From 4c2e80bcd1a98da167b97db3d443bb02a904f09b Mon Sep 17 00:00:00 2001
From: Nikolay Akhmetov <nick.akhmetov@gmail.com>
Date: Wed, 18 Dec 2024 14:25:40 -0500
Subject: [PATCH 1/6] bump python version to 3.10.16, remove loose venv symlink

---
 .python-version          |  2 +-
 .vscode/tasks.json       | 71 ++++++++++------------------------------
 CHANGELOG-python-3.10.md |  1 +
 README.md                |  4 +--
 venv                     |  1 -
 5 files changed, 22 insertions(+), 57 deletions(-)
 create mode 100644 CHANGELOG-python-3.10.md
 delete mode 120000 venv

diff --git a/.python-version b/.python-version
index 78c9a28efc..251b35070d 100644
--- a/.python-version
+++ b/.python-version
@@ -1 +1 @@
-3.9.12
+3.10.16
diff --git a/.vscode/tasks.json b/.vscode/tasks.json
index 0bd8aa2140..f2bda3df5f 100644
--- a/.vscode/tasks.json
+++ b/.vscode/tasks.json
@@ -48,19 +48,14 @@
         "kind": "build",
         "isDefault": false
       },
-      "dependsOn": [
-        "pip install",
-        "npm install"
-      ],
+      "dependsOn": ["pip install", "npm install"],
       "dependsOrder": "parallel"
     },
     {
       "label": "Flask Server",
       "type": "shell",
       "command": "${command:python.interpreterPath} -m flask run --debug",
-      "dependsOn": [
-        "Copy app configuration"
-      ],
+      "dependsOn": ["Copy app configuration"],
       "options": {
         "cwd": "${workspaceFolder}/context",
         "env": {
@@ -74,7 +69,7 @@
       "isBackground": true,
       "problemMatcher": {
         "pattern": {
-          "regexp": "",
+          "regexp": ""
         },
         "background": {
           "activeOnStart": true,
@@ -85,19 +80,15 @@
     },
     {
       "label": "Flask Server (+ pip install)",
-      "dependsOn": [
-        "pip install",
-        "Flask Server"
-      ],
-      "dependsOrder": "sequence"
+      "dependsOn": ["pip install", "Flask Server"],
+      "dependsOrder": "sequence",
+      "problemMatcher": []
     },
     {
       "label": "npm run lint",
       "type": "npm",
       "script": "lint",
-      "problemMatcher": [
-        "$eslint-stylish"
-      ],
+      "problemMatcher": ["$eslint-stylish"],
       "options": {
         "cwd": "${workspaceFolder}/context"
       },
@@ -133,10 +124,7 @@
     },
     {
       "label": "React Dev Server (+ lint)",
-      "dependsOn": [
-        "npm run lint",
-        "React Dev Server"
-      ],
+      "dependsOn": ["npm run lint", "React Dev Server"],
       "dependsOrder": "sequence"
     },
     {
@@ -163,41 +151,25 @@
     },
     {
       "label": "dev-start (no install)",
-      "dependsOn": [
-        "Flask Server",
-        "React Dev Server (+ lint)",
-        "Storybook"
-      ],
+      "dependsOn": ["Flask Server", "React Dev Server (+ lint)", "Storybook"],
       "dependsOrder": "parallel",
-      "problemMatcher": [
-        "$eslint-stylish"
-      ]
+      "problemMatcher": ["$eslint-stylish"]
     },
     {
       "label": "dev-start",
-      "dependsOn": [
-        "Install dependencies",
-        "dev-start (no install)"
-      ],
+      "dependsOn": ["Install dependencies", "dev-start (no install)"],
       "group": {
         "kind": "build",
         "isDefault": true
       },
       "dependsOrder": "sequence",
-      "problemMatcher": [
-        "$eslint-stylish"
-      ]
+      "problemMatcher": ["$eslint-stylish"]
     },
     {
       "label": "dev-start (no storybook, no install)",
-      "dependsOn": [
-        "Flask Server",
-        "React Dev Server (+ lint)"
-      ],
+      "dependsOn": ["Flask Server", "React Dev Server (+ lint)"],
       "dependsOrder": "parallel",
-      "problemMatcher": [
-        "$eslint-stylish"
-      ]
+      "problemMatcher": ["$eslint-stylish"]
     },
     {
       "label": "dev-start (no storybook)",
@@ -206,20 +178,13 @@
         "dev-start (no storybook, no install)"
       ],
       "dependsOrder": "sequence",
-      "problemMatcher": [
-        "$eslint-stylish"
-      ]
+      "problemMatcher": ["$eslint-stylish"]
     },
     {
       "label": "dev-start (no storybook, no install, no lint)",
-      "dependsOn": [
-        "Flask Server",
-        "React Dev Server"
-      ],
+      "dependsOn": ["Flask Server", "React Dev Server"],
       "dependsOrder": "parallel",
-      "problemMatcher": [
-        "$eslint-stylish"
-      ]
+      "problemMatcher": ["$eslint-stylish"]
     },
     {
       "label": "Kill project ports",
@@ -230,4 +195,4 @@
       "command": "npx --yes kill-port 5000 5001 6006"
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/CHANGELOG-python-3.10.md b/CHANGELOG-python-3.10.md
new file mode 100644
index 0000000000..dd4b876614
--- /dev/null
+++ b/CHANGELOG-python-3.10.md
@@ -0,0 +1 @@
+- Upgrade to Python 3.10.
diff --git a/README.md b/README.md
index 30601ab59e..3701423eb0 100644
--- a/README.md
+++ b/README.md
@@ -104,12 +104,12 @@ All designs are in [Figma](https://www.figma.com/files/team/834568130405102661/H
 ### Prerequisites
 
 - `git`: Suggest [installing Apple XCode](https://developer.apple.com/xcode/).
-- `python 3.9`
+- `python 3.10`
   - MiniConda:
     - [installing miniconda](https://docs.conda.io/en/latest/miniconda.html#macosx-installers) and [creating a new conda environment](https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html#creating-an-environment-with-commands): `conda create -n portal python=$(cat .python-version)`
   - pyenv:
     - `brew install pyenv`
-    - `brew install pyenv-virtualenv` 
+    - `brew install pyenv-virtualenv`
     - cd into portal-ui (or provide full path to /portal-ui/.python-version file)
     - `` pyenv install `cat .python-version`  ``
     - `` pyenv virtualenv `cat .python-version` portal ``
diff --git a/venv b/venv
deleted file mode 120000
index f0441c48eb..0000000000
--- a/venv
+++ /dev/null
@@ -1 +0,0 @@
-/Users/lchoy/.local/virtualenvs/portal
\ No newline at end of file

From 01c6f774c5a21a85b97f99a04128688ce57d3efa Mon Sep 17 00:00:00 2001
From: Nikolay Akhmetov <nick.akhmetov@gmail.com>
Date: Wed, 18 Dec 2024 14:29:04 -0500
Subject: [PATCH 2/6] bump hubmap commons/flask to latest minor versions, rerun
 pip-compile with python 3.10

---
 context/requirements.in  |  6 +++---
 context/requirements.txt | 46 ++++++++++++++++------------------------
 2 files changed, 21 insertions(+), 31 deletions(-)

diff --git a/context/requirements.in b/context/requirements.in
index 6a6af99918..6279ebe2ef 100644
--- a/context/requirements.in
+++ b/context/requirements.in
@@ -1,15 +1,15 @@
 # Update requirements.txt if this file changes:
 # pip install pip-tools
 # pip-compile --allow-unsafe --generate-hashes --output-file=context/requirements.txt context/requirements.in
-Flask>=3.0.3
-Flask[async]>=3.0.3
+Flask>=3.1.0
+Flask[async]>=3.1.0
 globus-sdk>=3.9.0
 requests>=2.32.3
 pyyaml>=6.0.1
 python-datauri>=2.2.0
 python-frontmatter>=1.1.0
 hubmap-api-py-client>=0.0.11
-hubmap-commons>=2.1.15
+hubmap-commons>=2.1.18
 # As of 2023-08-24, this is the version of boto3 which is compatible with both the 
 # portal-visualization->vitessce->ome-zarr dependency on aiobotocore~=2.5
 # and the hubmap-commons dependency on boto3>=1.24.47
diff --git a/context/requirements.txt b/context/requirements.txt
index bf9a92a0ec..df86e14199 100644
--- a/context/requirements.txt
+++ b/context/requirements.txt
@@ -1,5 +1,5 @@
 #
-# This file is autogenerated by pip-compile with Python 3.9
+# This file is autogenerated by pip-compile with Python 3.10
 # by the following command:
 #
 #    pip-compile --allow-unsafe --generate-hashes --output-file=context/requirements.txt context/requirements.in
@@ -164,9 +164,9 @@ black==24.3.0 \
     --hash=sha256:e19cb1c6365fd6dc38a6eae2dcb691d7d83935c10215aef8e6c38edee3f77abd \
     --hash=sha256:e2af80566f43c85f5797365077fb64a393861a3730bd110971ab7a0c94e873e7
     # via vitessce
-blinker==1.6.2 \
-    --hash=sha256:4afd3de66ef3a9f8067559fb7a1cbe555c17dcbe15971b05d1b625c3e7abe213 \
-    --hash=sha256:c3d739772abb7bc2860abf5f2ec284223d9ad5c76da018234f6f50d6f31ab1f0
+blinker==1.9.0 \
+    --hash=sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
     # via flask
 boto3==1.28.17 \
     --hash=sha256:90f7cfb5e1821af95b1fc084bc50e6c47fa3edc99f32de1a2591faa0c546bea7 \
@@ -345,9 +345,9 @@ fasteners==0.17.3 \
     --hash=sha256:a9a42a208573d4074c77d041447336cf4e3c1389a256fd3e113ef59cf29b7980 \
     --hash=sha256:cae0772df265923e71435cc5057840138f4e8b6302f888a567d06ed8e1cbca03
     # via zarr
-flask[async]==3.0.3 \
-    --hash=sha256:34e815dfaa43340d1d15a5c3a02b8476004037eb4840b34910c6e21679d288f3 \
-    --hash=sha256:ceb27b0af3823ea2737928a4d99d125a06175b8512c445cbd9a9ce200ef76842
+flask[async]==3.1.0 \
+    --hash=sha256:5f873c5184c897c8d9d1b05df1e3d01b14910ce69607a117bd3277098a5836ac \
+    --hash=sha256:d667207822eb83f1c4b50949b1623c8fc8d51f2341d65f72e1a1815397551136
     # via
     #   -r context/requirements.in
     #   hubmap-commons
@@ -500,9 +500,9 @@ h5py==3.9.0 \
 hubmap-api-py-client==0.0.11 \
     --hash=sha256:65576f80fb449688027cabd43cd7f130e52fa8f43c4e823a579b6111085203e1
     # via -r context/requirements.in
-hubmap-commons==2.1.15 \
-    --hash=sha256:977c5c398a5b1175ac8b71d06865a8b0c8f8c3a18e6c22e40949e3625e7c6670 \
-    --hash=sha256:a2cbd226cc91a38bde941f4a875c96e4e4e2734f01410e21fc3429af4c6c9fee
+hubmap-commons==2.1.18 \
+    --hash=sha256:6e2899f47e1284f046d069bcd08b8d4551b9e2f203cede213dd26a3e6882890d \
+    --hash=sha256:e964ca418435aeae85e06fed820185f4e5f0f3142383b43b0c30fef38bc1fd12
     # via
     #   -r context/requirements.in
     #   portal-visualization
@@ -519,13 +519,7 @@ imageio==2.31.1 \
 importlib-metadata==6.8.0 \
     --hash=sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb \
     --hash=sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743
-    # via
-    #   dask
-    #   flask
-importlib-resources==6.0.1 \
-    --hash=sha256:134832a506243891221b88b4ae1213327eea96ceb4e407a00d790bb0626f45cf \
-    --hash=sha256:4359457e42708462b9626a04657c6208ad799ceb41e5c58c57ffa0e6a098a5d4
-    # via matplotlib
+    # via dask
 ipython-genutils==0.2.0 \
     --hash=sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8 \
     --hash=sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8
@@ -534,9 +528,9 @@ isodate==0.6.1 \
     --hash=sha256:0751eece944162659049d35f4f549ed815792b38793f07cf73381c1c87cbed96 \
     --hash=sha256:48c5881de7e8b0a0d648cb024c8062dc84e7b840ed81e864c7614fd3c127bde9
     # via rdflib
-itsdangerous==2.1.2 \
-    --hash=sha256:2c2349112351b88699d8d4b6b075022c0808887cb7ad10069318a8b0bc88db44 \
-    --hash=sha256:5dbbc68b317e5e42f327f9021763545dc3fc3bfe22e6deb96aaf1fc38874156a
+itsdangerous==2.2.0 \
+    --hash=sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef \
+    --hash=sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173
     # via flask
 jinja2==3.1.4 \
     --hash=sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369 \
@@ -1725,10 +1719,8 @@ typing-extensions==4.1.1 \
     --hash=sha256:1a9462dcc3347a79b1f1c0271fbe79e844580bb598bafa1ed208b94da3cdcd42 \
     --hash=sha256:21c85e0fe4b9a155d0799430b0ad741cdce7e359660ccbd8b530613e8df88ce2
     # via
-    #   aioitertools
     #   asgiref
     #   black
-    #   globus-sdk
     #   python-datauri
 umap-learn==0.5.3 \
     --hash=sha256:dbd57cb181c2b66d238acb5635697526bf24c798082daed0cf9b87f6a3a6c0c7
@@ -1744,9 +1736,9 @@ vitessce==3.4.0 \
     --hash=sha256:b09088cd42bd671e0136f504dc69cc888af60e8b86ac62f51cf781ee84478e5c \
     --hash=sha256:bb0f8420bab6273dcf6d5c3e48ff6a7ff7e8d97669078cabc4a3d67c6e04386d
     # via portal-visualization
-werkzeug==3.0.6 \
-    --hash=sha256:1bc0c2310d2fbb07b1dd1105eba2f7af72f322e1e455f2f93c993bee8c8a5f17 \
-    --hash=sha256:a8dd59d4de28ca70471a34cba79bed5f7ef2e036a76b3ab0835474246eb41f8d
+werkzeug==3.1.3 \
+    --hash=sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e \
+    --hash=sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746
     # via flask
 wrapt==1.15.0 \
     --hash=sha256:02fce1852f755f44f95af51f69d22e45080102e9d00258053b79367d07af39c0 \
@@ -1923,9 +1915,7 @@ zict==3.0.0 \
 zipp==3.19.2 \
     --hash=sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19 \
     --hash=sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c
-    # via
-    #   importlib-metadata
-    #   importlib-resources
+    # via importlib-metadata
 
 # The following packages are considered to be unsafe in a requirements file:
 setuptools==75.6.0 \

From a6122b30d308411237735979fffa28e5149c8b26 Mon Sep 17 00:00:00 2001
From: Nikolay Akhmetov <nick.akhmetov@gmail.com>
Date: Wed, 18 Dec 2024 14:30:13 -0500
Subject: [PATCH 3/6] regenerate  requirements-dev with python 3.10

