11090f473
+https://conda.anaconda.org/conda-forge/noarch/pip-20.3.4-pyhd8ed1ab_0.tar.bz2#a9f505dda2243420dc8e8681cda95be8
+https://conda.anaconda.org/conda-forge/noarch/pygments-2.8.1-pyhd8ed1ab_0.tar.bz2#196e0cff141677f430fc06eb0d0ad94d
 https://conda.anaconda.org/conda-forge/noarch/pyopenssl-20.0.1-pyhd8ed1ab_0.tar.bz2#92371c25994d0f5d28a01c1fb75ebf86
 https://conda.anaconda.org/conda-forge/linux-64/ruamel.yaml-0.16.12-py38h497a2fe_2.tar.bz2#5c7262ee3ffb52b2d957766e1548b032
 https://conda.anaconda.org/conda-forge/linux-64/bokeh-2.3.0-py38h578d9bd_0.tar.bz2#34a22638216ab89feae74536210540b7
@@ -152,12 +153,12 @@ https://conda.anaconda.org/conda-forge/noarch/google-auth-1.24.0-pyhd3deb0d_0.ta
 https://conda.anaconda.org/conda-forge/noarch/jupyter_telemetry-0.1.0-pyhd8ed1ab_1.tar.bz2#bb9ebdb6d5aa2622484aff1faceee181
 https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.1.2-pyh9f0ad1d_0.tar.bz2#2cbd910890bb328e8959246a1e16fac7
 https://conda.anaconda.org/conda-forge/noarch/nbformat-5.1.2-pyhd8ed1ab_1.tar.bz2#9633dbb668ac1f9266427672816899dc
-https://conda.anaconda.org/conda-forge/noarch/urllib3-1.26.3-pyhd8ed1ab_0.tar.bz2#25573e57774dd54cfa848e5dd44503ed
+https://conda.anaconda.org/conda-forge/noarch/urllib3-1.26.4-pyhd8ed1ab_0.tar.bz2#d7b20b328e23d993994ea02077c009c0
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 https://conda.anaconda.org/conda-forge/noarch/kubernetes_asyncio-12.0.1-pyh9f0ad1d_0.tar.bz2#e5022855c95c58c504f0c46e603339b2
 https://conda.anaconda.org/conda-forge/noarch/nbclient-0.5.3-pyhd8ed1ab_0.tar.bz2#67f12831640fde52fe9be1bbc6b699e7
-https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.16-pyha770c72_0.tar.bz2#1a7cec3da4a94cd23d3de4155bff4941
+https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.17-pyha770c72_0.tar.bz2#d3ff1dc51da26f2757c8d95c3522138e
 https://conda.anaconda.org/conda-forge/noarch/requests-2.25.1-pyhd3deb0d_0.tar.bz2#ae687aba31a1c400192a86a2e993ffdc
 https://conda.anaconda.org/conda-forge/noarch/adal-1.2.6-pyh44b312d_0.tar.bz2#df655c77a2dc5e0afa4beb0101bb261d
 https://conda.anaconda.org/conda-forge/linux-64/dask-gateway-0.9.0-py38h578d9bd_0.tar.bz2#b6a3b03e79063ad824dfafefd0dea862
@@ -178,6 +179,6 @@ https://conda.anaconda.org/conda-forge/noarch/nbgitpuller-0.9.0-py_0.tar.bz2#ce0
 https://conda.anaconda.org/conda-forge/noarch/pangeo-dask-2021.03.06-hd8ed1ab_0.tar.bz2#66ff5ad083c0dedaad4d4a25e95ad543
 https://conda.anaconda.org/conda-forge/linux-64/widgetsnbextension-3.5.1-py38h578d9bd_4.tar.bz2#beb8a105545382ba138c81c926289b5b
 https://conda.anaconda.org/conda-forge/noarch/ipywidgets-7.6.3-pyhd3deb0d_0.tar.bz2#536a9ed6d9e740f2b83d1a3c388e4388
-https://conda.anaconda.org/conda-forge/noarch/jupyterlab-3.0.9-pyhd8ed1ab_0.tar.bz2#083a50575417a6148ce09133f6d4d63d
+https://conda.anaconda.org/conda-forge/noarch/jupyterlab-3.0.11-pyhd8ed1ab_0.tar.bz2#af8e216cd0b7f5e4f9adc17b68857d41
 https://conda.anaconda.org/conda-forge/noarch/dask-labextension-5.0.1-pyhd8ed1ab_1.tar.bz2#08196a3509bb10869c2ae06b198ea477
 https://conda.anaconda.org/conda-forge/noarch/pangeo-notebook-2021.03.06-hd8ed1ab_0.tar.bz2#9f9b039950c19f4338a02857e6e4a2ae
diff --git a/base-notebook/packages.txt b/base-notebook/packages.txt
index 3ca5eec6..5c352d37 100644
--- a/base-notebook/packages.txt
+++ b/base-notebook/packages.txt
@@ -2,7 +2,7 @@ _libgcc_mutex-0.1
 _openmp_mutex-4.5
 adal-1.2.6
 aiohttp-3.7.4
-alembic-1.5.6
+alembic-1.5.7
 anyio-2.2.0
 argon2-cffi-20.1.0
 async-timeout-3.0.1
@@ -25,7 +25,7 @@ cffi-1.14.5
 chardet-4.0.0
 click-7.1.2
 cloudpickle-1.6.0
-cryptography-3.4.4
+cryptography-3.4.6
 cytoolz-0.11.0
 dask-2021.3.0
 dask-core-2021.3.0
@@ -33,15 +33,16 @@ dask-gateway-0.9.0
 dask-kubernetes-0.11.0
 dask-labextension-5.0.1
 decorator-4.4.2
-defusedxml-0.7.0
+defusedxml-0.7.1
 distributed-2021.3.0
 entrypoints-0.3
 freetype-2.10.4
 fsspec-0.8.7
 google-auth-1.24.0
+greenlet-1.0.0
 heapdict-1.0.1
 idna-2.10
-importlib-metadata-3.7.0
+importlib-metadata-3.7.3
 ipykernel-5.5.0
 ipython-7.21.0
 ipython_genutils-0.2.0
@@ -53,13 +54,13 @@ json5-0.9.5
 jsonschema-3.2.0
 jupyter-packaging-0.7.12
 jupyter-server-proxy-1.6.0
-jupyter_client-6.1.11
+jupyter_client-6.1.12
 jupyter_core-4.7.1
 jupyter_server-1.4.1
 jupyter_telemetry-0.1.0
 jupyterhub-base-1.3.0
 jupyterhub-singleuser-1.3.0
-jupyterlab-3.0.9
+jupyterlab-3.0.11
 jupyterlab_pygments-0.1.2
 jupyterlab_server-2.3.0
 jupyterlab_widgets-1.0.0
@@ -108,7 +109,7 @@ openssl-1.1.1j
 packaging-20.9
 pamela-1.0.0
 pandas-1.2.3
-pandoc-2.11.4
+pandoc-2.12
 pandocfilters-1.4.2
 pangeo-dask-2021.03.06
 pangeo-notebook-2021.03.06
@@ -116,17 +117,17 @@ parso-0.8.1
 partd-1.1.0
 pexpect-4.8.0
 pickleshare-0.7.5
-pillow-8.1.1
-pip-20.0.2
+pillow-8.1.2
+pip-20.3.4
 prometheus_client-0.9.0
-prompt-toolkit-3.0.16
+prompt-toolkit-3.0.17
 psutil-5.8.0
 ptyprocess-0.7.0
 pyasn1-0.4.8
 pyasn1-modules-0.2.7
 pycparser-2.20
 pycurl-7.43.0.6
-pygments-2.8.0
+pygments-2.8.1
 pyjwt-2.0.1
 pyopenssl-20.0.1
 pyparsing-2.4.7
@@ -153,10 +154,10 @@ simpervisor-0.4
 six-1.15.0
 sniffio-1.2.0