---
 context/requirements-dev.txt | 10 +---------
 1 file changed, 1 insertion(+), 9 deletions(-)

diff --git a/context/requirements-dev.txt b/context/requirements-dev.txt
index a00ac78240..22cc84f211 100644
--- a/context/requirements-dev.txt
+++ b/context/requirements-dev.txt
@@ -1,5 +1,5 @@
 #
-# This file is autogenerated by pip-compile with Python 3.9
+# This file is autogenerated by pip-compile with Python 3.10
 # by the following command:
 #
 #    pip-compile --allow-unsafe --generate-hashes --output-file=context/requirements-dev.txt context/requirements-dev.in
@@ -37,10 +37,6 @@ flake8==3.7.8 \
     --hash=sha256:19241c1cbc971b9962473e4438a2ca19749a7dd002dd1a946eaba171b4114548 \
     --hash=sha256:8e9dfa3cecb2400b3738a42c54c3043e821682b9c840b0448c0503f781130696
     # via -r context/requirements-dev.in
-importlib-metadata==8.0.0 \
-    --hash=sha256:15584cf2b1bf449d98ff8a6ff1abef57bf20f3ac6454f431736cd3e660921b2f \
-    --hash=sha256:188bd24e4c346d3f0a933f275c2fec67050326a856b9a359881d7c2a697e8812
-    # via build
 iniconfig==1.1.1 \
     --hash=sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3 \
     --hash=sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32
@@ -126,10 +122,6 @@ wheel==0.38.1 \
     --hash=sha256:7a95f9a8dc0924ef318bd55b616112c70903192f524d120acc614f59547a9e1f \
     --hash=sha256:ea041edf63f4ccba53ad6e035427997b3bb10ee88a4cd014ae82aeb9eea77bb9
     # via pip-tools
-zipp==3.19.2 \
-    --hash=sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19 \
-    --hash=sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c
-    # via importlib-metadata
 
 # The following packages are considered to be unsafe in a requirements file:
 pip==24.1.1 \

From ca8d7bf658a4a8138da03a12b8eaf86c6063e911 Mon Sep 17 00:00:00 2001
From: Nikolay Akhmetov <nick.akhmetov@gmail.com>
Date: Wed, 18 Dec 2024 14:45:25 -0500
Subject: [PATCH 4/6] update readme with `uv` instructions, add `uv` to pip
 install task and dev-start

---
 .vscode/tasks.json   | 2 +-
 README.md            | 5 +++++
 etc/dev/dev-start.sh | 2 +-
 3 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/.vscode/tasks.json b/.vscode/tasks.json
index f2bda3df5f..e3427042d8 100644
--- a/.vscode/tasks.json
+++ b/.vscode/tasks.json
@@ -4,7 +4,7 @@
     {
       "label": "pip install",
       "type": "shell",
-      "command": "PIP_CONSTRAINT=context/constraints.txt pip install -r context/requirements.txt --use-deprecated=legacy-resolver",
+      "command": "PIP_CONSTRAINT=context/constraints.txt uv pip install -r context/requirements.txt",
       "group": {
         "kind": "build",
         "isDefault": false
diff --git a/README.md b/README.md
index 3701423eb0..6ca95a685d 100644
--- a/README.md
+++ b/README.md
@@ -105,6 +105,11 @@ All designs are in [Figma](https://www.figma.com/files/team/834568130405102661/H
 
 - `git`: Suggest [installing Apple XCode](https://developer.apple.com/xcode/).
 - `python 3.10`
+  - `uv` (Recommended):
+    - [Install `uv`](https://docs.astral.sh/uv/getting-started/installation/) using any supported installation method.
+    - Create a `uv` virtual environment with the appropriate python version via `uv venv --python $(cat .python-version)`.
+    - Activate the environment with `source .venv/bin/activate`.
+    - Install locked requirements with `uv pip sync context/requirements.txt` and `uv pip sync context/requirements-dev.txt`.
   - MiniConda:
     - [installing miniconda](https://docs.conda.io/en/latest/miniconda.html#macosx-installers) and [creating a new conda environment](https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html#creating-an-environment-with-commands): `conda create -n portal python=$(cat .python-version)`
   - pyenv:
diff --git a/etc/dev/dev-start.sh b/etc/dev/dev-start.sh
index 8d9f6fa48b..45eed1da06 100755
--- a/etc/dev/dev-start.sh
+++ b/etc/dev/dev-start.sh
@@ -76,7 +76,7 @@ trap 'jobs -p | xargs kill' EXIT
 CONTEXT=context
 
 if [ "$NO_PIP" -lt 1 ] ; then 
-  PIP_CONSTRAINT=$CONTEXT/constraints.txt pip install -r $CONTEXT/requirements.txt > /dev/null --use-deprecated=legacy-resolver
+  PIP_CONSTRAINT=$CONTEXT/constraints.txt uv pip install -r $CONTEXT/requirements.txt > /dev/null
 fi
 
 etc/dev/copy-app-conf.sh

From aa94f94e81a199bd8542071728684902f99bba2b Mon Sep 17 00:00:00 2001
From: Nikolay Akhmetov <nick.akhmetov@gmail.com>
Date: Wed, 18 Dec 2024 14:47:39 -0500
Subject: [PATCH 5/6] recompile requirements with `uv`, use `uv pip sync` for
 install scripts instead of `uv pip install -r`

---
 .vscode/tasks.json           |    2 +-
 context/requirements-dev.txt |  130 +--
 context/requirements.txt     | 1768 +++-------------------------------
 etc/dev/dev-start.sh         |    2 +-
 4 files changed, 168 insertions(+), 1734 deletions(-)

diff --git a/.vscode/tasks.json b/.vscode/tasks.json
index e3427042d8..3cefca3b9c 100644
--- a/.vscode/tasks.json
+++ b/.vscode/tasks.json
@@ -4,7 +4,7 @@
     {
       "label": "pip install",
       "type": "shell",
-      "command": "PIP_CONSTRAINT=context/constraints.txt uv pip install -r context/requirements.txt",
+      "command": "PIP_CONSTRAINT=context/constraints.txt uv pip sync context/requirements.txt",
       "group": {
         "kind": "build",
         "isDefault": false
diff --git a/context/requirements-dev.txt b/context/requirements-dev.txt
index 22cc84f211..fe88343997 100644
--- a/context/requirements-dev.txt
+++ b/context/requirements-dev.txt
@@ -1,134 +1,78 @@
-#
-# This file is autogenerated by pip-compile with Python 3.10
-# by the following command:
-#
-#    pip-compile --allow-unsafe --generate-hashes --output-file=context/requirements-dev.txt context/requirements-dev.in
-#
-autopep8==1.4.4 \
-    --hash=sha256:4d8eec30cc81bc5617dbf1218201d770dc35629363547f17577c61683ccfb3ee
+# This file was autogenerated by uv via the following command:
+#    uv pip compile context/requirements-dev.in --universal --output-file context/requirements-dev.txt
+autopep8==1.4.4
     # via -r context/requirements-dev.in
-boto3==1.26.154 \
-    --hash=sha256:cf1067d101be538f399b685bbe6beb4bfed01095da8497d0c7fa8b8788a65c6b \
-    --hash=sha256:ee2b3733f40f935da78bf76bc8e82af6e90841406e04605e3b2d765b50cad05e
+boto3==1.26.154
     # via -r context/requirements-dev.in
-botocore==1.29.154 \
-    --hash=sha256:a9c7da497ac5f7d4f3e932b4442e7c32cc2936f3a4658165f1528336fc429c3d \
-    --hash=sha256:b9853f72a3c93f1aa8c9a1636911cdbec3662bca2e04e4ee00437c4f8c9fa2d4
+botocore==1.29.154
     # via
     #   boto3
     #   s3transfer
-build==1.2.1 \
-    --hash=sha256:526263f4870c26f26c433545579475377b2b7588b6f1eac76a001e873ae3e19d \
-    --hash=sha256:75e10f767a433d9a86e50d83f418e83efc18ede923ee5ff7df93b6cb0306c5d4
+build==1.2.1
     # via pip-tools
-click==8.1.0 \
-    --hash=sha256:19a4baa64da924c5e0cd889aba8e947f280309f1a2ce0947a3e3a7bcb7cc72d6 \
-    --hash=sha256:977c213473c7665d3aa092b41ff12063227751c41d7b17165013e10069cc5cd2
+click==8.1.0
     # via pip-tools
-entrypoints==0.3 \
-    --hash=sha256:589f874b313739ad35be6e0cd7efde2a4e9b6fea91edcc34e58ecbb8dbe56d19 \
-    --hash=sha256:c70dd71abe5a8c85e55e12c19bd91ccfeec11a6e99044204511f9ed547d48451
+colorama==0.4.6 ; os_name == 'nt' or (platform_system == 'Windows' and sys_platform != 'win32') or sys_platform == 'win32'
+    # via
+    #   build
+    #   click
+    #   pytest
+entrypoints==0.3
     # via flake8
-exceptiongroup==1.2.1 \
-    --hash=sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad \
-    --hash=sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16
+exceptiongroup==1.2.1 ; python_full_version < '3.11'
     # via pytest
-flake8==3.7.8 \
-    --hash=sha256:19241c1cbc971b9962473e4438a2ca19749a7dd002dd1a946eaba171b4114548 \
-    --hash=sha256:8e9dfa3cecb2400b3738a42c54c3043e821682b9c840b0448c0503f781130696
+flake8==3.7.8
     # via -r context/requirements-dev.in
-iniconfig==1.1.1 \
-    --hash=sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3 \
-    --hash=sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32
+iniconfig==1.1.1
     # via pytest
-jmespath==1.0.1 \
-    --hash=sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980 \
-    --hash=sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe
+jmespath==1.0.1
     # via
     #   boto3
     #   botocore
-mccabe==0.6.1 \
-    --hash=sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42 \
-    --hash=sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f
+mccabe==0.6.1
     # via flake8
-packaging==21.3 \
-    --hash=sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb \
-    --hash=sha256:ef103e05f519cdc783ae24ea4e2e0f508a9c99b2d4969652eed6a2e1ea5bd522
+packaging==21.3
     # via
     #   build
     #   pytest
-pip-tools==7.4.1 \
-    --hash=sha256:4c690e5fbae2f21e87843e89c26191f0d9454f362d8acdbd695716493ec8b3a9 \
-    --hash=sha256:864826f5073864450e24dbeeb85ce3920cdfb09848a3d69ebf537b521f14bcc9
+pip==24.1.1
+    # via pip-tools
+pip-tools==7.4.1
     # via -r context/requirements-dev.in
-pluggy==1.5.0 \
-    --hash=sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1 \
-    --hash=sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669
+pluggy==1.5.0
     # via pytest
-pycodestyle==2.5.0 \
-    --hash=sha256:95a2219d12372f05704562a14ec30bc76b05a5b297b21a5dfe3f6fac3491ae56 \
-    --hash=sha256:e40a936c9a450ad81df37f549d676d127b1b66000a6c500caa2b085bc0ca976c
+pycodestyle==2.5.0
     # via
     #   autopep8
     #   flake8
-pyflakes==2.1.1 \
-    --hash=sha256:17dbeb2e3f4d772725c777fabc446d5634d1038f234e77343108ce445ea69ce0 \
-    --hash=sha256:d976835886f8c5b31d47970ed689944a0262b5f3afa00a5a7b4dc81e5449f8a2
+pyflakes==2.1.1
     # via flake8
-pyparsing==3.0.7 \
-    --hash=sha256:18ee9022775d270c55187733956460083db60b37d0d0fb357445f3094eed3eea \
-    --hash=sha256:a6c06a88f252e6c322f65faf8f418b16213b51bdfaece0524c1c1bc30c63c484
+pyparsing==3.0.7
     # via packaging
-pyproject-hooks==1.1.0 \
-    --hash=sha256:4b37730834edbd6bd37f26ece6b44802fb1c1ee2ece0e54ddff8bfc06db86965 \
-    --hash=sha256:7ceeefe9aec63a1064c18d939bdc3adf2d8aa1988a510afec15151578b232aa2
+pyproject-hooks==1.1.0
     # via
     #   build
     #   pip-tools
-pytest==8.2.2 \
-    --hash=sha256:c434598117762e2bd304e526244f67bf66bbd7b5d6cf22138be51ff661980343 \
-    --hash=sha256:de4bb8104e201939ccdc688b27a89a7be2079b22e2bd2b07f806b6ba71117977
+pytest==8.2.2
     # via
     #   -r context/requirements-dev.in
     #   pytest-mock
-pytest-mock==3.14.0 \
-    --hash=sha256:0b72c38033392a5f4621342fe11e9219ac11ec9d375f8e2a0c164539e0d70f6f \
-    --hash=sha256:2719255a1efeceadbc056d6bf3df3d1c5015530fb40cf347c0f9afac88410bd0
+pytest-mock==3.14.0
     # via -r context/requirements-dev.in
-python-dateutil==2.8.2 \
-    --hash=sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86 \
-    --hash=sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9
+python-dateutil==2.8.2
     # via botocore
-s3transfer==0.6.1 \
-    --hash=sha256:3c0da2d074bf35d6870ef157158641178a4204a6e689e82546083e31e0311346 \
-    --hash=sha256:640bb492711f4c0c0905e1f62b6aaeb771881935ad27884852411f8e9cacbca9
+s3transfer==0.6.1
     # via boto3
-six==1.16.0 \
-    --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926 \
-    --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254
+setuptools==70.0.0
+    # via pip-tools
+six==1.16.0
     # via python-dateutil
-tomli==2.0.1 \
-    --hash=sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc \
-    --hash=sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f
+tomli==2.0.1 ; python_full_version < '3.11'
     # via
     #   build
     #   pip-tools
     #   pytest
-urllib3==1.26.17 \
-    --hash=sha256:24d6a242c28d29af46c3fae832c36db3bbebcc533dd1bb549172cd739c82df21 \
-    --hash=sha256:94a757d178c9be92ef5539b8840d48dc9cf1b2709c9d6b588232a055c524458b
+urllib3==1.26.17
     # via botocore
-wheel==0.38.1 \
-    --hash=sha256:7a95f9a8dc0924ef318bd55b616112c70903192f524d120acc614f59547a9e1f \
-    --hash=sha256:ea041edf63f4ccba53ad6e035427997b3bb10ee88a4cd014ae82aeb9eea77bb9
-    # via pip-tools
-
-# The following packages are considered to be unsafe in a requirements file:
-pip==24.1.1 \
-    --hash=sha256:5aa64f65e1952733ee0a9a9b1f52496ebdb3f3077cc46f80a16d983b58d1180a \
-    --hash=sha256:efca15145a95e95c00608afeab66311d40bfb73bb2266a855befd705e6bb15a0
-    # via pip-tools
-setuptools==70.0.0 \
-    --hash=sha256:54faa7f2e8d2d11bcd2c07bed282eef1046b5c080d1c32add737d7b5817b1ad4 \
-    --hash=sha256:f211a66637b8fa059bb28183da127d4e86396c991a942b028c6650d4319c3fd0
+wheel==0.38.1
     # via pip-tools
diff --git a/context/requirements.txt b/context/requirements.txt
index df86e14199..3e71295eff 100644
--- a/context/requirements.txt
+++ b/context/requirements.txt
@@ -1,1073 +1,205 @@
-#
-# This file is autogenerated by pip-compile with Python 3.10
-# by the following command:
-#
-#    pip-compile --allow-unsafe --generate-hashes --output-file=context/requirements.txt context/requirements.in
-#
-aiobotocore==2.5.4 \
-    --hash=sha256:4b32218728ca3d0be83835b604603a0cd6c329066e884bb78149334267f92440 \
-    --hash=sha256:60341f19eda77e41e1ab11eef171b5a98b5dbdb90804f5334b6f90e560e31fae
+# This file was autogenerated by uv via the following command:
+#    uv pip compile context/requirements.in --universal --output-file context/requirements.txt
+aiobotocore==2.5.4
     # via s3fs
-aiohappyeyeballs==2.4.3 \
-    --hash=sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586 \
-    --hash=sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572
+aiohappyeyeballs==2.4.3
     # via aiohttp
-aiohttp==3.10.11 \
-    --hash=sha256:0316e624b754dbbf8c872b62fe6dcb395ef20c70e59890dfa0de9eafccd2849d \
-    --hash=sha256:099fd126bf960f96d34a760e747a629c27fb3634da5d05c7ef4d35ef4ea519fc \
-    --hash=sha256:0acafb350cfb2eba70eb5d271f55e08bd4502ec35e964e18ad3e7d34d71f7261 \
-    --hash=sha256:0c5580f3c51eea91559db3facd45d72e7ec970b04528b4709b1f9c2555bd6d0b \
-    --hash=sha256:0f449a50cc33f0384f633894d8d3cd020e3ccef81879c6e6245c3c375c448625 \
-    --hash=sha256:14cdc8c1810bbd4b4b9f142eeee23cda528ae4e57ea0923551a9af4820980e39 \
-    --hash=sha256:1dc0f4ca54842173d03322793ebcf2c8cc2d34ae91cc762478e295d8e361e03f \
-    --hash=sha256:1e7b825da878464a252ccff2958838f9caa82f32a8dbc334eb9b34a026e2c636 \
-    --hash=sha256:20063c7acf1eec550c8eb098deb5ed9e1bb0521613b03bb93644b810986027ac \
-    --hash=sha256:20b3d9e416774d41813bc02fdc0663379c01817b0874b932b81c7f777f67b217 \
-    --hash=sha256:22b7c540c55909140f63ab4f54ec2c20d2635c0289cdd8006da46f3327f971b9 \
-    --hash=sha256:236b28ceb79532da85d59aa9b9bf873b364e27a0acb2ceaba475dc61cffb6f3f \
-    --hash=sha256:249c8ff8d26a8b41a0f12f9df804e7c685ca35a207e2410adbd3e924217b9006 \
-    --hash=sha256:25fd5470922091b5a9aeeb7e75be609e16b4fba81cdeaf12981393fb240dd10e \
-    --hash=sha256:29103f9099b6068bbdf44d6a3d090e0a0b2be6d3c9f16a070dd9d0d910ec08f9 \
-    --hash=sha256:2b943011b45ee6bf74b22245c6faab736363678e910504dd7531a58c76c9015a \
-    --hash=sha256:2c8f96e9ee19f04c4914e4e7a42a60861066d3e1abf05c726f38d9d0a466e695 \
-    --hash=sha256:2dfb612dcbe70fb7cdcf3499e8d483079b89749c857a8f6e80263b021745c730 \
-    --hash=sha256:2e4e18a0a2d03531edbc06c366954e40a3f8d2a88d2b936bbe78a0c75a3aab3e \
-    --hash=sha256:2ea224cf7bc2d8856d6971cea73b1d50c9c51d36971faf1abc169a0d5f85a382 \
-    --hash=sha256:30283f9d0ce420363c24c5c2421e71a738a2155f10adbb1a11a4d4d6d2715cfc \
-    --hash=sha256:38e3c4f80196b4f6c3a85d134a534a56f52da9cb8d8e7af1b79a32eefee73a00 \
-    --hash=sha256:3bf6d027d9d1d34e1c2e1645f18a6498c98d634f8e373395221121f1c258ace8 \
-    --hash=sha256:459f0f32c8356e8125f45eeff0ecf2b1cb6db1551304972702f34cd9e6c44658 \
-    --hash=sha256:473aebc3b871646e1940c05268d451f2543a1d209f47035b594b9d4e91ce8339 \
-    --hash=sha256:489cced07a4c11488f47aab1f00d0c572506883f877af100a38f1fedaa884c3a \
-    --hash=sha256:48bc1d924490f0d0b3658fe5c4b081a4d56ebb58af80a6729d4bd13ea569797a \
-    --hash=sha256:4996ff1345704ffdd6d75fb06ed175938c133425af616142e7187f28dc75f14e \
-    --hash=sha256:4e8d8aad9402d3aa02fdc5ca2fe68bcb9fdfe1f77b40b10410a94c7f408b664d \
-    --hash=sha256:5077b1a5f40ffa3ba1f40d537d3bec4383988ee51fbba6b74aa8fb1bc466599e \
-    --hash=sha256:5a5f7ab8baf13314e6b2485965cbacb94afff1e93466ac4d06a47a81c50f9cca \
-    --hash=sha256:5ab2328a61fdc86424ee540d0aeb8b73bbcad7351fb7cf7a6546fc0bcffa0038 \
-    --hash=sha256:5f0463bf8b0754bc744e1feb61590706823795041e63edf30118a6f0bf577461 \
-    --hash=sha256:686b03196976e327412a1b094f4120778c7c4b9cff9bce8d2fdfeca386b89829 \
-    --hash=sha256:6cd3f10b01f0c31481fba8d302b61603a2acb37b9d30e1d14e0f5a58b7b18a31 \