 sortedcontainers-2.3.0
-sqlalchemy-1.3.23
+sqlalchemy-1.4.1
 sqlite-3.34.0
 tblib-1.6.0
-terminado-0.9.2
+terminado-0.9.3
 testpath-0.4.4
 tk-8.6.10
 toolz-0.11.1
@@ -164,7 +165,7 @@ tornado-6.1
 traitlets-5.0.5
 typing-extensions-3.7.4.3
 typing_extensions-3.7.4.3
-urllib3-1.26.3
+urllib3-1.26.4
 wcwidth-0.2.5
 webencodings-0.5.1
 websocket-client-0.57.0
diff --git a/ml-notebook/conda-linux-64.lock b/ml-notebook/conda-linux-64.lock
index 18462c22..0a17f5b2 100644
--- a/ml-notebook/conda-linux-64.lock
+++ b/ml-notebook/conda-linux-64.lock
@@ -1,18 +1,18 @@
 # platform: linux-64
-# env_hash: cdf8db304730cd975a32197e4696842a5e9fb48ac92375bcdcb8d6132a74bcb2
+# env_hash: 984bf0512e309580effc67aa070705dec0a68751d3218a7e098d5d1d3bd6700d
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://repo.anaconda.com/pkgs/main/linux-64/_tflow_select-2.1.0-gpu.conda#1b1de4b8b5bab444dc262a42f136a097
 https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2020.12.5-ha878542_0.tar.bz2#7eb5d4ffeee663caa1635cd67071bc1b
 https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.35.1-hea4e1c9_2.tar.bz2#83610dba766a186bdc7a116053b782a4
-https://conda.anaconda.org/conda-forge/linux-64/libgfortran4-7.5.0-h14aa051_18.tar.bz2#cbb6af25a21105611f901fa338d804d5
+https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-9.3.0-hff62375_18.tar.bz2#86a1cade1bc2b99a6419ba980f730bff
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-9.3.0-h6de172a_18.tar.bz2#2f03cd1e5c966d4af5822c7ae089ab03
-https://conda.anaconda.org/conda-forge/linux-64/llvm-openmp-11.0.1-h4bd325d_0.tar.bz2#8cf85a6eeaee28674a6124298e4f94b2
-https://conda.anaconda.org/conda-forge/linux-64/pandoc-2.11.4-h7f98852_0.tar.bz2#1c827fa4db40e5e92c2619ba8fe30500
+https://conda.anaconda.org/conda-forge/linux-64/pandoc-2.12-h7f98852_0.tar.bz2#21d4ae04f0c60b1e1150ded8ac24b4c2
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-https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-1_llvm.tar.bz2#fa8d764c883a53d22ce622bea830c818
-https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-7.5.0-h14aa051_18.tar.bz2#6b6d450f834ece56ad7cbb7e25f4381e
+https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-9.3.0-hff62375_18.tar.bz2#db417845fae12a62b6720f09f51ab6a7
+https://conda.anaconda.org/conda-forge/linux-64/libgomp-9.3.0-h2828fa1_18.tar.bz2#fc7a2a7e6a741c8afdd764715ac7039d
+https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-1_gnu.tar.bz2#561e277319a41d4f24f5c05a9ef63c04
 https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-9.3.0-h2828fa1_18.tar.bz2#5a9490c49a3505a6d19bda012cde6ad3
 https://conda.anaconda.org/conda-forge/linux-64/blosc-1.21.0-h9c3ff4c_0.tar.bz2#5e815e5126c6f7e34ab4496fa1b48dca
 https://conda.anaconda.org/conda-forge/linux-64/brotli-1.0.9-h9c3ff4c_4.tar.bz2#f4f75dc7038aaeb6eaae16a5ef5350b3
@@ -21,7 +21,7 @@ https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.17.1-h7f98852_1.tar.bz2
 https://conda.anaconda.org/conda-forge/linux-64/charls-2.2.0-h9c3ff4c_0.tar.bz2#bc0a1a5c99af57d2821914ab074797f9
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 https://conda.anaconda.org/conda-forge/linux-64/expat-2.2.10-h9c3ff4c_0.tar.bz2#c924bc4e7ae49118f6c97bd4357fed0e
-https://conda.anaconda.org/conda-forge/linux-64/freexl-1.0.5-h516909a_1002.tar.bz2#c4226170e522c93f336dfe9c88437aeb
+https://conda.anaconda.org/conda-forge/linux-64/freexl-1.0.6-h7f98852_0.tar.bz2#fb707484f02b122edec5fe3d1f3f552f
 https://conda.anaconda.org/conda-forge/linux-64/geos-3.9.1-h9c3ff4c_2.tar.bz2#b9a6d9422aed3ad84ec6ccee9bfcaa0f
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 https://conda.anaconda.org/conda-forge/linux-64/icu-68.1-h58526e2_0.tar.bz2#fc7a4271dc2a7f4fd78cd63695baf7c3
@@ -34,12 +34,12 @@ https://conda.anaconda.org/conda-forge/linux-64/libdeflate-1.7-h7f98852_5.tar.bz
 https://conda.anaconda.org/conda-forge/linux-64/libev-4.33-h516909a_1.tar.bz2#6f8720dff19e17ce5d48cfe7f3d2f0a3
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-https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.12-pthreads_hb3c22a3_1.tar.bz2#602e033fdeeae7a88dd90283aa777a1f
+https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.12-pthreads_h4812303_1.tar.bz2#2c7126a584f05e7bc8885d64dad3d21a
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 https://conda.anaconda.org/conda-forge/linux-64/libuv-1.41.0-h7f98852_0.tar.bz2#808b41ebae1d9bd4aa8ffbc365d468c6
-https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.2.0-h7f98852_0.tar.bz2#747d8f09e5340bc40480eb765903ec97
+https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.2.0-h7f98852_2.tar.bz2#fb63a035a3b552c88a30d84b89ebf4c4
 https://conda.anaconda.org/conda-forge/linux-64/libzopfli-1.0.3-h9c3ff4c_0.tar.bz2#c66fe2d123249af7651ebde8984c51c2
 https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.9.3-h9c3ff4c_0.tar.bz2#4eb64ee0d5cd43096ffcf843c76b05d4
 https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.2-h58526e2_4.tar.bz2#509f2a21c4a09214cd737a480dfd80c9
@@ -65,14 +65,14 @@ https://conda.anaconda.org/conda-forge/linux-64/cudnn-7.6.5.32-hc0a50b0_1.tar.bz