-    --hash=sha256:6ce66780fa1a20e45bc753cda2a149daa6dbf1561fc1289fa0c308391c7bc0a4 \
-    --hash=sha256:703938e22434d7d14ec22f9f310559331f455018389222eed132808cd8f44127 \
-    --hash=sha256:72b191cdf35a518bfc7ca87d770d30941decc5aaf897ec8b484eb5cc8c7706f3 \
-    --hash=sha256:7400a93d629a0608dc1d6c55f1e3d6e07f7375745aaa8bd7f085571e4d1cee97 \
-    --hash=sha256:7480519f70e32bfb101d71fb9a1f330fbd291655a4c1c922232a48c458c52710 \
-    --hash=sha256:74baf1a7d948b3d640badeac333af581a367ab916b37e44cf90a0334157cdfd2 \
-    --hash=sha256:778cbd01f18ff78b5dd23c77eb82987ee4ba23408cbed233009fd570dda7e674 \
-    --hash=sha256:7b26b1551e481012575dab8e3727b16fe7dd27eb2711d2e63ced7368756268fb \
-    --hash=sha256:7ce6a51469bfaacff146e59e7fb61c9c23006495d11cc24c514a455032bcfa03 \
-    --hash=sha256:80ff08556c7f59a7972b1e8919f62e9c069c33566a6d28586771711e0eea4f07 \
-    --hash=sha256:82052be3e6d9e0c123499127782a01a2b224b8af8c62ab46b3f6197035ad94e9 \
-    --hash=sha256:8663f7777ce775f0413324be0d96d9730959b2ca73d9b7e2c2c90539139cbdd6 \
-    --hash=sha256:878ca6a931ee8c486a8f7b432b65431d095c522cbeb34892bee5be97b3481d0f \
-    --hash=sha256:8d6a14a4d93b5b3c2891fca94fa9d41b2322a68194422bef0dd5ec1e57d7d298 \
-    --hash=sha256:9208299251370ee815473270c52cd3f7069ee9ed348d941d574d1457d2c73e8b \
-    --hash=sha256:968b8fb2a5eee2770eda9c7b5581587ef9b96fbdf8dcabc6b446d35ccc69df01 \
-    --hash=sha256:971aa438a29701d4b34e4943e91b5e984c3ae6ccbf80dd9efaffb01bd0b243a9 \
-    --hash=sha256:9a309c5de392dfe0f32ee57fa43ed8fc6ddf9985425e84bd51ed66bb16bce3a7 \
-    --hash=sha256:9bc50b63648840854e00084c2b43035a62e033cb9b06d8c22b409d56eb098413 \
-    --hash=sha256:9c6e0ffd52c929f985c7258f83185d17c76d4275ad22e90aa29f38e211aacbec \
-    --hash=sha256:9dc2b8f3dcab2e39e0fa309c8da50c3b55e6f34ab25f1a71d3288f24924d33a7 \
-    --hash=sha256:9ec1628180241d906a0840b38f162a3215114b14541f1a8711c368a8739a9be4 \
-    --hash=sha256:a919c8957695ea4c0e7a3e8d16494e3477b86f33067478f43106921c2fef15bb \
-    --hash=sha256:aa93063d4af05c49276cf14e419550a3f45258b6b9d1f16403e777f1addf4519 \
-    --hash=sha256:aad3cd91d484d065ede16f3cf15408254e2469e3f613b241a1db552c5eb7ab7d \
-    --hash=sha256:b3e70f24e7d0405be2348da9d5a7836936bf3a9b4fd210f8c37e8d48bc32eca6 \
-    --hash=sha256:b5e29706e6389a2283a91611c91bf24f218962717c8f3b4e528ef529d112ee27 \
-    --hash=sha256:bbde2ca67230923a42161b1f408c3992ae6e0be782dca0c44cb3206bf330dee1 \
-    --hash=sha256:bc6f1ab987a27b83c5268a17218463c2ec08dbb754195113867a27b166cd6087 \
-    --hash=sha256:bcaf2d79104d53d4dcf934f7ce76d3d155302d07dae24dff6c9fffd217568067 \
-    --hash=sha256:c13ed0c779911c7998a58e7848954bd4d63df3e3575f591e321b19a2aec8df9f \
-    --hash=sha256:c2f746a6968c54ab2186574e15c3f14f3e7f67aef12b761e043b33b89c5b5f95 \
-    --hash=sha256:c73c4d3dae0b4644bc21e3de546530531d6cdc88659cdeb6579cd627d3c206aa \
-    --hash=sha256:c891011e76041e6508cbfc469dd1a8ea09bc24e87e4c204e05f150c4c455a5fa \
-    --hash=sha256:ca117819d8ad113413016cb29774b3f6d99ad23c220069789fc050267b786c16 \
-    --hash=sha256:cdc493a2e5d8dc79b2df5bec9558425bcd39aff59fc949810cbd0832e294b106 \
-    --hash=sha256:d110cabad8360ffa0dec8f6ec60e43286e9d251e77db4763a87dcfe55b4adb92 \
-    --hash=sha256:d97187de3c276263db3564bb9d9fad9e15b51ea10a371ffa5947a5ba93ad6777 \
-    --hash=sha256:db9503f79e12d5d80b3efd4d01312853565c05367493379df76d2674af881caa \
-    --hash=sha256:deef4362af9493d1382ef86732ee2e4cbc0d7c005947bd54ad1a9a16dd59298e \
-    --hash=sha256:e0099c7d5d7afff4202a0c670e5b723f7718810000b4abcbc96b064129e64bc7 \
-    --hash=sha256:e12eb3f4b1f72aaaf6acd27d045753b18101524f72ae071ae1c91c1cd44ef115 \
-    --hash=sha256:e1ffa713d3ea7cdcd4aea9cddccab41edf6882fa9552940344c44e59652e1120 \
-    --hash=sha256:e5358addc8044ee49143c546d2182c15b4ac3a60be01c3209374ace05af5733d \
-    --hash=sha256:ea9b3bab329aeaa603ed3bf605f1e2a6f36496ad7e0e1aa42025f368ee2dc07b \
-    --hash=sha256:f14ebc419a568c2eff3c1ed35f634435c24ead2fe19c07426af41e7adb68713a \
-    --hash=sha256:f34b97e4b11b8d4eb2c3a4f975be626cc8af99ff479da7de49ac2c6d02d35725 \
-    --hash=sha256:f4df4b8ca97f658c880fb4b90b1d1ec528315d4030af1ec763247ebfd33d8b9a \
-    --hash=sha256:f65267266c9aeb2287a6622ee2bb39490292552f9fbf851baabc04c9f84e048d \
-    --hash=sha256:f6c6dec398ac5a87cb3a407b068e1106b20ef001c344e34154616183fe684288 \
-    --hash=sha256:f9b615d3da0d60e7d53c62e22b4fd1c70f4ae5993a44687b011ea3a2e49051b8 \
-    --hash=sha256:f9f92a344c50b9667827da308473005f34767b6a2a60d9acff56ae94f895f385 \
-    --hash=sha256:fb8601394d537da9221947b5d6e62b064c9a43e88a1ecd7414d21a1a6fba9c24 \
-    --hash=sha256:fc31820cfc3b2863c6e95e14fcf815dc7afe52480b4dc03393c4873bb5599f71 \
-    --hash=sha256:fdf6429f0caabfd8a30c4e2eaecb547b3c340e4730ebfe25139779b9815ba138 \
-    --hash=sha256:ffbfde2443696345e23a3c597049b1dd43049bb65337837574205e7368472177
+aiohttp==3.10.11
     # via
     #   aiobotocore
     #   ome-zarr
     #   portal-visualization
     #   s3fs
-aioitertools==0.11.0 \
-    --hash=sha256:04b95e3dab25b449def24d7df809411c10e62aab0cbe31a50ca4e68748c43394 \
-    --hash=sha256:42c68b8dd3a69c2bf7f2233bf7df4bb58b557bca5252ac02ed5187bbc67d6831
+aioitertools==0.11.0
     # via aiobotocore
-aiosignal==1.2.0 \
-    --hash=sha256:26e62109036cd181df6e6ad646f91f0dcfd05fe16d0cb924138ff2ab75d64e3a \
-    --hash=sha256:78ed67db6c7b7ced4f98e495e572106d5c432a93e1ddd1bf475e1dc05f5b7df2
+aiosignal==1.2.0
     # via aiohttp
-anndata==0.8.0 \
-    --hash=sha256:2a929360c3c893370865e8ee3d3b9d95ee93239da91bafc5bf5f3c306796746e \
-    --hash=sha256:94d2cc6f76c0317c0ac28564e3092b313b7ad19c737d66701961f3e620b9066e
+anndata==0.8.0
     # via
     #   scanpy
     #   vitessce
-asciitree==0.3.3 \
-    --hash=sha256:4aa4b9b649f85e3fcb343363d97564aa1fb62e249677f2e18a96765145cc0f6e
+asciitree==0.3.3
     # via zarr
-asgiref==3.7.2 \
-    --hash=sha256:89b2ef2247e3b562a16eef663bc0e2e703ec6468e2fa8a5cd61cd449786d4f6e \
-    --hash=sha256:9e0ce3aa93a819ba5b45120216b23878cf6e8525eb3848653452b4192b92afed
+asgiref==3.7.2
     # via flask
-async-timeout==4.0.2 \
-    --hash=sha256:2163e1640ddb52b7a8c80d0a67a08587e5d245cc9c553a74a847056bc2976b15 \
-    --hash=sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c
+async-timeout==4.0.2 ; python_full_version < '3.11'
     # via aiohttp
-attrs==21.4.0 \
-    --hash=sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4 \
-    --hash=sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd
+attrs==21.4.0
     # via
     #   aiohttp
     #   jsonschema
-black==24.3.0 \
-    --hash=sha256:2818cf72dfd5d289e48f37ccfa08b460bf469e67fb7c4abb07edc2e9f16fb63f \
-    --hash=sha256:41622020d7120e01d377f74249e677039d20e6344ff5851de8a10f11f513bf93 \
-    --hash=sha256:4acf672def7eb1725f41f38bf6bf425c8237248bb0804faa3965c036f7672d11 \
-    --hash=sha256:4be5bb28e090456adfc1255e03967fb67ca846a03be7aadf6249096100ee32d0 \
-    --hash=sha256:4f1373a7808a8f135b774039f61d59e4be7eb56b2513d3d2f02a8b9365b8a8a9 \
-    --hash=sha256:56f52cfbd3dabe2798d76dbdd299faa046a901041faf2cf33288bc4e6dae57b5 \
-    --hash=sha256:65b76c275e4c1c5ce6e9870911384bff5ca31ab63d19c76811cb1fb162678213 \
-    --hash=sha256:65c02e4ea2ae09d16314d30912a58ada9a5c4fdfedf9512d23326128ac08ac3d \
-    --hash=sha256:6905238a754ceb7788a73f02b45637d820b2f5478b20fec82ea865e4f5d4d9f7 \
-    --hash=sha256:79dcf34b33e38ed1b17434693763301d7ccbd1c5860674a8f871bd15139e7837 \
-    --hash=sha256:7bb041dca0d784697af4646d3b62ba4a6b028276ae878e53f6b4f74ddd6db99f \
-    --hash=sha256:7d5e026f8da0322b5662fa7a8e752b3fa2dac1c1cbc213c3d7ff9bdd0ab12395 \
-    --hash=sha256:9f50ea1132e2189d8dff0115ab75b65590a3e97de1e143795adb4ce317934995 \
-    --hash=sha256:a0c9c4a0771afc6919578cec71ce82a3e31e054904e7197deacbc9382671c41f \
-    --hash=sha256:aadf7a02d947936ee418777e0247ea114f78aff0d0959461057cae8a04f20597 \
-    --hash=sha256:b5991d523eee14756f3c8d5df5231550ae8993e2286b8014e2fdea7156ed0959 \
-    --hash=sha256:bf21b7b230718a5f08bd32d5e4f1db7fc8788345c8aea1d155fc17852b3410f5 \
-    --hash=sha256:c45f8dff244b3c431b36e3224b6be4a127c6aca780853574c00faf99258041eb \
-    --hash=sha256:c7ed6668cbbfcd231fa0dc1b137d3e40c04c7f786e626b405c62bcd5db5857e4 \
-    --hash=sha256:d7de8d330763c66663661a1ffd432274a2f92f07feeddd89ffd085b5744f85e7 \
-    --hash=sha256:e19cb1c6365fd6dc38a6eae2dcb691d7d83935c10215aef8e6c38edee3f77abd \
-    --hash=sha256:e2af80566f43c85f5797365077fb64a393861a3730bd110971ab7a0c94e873e7
+black==24.3.0
     # via vitessce
-blinker==1.9.0 \
-    --hash=sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf \
-    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+blinker==1.9.0
     # via flask
-boto3==1.28.17 \
-    --hash=sha256:90f7cfb5e1821af95b1fc084bc50e6c47fa3edc99f32de1a2591faa0c546bea7 \
-    --hash=sha256:bca0526f819e0f19c0f1e6eba3e2d1d6b6a92a45129f98c0d716e5aab6d9444b
+boto3==1.28.17
     # via
     #   -r context/requirements.in
     #   hubmap-commons
-botocore==1.31.17 \
-    --hash=sha256:396459065dba4339eb4da4ec8b4e6599728eb89b7caaceea199e26f7d824a41c \
-    --hash=sha256:6ac34a1d34aa3750e78b77b8596617e2bab938964694d651939dba2cbde2c12b
+botocore==1.31.17
     # via
     #   aiobotocore
     #   boto3
     #   s3transfer
-certifi==2023.7.22 \
-    --hash=sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082 \
-    --hash=sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9
+certifi==2023.7.22
     # via requests
-cffi==1.15.0 \
-    --hash=sha256:00c878c90cb53ccfaae6b8bc18ad05d2036553e6d9d1d9dbcf323bbe83854ca3 \
-    --hash=sha256:0104fb5ae2391d46a4cb082abdd5c69ea4eab79d8d44eaaf79f1b1fd806ee4c2 \
-    --hash=sha256:06c48159c1abed75c2e721b1715c379fa3200c7784271b3c46df01383b593636 \
-    --hash=sha256:0808014eb713677ec1292301ea4c81ad277b6cdf2fdd90fd540af98c0b101d20 \
-    --hash=sha256:10dffb601ccfb65262a27233ac273d552ddc4d8ae1bf93b21c94b8511bffe728 \
-    --hash=sha256:14cd121ea63ecdae71efa69c15c5543a4b5fbcd0bbe2aad864baca0063cecf27 \
-    --hash=sha256:17771976e82e9f94976180f76468546834d22a7cc404b17c22df2a2c81db0c66 \
-    --hash=sha256:181dee03b1170ff1969489acf1c26533710231c58f95534e3edac87fff06c443 \
-    --hash=sha256:23cfe892bd5dd8941608f93348c0737e369e51c100d03718f108bf1add7bd6d0 \
-    --hash=sha256:263cc3d821c4ab2213cbe8cd8b355a7f72a8324577dc865ef98487c1aeee2bc7 \
-    --hash=sha256:2756c88cbb94231c7a147402476be2c4df2f6078099a6f4a480d239a8817ae39 \
-    --hash=sha256:27c219baf94952ae9d50ec19651a687b826792055353d07648a5695413e0c605 \
-    --hash=sha256:2a23af14f408d53d5e6cd4e3d9a24ff9e05906ad574822a10563efcef137979a \
-    --hash=sha256:31fb708d9d7c3f49a60f04cf5b119aeefe5644daba1cd2a0fe389b674fd1de37 \
-    --hash=sha256:3415c89f9204ee60cd09b235810be700e993e343a408693e80ce7f6a40108029 \
-    --hash=sha256:3773c4d81e6e818df2efbc7dd77325ca0dcb688116050fb2b3011218eda36139 \
-    --hash=sha256:3b96a311ac60a3f6be21d2572e46ce67f09abcf4d09344c49274eb9e0bf345fc \
-    --hash=sha256:3f7d084648d77af029acb79a0ff49a0ad7e9d09057a9bf46596dac9514dc07df \
-    --hash=sha256:41d45de54cd277a7878919867c0f08b0cf817605e4eb94093e7516505d3c8d14 \
-    --hash=sha256:4238e6dab5d6a8ba812de994bbb0a79bddbdf80994e4ce802b6f6f3142fcc880 \
-    --hash=sha256:45db3a33139e9c8f7c09234b5784a5e33d31fd6907800b316decad50af323ff2 \
-    --hash=sha256:45e8636704eacc432a206ac7345a5d3d2c62d95a507ec70d62f23cd91770482a \
-    --hash=sha256:4958391dbd6249d7ad855b9ca88fae690783a6be9e86df65865058ed81fc860e \
-    --hash=sha256:4a306fa632e8f0928956a41fa8e1d6243c71e7eb59ffbd165fc0b41e316b2474 \
-    --hash=sha256:57e9ac9ccc3101fac9d6014fba037473e4358ef4e89f8e181f8951a2c0162024 \
-    --hash=sha256:59888172256cac5629e60e72e86598027aca6bf01fa2465bdb676d37636573e8 \
-    --hash=sha256:5e069f72d497312b24fcc02073d70cb989045d1c91cbd53979366077959933e0 \
-    --hash=sha256:64d4ec9f448dfe041705426000cc13e34e6e5bb13736e9fd62e34a0b0c41566e \
-    --hash=sha256:6dc2737a3674b3e344847c8686cf29e500584ccad76204efea14f451d4cc669a \
-    --hash=sha256:74fdfdbfdc48d3f47148976f49fab3251e550a8720bebc99bf1483f5bfb5db3e \
-    --hash=sha256:75e4024375654472cc27e91cbe9eaa08567f7fbdf822638be2814ce059f58032 \
-    --hash=sha256:786902fb9ba7433aae840e0ed609f45c7bcd4e225ebb9c753aa39725bb3e6ad6 \
-    --hash=sha256:8b6c2ea03845c9f501ed1313e78de148cd3f6cad741a75d43a29b43da27f2e1e \
-    --hash=sha256:91d77d2a782be4274da750752bb1650a97bfd8f291022b379bb8e01c66b4e96b \
-    --hash=sha256:91ec59c33514b7c7559a6acda53bbfe1b283949c34fe7440bcf917f96ac0723e \
-    --hash=sha256:920f0d66a896c2d99f0adbb391f990a84091179542c205fa53ce5787aff87954 \
-    --hash=sha256:a5263e363c27b653a90078143adb3d076c1a748ec9ecc78ea2fb916f9b861962 \
-    --hash=sha256:abb9a20a72ac4e0fdb50dae135ba5e77880518e742077ced47eb1499e29a443c \
-    --hash=sha256:c2051981a968d7de9dd2d7b87bcb9c939c74a34626a6e2f8181455dd49ed69e4 \
-    --hash=sha256:c21c9e3896c23007803a875460fb786118f0cdd4434359577ea25eb556e34c55 \
-    --hash=sha256:c2502a1a03b6312837279c8c1bd3ebedf6c12c4228ddbad40912d671ccc8a962 \
-    --hash=sha256:d4d692a89c5cf08a8557fdeb329b82e7bf609aadfaed6c0d79f5a449a3c7c023 \
-    --hash=sha256:da5db4e883f1ce37f55c667e5c0de439df76ac4cb55964655906306918e7363c \
-    --hash=sha256:e7022a66d9b55e93e1a845d8c9eba2a1bebd4966cd8bfc25d9cd07d515b33fa6 \
-    --hash=sha256:ef1f279350da2c586a69d32fc8733092fd32cc8ac95139a00377841f59a3f8d8 \
-    --hash=sha256:f54a64f8b0c8ff0b64d18aa76675262e1700f3995182267998c31ae974fbc382 \
-    --hash=sha256:f5c7150ad32ba43a07c4479f40241756145a1f03b43480e058cfd862bf5041c7 \
-    --hash=sha256:f6f824dc3bce0edab5f427efcfb1d63ee75b6fcb7282900ccaf925be84efb0fc \
-    --hash=sha256:fd8a250edc26254fe5b33be00402e6d287f562b6a5b2152dec302fa15bb3e997 \
-    --hash=sha256:ffaa5c925128e29efbde7301d8ecaf35c8c60ffbcd6a1ffd3a552177c8e5e796
+cffi==1.15.0 ; platform_python_implementation != 'PyPy'
     # via cryptography
-charset-normalizer==2.0.12 \
-    --hash=sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597 \
-    --hash=sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df
+charset-normalizer==2.0.12
     # via requests
-click==8.1.7 \
-    --hash=sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28 \
-    --hash=sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de
+click==8.1.7
     # via
     #   black
     #   dask
     #   distributed
     #   flask
-cloudpickle==2.2.1 \
-    --hash=sha256:61f594d1f4c295fa5cd9014ceb3a1fc4a70b0de1164b94fbc2d854ccba056f9f \
-    --hash=sha256:d89684b8de9e34a2a43b3460fbca07d09d6e25ce858df4d5a44240403b6178f5
+cloudpickle==2.2.1
     # via
     #   dask
     #   distributed
-contourpy==1.1.0 \
-    --hash=sha256:052cc634bf903c604ef1a00a5aa093c54f81a2612faedaa43295809ffdde885e \
-    --hash=sha256:084eaa568400cfaf7179b847ac871582199b1b44d5699198e9602ecbbb5f6104 \
-    --hash=sha256:0b6616375d7de55797d7a66ee7d087efe27f03d336c27cf1f32c02b8c1a5ac70 \
-    --hash=sha256:0b7b04ed0961647691cfe5d82115dd072af7ce8846d31a5fac6c142dcce8b882 \
-    --hash=sha256:143dde50520a9f90e4a2703f367cf8ec96a73042b72e68fcd184e1279962eb6f \
-    --hash=sha256:17cfaf5ec9862bc93af1ec1f302457371c34e688fbd381f4035a06cd47324f48 \
-    --hash=sha256:181cbace49874f4358e2929aaf7ba84006acb76694102e88dd15af861996c16e \
-    --hash=sha256:189ceb1525eb0655ab8487a9a9c41f42a73ba52d6789754788d1883fb06b2d8a \
-    --hash=sha256:18a64814ae7bce73925131381603fff0116e2df25230dfc80d6d690aa6e20b37 \
-    --hash=sha256:1f0cbd657e9bde94cd0e33aa7df94fb73c1ab7799378d3b3f902eb8eb2e04a3a \
-    --hash=sha256:1f795597073b09d631782e7245016a4323cf1cf0b4e06eef7ea6627e06a37ff2 \
-    --hash=sha256:25ae46595e22f93592d39a7eac3d638cda552c3e1160255258b695f7b58e5655 \
-    --hash=sha256:27bc79200c742f9746d7dd51a734ee326a292d77e7d94c8af6e08d1e6c15d545 \
-    --hash=sha256:2b836d22bd2c7bb2700348e4521b25e077255ebb6ab68e351ab5aa91ca27e027 \
-    --hash=sha256:30f511c05fab7f12e0b1b7730ebdc2ec8deedcfb505bc27eb570ff47c51a8f15 \
-    --hash=sha256:317267d915490d1e84577924bd61ba71bf8681a30e0d6c545f577363157e5e94 \
-    --hash=sha256:397b0ac8a12880412da3551a8cb5a187d3298a72802b45a3bd1805e204ad8439 \
-    --hash=sha256:438ba416d02f82b692e371858143970ed2eb6337d9cdbbede0d8ad9f3d7dd17d \
-    --hash=sha256:53cc3a40635abedbec7f1bde60f8c189c49e84ac180c665f2cd7c162cc454baa \
-    --hash=sha256:5d123a5bc63cd34c27ff9c7ac1cd978909e9c71da12e05be0231c608048bb2ae \
-    --hash=sha256:62013a2cf68abc80dadfd2307299bfa8f5aa0dcaec5b2954caeb5fa094171103 \
-    --hash=sha256:89f06eff3ce2f4b3eb24c1055a26981bffe4e7264acd86f15b97e40530b794bc \
-    --hash=sha256:90c81f22b4f572f8a2110b0b741bb64e5a6427e0a198b2cdc1fbaf85f352a3aa \
-    --hash=sha256:911ff4fd53e26b019f898f32db0d4956c9d227d51338fb3b03ec72ff0084ee5f \
-    --hash=sha256:9382a1c0bc46230fb881c36229bfa23d8c303b889b788b939365578d762b5c18 \
-    --hash=sha256:9f2931ed4741f98f74b410b16e5213f71dcccee67518970c42f64153ea9313b9 \
-    --hash=sha256:a67259c2b493b00e5a4d0f7bfae51fb4b3371395e47d079a4446e9b0f4d70e76 \
-    --hash=sha256:a698c6a7a432789e587168573a864a7ea374c6be8d4f31f9d87c001d5a843493 \
-    --hash=sha256:bc00bb4225d57bff7ebb634646c0ee2a1298402ec10a5fe7af79df9a51c1bfd9 \
-    --hash=sha256:bcb41692aa09aeb19c7c213411854402f29f6613845ad2453d30bf421fe68fed \
-    --hash=sha256:d4f26b25b4f86087e7d75e63212756c38546e70f2a92d2be44f80114826e1cd4 \
-    --hash=sha256:d551f3a442655f3dcc1285723f9acd646ca5858834efeab4598d706206b09c9f \
-    --hash=sha256:dffcc2ddec1782dd2f2ce1ef16f070861af4fb78c69862ce0aab801495dda6a3 \
-    --hash=sha256:e53046c3863828d21d531cc3b53786e6580eb1ba02477e8681009b6aa0870b21 \
-    --hash=sha256:e5cec36c5090e75a9ac9dbd0ff4a8cf7cecd60f1b6dc23a374c7d980a1cd710e \
-    --hash=sha256:e7a117ce7df5a938fe035cad481b0189049e8d92433b4b33aa7fc609344aafa1 \
-    --hash=sha256:e94bef2580e25b5fdb183bf98a2faa2adc5b638736b2c0a4da98691da641316a \
-    --hash=sha256:ed614aea8462735e7d70141374bd7650afd1c3f3cb0c2dbbcbe44e14331bf002 \
-    --hash=sha256:fb3b7d9e6243bfa1efb93ccfe64ec610d85cfe5aec2c25f97fbbd2e58b531256
+colorama==0.4.6 ; platform_system == 'Windows'
+    # via
+    #   click
+    #   tqdm
+contourpy==1.1.0
     # via matplotlib
-cryptography==43.0.1 \
-    --hash=sha256:014f58110f53237ace6a408b5beb6c427b64e084eb451ef25a28308270086494 \
-    --hash=sha256:1bbcce1a551e262dfbafb6e6252f1ae36a248e615ca44ba302df077a846a8806 \
-    --hash=sha256:203e92a75716d8cfb491dc47c79e17d0d9207ccffcbcb35f598fbe463ae3444d \
-    --hash=sha256:27e613d7077ac613e399270253259d9d53872aaf657471473ebfc9a52935c062 \
-    --hash=sha256:2bd51274dcd59f09dd952afb696bf9c61a7a49dfc764c04dd33ef7a6b502a1e2 \
-    --hash=sha256:38926c50cff6f533f8a2dae3d7f19541432610d114a70808f0926d5aaa7121e4 \
-    --hash=sha256:511f4273808ab590912a93ddb4e3914dfd8a388fed883361b02dea3791f292e1 \
-    --hash=sha256:58d4e9129985185a06d849aa6df265bdd5a74ca6e1b736a77959b498e0505b85 \
-    --hash=sha256:5b43d1ea6b378b54a1dc99dd8a2b5be47658fe9a7ce0a58ff0b55f4b43ef2b84 \
-    --hash=sha256:61ec41068b7b74268fa86e3e9e12b9f0c21fcf65434571dbb13d954bceb08042 \
-    --hash=sha256:666ae11966643886c2987b3b721899d250855718d6d9ce41b521252a17985f4d \
-    --hash=sha256:68aaecc4178e90719e95298515979814bda0cbada1256a4485414860bd7ab962 \
-    --hash=sha256:7c05650fe8023c5ed0d46793d4b7d7e6cd9c04e68eabe5b0aeea836e37bdcec2 \
-    --hash=sha256:80eda8b3e173f0f247f711eef62be51b599b5d425c429b5d4ca6a05e9e856baa \
-    --hash=sha256:8385d98f6a3bf8bb2d65a73e17ed87a3ba84f6991c155691c51112075f9ffc5d \
-    --hash=sha256:88cce104c36870d70c49c7c8fd22885875d950d9ee6ab54df2745f83ba0dc365 \
-    --hash=sha256:9d3cdb25fa98afdd3d0892d132b8d7139e2c087da1712041f6b762e4f807cc96 \
-    --hash=sha256:a575913fb06e05e6b4b814d7f7468c2c660e8bb16d8d5a1faf9b33ccc569dd47 \
-    --hash=sha256:ac119bb76b9faa00f48128b7f5679e1d8d437365c5d26f1c2c3f0da4ce1b553d \
-    --hash=sha256:c1332724be35d23a854994ff0b66530119500b6053d0bd3363265f7e5e77288d \
-    --hash=sha256:d03a475165f3134f773d1388aeb19c2d25ba88b6a9733c5c590b9ff7bbfa2e0c \
-    --hash=sha256:d75601ad10b059ec832e78823b348bfa1a59f6b8d545db3a24fd44362a1564cb \
-    --hash=sha256:de41fd81a41e53267cb020bb3a7212861da53a7d39f863585d13ea11049cf277 \
-    --hash=sha256:e710bf40870f4db63c3d7d929aa9e09e4e7ee219e703f949ec4073b4294f6172 \
-    --hash=sha256:ea25acb556320250756e53f9e20a4177515f012c9eaea17eb7587a8c4d8ae034 \
-    --hash=sha256:f98bf604c82c416bc829e490c700ca1553eafdf2912a91e23a79d97d9801372a \
-    --hash=sha256:fba1007b3ef89946dbbb515aeeb41e30203b004f0b4b00e5e16078b518563289
+cryptography==43.0.1
     # via
     #   globus-sdk
     #   pyjwt
-cycler==0.11.0 \
-    --hash=sha256:3a27e95f763a428a739d2add979fa7494c912a32c17c4c38c4d5f082cad165a3 \
-    --hash=sha256:9c87405839a19696e837b3b818fed3f5f69f16f1eec1a1ad77e043dcea9c772f
+cycler==0.11.0
     # via matplotlib
-dask==2024.2.1 \
-    --hash=sha256:9504a1e9f5d8e5403fae931f9f1660d41f510f48895ccefce856ec6a4c2198d8 \
-    --hash=sha256:a13fcdeead3bab3576495023f83097adcffe2f03c371c241b5a1f0b232b35b38
+dask==2024.2.1
     # via
     #   distributed
     #   ome-zarr
-distributed==2024.2.1 \
-    --hash=sha256:633947b55198a0c7444272342c425d14f127a44d26a8ac46824d0daa3940da34 \
-    --hash=sha256:e444f935cfdc0f1a76e168be6a6bef84dd7758ce40b9f0fb4da6021f0d93c1b6
+distributed==2024.2.1
     # via ome-zarr
-fasteners==0.17.3 \
-    --hash=sha256:a9a42a208573d4074c77d041447336cf4e3c1389a256fd3e113ef59cf29b7980 \
-    --hash=sha256:cae0772df265923e71435cc5057840138f4e8b6302f888a567d06ed8e1cbca03
+fasteners==0.17.3 ; sys_platform != 'emscripten'
     # via zarr
-flask[async]==3.1.0 \
-    --hash=sha256:5f873c5184c897c8d9d1b05df1e3d01b14910ce69607a117bd3277098a5836ac \
-    --hash=sha256:d667207822eb83f1c4b50949b1623c8fc8d51f2341d65f72e1a1815397551136
+flask==3.1.0
     # via
     #   -r context/requirements.in
     #   hubmap-commons
-fonttools==4.43.0 \
-    --hash=sha256:030355fbb0cea59cf75d076d04d3852900583d1258574ff2d7d719abf4513836 \
-    --hash=sha256:05056a8c9af048381fdb17e89b17d45f6c8394176d01e8c6fef5ac96ea950d38 \
-    --hash=sha256:206808f9717c9b19117f461246372a2c160fa12b9b8dbdfb904ab50ca235ba0a \
-    --hash=sha256:20fc43783c432862071fa76da6fa714902ae587bc68441e12ff4099b94b1fcef \
-    --hash=sha256:25620b738d4533cfc21fd2a4f4b667e481f7cb60e86b609799f7d98af657854e \
-    --hash=sha256:33c40a657fb87ff83185828c0323032d63a4df1279d5c1c38e21f3ec56327803 \
-    --hash=sha256:3d7adfa342e6b3a2b36960981f23f480969f833d565a4eba259c2e6f59d2674f \
-    --hash=sha256:48078357984214ccd22d7fe0340cd6ff7286b2f74f173603a1a9a40b5dc25afe \
-    --hash=sha256:5056f69a18f3f28ab5283202d1efcfe011585d31de09d8560f91c6c88f041e92 \
-    --hash=sha256:52e77f23a9c059f8be01a07300ba4c4d23dc271d33eed502aea5a01ab5d2f4c1 \
-    --hash=sha256:57c22e5f9f53630d458830f710424dce4f43c5f0d95cb3368c0f5178541e4db7 \
-    --hash=sha256:5aa67d1e720fdd902fde4a59d0880854ae9f19fc958f3e1538bceb36f7f4dc92 \
-    --hash=sha256:5f9660e70a2430780e23830476332bc3391c3c8694769e2c0032a5038702a662 \
-    --hash=sha256:635658464dccff6fa5c3b43fe8f818ae2c386ee6a9e1abc27359d1e255528186 \
-    --hash=sha256:6a530fa28c155538d32214eafa0964989098a662bd63e91e790e6a7a4e9c02da \
-    --hash=sha256:70f021a6b9eb10dfe7a411b78e63a503a06955dd6d2a4e130906d8760474f77c \
-    --hash=sha256:77e5113233a2df07af9dbf493468ce526784c3b179c0e8b9c7838ced37c98b69 \
-    --hash=sha256:7c76f32051159f8284f1a5f5b605152b5a530736fb8b55b09957db38dcae5348 \
-    --hash=sha256:812142a0e53cc853964d487e6b40963df62f522b1b571e19d1ff8467d7880ceb \
-    --hash=sha256:82d8e687a42799df5325e7ee12977b74738f34bf7fde1c296f8140efd699a213 \
-    --hash=sha256:8dfd8edfce34ad135bd69de20c77449c06e2c92b38f2a8358d0987737f82b49e \
-    --hash=sha256:93c5b6d77baf28f306bc13fa987b0b13edca6a39dc2324eaca299a74ccc6316f \