 https://repo.anaconda.com/pkgs/main/linux-64/cupti-10.1.168-0.conda#073e0478e7092ddf4945947d2ce2e633
 https://conda.anaconda.org/conda-forge/linux-64/gettext-0.19.8.1-h0b5b191_1005.tar.bz2#ff6f69b593a9e74c0e6b61908ac513fa
 https://conda.anaconda.org/conda-forge/linux-64/hdf4-4.2.13-h10796ff_1004.tar.bz2#aa1b96c7801b4876bb40f46f4d519836
-https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-3_openblas.tar.bz2#45bf606ba7dc222c7c3eda0be241c948
+https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-8_openblas.tar.bz2#95cee6371a5b901797075040941171f3
 https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20191231-he28a2e2_2.tar.bz2#4d331e44109e3f0e19b4cb8f9b82f3e1
 https://conda.anaconda.org/conda-forge/linux-64/libllvm10-10.0.1-he513fc3_3.tar.bz2#b1c57947b2a9231e0cd037ab0ed96b5d
 https://conda.anaconda.org/conda-forge/linux-64/libnghttp2-1.43.0-h812cca2_0.tar.bz2#1867d1e9658596b3fac8847a7702eef4
 https://conda.anaconda.org/conda-forge/linux-64/libpng-1.6.37-h21135ba_2.tar.bz2#b6acf807307d033d4b7e758b4f44b036
-https://conda.anaconda.org/conda-forge/linux-64/libprotobuf-3.15.5-h780b84a_0.tar.bz2#9bd3fa8c45277e886ece845f187d1e74
+https://conda.anaconda.org/conda-forge/linux-64/libprotobuf-3.15.6-h780b84a_0.tar.bz2#76a5ad1e4a370df9c1ec15fa9d86e2a5
 https://conda.anaconda.org/conda-forge/linux-64/librttopo-1.1.0-h1185371_6.tar.bz2#bdaaaa5a3984edea71596fc9cca74463
-https://conda.anaconda.org/conda-forge/linux-64/libssh2-1.9.0-hab1572f_5.tar.bz2#18aaa1bd2238ae2b5e89591046973123
+https://conda.anaconda.org/conda-forge/linux-64/libssh2-1.9.0-ha56f1ee_6.tar.bz2#f0dfb86444df325e599dbc3f4c0a3f5b
 https://conda.anaconda.org/conda-forge/linux-64/libxcb-1.13-h7f98852_1003.tar.bz2#a9371e9e40aded194dcba1447606c9a1
 https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.9.10-h72842e0_3.tar.bz2#5ed2c4742d5f1141783f484fe8974ccf
 https://conda.anaconda.org/conda-forge/linux-64/nccl-2.8.4.1-h8b44402_3.tar.bz2#f9038dc8b84d40494c205c55036a30eb
@@ -86,17 +86,17 @@ https://conda.anaconda.org/conda-forge/linux-64/zstd-1.4.9-ha95c52a_0.tar.bz2#b4
 https://conda.anaconda.org/conda-forge/linux-64/boost-cpp-1.74.0-hc6e9bd1_2.tar.bz2#eca3e3674bf1f00fcddd63e6668fd9dd
 https://conda.anaconda.org/conda-forge/linux-64/freetype-2.10.4-h0708190_1.tar.bz2#4a06f2ac2e5bfae7b6b245171c3f07aa
 https://conda.anaconda.org/conda-forge/linux-64/krb5-1.17.2-h926e7f8_0.tar.bz2#926325c11478d6e781e76072c117763b
-https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-3_openblas.tar.bz2#2499ea2d37a37324abab3fd034faab44
-https://conda.anaconda.org/conda-forge/linux-64/libglib-2.66.7-h3e27bee_1.tar.bz2#dd273cc3560177ab37be0db469368bba
-https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-3_openblas.tar.bz2#8fd9fca8f58e6e132f55dd2330cae671
+https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-8_openblas.tar.bz2#d8e2151683bc12acffedea26eba27e0f
+https://conda.anaconda.org/conda-forge/linux-64/libglib-2.68.0-h3e27bee_1.tar.bz2#643d8c3c60790f01ff1dd7be9290a7df
+https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-8_openblas.tar.bz2#9a860887c77e923c2807c715a7731fb8
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+https://conda.anaconda.org/conda-forge/linux-64/tiledb-2.2.6-h91fcb0e_0.tar.bz2#4e67c242bc99dcb15d787ffe8dad76c9
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-https://conda.anaconda.org/conda-forge/linux-64/liblapacke-3.9.0-3_openblas.tar.bz2#aa936e0d7b7d3397e086873f8449a093
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@@ -110,20 +110,19 @@ https://conda.anaconda.org/conda-forge/noarch/async_generator-1.10-py_0.tar.bz2#
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-https://conda.anaconda.org/conda-forge/linux-64/cfitsio-3.470-h2e3daa1_7.tar.bz2#ad287e8114286292129f1cfbe1b8b7d1
+https://conda.anaconda.org/conda-forge/linux-64/cfitsio-3.470-hb418390_7.tar.bz2#5bda2e5ca5edb0c207c3ec76f57f8ecc
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-https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.0-pyhd8ed1ab_0.tar.bz2#5317ce29bcdb374f891ed7c0a0c42b3e
+https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2#961b3a227b437d82ad7054484cfa71b2
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-https://conda.anaconda.org/conda-forge/linux-64/hdf5-1.10.6-nompi_h7c3c948_1111.tar.bz2#5350fdaf9505ffecbf0294fe835137fc
+https://conda.anaconda.org/conda-forge/linux-64/hdf5-1.10.6-nompi_h6a2412b_1114.tar.bz2#0a2984b78f51148d7ff6219abe73509e
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 https://conda.anaconda.org/conda-forge/noarch/nbclient-0.5.3-pyhd8ed1ab_0.tar.bz2#67f12831640fde52fe9be1bbc6b699e7
-https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.16-pyha770c72_0.tar.bz2#1a7cec3da4a94cd23d3de4155bff4941
+https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.17-pyha770c72_0.tar.bz2#d3ff1dc51da26f2757c8d95c3522138e
 https://conda.anaconda.org/conda-forge/noarch/requests-2.25.1-pyhd3deb0d_0.tar.bz2#ae687aba31a1c400192a86a2e993ffdc