-    --hash=sha256:9d654d3e780e0ceabb1f4eff5a3c042c67d4428d0fe1ea3afd238a721cf171b3 \
-    --hash=sha256:a682fb5cbf8837d1822b80acc0be5ff2ea0c49ca836e468a21ffd388ef280fd3 \
-    --hash=sha256:a68b71adc3b3a90346e4ac92f0a69ab9caeba391f3b04ab6f1e98f2c8ebe88e3 \
-    --hash=sha256:a6a2e99bb9ea51e0974bbe71768df42c6dd189308c22f3f00560c3341b345646 \
-    --hash=sha256:ab80e7d6bb01316d5fc8161a2660ca2e9e597d0880db4927bc866c76474472ef \
-    --hash=sha256:ace0fd5afb79849f599f76af5c6aa5e865bd042c811e4e047bbaa7752cc26126 \
-    --hash=sha256:ace51902ab67ef5fe225e8b361039e996db153e467e24a28d35f74849b37b7ce \
-    --hash=sha256:af38f5145258e9866da5881580507e6d17ff7756beef175d13213a43a84244e9 \
-    --hash=sha256:b3813f57f85bbc0e4011a0e1e9211f9ee52f87f402e41dc05bc5135f03fa51c1 \
-    --hash=sha256:b5e760198f0b87e42478bb35a6eae385c636208f6f0d413e100b9c9c5efafb6a \
-    --hash=sha256:b62a53a4ca83c32c6b78cac64464f88d02929779373c716f738af6968c8c821e \
-    --hash=sha256:d08a694b280d615460563a6b4e2afb0b1b9df708c799ec212bf966652b94fc84 \
-    --hash=sha256:d27d960e10cf7617d70cf3104c32a69b008dde56f2d55a9bed4ba6e3df611544 \
-    --hash=sha256:da78f39b601ed0b4262929403186d65cf7a016f91ff349ab18fdc5a7080af465 \
-    --hash=sha256:dcc01cea0a121fb0c009993497bad93cae25e77db7dee5345fec9cce1aaa09cd \
-    --hash=sha256:e3f8acc6ef4a627394021246e099faee4b343afd3ffe2e517d8195b4ebf20289 \
-    --hash=sha256:e4bc589d8da09267c7c4ceaaaa4fc01a7908ac5b43b286ac9279afe76407c384 \
-    --hash=sha256:e5d53eddaf436fa131042f44a76ea1ead0a17c354ab9de0d80e818f0cb1629f1 \
-    --hash=sha256:ee728d5af70f117581712966a21e2e07031e92c687ef1fdc457ac8d281016f64 \
-    --hash=sha256:f19c2b1c65d57cbea25cabb80941fea3fbf2625ff0cdcae8900b5fb1c145704f
+fonttools==4.43.0
     # via matplotlib
-frozenlist==1.3.0 \
-    --hash=sha256:006d3595e7d4108a12025ddf415ae0f6c9e736e726a5db0183326fd191b14c5e \
-    --hash=sha256:01a73627448b1f2145bddb6e6c2259988bb8aee0fb361776ff8604b99616cd08 \
-    --hash=sha256:03a7dd1bfce30216a3f51a84e6dd0e4a573d23ca50f0346634916ff105ba6e6b \
-    --hash=sha256:0437fe763fb5d4adad1756050cbf855bbb2bf0d9385c7bb13d7a10b0dd550486 \
-    --hash=sha256:04cb491c4b1c051734d41ea2552fde292f5f3a9c911363f74f39c23659c4af78 \
-    --hash=sha256:0c36e78b9509e97042ef869c0e1e6ef6429e55817c12d78245eb915e1cca7468 \
-    --hash=sha256:25af28b560e0c76fa41f550eacb389905633e7ac02d6eb3c09017fa1c8cdfde1 \
-    --hash=sha256:2fdc3cd845e5a1f71a0c3518528bfdbfe2efaf9886d6f49eacc5ee4fd9a10953 \
-    --hash=sha256:30530930410855c451bea83f7b272fb1c495ed9d5cc72895ac29e91279401db3 \
-    --hash=sha256:31977f84828b5bb856ca1eb07bf7e3a34f33a5cddce981d880240ba06639b94d \
-    --hash=sha256:3c62964192a1c0c30b49f403495911298810bada64e4f03249ca35a33ca0417a \
-    --hash=sha256:3f7c935c7b58b0d78c0beea0c7358e165f95f1fd8a7e98baa40d22a05b4a8141 \
-    --hash=sha256:40dff8962b8eba91fd3848d857203f0bd704b5f1fa2b3fc9af64901a190bba08 \
-    --hash=sha256:40ec383bc194accba825fbb7d0ef3dda5736ceab2375462f1d8672d9f6b68d07 \
-    --hash=sha256:436496321dad302b8b27ca955364a439ed1f0999311c393dccb243e451ff66aa \
-    --hash=sha256:4406cfabef8f07b3b3af0f50f70938ec06d9f0fc26cbdeaab431cbc3ca3caeaa \
-    --hash=sha256:45334234ec30fc4ea677f43171b18a27505bfb2dba9aca4398a62692c0ea8868 \
-    --hash=sha256:47be22dc27ed933d55ee55845d34a3e4e9f6fee93039e7f8ebadb0c2f60d403f \
-    --hash=sha256:4a44ebbf601d7bac77976d429e9bdb5a4614f9f4027777f9e54fd765196e9d3b \
-    --hash=sha256:4eda49bea3602812518765810af732229b4291d2695ed24a0a20e098c45a707b \
-    --hash=sha256:57f4d3f03a18facacb2a6bcd21bccd011e3b75d463dc49f838fd699d074fabd1 \
-    --hash=sha256:603b9091bd70fae7be28bdb8aa5c9990f4241aa33abb673390a7f7329296695f \
-    --hash=sha256:65bc6e2fece04e2145ab6e3c47428d1bbc05aede61ae365b2c1bddd94906e478 \
-    --hash=sha256:691ddf6dc50480ce49f68441f1d16a4c3325887453837036e0fb94736eae1e58 \
-    --hash=sha256:6983a31698490825171be44ffbafeaa930ddf590d3f051e397143a5045513b01 \
-    --hash=sha256:6a202458d1298ced3768f5a7d44301e7c86defac162ace0ab7434c2e961166e8 \
-    --hash=sha256:6eb275c6385dd72594758cbe96c07cdb9bd6becf84235f4a594bdf21e3596c9d \
-    --hash=sha256:754728d65f1acc61e0f4df784456106e35afb7bf39cfe37227ab00436fb38676 \
-    --hash=sha256:768efd082074bb203c934e83a61654ed4931ef02412c2fbdecea0cff7ecd0274 \
-    --hash=sha256:772965f773757a6026dea111a15e6e2678fbd6216180f82a48a40b27de1ee2ab \
-    --hash=sha256:871d42623ae15eb0b0e9df65baeee6976b2e161d0ba93155411d58ff27483ad8 \
-    --hash=sha256:88aafd445a233dbbf8a65a62bc3249a0acd0d81ab18f6feb461cc5a938610d24 \
-    --hash=sha256:8c905a5186d77111f02144fab5b849ab524f1e876a1e75205cd1386a9be4b00a \
-    --hash=sha256:8cf829bd2e2956066dd4de43fd8ec881d87842a06708c035b37ef632930505a2 \
-    --hash=sha256:92e650bd09b5dda929523b9f8e7f99b24deac61240ecc1a32aeba487afcd970f \
-    --hash=sha256:93641a51f89473837333b2f8100f3f89795295b858cd4c7d4a1f18e299dc0a4f \
-    --hash=sha256:94c7a8a9fc9383b52c410a2ec952521906d355d18fccc927fca52ab575ee8b93 \
-    --hash=sha256:9f892d6a94ec5c7b785e548e42722e6f3a52f5f32a8461e82ac3e67a3bd073f1 \
-    --hash=sha256:acb267b09a509c1df5a4ca04140da96016f40d2ed183cdc356d237286c971b51 \
-    --hash=sha256:adac9700675cf99e3615eb6a0eb5e9f5a4143c7d42c05cea2e7f71c27a3d0846 \
-    --hash=sha256:aff388be97ef2677ae185e72dc500d19ecaf31b698986800d3fc4f399a5e30a5 \
-    --hash=sha256:b5009062d78a8c6890d50b4e53b0ddda31841b3935c1937e2ed8c1bda1c7fb9d \
-    --hash=sha256:b684c68077b84522b5c7eafc1dc735bfa5b341fb011d5552ebe0968e22ed641c \
-    --hash=sha256:b9e3e9e365991f8cc5f5edc1fd65b58b41d0514a6a7ad95ef5c7f34eb49b3d3e \
-    --hash=sha256:bd89acd1b8bb4f31b47072615d72e7f53a948d302b7c1d1455e42622de180eae \
-    --hash=sha256:bde99812f237f79eaf3f04ebffd74f6718bbd216101b35ac7955c2d47c17da02 \
-    --hash=sha256:c6c321dd013e8fc20735b92cb4892c115f5cdb82c817b1e5b07f6b95d952b2f0 \
-    --hash=sha256:ce6f2ba0edb7b0c1d8976565298ad2deba6f8064d2bebb6ffce2ca896eb35b0b \
-    --hash=sha256:d2257aaba9660f78c7b1d8fea963b68f3feffb1a9d5d05a18401ca9eb3e8d0a3 \
-    --hash=sha256:d26b650b71fdc88065b7a21f8ace70175bcf3b5bdba5ea22df4bfd893e795a3b \
-    --hash=sha256:d6d32ff213aef0fd0bcf803bffe15cfa2d4fde237d1d4838e62aec242a8362fa \
-    --hash=sha256:e1e26ac0a253a2907d654a37e390904426d5ae5483150ce3adedb35c8c06614a \
-    --hash=sha256:e30b2f9683812eb30cf3f0a8e9f79f8d590a7999f731cf39f9105a7c4a39489d \
-    --hash=sha256:e84cb61b0ac40a0c3e0e8b79c575161c5300d1d89e13c0e02f76193982f066ed \
-    --hash=sha256:e982878792c971cbd60ee510c4ee5bf089a8246226dea1f2138aa0bb67aff148 \
-    --hash=sha256:f20baa05eaa2bcd5404c445ec51aed1c268d62600362dc6cfe04fae34a424bd9 \
-    --hash=sha256:f7353ba3367473d1d616ee727945f439e027f0bb16ac1a750219a8344d1d5d3c \
-    --hash=sha256:f96293d6f982c58ebebb428c50163d010c2f05de0cde99fd681bfdc18d4b2dc2 \
-    --hash=sha256:ff9310f05b9d9c5c4dd472983dc956901ee6cb2c3ec1ab116ecdde25f3ce4951
+frozenlist==1.3.0
     # via
     #   aiohttp
     #   aiosignal
-fsspec[s3]==2023.6.0 \
-    --hash=sha256:1cbad1faef3e391fba6dc005ae9b5bdcbf43005c9167ce78c915549c352c869a \
-    --hash=sha256:d0b2f935446169753e7a5c5c55681c54ea91996cc67be93c39a154fb3a2742af
+fsspec==2023.6.0
     # via
     #   dask
     #   ome-zarr
     #   portal-visualization
     #   s3fs
-globus-sdk==3.9.0 \
-    --hash=sha256:456f707b25a8c502607134f1d699b5970ef1aa9d17877474db73fc6d87c711e9 \
-    --hash=sha256:a196070b549d6af534a7fa8a180eae6ab84c0745959d5ee2d3863705eef9c7fc
+globus-sdk==3.9.0
     # via
     #   -r context/requirements.in
     #   hubmap-commons
-h5py==3.9.0 \
-    --hash=sha256:12aa556d540f11a2cae53ea7cfb94017353bd271fb3962e1296b342f6550d1b8 \
-    --hash=sha256:23e74b878bbe1653ab34ca49b83cac85529cd0b36b9d625516c5830cc5ca2eac \
-    --hash=sha256:36408f8c62f50007d14e000f9f3acf77e103b9e932c114cbe52a3089e50ebf94 \
-    --hash=sha256:3f457089c5d524b7998e3649bc63240679b8fb0a3859ea53bbb06841f3d755f1 \
-    --hash=sha256:54f01202cdea754ab4227dd27014bdbd561a4bbe4b631424fd812f7c2ce9c6ac \
-    --hash=sha256:551e358db05a874a0f827b22e95b30092f2303edc4b91bb62ad2f10e0236e1a0 \
-    --hash=sha256:64acceaf6aff92af091a4b83f6dee3cf8d3061f924a6bb3a33eb6c4658a8348b \
-    --hash=sha256:6822a814b9d8b8363ff102f76ea8d026f0ca25850bb579d85376029ee3e73b93 \
-    --hash=sha256:78e44686334cbbf2dd21d9df15823bc38663f27a3061f6a032c68a3e30c47bf7 \
-    --hash=sha256:79bbca34696c6f9eeeb36a91776070c49a060b2879828e2c8fa6c58b8ed10dd1 \
-    --hash=sha256:804c7fb42a34c8ab3a3001901c977a5c24d2e9c586a0f3e7c0a389130b4276fc \
-    --hash=sha256:8d9492391ff5c3c80ec30ae2fe82a3f0efd1e750833739c25b0d090e3be1b095 \
-    --hash=sha256:95f7a745efd0d56076999b52e8da5fad5d30823bac98b59c68ae75588d09991a \
-    --hash=sha256:9da9e7e63376c32704e37ad4cea2dceae6964cee0d8515185b3ab9cbd6b947bc \
-    --hash=sha256:a4e20897c88759cbcbd38fb45b507adc91af3e0f67722aa302d71f02dd44d286 \
-    --hash=sha256:a6284061f3214335e1eec883a6ee497dbe7a79f19e6a57fed2dd1f03acd5a8cb \
-    --hash=sha256:d97409e17915798029e297a84124705c8080da901307ea58f29234e09b073ddc \
-    --hash=sha256:dbf5225543ca35ce9f61c950b73899a82be7ba60d58340e76d0bd42bf659235a \
-    --hash=sha256:e604db6521c1e367c6bd7fad239c847f53cc46646f2d2651372d05ae5e95f817 \
-    --hash=sha256:eb7bdd5e601dd1739698af383be03f3dad0465fe67184ebd5afca770f50df9d6 \
-    --hash=sha256:f68b41efd110ce9af1cbe6fa8af9f4dcbadace6db972d30828b911949e28fadd
+h5py==3.9.0
     # via
     #   anndata
     #   scanpy
-hubmap-api-py-client==0.0.11 \
-    --hash=sha256:65576f80fb449688027cabd43cd7f130e52fa8f43c4e823a579b6111085203e1
+hubmap-api-py-client==0.0.11
     # via -r context/requirements.in
-hubmap-commons==2.1.18 \
-    --hash=sha256:6e2899f47e1284f046d069bcd08b8d4551b9e2f203cede213dd26a3e6882890d \
-    --hash=sha256:e964ca418435aeae85e06fed820185f4e5f0f3142383b43b0c30fef38bc1fd12
+hubmap-commons==2.1.18
     # via
     #   -r context/requirements.in
     #   portal-visualization
-idna==3.7 \
-    --hash=sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc \
-    --hash=sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0
+idna==3.7
     # via
     #   requests
     #   yarl
-imageio==2.31.1 \
-    --hash=sha256:4106fb395ef7f8dc0262d6aa1bb03daba818445c381ca8b7d5dfc7a2089b04df \
-    --hash=sha256:f8436a02af02fd63f272dab50f7d623547a38f0e04a4a73e2b02ae1b8b180f27
+imageio==2.31.1
     # via scikit-image
-importlib-metadata==6.8.0 \
-    --hash=sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb \
-    --hash=sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743
+importlib-metadata==6.8.0
     # via dask
-ipython-genutils==0.2.0 \
-    --hash=sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8 \
-    --hash=sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8
+ipython-genutils==0.2.0
     # via nbformat
-isodate==0.6.1 \
-    --hash=sha256:0751eece944162659049d35f4f549ed815792b38793f07cf73381c1c87cbed96 \
-    --hash=sha256:48c5881de7e8b0a0d648cb024c8062dc84e7b840ed81e864c7614fd3c127bde9
+isodate==0.6.1
     # via rdflib
-itsdangerous==2.2.0 \
-    --hash=sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef \
-    --hash=sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173
+itsdangerous==2.2.0
     # via flask
-jinja2==3.1.4 \
-    --hash=sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369 \
-    --hash=sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d
+jinja2==3.1.4
     # via
     #   distributed
     #   flask
-jmespath==1.0.1 \
-    --hash=sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980 \
-    --hash=sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe
+jmespath==1.0.1
     # via
     #   boto3
     #   botocore
-joblib==1.3.2 \
-    --hash=sha256:92f865e621e17784e7955080b6d042489e3b8e294949cc44c6eac304f59772b1 \
-    --hash=sha256:ef4331c65f239985f3f2220ecc87db222f08fd22097a3dd5698f693875f8cbb9