 https://repo.anaconda.com/pkgs/main/noarch/tensorflow-estimator-2.4.1-pyheb71bc4_0.conda#464b3eb1dd0ad3759077c69b5e4842f8
 https://conda.anaconda.org/conda-forge/noarch/adal-1.2.6-pyh44b312d_0.tar.bz2#df655c77a2dc5e0afa4beb0101bb261d
-https://conda.anaconda.org/conda-forge/noarch/aiobotocore-1.2.1-pyhd8ed1ab_0.tar.bz2#fadb6bc87b32640956f76483696e5842
-https://conda.anaconda.org/conda-forge/noarch/azure-core-1.10.0-pyhd8ed1ab_0.tar.bz2#fe290f70383d3d28c1894e8b600737ad
+https://conda.anaconda.org/conda-forge/noarch/aiobotocore-1.2.2-pyhd8ed1ab_0.tar.bz2#43e1da8fb3d9510ffd239cb5d34ebdbd
+https://conda.anaconda.org/conda-forge/noarch/azure-core-1.12.0-pyhd8ed1ab_0.tar.bz2#42b110275cbb812775187ed80324c44d
 https://conda.anaconda.org/conda-forge/linux-64/dask-gateway-0.9.0-py38h578d9bd_0.tar.bz2#b6a3b03e79063ad824dfafefd0dea862
-https://conda.anaconda.org/conda-forge/noarch/intake-0.6.1-pyhd8ed1ab_0.tar.bz2#208abfece70ea3558b9fbb215e4a8cb2
+https://conda.anaconda.org/conda-forge/noarch/intake-0.6.2-pyhd8ed1ab_0.tar.bz2#159c093fadd067d8e1d6e559fae44288
 https://conda.anaconda.org/conda-forge/linux-64/ipython-7.21.0-py38h81c977d_0.tar.bz2#0727d31f43d985c111c3decc1dbfa7ae
 https://conda.anaconda.org/conda-forge/linux-64/jupyterhub-base-1.3.0-py38h578d9bd_1.tar.bz2#3c8bcdbde4a1cc37da457124ae16de81
-https://conda.anaconda.org/conda-forge/noarch/msal-1.9.0-pyh44b312d_0.tar.bz2#1ac904686f136f68599bcb402c99706e
+https://conda.anaconda.org/conda-forge/noarch/msal-1.10.0-pyh44b312d_0.tar.bz2#4c0ad42931ce5db04be6b57ecf8f44b1
 https://conda.anaconda.org/conda-forge/linux-64/nbconvert-6.0.7-py38h578d9bd_3.tar.bz2#7d0922152b769b5489407f90e84562a6
 https://conda.anaconda.org/conda-forge/noarch/pooch-1.3.0-pyhd8ed1ab_0.tar.bz2#7041d42601fe3de878565ca84c952237
 https://conda.anaconda.org/conda-forge/noarch/pyct-0.4.6-py_0.tar.bz2#42d91c89bc3993ec88681cffd3c0e326
@@ -321,7 +322,7 @@ https://conda.anaconda.org/conda-forge/noarch/requests-oauthlib-1.3.0-pyh9f0ad1d
 https://conda.anaconda.org/conda-forge/noarch/azure-datalake-store-0.0.51-pyh9f0ad1d_0.tar.bz2#0a6d240a3a8198dce8508a5409b4737e
 https://conda.anaconda.org/conda-forge/noarch/colorcet-2.0.6-pyhd8ed1ab_0.tar.bz2#bdf0d14cb996a18a3df88ddac83e11f9
 https://conda.anaconda.org/conda-forge/noarch/google-auth-oauthlib-0.4.1-py_2.tar.bz2#116611db5925f952312e4c1e799936e2
-https://conda.anaconda.org/conda-forge/noarch/intake-xarray-0.4.1-pyhd8ed1ab_0.tar.bz2#a3204c2105c162fb1c3087ee43513fdd
+https://conda.anaconda.org/conda-forge/noarch/intake-xarray-0.5.0-pyhd8ed1ab_0.tar.bz2#43d9d1c90da0b2b28cc16e58a52a0f2b
 https://conda.anaconda.org/conda-forge/linux-64/ipykernel-5.5.0-py38h81c977d_1.tar.bz2#323361acb699c5618085748fb7c34b12
 https://conda.anaconda.org/conda-forge/linux-64/jupyter_server-1.4.1-py38h578d9bd_0.tar.bz2#8901fdba0b091bff6f55658cf5b96ef9
 https://conda.anaconda.org/conda-forge/noarch/msal_extensions-0.3.0-pyh9f0ad1d_0.tar.bz2#16db5a64c15c19dfae97f1d5695f4da9
@@ -348,10 +349,10 @@ https://conda.anaconda.org/conda-forge/noarch/nbgitpuller-0.9.0-py_0.tar.bz2#ce0
 https://conda.anaconda.org/conda-forge/noarch/pangeo-dask-2021.03.06-hd8ed1ab_0.tar.bz2#66ff5ad083c0dedaad4d4a25e95ad543
 https://repo.anaconda.com/pkgs/main/linux-64/tensorflow-2.4.1-gpu_py38h8a7d6ce_0.conda#2917a59197d011544601f630aa90f76a
 https://conda.anaconda.org/conda-forge/linux-64/widgetsnbextension-3.5.1-py38h578d9bd_4.tar.bz2#beb8a105545382ba138c81c926289b5b
-https://conda.anaconda.org/conda-forge/noarch/geoviews-core-1.8.2-py_0.tar.bz2#63dd61f554577d1ecc7687b0e073a8b4
+https://conda.anaconda.org/conda-forge/noarch/geoviews-core-1.9.1-pyha770c72_0.tar.bz2#2b6b08ce5c64d1661f9a69af0622e778
 https://conda.anaconda.org/conda-forge/noarch/hvplot-0.7.1-pyh44b312d_0.tar.bz2#440851c33f336e5a6eb107120946869a
 https://conda.anaconda.org/conda-forge/noarch/ipywidgets-7.6.3-pyhd3deb0d_0.tar.bz2#536a9ed6d9e740f2b83d1a3c388e4388
-https://conda.anaconda.org/conda-forge/noarch/jupyterlab-3.0.9-pyhd8ed1ab_0.tar.bz2#083a50575417a6148ce09133f6d4d63d
+https://conda.anaconda.org/conda-forge/noarch/jupyterlab-3.0.11-pyhd8ed1ab_0.tar.bz2#af8e216cd0b7f5e4f9adc17b68857d41
 https://repo.anaconda.com/pkgs/main/linux-64/tensorflow-gpu-2.4.1-h30adc30_0.conda#0dd8e1a37f8606f76429ca3b5d57346c
 https://conda.anaconda.org/conda-forge/noarch/dask-labextension-5.0.1-pyhd8ed1ab_1.tar.bz2#08196a3509bb10869c2ae06b198ea477
 https://conda.anaconda.org/conda-forge/noarch/jupyterlab-nvdashboard-0.4.0-py_1.tar.bz2#db9d9de7fbfb8de2084bf8af033f01eb
diff --git a/ml-notebook/environment.yml b/ml-notebook/environment.yml
index c931c6b9..c2f428f5 100644
--- a/ml-notebook/environment.yml
+++ b/ml-notebook/environment.yml
@@ -12,6 +12,7 @@ dependencies:
 #rapidsai-nightly/linux-64::cudf
  - conda-forge/linux-64::cupy
  - pkgs/main/linux-64::tensorflow-gpu>=2
+ - jax
  - adlfs
  - datashader
  - fsspec
diff --git a/ml-notebook/packages.txt b/ml-notebook/packages.txt
index d0103566..861baae1 100644
--- a/ml-notebook/packages.txt
+++ b/ml-notebook/packages.txt
@@ -1,14 +1,14 @@
 _libgcc_mutex-0.1
 _openmp_mutex-4.5
 _tflow_select-2.1.0
-absl-py-0.11.0
+absl-py-0.12.0
 adal-1.2.6
 adlfs-0.6.3
 affine-2.3.0
-aiobotocore-1.2.1
+aiobotocore-1.2.2
 aiohttp-3.7.4
 aioitertools-0.7.1
-alembic-1.5.6
+alembic-1.5.7
 anyio-2.2.0
 appdirs-1.4.4
 argon2-cffi-20.1.0
@@ -17,7 +17,7 @@ astunparse-1.6.3
 async-timeout-3.0.1
 async_generator-1.10
 attrs-20.3.0
-azure-core-1.10.0
+azure-core-1.12.0
 azure-datalake-store-0.0.51
 azure-identity-1.5.0
 azure-storage-blob-12.6.0
@@ -25,7 +25,6 @@ babel-2.9.0
 backcall-0.2.0
 backports-1.0
 backports.functools_lru_cache-1.6.1
-blas-2.3
 bleach-3.3.0
 blinker-1.4
 blosc-1.21.0
@@ -53,7 +52,7 @@ click-plugins-1.1.1
 cligj-0.7.1
 cloudpickle-1.6.0
 colorcet-2.0.6
-cryptography-3.4.4
+cryptography-3.4.6
 cudatoolkit-10.1.243
 cudnn-7.6.5.32
 cupti-10.1.168
@@ -69,7 +68,7 @@ dask-labextension-5.0.1
 datashader-0.12.0
 datashape-0.5.4
 decorator-4.4.2
-defusedxml-0.7.0
+defusedxml-0.7.1
 distributed-2021.3.0
 entrypoints-0.3
 expat-2.2.10
@@ -78,7 +77,7 @@ fastrlock-0.5
 fiona-1.8.18
 fontconfig-2.13.1
 freetype-2.10.4
-freexl-1.0.5
+freexl-1.0.6
 fsspec-0.8.7
 gast-0.4.0
 gcsfs-0.7.2
@@ -86,12 +85,13 @@ gdal-3.2.1
 geopandas-0.9.0
 geos-3.9.1
 geotiff-1.6.0
-geoviews-core-1.8.2
+geoviews-core-1.9.1
 gettext-0.19.8.1
 giflib-5.2.1
 google-auth-1.24.0
 google-auth-oauthlib-0.4.1
 google-pasta-0.2.0
+greenlet-1.0.0
 grpcio-1.36.1
 h5netcdf-0.10.0
 h5py-2.10.0
@@ -104,14 +104,16 @@ icu-68.1
 idna-2.10
 imagecodecs-2021.1.28
 imageio-2.9.0
-importlib-metadata-3.7.0
-intake-0.6.1
-intake-xarray-0.4.1
+importlib-metadata-3.7.3
+intake-0.6.2
+intake-xarray-0.5.0
 ipykernel-5.5.0
 ipython-7.21.0
 ipython_genutils-0.2.0
 ipywidgets-7.6.3
 isodate-0.6.0
+jax-0.2.10
+jaxlib-0.1.63
 jedi-0.18.0
 jinja2-2.11.3
 jmespath-0.10.0
@@ -122,13 +124,13 @@ json5-0.9.5
 jsonschema-3.2.0
 jupyter-packaging-0.7.12
 jupyter-server-proxy-1.6.0
-jupyter_client-6.1.11
+jupyter_client-6.1.12
 jupyter_core-4.7.1
 jupyter_server-1.4.1
 jupyter_telemetry-0.1.0
 jupyterhub-base-1.3.0
 jupyterhub-singleuser-1.3.0
-jupyterlab-3.0.9
+jupyterlab-3.0.11
 jupyterlab-nvdashboard-0.4.0
 jupyterlab_pygments-0.1.2
 jupyterlab_server-2.3.0
@@ -153,20 +155,20 @@ libev-4.33
 libffi-3.3
 libgcc-ng-9.3.0
 libgdal-3.2.1
-libgfortran-ng-7.5.0
-libgfortran4-7.5.0
-libglib-2.66.7
+libgfortran-ng-9.3.0
+libgfortran5-9.3.0
+libglib-2.68.0
+libgomp-9.3.0
 libiconv-1.16
 libkml-1.3.0
 liblapack-3.9.0
-liblapacke-3.9.0
 libllvm10-10.0.1
 libnetcdf-4.7.4
 libnghttp2-1.43.0
 libopenblas-0.3.12
 libpng-1.6.37
 libpq-13.1
-libprotobuf-3.15.5
+libprotobuf-3.15.6
 librttopo-1.1.0
 libsodium-1.0.18
 libspatialindex-1.9.3
@@ -180,8 +182,7 @@ libwebp-base-1.2.0
 libxcb-1.13
 libxml2-2.9.10
 libzopfli-1.0.3
-llvm-openmp-11.0.1
-llvmlite-0.35.0
+llvmlite-0.36.0
 locket-0.2.0
 lz4-3.1.3
 lz4-c-1.9.3
@@ -191,7 +192,7 @@ markupsafe-1.1.1
 matplotlib-base-3.3.4
 mistune-0.8.4
 monotonic-1.5
-msal-1.9.0
+msal-1.10.0
 msal_extensions-0.3.0
 msgpack-python-1.0.2
 msrest-0.6.21
@@ -212,7 +213,7 @@ netcdf4-1.5.6
 networkx-2.5
 nodejs-15.11.0
 notebook-6.2.0
-numba-0.52.0
+numba-0.53.0
 numcodecs-0.7.3
 numpy-1.20.1
 oauthlib-3.0.1
@@ -223,7 +224,7 @@ opt_einsum-3.3.0
 packaging-20.9
 pamela-1.0.0
 pandas-1.2.3
-pandoc-2.11.4
+pandoc-2.12
 pandocfilters-1.4.2
 panel-0.11.0
 pangeo-dask-2021.03.06
@@ -234,7 +235,7 @@ partd-1.1.0
 pcre-8.44
 pexpect-4.8.0
 pickleshare-0.7.5
-pillow-8.1.1
+pillow-8.1.2
 pip-21.0.1
 pixman-0.40.0
 pooch-1.3.0
@@ -244,8 +245,8 @@ portalocker-1.7.0
 postgresql-13.1
 proj-7.2.0
 prometheus_client-0.9.0
-prompt-toolkit-3.0.16
-protobuf-3.15.5
+prompt-toolkit-3.0.17
+protobuf-3.15.6
 psutil-5.8.0
 pthread-stubs-0.4
 ptyprocess-0.7.0
@@ -255,7 +256,7 @@ pycparser-2.20
 pyct-0.4.6
 pyct-core-0.4.6
 pycurl-7.43.0.6
-pygments-2.8.0
+pygments-2.8.1
 pyjwt-1.7.1
 pynvml-8.0.4
 pyopenssl-20.0.1
@@ -298,7 +299,7 @@ sniffio-1.2.0
 snuggs-1.4.7
 sortedcontainers-2.3.0
 sparse-0.11.2
-sqlalchemy-1.3.23
+sqlalchemy-1.4.1
 sqlite-3.34.0
 tblib-1.6.0
 tensorboard-2.4.1
@@ -308,11 +309,11 @@ tensorflow-base-2.4.1
 tensorflow-estimator-2.4.1
 tensorflow-gpu-2.4.1
 termcolor-1.1.0
-terminado-0.9.2
+terminado-0.9.3
 testpath-0.4.4
 threadpoolctl-2.1.0
-tifffile-2021.3.5
-tiledb-2.2.4
+tifffile-2021.3.17
+tiledb-2.2.6
 tk-8.6.10
 toolz-0.11.1
 tornado-6.1
@@ -322,7 +323,7 @@ typing-extensions-3.7.4.3
 typing_extensions-3.7.4.3
 tzcode-2021a
 tzdata-2021a
-urllib3-1.26.3
+urllib3-1.26.4
 wcwidth-0.2.5
 webencodings-0.5.1
 websocket-client-0.57.0
diff --git a/pangeo-notebook/conda-linux-64.lock b/pangeo-notebook/conda-linux-64.lock
index ae6474f7..1c2bb576 100644
--- a/pangeo-notebook/conda-linux-64.lock
+++ b/pangeo-notebook/conda-linux-64.lock
@@ -15,7 +15,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-9.3.0-hff62375_18.t
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-9.3.0-h6de172a_18.tar.bz2#2f03cd1e5c966d4af5822c7ae089ab03
 https://conda.anaconda.org/conda-forge/linux-64/mpi-1.0-mpich.tar.bz2#c1fcff3417b5a22bbc4cf6e8c23648cf
 https://conda.anaconda.org/conda-forge/linux-64/mysql-common-8.0.23-ha770c72_1.tar.bz2#288ac4404aff60a4ba6812a5ab66d505