+joblib==1.3.2
     # via
     #   pynndescent
     #   scanpy
     #   scikit-learn
-jsonref==0.3.0 \
-    --hash=sha256:68b330c6815dc0d490dbb3d65ccda265ddde9f7856fd2f3322f971d456ea7549 \
-    --hash=sha256:9480ad1b500f7e795daeb0ef29f9c55ae3a9ab38fb8d6659b6f4868acb5a5bc8
+jsonref==0.3.0
     # via hubmap-commons
-jsonschema==4.4.0 \
-    --hash=sha256:636694eb41b3535ed608fe04129f26542b59ed99808b4f688aa32dcf55317a83 \
-    --hash=sha256:77281a1f71684953ee8b3d488371b162419767973789272434bbc3f29d9c8823
+jsonschema==4.4.0
     # via
     #   hubmap-commons
     #   nbformat
     #   vitessce
-jupyter-core==4.11.2 \
-    --hash=sha256:3815e80ec5272c0c19aad087a0d2775df2852cfca8f5a17069e99c9350cecff8 \
-    --hash=sha256:c2909b9bc7dca75560a6c5ae78c34fd305ede31cd864da3c0d0bb2ed89aa9337
+jupyter-core==4.11.2
     # via nbformat
-kiwisolver==1.4.4 \
-    --hash=sha256:02f79693ec433cb4b5f51694e8477ae83b3205768a6fb48ffba60549080e295b \
-    --hash=sha256:03baab2d6b4a54ddbb43bba1a3a2d1627e82d205c5cf8f4c924dc49284b87166 \
-    --hash=sha256:1041feb4cda8708ce73bb4dcb9ce1ccf49d553bf87c3954bdfa46f0c3f77252c \
-    --hash=sha256:10ee06759482c78bdb864f4109886dff7b8a56529bc1609d4f1112b93fe6423c \
-    --hash=sha256:1d1573129aa0fd901076e2bfb4275a35f5b7aa60fbfb984499d661ec950320b0 \
-    --hash=sha256:283dffbf061a4ec60391d51e6155e372a1f7a4f5b15d59c8505339454f8989e4 \
-    --hash=sha256:28bc5b299f48150b5f822ce68624e445040595a4ac3d59251703779836eceff9 \
-    --hash=sha256:2a66fdfb34e05b705620dd567f5a03f239a088d5a3f321e7b6ac3239d22aa286 \
-    --hash=sha256:2e307eb9bd99801f82789b44bb45e9f541961831c7311521b13a6c85afc09767 \
-    --hash=sha256:2e407cb4bd5a13984a6c2c0fe1845e4e41e96f183e5e5cd4d77a857d9693494c \
-    --hash=sha256:2f5e60fabb7343a836360c4f0919b8cd0d6dbf08ad2ca6b9cf90bf0c76a3c4f6 \
-    --hash=sha256:36dafec3d6d6088d34e2de6b85f9d8e2324eb734162fba59d2ba9ed7a2043d5b \
-    --hash=sha256:3fe20f63c9ecee44560d0e7f116b3a747a5d7203376abeea292ab3152334d004 \
-    --hash=sha256:41dae968a94b1ef1897cb322b39360a0812661dba7c682aa45098eb8e193dbdf \
-    --hash=sha256:4bd472dbe5e136f96a4b18f295d159d7f26fd399136f5b17b08c4e5f498cd494 \
-    --hash=sha256:4ea39b0ccc4f5d803e3337dd46bcce60b702be4d86fd0b3d7531ef10fd99a1ac \
-    --hash=sha256:5853eb494c71e267912275e5586fe281444eb5e722de4e131cddf9d442615626 \
-    --hash=sha256:5bce61af018b0cb2055e0e72e7d65290d822d3feee430b7b8203d8a855e78766 \
-    --hash=sha256:6295ecd49304dcf3bfbfa45d9a081c96509e95f4b9d0eb7ee4ec0530c4a96514 \
-    --hash=sha256:62ac9cc684da4cf1778d07a89bf5f81b35834cb96ca523d3a7fb32509380cbf6 \
-    --hash=sha256:70e7c2e7b750585569564e2e5ca9845acfaa5da56ac46df68414f29fea97be9f \
-    --hash=sha256:7577c1987baa3adc4b3c62c33bd1118c3ef5c8ddef36f0f2c950ae0b199e100d \
-    --hash=sha256:75facbe9606748f43428fc91a43edb46c7ff68889b91fa31f53b58894503a191 \
-    --hash=sha256:787518a6789009c159453da4d6b683f468ef7a65bbde796bcea803ccf191058d \
-    --hash=sha256:78d6601aed50c74e0ef02f4204da1816147a6d3fbdc8b3872d263338a9052c51 \
-    --hash=sha256:7c43e1e1206cd421cd92e6b3280d4385d41d7166b3ed577ac20444b6995a445f \
-    --hash=sha256:81e38381b782cc7e1e46c4e14cd997ee6040768101aefc8fa3c24a4cc58e98f8 \
-    --hash=sha256:841293b17ad704d70c578f1f0013c890e219952169ce8a24ebc063eecf775454 \
-    --hash=sha256:872b8ca05c40d309ed13eb2e582cab0c5a05e81e987ab9c521bf05ad1d5cf5cb \
-    --hash=sha256:877272cf6b4b7e94c9614f9b10140e198d2186363728ed0f701c6eee1baec1da \
-    --hash=sha256:8c808594c88a025d4e322d5bb549282c93c8e1ba71b790f539567932722d7bd8 \
-    --hash=sha256:8ed58b8acf29798b036d347791141767ccf65eee7f26bde03a71c944449e53de \
-    --hash=sha256:91672bacaa030f92fc2f43b620d7b337fd9a5af28b0d6ed3f77afc43c4a64b5a \
-    --hash=sha256:968f44fdbf6dd757d12920d63b566eeb4d5b395fd2d00d29d7ef00a00582aac9 \
-    --hash=sha256:9f85003f5dfa867e86d53fac6f7e6f30c045673fa27b603c397753bebadc3008 \
-    --hash=sha256:a553dadda40fef6bfa1456dc4be49b113aa92c2a9a9e8711e955618cd69622e3 \
-    --hash=sha256:a68b62a02953b9841730db7797422f983935aeefceb1679f0fc85cbfbd311c32 \
-    --hash=sha256:abbe9fa13da955feb8202e215c4018f4bb57469b1b78c7a4c5c7b93001699938 \
-    --hash=sha256:ad881edc7ccb9d65b0224f4e4d05a1e85cf62d73aab798943df6d48ab0cd79a1 \
-    --hash=sha256:b1792d939ec70abe76f5054d3f36ed5656021dcad1322d1cc996d4e54165cef9 \
-    --hash=sha256:b428ef021242344340460fa4c9185d0b1f66fbdbfecc6c63eff4b7c29fad429d \
-    --hash=sha256:b533558eae785e33e8c148a8d9921692a9fe5aa516efbdff8606e7d87b9d5824 \
-    --hash=sha256:ba59c92039ec0a66103b1d5fe588fa546373587a7d68f5c96f743c3396afc04b \
-    --hash=sha256:bc8d3bd6c72b2dd9decf16ce70e20abcb3274ba01b4e1c96031e0c4067d1e7cd \
-    --hash=sha256:bc9db8a3efb3e403e4ecc6cd9489ea2bac94244f80c78e27c31dcc00d2790ac2 \
-    --hash=sha256:bf7d9fce9bcc4752ca4a1b80aabd38f6d19009ea5cbda0e0856983cf6d0023f5 \
-    --hash=sha256:c2dbb44c3f7e6c4d3487b31037b1bdbf424d97687c1747ce4ff2895795c9bf69 \
-    --hash=sha256:c79ebe8f3676a4c6630fd3f777f3cfecf9289666c84e775a67d1d358578dc2e3 \
-    --hash=sha256:c97528e64cb9ebeff9701e7938653a9951922f2a38bd847787d4a8e498cc83ae \
-    --hash=sha256:d0611a0a2a518464c05ddd5a3a1a0e856ccc10e67079bb17f265ad19ab3c7597 \
-    --hash=sha256:d06adcfa62a4431d404c31216f0f8ac97397d799cd53800e9d3efc2fbb3cf14e \
-    --hash=sha256:d41997519fcba4a1e46eb4a2fe31bc12f0ff957b2b81bac28db24744f333e955 \
-    --hash=sha256:d5b61785a9ce44e5a4b880272baa7cf6c8f48a5180c3e81c59553ba0cb0821ca \
-    --hash=sha256:da152d8cdcab0e56e4f45eb08b9aea6455845ec83172092f09b0e077ece2cf7a \
-    --hash=sha256:da7e547706e69e45d95e116e6939488d62174e033b763ab1496b4c29b76fabea \
-    --hash=sha256:db5283d90da4174865d520e7366801a93777201e91e79bacbac6e6927cbceede \
-    --hash=sha256:db608a6757adabb32f1cfe6066e39b3706d8c3aa69bbc353a5b61edad36a5cb4 \
-    --hash=sha256:e0ea21f66820452a3f5d1655f8704a60d66ba1191359b96541eaf457710a5fc6 \
-    --hash=sha256:e7da3fec7408813a7cebc9e4ec55afed2d0fd65c4754bc376bf03498d4e92686 \
-    --hash=sha256:e92a513161077b53447160b9bd8f522edfbed4bd9759e4c18ab05d7ef7e49408 \
-    --hash=sha256:ecb1fa0db7bf4cff9dac752abb19505a233c7f16684c5826d1f11ebd9472b871 \
-    --hash=sha256:efda5fc8cc1c61e4f639b8067d118e742b812c930f708e6667a5ce0d13499e29 \
-    --hash=sha256:f0a1dbdb5ecbef0d34eb77e56fcb3e95bbd7e50835d9782a45df81cc46949750 \
-    --hash=sha256:f0a71d85ecdd570ded8ac3d1c0f480842f49a40beb423bb8014539a9f32a5897 \
-    --hash=sha256:f4f270de01dd3e129a72efad823da90cc4d6aafb64c410c9033aba70db9f1ff0 \
-    --hash=sha256:f6cb459eea32a4e2cf18ba5fcece2dbdf496384413bc1bae15583f19e567f3b2 \
-    --hash=sha256:f8ad8285b01b0d4695102546b342b493b3ccc6781fc28c8c6a1bb63e95d22f09 \
-    --hash=sha256:f9f39e2f049db33a908319cf46624a569b36983c7c78318e9726a4cb8923b26c
+kiwisolver==1.4.4
     # via matplotlib
-lazy-loader==0.3 \
-    --hash=sha256:1e9e76ee8631e264c62ce10006718e80b2cfc74340d17d1031e0f84af7478554 \
-    --hash=sha256:3b68898e34f5b2a29daaaac172c6555512d0f32074f147e2254e4a6d9d838f37
+lazy-loader==0.3
     # via scikit-image
-llvmlite==0.40.1 \
-    --hash=sha256:09f83ea7a54509c285f905d968184bba00fc31ebf12f2b6b1494d677bb7dde9b \
-    --hash=sha256:0c23edd196bd797dc3a7860799054ea3488d2824ecabc03f9135110c2e39fcbc \
-    --hash=sha256:3673c53cb21c65d2ff3704962b5958e967c6fc0bd0cff772998face199e8d87b \
-    --hash=sha256:39a0b4d0088c01a469a5860d2e2d7a9b4e6a93c0f07eb26e71a9a872a8cadf8d \
-    --hash=sha256:467b43836b388eaedc5a106d76761e388dbc4674b2f2237bc477c6895b15a634 \
-    --hash=sha256:4a7525db121f2e699809b539b5308228854ccab6693ecb01b52c44a2f5647e20 \
-    --hash=sha256:5b3076dc4e9c107d16dc15ecb7f2faf94f7736cd2d5e9f4dc06287fd672452c1 \
-    --hash=sha256:5cdb0d45df602099d833d50bd9e81353a5e036242d3c003c5b294fc61d1986b4 \
-    --hash=sha256:7b37297f3cbd68d14a97223a30620589d98ad1890e5040c9e5fc181063f4ed49 \
-    --hash=sha256:84747289775d0874e506f907a4513db889471607db19b04de97d144047fec885 \
-    --hash=sha256:84ce9b1c7a59936382ffde7871978cddcda14098e5a76d961e204523e5c372fb \
-    --hash=sha256:9329b930d699699846623054121ed105fd0823ed2180906d3b3235d361645490 \
-    --hash=sha256:96707ebad8b051bbb4fc40c65ef93b7eeee16643bd4d579a14d11578e4b7a647 \
-    --hash=sha256:a36d9f244b6680cb90bbca66b146dabb2972f4180c64415c96f7c8a2d8b60a36 \
-    --hash=sha256:a66a5bd580951751b4268f4c3bddcef92682814d6bc72f3cd3bb67f335dd7097 \
-    --hash=sha256:bba2747cf5b4954e945c287fe310b3fcc484e2a9d1b0c273e99eb17d103bb0e6 \
-    --hash=sha256:bbd5e82cc990e5a3e343a3bf855c26fdfe3bfae55225f00efd01c05bbda79918 \
-    --hash=sha256:cda71de10a1f48416309e408ea83dab5bf36058f83e13b86a2961defed265568 \
-    --hash=sha256:e2dbbb8424037ca287983b115a29adf37d806baf7e1bf4a67bd2cffb74e085ed \
-    --hash=sha256:e35766e42acef0fe7d1c43169a8ffc327a47808fae6a067b049fe0e9bbf84dd5 \
-    --hash=sha256:e44f854dc11559795bcdeaf12303759e56213d42dabbf91a5897aa2d8b033810 \
-    --hash=sha256:e74e7bec3235a1e1c9ad97d897a620c5007d0ed80c32c84c1d787e7daa17e4ec \
-    --hash=sha256:f643d15aacd0b0b0dc8b74b693822ba3f9a53fa63bc6a178c2dba7cc88f42144 \
-    --hash=sha256:ff8f31111bb99d135ff296757dc81ab36c2dee54ed4bd429158a96da9807c316
+llvmlite==0.40.1
     # via
     #   numba
     #   pynndescent
-locket==1.0.0 \
-    --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
-    --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
+locket==1.0.0
     # via
     #   distributed
     #   partd
-lxml==4.9.1 \
-    --hash=sha256:04da965dfebb5dac2619cb90fcf93efdb35b3c6994fea58a157a834f2f94b318 \
-    --hash=sha256:0538747a9d7827ce3e16a8fdd201a99e661c7dee3c96c885d8ecba3c35d1032c \
-    --hash=sha256:0645e934e940107e2fdbe7c5b6fb8ec6232444260752598bc4d09511bd056c0b \
-    --hash=sha256:079b68f197c796e42aa80b1f739f058dcee796dc725cc9a1be0cdb08fc45b000 \
-    --hash=sha256:0f3f0059891d3254c7b5fb935330d6db38d6519ecd238ca4fce93c234b4a0f73 \
-    --hash=sha256:10d2017f9150248563bb579cd0d07c61c58da85c922b780060dcc9a3aa9f432d \
-    --hash=sha256:1355755b62c28950f9ce123c7a41460ed9743c699905cbe664a5bcc5c9c7c7fb \
-    --hash=sha256:13c90064b224e10c14dcdf8086688d3f0e612db53766e7478d7754703295c7c8 \
-    --hash=sha256:1423631e3d51008871299525b541413c9b6c6423593e89f9c4cfbe8460afc0a2 \
-    --hash=sha256:1436cf0063bba7888e43f1ba8d58824f085410ea2025befe81150aceb123e345 \
-    --hash=sha256:1a7c59c6ffd6ef5db362b798f350e24ab2cfa5700d53ac6681918f314a4d3b94 \
-    --hash=sha256:1e1cf47774373777936c5aabad489fef7b1c087dcd1f426b621fda9dcc12994e \
-    --hash=sha256:206a51077773c6c5d2ce1991327cda719063a47adc02bd703c56a662cdb6c58b \
-    --hash=sha256:21fb3d24ab430fc538a96e9fbb9b150029914805d551deeac7d7822f64631dfc \
-    --hash=sha256:27e590352c76156f50f538dbcebd1925317a0f70540f7dc8c97d2931c595783a \
-    --hash=sha256:287605bede6bd36e930577c5925fcea17cb30453d96a7b4c63c14a257118dbb9 \
-    --hash=sha256:2aaf6a0a6465d39b5ca69688fce82d20088c1838534982996ec46633dc7ad6cc \
-    --hash=sha256:32a73c53783becdb7eaf75a2a1525ea8e49379fb7248c3eeefb9412123536387 \
-    --hash=sha256:41fb58868b816c202e8881fd0f179a4644ce6e7cbbb248ef0283a34b73ec73bb \
-    --hash=sha256:4780677767dd52b99f0af1f123bc2c22873d30b474aa0e2fc3fe5e02217687c7 \
-    --hash=sha256:4878e667ebabe9b65e785ac8da4d48886fe81193a84bbe49f12acff8f7a383a4 \
-    --hash=sha256:487c8e61d7acc50b8be82bda8c8d21d20e133c3cbf41bd8ad7eb1aaeb3f07c97 \
-    --hash=sha256:4beea0f31491bc086991b97517b9683e5cfb369205dac0148ef685ac12a20a67 \
-    --hash=sha256:4cfbe42c686f33944e12f45a27d25a492cc0e43e1dc1da5d6a87cbcaf2e95627 \
-    --hash=sha256:4d5bae0a37af799207140652a700f21a85946f107a199bcb06720b13a4f1f0b7 \
-    --hash=sha256:4e285b5f2bf321fc0857b491b5028c5f276ec0c873b985d58d7748ece1d770dd \
-    --hash=sha256:57e4d637258703d14171b54203fd6822fda218c6c2658a7d30816b10995f29f3 \
-    --hash=sha256:5974895115737a74a00b321e339b9c3f45c20275d226398ae79ac008d908bff7 \