-https://conda.anaconda.org/conda-forge/linux-64/pandoc-2.11.4-h7f98852_0.tar.bz2#1c827fa4db40e5e92c2619ba8fe30500
+https://conda.anaconda.org/conda-forge/linux-64/pandoc-2.12-h7f98852_0.tar.bz2#21d4ae04f0c60b1e1150ded8ac24b4c2
 https://conda.anaconda.org/conda-forge/noarch/poppler-data-0.4.10-0.tar.bz2#02204e159c8596584135923fd81a2c10
 https://conda.anaconda.org/conda-forge/noarch/tzdata-2021a-he74cb21_0.tar.bz2#6f36861f102249fc54861ff9343c3fdd
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2#f766549260d6815b0c52253f1fb1bb29
@@ -28,14 +28,14 @@ https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2#
 https://conda.anaconda.org/conda-forge/linux-64/binutils_linux-64-2.35-h67ddf6f_30.tar.bz2#99b3270216094c06bb0a96688035ded4
 https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-9.3.0-h2828fa1_18.tar.bz2#5a9490c49a3505a6d19bda012cde6ad3
 https://conda.anaconda.org/conda-forge/linux-64/abseil-cpp-20200923.3-h9c3ff4c_0.tar.bz2#0e1b3fb4538588a2b384239f1d8d406c
-https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.5.1-h7f98852_0.tar.bz2#18850f9e839fb7143c78e30e02dffd7e
+https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.5.2-h7f98852_0.tar.bz2#9385df75d92faab7050054d8c0267a8e
 https://conda.anaconda.org/conda-forge/linux-64/blosc-1.21.0-h9c3ff4c_0.tar.bz2#5e815e5126c6f7e34ab4496fa1b48dca
 https://conda.anaconda.org/conda-forge/linux-64/brotli-1.0.9-h9c3ff4c_4.tar.bz2#f4f75dc7038aaeb6eaae16a5ef5350b3
 https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h7f98852_4.tar.bz2#a1fd65c7ccbf10880423d82bca54eb54
 https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.17.1-h7f98852_1.tar.bz2#ed1dc233ed5e3eaa9bfbaac64d130c5e
 https://conda.anaconda.org/conda-forge/linux-64/charls-2.2.0-h9c3ff4c_0.tar.bz2#bc0a1a5c99af57d2821914ab074797f9
 https://conda.anaconda.org/conda-forge/linux-64/expat-2.2.10-h9c3ff4c_0.tar.bz2#c924bc4e7ae49118f6c97bd4357fed0e
-https://conda.anaconda.org/conda-forge/linux-64/freexl-1.0.5-h516909a_1002.tar.bz2#c4226170e522c93f336dfe9c88437aeb
+https://conda.anaconda.org/conda-forge/linux-64/freexl-1.0.6-h7f98852_0.tar.bz2#fb707484f02b122edec5fe3d1f3f552f
 https://conda.anaconda.org/conda-forge/linux-64/fribidi-1.0.10-h36c2ea0_0.tar.bz2#ac7bc6a654f8f41b352b38f4051135f8
 https://conda.anaconda.org/conda-forge/linux-64/gcc_impl_linux-64-9.3.0-h70c0ae5_18.tar.bz2#c07cc2c2cad376acc3e6aca179fb400d
 https://conda.anaconda.org/conda-forge/linux-64/geos-3.9.1-h9c3ff4c_2.tar.bz2#b9a6d9422aed3ad84ec6ccee9bfcaa0f
@@ -61,13 +61,13 @@ https://conda.anaconda.org/conda-forge/linux-64/libtool-2.4.6-h58526e2_1007.tar.
 https://conda.anaconda.org/conda-forge/linux-64/libutf8proc-2.6.1-h7f98852_0.tar.bz2#fd037e965074069cbd94b600a84c27b8
 https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.32.1-h7f98852_1000.tar.bz2#772d69f030955d9646d3d0eaf21d859d
 https://conda.anaconda.org/conda-forge/linux-64/libuv-1.41.0-h7f98852_0.tar.bz2#808b41ebae1d9bd4aa8ffbc365d468c6
-https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.2.0-h7f98852_0.tar.bz2#747d8f09e5340bc40480eb765903ec97
+https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.2.0-h7f98852_2.tar.bz2#fb63a035a3b552c88a30d84b89ebf4c4
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+https://conda.anaconda.org/conda-forge/noarch/urllib3-1.26.4-pyhd8ed1ab_0.tar.bz2#d7b20b328e23d993994ea02077c009c0
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@@ -447,38 +450,38 @@ https://conda.anaconda.org/conda-forge/noarch/kubernetes_asyncio-12.0.1-pyh9f0ad
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-https://conda.anaconda.org/conda-forge/noarch/trollimage-1.14.0-py_0.tar.bz2#56c8d76599c4fc8e02cef719e29a7964
+https://conda.anaconda.org/conda-forge/noarch/trollimage-1.15.0-pyhd8ed1ab_0.tar.bz2#2cddbfbc34c453e5969d6bf7d50685eb
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@@ -494,7 +497,7 @@ https://conda.anaconda.org/conda-forge/noarch/dask-ml-1.8.0-pyhd8ed1ab_0.tar.bz2
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+https://conda.anaconda.org/conda-forge/noarch/intake-xarray-0.5.0-pyhd8ed1ab_0.tar.bz2#43d9d1c90da0b2b28cc16e58a52a0f2b
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@@ -502,11 +505,11 @@ https://conda.anaconda.org/conda-forge/noarch/msal_extensions-0.3.0-pyh9f0ad1d_0
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+https://conda.anaconda.org/conda-forge/noarch/prefect-0.14.12-pyhd8ed1ab_0.tar.bz2#bca20d31621cf844830d2a7d513a9ae8
 https://conda.anaconda.org/conda-forge/noarch/python-kubernetes-12.0.1-pyhd3deb0d_0.tar.bz2#ea05dfb791055ec8f6c0bf696bfe92d0
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-https://conda.anaconda.org/conda-forge/noarch/satpy-0.25.1-pyhd8ed1ab_0.tar.bz2#881e6e44de1e2376324d52ed86997f36
+https://conda.anaconda.org/conda-forge/noarch/satpy-0.26.0-pyhd8ed1ab_0.tar.bz2#70caf26adc74e63e7b96cf9f339cafaf
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@@ -531,11 +534,11 @@ https://conda.anaconda.org/conda-forge/noarch/pangeo-dask-2021.03.06-hd8ed1ab_0.
 https://conda.anaconda.org/conda-forge/linux-64/widgetsnbextension-3.5.1-py38h578d9bd_4.tar.bz2#beb8a105545382ba138c81c926289b5b
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 https://conda.anaconda.org/conda-forge/noarch/geocube-0.0.16-pyhd8ed1ab_0.tar.bz2#33591a4756559f238f347ad0ce859b85
-https://conda.anaconda.org/conda-forge/noarch/geoviews-core-1.8.2-py_0.tar.bz2#63dd61f554577d1ecc7687b0e073a8b4
+https://conda.anaconda.org/conda-forge/noarch/geoviews-core-1.9.1-pyha770c72_0.tar.bz2#2b6b08ce5c64d1661f9a69af0622e778
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+https://conda.anaconda.org/conda-forge/noarch/jupyterlab-3.0.11-pyhd8ed1ab_0.tar.bz2#af8e216cd0b7f5e4f9adc17b68857d41
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diff --git a/pangeo-notebook/packages.txt b/pangeo-notebook/packages.txt
index 304c4999..336b54fa 100644
--- a/pangeo-notebook/packages.txt
+++ b/pangeo-notebook/packages.txt
@@ -4,10 +4,10 @@ abseil-cpp-20200923.3
 adal-1.2.6
 adlfs-0.6.3
 affine-2.3.0
-aiobotocore-1.2.1
+aiobotocore-1.2.2
 aiohttp-3.7.4
 aioitertools-0.7.1
-alembic-1.5.6
+alembic-1.5.7
 amqp-5.0.5
 anyio-2.2.0
 appdirs-1.4.4
@@ -22,13 +22,13 @@ atk-1.0-2.36.0
 attrs-20.3.0
 av-8.0.3
 aws-c-cal-0.4.5
-aws-c-common-0.5.1
+aws-c-common-0.5.2
 aws-c-event-stream-0.2.7
-aws-c-io-0.9.0
+aws-c-io-0.9.1
 aws-checksums-0.1.11
-aws-sdk-cpp-1.8.138
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+azure-core-1.12.0
 azure-datalake-store-0.0.51
 azure-identity-1.5.0
 azure-storage-blob-12.6.0
@@ -56,7 +56,8 @@ brunsli-0.1
 bzip2-1.0.8
 c-ares-1.17.1
 ca-certificates-2020.12.5
-cached-property-1.5.1
+cached-property-1.5.2
+cached_property-1.5.2
 cachetools-4.2.1
 cachey-0.2.1
 cairo-1.16.0
@@ -86,7 +87,7 @@ colorcet-2.0.6
 colorspacious-1.1.2
 configobj-5.0.6
 croniter-0.3.36
-cryptography-3.4.4
+cryptography-3.4.6
 curl-7.75.0
 cycler-0.10.0
 cytoolz-0.11.0
@@ -102,7 +103,7 @@ datashader-0.12.0
 datashape-0.5.4
 dbus-1.13.6
 decorator-4.4.2
-defusedxml-0.7.0
+defusedxml-0.7.1
 descartes-1.1.0
 distributed-2021.3.0
 docker-py-4.4.4
@@ -110,6 +111,7 @@ docker-pycreds-0.4.0
 docopt-0.6.2
 docrep-0.2.7
 docutils-0.15.2
+donfig-0.6.0
 eccodes-2.20.0
 entrypoints-0.3
 eofs-1.4.0
@@ -131,7 +133,7 @@ fontconfig-2.13.1
 fonts-conda-ecosystem-1
 fonts-conda-forge-1
 freetype-2.10.4
-freexl-1.0.5
+freexl-1.0.6
 fribidi-1.0.10
 fsspec-0.8.7
 future-0.18.2
@@ -144,29 +146,30 @@ geocube-0.0.16
 geopandas-0.9.0
 geos-3.9.1
 geotiff-1.6.0
-geoviews-core-1.8.2
+geoviews-core-1.9.1
 gettext-0.19.8.1
 gflags-2.2.2
 giflib-5.2.1
-glib-2.66.7
-glib-tools-2.66.7
+glib-2.68.0
+glib-tools-2.68.0
 glog-0.4.0
 gmp-6.2.1
 gnutls-3.6.13
 google-auth-1.24.0
 google-auth-oauthlib-0.4.2
 graphite2-1.3.13
-graphviz-2.46.1
-grpc-cpp-1.36.2
-gst-plugins-base-1.18.3
-gstreamer-1.18.3
+graphviz-2.47.0
+greenlet-1.0.0
+grpc-cpp-1.36.3
+gst-plugins-base-1.18.4
+gstreamer-1.18.4
 gsw-3.4.0
 gtk2-2.24.33
 gts-0.7.6
 h11-0.12.0
 h5netcdf-0.10.0
 h5py-3.1.0
-harfbuzz-2.7.4
+harfbuzz-2.8.0
 hdf4-4.2.13
 hdf5-1.10.6
 heapdict-1.0.1
@@ -177,14 +180,14 @@ icu-68.1
 idna-2.10
 imagecodecs-2021.1.28
 imageio-2.9.0
-importlib-metadata-3.7.0
-importlib_metadata-3.7.0
+importlib-metadata-3.7.3
+importlib_metadata-3.7.3
 importlib_resources-5.1.2
-intake-0.6.1
+intake-0.6.2
 intake-esm-2021.1.15
 intake-geopandas-0.2.4
 intake-stac-0.3.0
-intake-xarray-0.4.1
+intake-xarray-0.5.0
 ipykernel-5.5.0
 ipyleaflet-0.13.6
 ipyspin-0.1.5
@@ -205,13 +208,13 @@ jsonschema-3.2.0
 jupyter-packaging-0.7.12
 jupyter-panel-proxy-0.1.0
 jupyter-server-proxy-1.6.0
-jupyter_client-6.1.11
+jupyter_client-6.1.12
 jupyter_core-4.7.1
 jupyter_server-1.4.1
 jupyter_telemetry-0.1.0
 jupyterhub-base-1.3.0
 jupyterhub-singleuser-1.3.0
-jupyterlab-3.0.9
+jupyterlab-3.0.11
 jupyterlab_pygments-0.1.2
 jupyterlab_server-2.3.0
 jupyterlab_widgets-1.0.0
@@ -244,7 +247,7 @@ libgd-2.3.0
 libgdal-3.2.1
 libgfortran-ng-9.3.0
 libgfortran5-9.3.0
-libglib-2.66.7
+libglib-2.68.0
 libgomp-9.3.0
 libiconv-1.16
 libkml-1.3.0
@@ -256,7 +259,7 @@ libnghttp2-1.43.0
 libopenblas-0.3.12
 libpng-1.6.37
 libpq-13.1
-libprotobuf-3.15.5
+libprotobuf-3.15.6
 librsvg-2.50.3
 librttopo-1.1.0
 libsodium-1.0.18
@@ -264,7 +267,7 @@ libspatialindex-1.9.3
 libspatialite-5.0.1
 libssh2-1.9.0
 libstdcxx-ng-9.3.0
-libthrift-0.13.0
+libthrift-0.14.1
 libtiff-4.2.0
 libtool-2.4.6
 libutf8proc-2.6.1
@@ -276,7 +279,7 @@ libxcb-1.13
 libxkbcommon-1.0.3
 libxml2-2.9.10
 libzopfli-1.0.3
-llvmlite-0.35.0
+llvmlite-0.36.0
 locket-0.2.0
 lz4-3.1.3
 lz4-c-1.9.3
@@ -284,7 +287,7 @@ mako-1.1.4
 markdown-3.3.4
 markupsafe-1.1.1
 marshmallow-3.10.0
-marshmallow-oneofschema-2.0.1
+marshmallow-oneofschema-2.1.0
 matplotlib-3.3.4
 matplotlib-base-3.3.4
 mercantile-1.1.6
@@ -294,7 +297,7 @@ monotonic-1.5
 mpi-1.0
 mpi4py-3.0.3
 mpich-3.4.1
-msal-1.9.0
+msal-1.10.0
 msal_extensions-0.3.0
 msgpack-python-1.0.2
 msrest-0.6.21
@@ -322,9 +325,9 @@ nettle-3.6
 networkx-2.5
 nomkl-1.0
 notebook-6.2.0
-nspr-4.29
-nss-3.62
-numba-0.52.0
+nspr-4.30
+nss-3.63
+numba-0.53.0
 numcodecs-0.7.3
 numpy-1.20.1
 oauthlib-3.0.1
@@ -336,7 +339,7 @@ orc-1.6.7
 packaging-20.9
 pamela-1.0.0
 pandas-1.2.3
-pandoc-2.11.4
+pandoc-2.12
 pandocfilters-1.4.2
 panel-0.11.0
 pangeo-dask-2021.03.06
@@ -352,7 +355,7 @@ pcre-8.44
 pendulum-2.1.2
 pexpect-4.8.0
 pickleshare-0.7.5
-pillow-8.1.1
+pillow-8.1.2
 pint-0.16.1
 pip-20.3.4
 pixman-0.40.0
@@ -361,12 +364,12 @@ poppler-0.89.0
 poppler-data-0.4.10
 portalocker-1.7.0
 postgresql-13.1
-prefect-0.14.11
+prefect-0.14.12
 progressbar2-3.53.1
 proj-7.2.0
 prometheus_client-0.9.0
-prompt-toolkit-3.0.16
-prompt_toolkit-3.0.16
+prompt-toolkit-3.0.17
+prompt_toolkit-3.0.17
 psutil-5.8.0
 psycopg2-2.8.6
 pthread-stubs-0.4
@@ -382,7 +385,7 @@ pycurl-7.43.0.6
 pydantic-1.8.1
 pydap-3.2.2
 pyerfa-1.7.2
-pygments-2.8.0
+pygments-2.8.1
 pyjwt-1.7.1
 pykdtree-1.3.4
 pymbolic-2020.1
@@ -396,20 +399,20 @@ pyqt-impl-5.12.3
 pyqt5-sip-4.19.18
 pyqtchart-5.12
 pyqtwebengine-5.12.1
-pyresample-1.17.0
+pyresample-1.18.0
 pyrsistent-0.17.3
 pyshp-2.1.3
 pysocks-1.7.1
 pyspectral-0.10.4
-pystac-0.5.4
+pystac-0.5.5
 python-3.8.8
 python-blosc-1.10.2
 python-box-5.3.0
 python-dateutil-2.7.5
 python-dotenv-0.15.0
 python-editor-1.0.4
-python-geotiepoints-1.2.0
-python-gist-0.9.2
+python-geotiepoints-1.2.1
+python-gist-0.10.0
 python-gnupg-0.4.6
 python-graphviz-0.16
 python-json-logger-2.0.1
@@ -417,7 +420,7 @@ python-kubernetes-12.0.1
 python-slugify-4.0.1
 python-utils-2.5.5
 python_abi-3.8
-pytools-2021.1
+pytools-2021.2
 pytz-2021.1
 pytzdata-2020.1
 pyviz_comms-2.0.1
@@ -443,10 +446,10 @@ s3fs-0.5.2
 s3transfer-0.3.4
 sat-search-0.3.0
 sat-stac-0.4.1
-satpy-0.25.1
+satpy-0.26.0
 scikit-image-0.18.1
 scikit-learn-0.24.1
-scipy-1.6.0
+scipy-1.6.1
 send2trash-1.5.0
 setuptools-49.6.0
 shapely-1.7.1
@@ -459,7 +462,7 @@ snuggs-1.4.7
 sortedcontainers-2.3.0
 soupsieve-2.0.1
 sparse-0.11.2
-sqlalchemy-1.3.23
+sqlalchemy-1.4.1
 sqlite-3.34.0
 sshtunnel-0.3.1
 starlette-base-0.13.6
@@ -468,12 +471,12 @@ supermercado-0.2.0
 sysroot_linux-64-2.12
 tabulate-0.8.9
 tblib-1.6.0
-terminado-0.9.2
+terminado-0.9.3
 testpath-0.4.4
 text-unidecode-1.3
 threadpoolctl-2.1.0
-tifffile-2021.3.5
-tiledb-2.2.4
+tifffile-2021.3.17
+tiledb-2.2.6
 tiledb-py-0.8.4
 tk-8.6.10
 toml-0.10.2
@@ -482,14 +485,14 @@ tornado-6.1
 tqdm-4.59.0
 traitlets-5.0.5
 traittypes-0.2.1
-trollimage-1.14.0
+trollimage-1.15.0
 trollsift-0.3.5
 typing-extensions-3.7.4.3
 typing_extensions-3.7.4.3
 tzcode-2021a
 tzdata-2021a
 unidecode-1.2.0
-urllib3-1.26.3
+urllib3-1.26.4
 uvicorn-0.13.4
 uvloop-0.15.2
 vine-5.0.0
diff --git a/tests/test_ml-notebook.py b/tests/test_ml-notebook.py
index 1691932e..cb7e2417 100644
--- a/tests/test_ml-notebook.py
+++ b/tests/test_ml-notebook.py
@@ -6,6 +6,7 @@
 packages = [
     # machine learning stuff
     'tensorflow', 'skimage', 'sklearn',
+    'jax',
     # cupy import fails unless on GPU-enabled node:
     #'cupy', #libcuda.so.1: cannot open shared object file: No such file or directory
     # Error w/conda solve of pytorch+tensorflow, so not currently installed