-    --hash=sha256:5ef87fca280fb15342726bd5f980f6faf8b84a5287fcc2d4962ea8af88b35130 \
-    --hash=sha256:603a464c2e67d8a546ddaa206d98e3246e5db05594b97db844c2f0a1af37cf5b \
-    --hash=sha256:6653071f4f9bac46fbc30f3c7838b0e9063ee335908c5d61fb7a4a86c8fd2036 \
-    --hash=sha256:6ca2264f341dd81e41f3fffecec6e446aa2121e0b8d026fb5130e02de1402785 \
-    --hash=sha256:6d279033bf614953c3fc4a0aa9ac33a21e8044ca72d4fa8b9273fe75359d5cca \
-    --hash=sha256:6d949f53ad4fc7cf02c44d6678e7ff05ec5f5552b235b9e136bd52e9bf730b91 \
-    --hash=sha256:6daa662aba22ef3258934105be2dd9afa5bb45748f4f702a3b39a5bf53a1f4dc \
-    --hash=sha256:6eafc048ea3f1b3c136c71a86db393be36b5b3d9c87b1c25204e7d397cee9536 \
-    --hash=sha256:830c88747dce8a3e7525defa68afd742b4580df6aa2fdd6f0855481e3994d391 \
-    --hash=sha256:86e92728ef3fc842c50a5cb1d5ba2bc66db7da08a7af53fb3da79e202d1b2cd3 \
-    --hash=sha256:8caf4d16b31961e964c62194ea3e26a0e9561cdf72eecb1781458b67ec83423d \
-    --hash=sha256:8d1a92d8e90b286d491e5626af53afef2ba04da33e82e30744795c71880eaa21 \
-    --hash=sha256:8f0a4d179c9a941eb80c3a63cdb495e539e064f8054230844dcf2fcb812b71d3 \
-    --hash=sha256:9232b09f5efee6a495a99ae6824881940d6447debe272ea400c02e3b68aad85d \
-    --hash=sha256:927a9dd016d6033bc12e0bf5dee1dde140235fc8d0d51099353c76081c03dc29 \
-    --hash=sha256:93e414e3206779ef41e5ff2448067213febf260ba747fc65389a3ddaa3fb8715 \
-    --hash=sha256:98cafc618614d72b02185ac583c6f7796202062c41d2eeecdf07820bad3295ed \
-    --hash=sha256:9c3a88d20e4fe4a2a4a84bf439a5ac9c9aba400b85244c63a1ab7088f85d9d25 \
-    --hash=sha256:9f36de4cd0c262dd9927886cc2305aa3f2210db437aa4fed3fb4940b8bf4592c \
-    --hash=sha256:a60f90bba4c37962cbf210f0188ecca87daafdf60271f4c6948606e4dabf8785 \
-    --hash=sha256:a614e4afed58c14254e67862456d212c4dcceebab2eaa44d627c2ca04bf86837 \
-    --hash=sha256:ae06c1e4bc60ee076292e582a7512f304abdf6c70db59b56745cca1684f875a4 \
-    --hash=sha256:b122a188cd292c4d2fcd78d04f863b789ef43aa129b233d7c9004de08693728b \
-    --hash=sha256:b570da8cd0012f4af9fa76a5635cd31f707473e65a5a335b186069d5c7121ff2 \
-    --hash=sha256:bcaa1c495ce623966d9fc8a187da80082334236a2a1c7e141763ffaf7a405067 \
-    --hash=sha256:bd34f6d1810d9354dc7e35158aa6cc33456be7706df4420819af6ed966e85448 \
-    --hash=sha256:be9eb06489bc975c38706902cbc6888f39e946b81383abc2838d186f0e8b6a9d \
-    --hash=sha256:c4b2e0559b68455c085fb0f6178e9752c4be3bba104d6e881eb5573b399d1eb2 \
-    --hash=sha256:c62e8dd9754b7debda0c5ba59d34509c4688f853588d75b53c3791983faa96fc \
-    --hash=sha256:c852b1530083a620cb0de5f3cd6826f19862bafeaf77586f1aef326e49d95f0c \
-    --hash=sha256:d9fc0bf3ff86c17348dfc5d322f627d78273eba545db865c3cd14b3f19e57fa5 \
-    --hash=sha256:dad7b164905d3e534883281c050180afcf1e230c3d4a54e8038aa5cfcf312b84 \
-    --hash=sha256:e5f66bdf0976ec667fc4594d2812a00b07ed14d1b44259d19a41ae3fff99f2b8 \
-    --hash=sha256:e8f0c9d65da595cfe91713bc1222af9ecabd37971762cb830dea2fc3b3bb2acf \
-    --hash=sha256:edffbe3c510d8f4bf8640e02ca019e48a9b72357318383ca60e3330c23aaffc7 \
-    --hash=sha256:eea5d6443b093e1545ad0210e6cf27f920482bfcf5c77cdc8596aec73523bb7e \
-    --hash=sha256:ef72013e20dd5ba86a8ae1aed7f56f31d3374189aa8b433e7b12ad182c0d2dfb \
-    --hash=sha256:f05251bbc2145349b8d0b77c0d4e5f3b228418807b1ee27cefb11f69ed3d233b \
-    --hash=sha256:f1be258c4d3dc609e654a1dc59d37b17d7fef05df912c01fc2e15eb43a9735f3 \
-    --hash=sha256:f9ced82717c7ec65a67667bb05865ffe38af0e835cdd78728f1209c8fffe0cad \
-    --hash=sha256:fe17d10b97fdf58155f858606bddb4e037b805a60ae023c009f760d8361a4eb8 \
-    --hash=sha256:fe749b052bb7233fe5d072fcb549221a8cb1a16725c47c37e42b0b9cb3ff2c3f
+lxml==4.9.1
     # via
     #   -r context/requirements.in
     #   prov
-markupsafe==2.1.1 \
-    --hash=sha256:0212a68688482dc52b2d45013df70d169f542b7394fc744c02a57374a4207003 \
-    --hash=sha256:089cf3dbf0cd6c100f02945abeb18484bd1ee57a079aefd52cffd17fba910b88 \
-    --hash=sha256:10c1bfff05d95783da83491be968e8fe789263689c02724e0c691933c52994f5 \
-    --hash=sha256:33b74d289bd2f5e527beadcaa3f401e0df0a89927c1559c8566c066fa4248ab7 \
-    --hash=sha256:3799351e2336dc91ea70b034983ee71cf2f9533cdff7c14c90ea126bfd95d65a \
-    --hash=sha256:3ce11ee3f23f79dbd06fb3d63e2f6af7b12db1d46932fe7bd8afa259a5996603 \
-    --hash=sha256:421be9fbf0ffe9ffd7a378aafebbf6f4602d564d34be190fc19a193232fd12b1 \
-    --hash=sha256:43093fb83d8343aac0b1baa75516da6092f58f41200907ef92448ecab8825135 \
-    --hash=sha256:46d00d6cfecdde84d40e572d63735ef81423ad31184100411e6e3388d405e247 \
-    --hash=sha256:4a33dea2b688b3190ee12bd7cfa29d39c9ed176bda40bfa11099a3ce5d3a7ac6 \
-    --hash=sha256:4b9fe39a2ccc108a4accc2676e77da025ce383c108593d65cc909add5c3bd601 \
-    --hash=sha256:56442863ed2b06d19c37f94d999035e15ee982988920e12a5b4ba29b62ad1f77 \
-    --hash=sha256:671cd1187ed5e62818414afe79ed29da836dde67166a9fac6d435873c44fdd02 \
-    --hash=sha256:694deca8d702d5db21ec83983ce0bb4b26a578e71fbdbd4fdcd387daa90e4d5e \
-    --hash=sha256:6a074d34ee7a5ce3effbc526b7083ec9731bb3cbf921bbe1d3005d4d2bdb3a63 \
-    --hash=sha256:6d0072fea50feec76a4c418096652f2c3238eaa014b2f94aeb1d56a66b41403f \
-    --hash=sha256:6fbf47b5d3728c6aea2abb0589b5d30459e369baa772e0f37a0320185e87c980 \
-    --hash=sha256:7f91197cc9e48f989d12e4e6fbc46495c446636dfc81b9ccf50bb0ec74b91d4b \
-    --hash=sha256:86b1f75c4e7c2ac2ccdaec2b9022845dbb81880ca318bb7a0a01fbf7813e3812 \
-    --hash=sha256:8dc1c72a69aa7e082593c4a203dcf94ddb74bb5c8a731e4e1eb68d031e8498ff \
-    --hash=sha256:8e3dcf21f367459434c18e71b2a9532d96547aef8a871872a5bd69a715c15f96 \
-    --hash=sha256:8e576a51ad59e4bfaac456023a78f6b5e6e7651dcd383bcc3e18d06f9b55d6d1 \
-    --hash=sha256:96e37a3dc86e80bf81758c152fe66dbf60ed5eca3d26305edf01892257049925 \
-    --hash=sha256:97a68e6ada378df82bc9f16b800ab77cbf4b2fada0081794318520138c088e4a \
-    --hash=sha256:99a2a507ed3ac881b975a2976d59f38c19386d128e7a9a18b7df6fff1fd4c1d6 \
-    --hash=sha256:a49907dd8420c5685cfa064a1335b6754b74541bbb3706c259c02ed65b644b3e \
-    --hash=sha256:b09bf97215625a311f669476f44b8b318b075847b49316d3e28c08e41a7a573f \
-    --hash=sha256:b7bd98b796e2b6553da7225aeb61f447f80a1ca64f41d83612e6139ca5213aa4 \
-    --hash=sha256:b87db4360013327109564f0e591bd2a3b318547bcef31b468a92ee504d07ae4f \
-    --hash=sha256:bcb3ed405ed3222f9904899563d6fc492ff75cce56cba05e32eff40e6acbeaa3 \
-    --hash=sha256:d4306c36ca495956b6d568d276ac11fdd9c30a36f1b6eb928070dc5360b22e1c \
-    --hash=sha256:d5ee4f386140395a2c818d149221149c54849dfcfcb9f1debfe07a8b8bd63f9a \
-    --hash=sha256:dda30ba7e87fbbb7eab1ec9f58678558fd9a6b8b853530e176eabd064da81417 \
-    --hash=sha256:e04e26803c9c3851c931eac40c695602c6295b8d432cbe78609649ad9bd2da8a \
-    --hash=sha256:e1c0b87e09fa55a220f058d1d49d3fb8df88fbfab58558f1198e08c1e1de842a \
-    --hash=sha256:e72591e9ecd94d7feb70c1cbd7be7b3ebea3f548870aa91e2732960fa4d57a37 \
-    --hash=sha256:e8c843bbcda3a2f1e3c2ab25913c80a3c5376cd00c6e8c4a86a89a28c8dc5452 \
-    --hash=sha256:efc1913fd2ca4f334418481c7e595c00aad186563bbc1ec76067848c7ca0a933 \
-    --hash=sha256:f121a1420d4e173a5d96e47e9a0c0dcff965afdf1626d28de1460815f7c4ee7a \
-    --hash=sha256:fc7b548b17d238737688817ab67deebb30e8073c95749d55538ed473130ec0c7
+markupsafe==2.1.1
     # via
     #   jinja2
     #   werkzeug
-matplotlib==3.7.2 \
-    --hash=sha256:070f8dddd1f5939e60aacb8fa08f19551f4b0140fab16a3669d5cd6e9cb28fc8 \
-    --hash=sha256:0c3cca3e842b11b55b52c6fb8bd6a4088693829acbfcdb3e815fa9b7d5c92c1b \
-    --hash=sha256:0f506a1776ee94f9e131af1ac6efa6e5bc7cb606a3e389b0ccb6e657f60bb676 \
-    --hash=sha256:12f01b92ecd518e0697da4d97d163b2b3aa55eb3eb4e2c98235b3396d7dad55f \
-    --hash=sha256:152ee0b569a37630d8628534c628456b28686e085d51394da6b71ef84c4da201 \
-    --hash=sha256:1c308b255efb9b06b23874236ec0f10f026673ad6515f602027cc8ac7805352d \
-    --hash=sha256:1cd120fca3407a225168238b790bd5c528f0fafde6172b140a2f3ab7a4ea63e9 \
-    --hash=sha256:20f844d6be031948148ba49605c8b96dfe7d3711d1b63592830d650622458c11 \
-    --hash=sha256:23fb1750934e5f0128f9423db27c474aa32534cec21f7b2153262b066a581fd1 \
-    --hash=sha256:2699f7e73a76d4c110f4f25be9d2496d6ab4f17345307738557d345f099e07de \
-    --hash=sha256:26bede320d77e469fdf1bde212de0ec889169b04f7f1179b8930d66f82b30cbc \
-    --hash=sha256:2ecb5be2b2815431c81dc115667e33da0f5a1bcf6143980d180d09a717c4a12e \
-    --hash=sha256:2f8e4a49493add46ad4a8c92f63e19d548b2b6ebbed75c6b4c7f46f57d36cdd1 \
-    --hash=sha256:305e3da477dc8607336ba10bac96986d6308d614706cae2efe7d3ffa60465b24 \
-    --hash=sha256:30e1409b857aa8a747c5d4f85f63a79e479835f8dffc52992ac1f3f25837b544 \
-    --hash=sha256:318c89edde72ff95d8df67d82aca03861240512994a597a435a1011ba18dbc7f \
-    --hash=sha256:35d74ebdb3f71f112b36c2629cf32323adfbf42679e2751252acd468f5001c07 \
-    --hash=sha256:50e0a55ec74bf2d7a0ebf50ac580a209582c2dd0f7ab51bc270f1b4a0027454e \
-    --hash=sha256:5dea00b62d28654b71ca92463656d80646675628d0828e08a5f3b57e12869e13 \
-    --hash=sha256:60c521e21031632aa0d87ca5ba0c1c05f3daacadb34c093585a0be6780f698e4 \
-    --hash=sha256:6515e878f91894c2e4340d81f0911857998ccaf04dbc1bba781e3d89cbf70608 \
-    --hash=sha256:6d2ff3c984b8a569bc1383cd468fc06b70d7b59d5c2854ca39f1436ae8394117 \
-    --hash=sha256:71667eb2ccca4c3537d9414b1bc00554cb7f91527c17ee4ec38027201f8f1603 \
-    --hash=sha256:717157e61b3a71d3d26ad4e1770dc85156c9af435659a25ee6407dc866cb258d \
-    --hash=sha256:71f7a8c6b124e904db550f5b9fe483d28b896d4135e45c4ea381ad3b8a0e3256 \
-    --hash=sha256:936bba394682049919dda062d33435b3be211dc3dcaa011e09634f060ec878b2 \
-    --hash=sha256:a1733b8e84e7e40a9853e505fe68cc54339f97273bdfe6f3ed980095f769ddc7 \
-    --hash=sha256:a2c1590b90aa7bd741b54c62b78de05d4186271e34e2377e0289d943b3522273 \
-    --hash=sha256:a7e28d6396563955f7af437894a36bf2b279462239a41028323e04b85179058b \
-    --hash=sha256:a8035ba590658bae7562786c9cc6ea1a84aa49d3afab157e414c9e2ea74f496d \
-    --hash=sha256:a8cdb91dddb04436bd2f098b8fdf4b81352e68cf4d2c6756fcc414791076569b \
-    --hash=sha256:ac60daa1dc83e8821eed155796b0f7888b6b916cf61d620a4ddd8200ac70cd64 \
-    --hash=sha256:af4860132c8c05261a5f5f8467f1b269bf1c7c23902d75f2be57c4a7f2394b3e \
-    --hash=sha256:bc221ffbc2150458b1cd71cdd9ddd5bb37962b036e41b8be258280b5b01da1dd \
-    --hash=sha256:ce55289d5659b5b12b3db4dc9b7075b70cef5631e56530f14b2945e8836f2d20 \
-    --hash=sha256:d9881356dc48e58910c53af82b57183879129fa30492be69058c5b0d9fddf391 \
-    --hash=sha256:dbcf59334ff645e6a67cd5f78b4b2cdb76384cdf587fa0d2dc85f634a72e1a3e \
-    --hash=sha256:ebf577c7a6744e9e1bd3fee45fc74a02710b214f94e2bde344912d85e0c9af7c \
-    --hash=sha256:f081c03f413f59390a80b3e351cc2b2ea0205839714dbc364519bcf51f4b56ca \
-    --hash=sha256:fdbb46fad4fb47443b5b8ac76904b2e7a66556844f33370861b4788db0f8816a \
-    --hash=sha256:fdcd28360dbb6203fb5219b1a5658df226ac9bebc2542a9e8f457de959d713d0
+matplotlib==3.7.2
     # via
     #   scanpy
     #   seaborn
-msgpack==1.0.8 \
-    --hash=sha256:00e073efcba9ea99db5acef3959efa45b52bc67b61b00823d2a1a6944bf45982 \
-    --hash=sha256:0726c282d188e204281ebd8de31724b7d749adebc086873a59efb8cf7ae27df3 \
-    --hash=sha256:0ceea77719d45c839fd73abcb190b8390412a890df2f83fb8cf49b2a4b5c2f40 \
-    --hash=sha256:114be227f5213ef8b215c22dde19532f5da9652e56e8ce969bf0a26d7c419fee \
-    --hash=sha256:13577ec9e247f8741c84d06b9ece5f654920d8365a4b636ce0e44f15e07ec693 \
-    --hash=sha256:1876b0b653a808fcd50123b953af170c535027bf1d053b59790eebb0aeb38950 \
-    --hash=sha256:1ab0bbcd4d1f7b6991ee7c753655b481c50084294218de69365f8f1970d4c151 \
-    --hash=sha256:1cce488457370ffd1f953846f82323cb6b2ad2190987cd4d70b2713e17268d24 \
-    --hash=sha256:24f727df1e20b9876fa6e95f840a2a2651e34c0ad147676356f4bf5fbb0206ca \
-    --hash=sha256:26ee97a8261e6e35885c2ecd2fd4a6d38252246f94a2aec23665a4e66d066305 \
-    --hash=sha256:3528807cbbb7f315bb81959d5961855e7ba52aa60a3097151cb21956fbc7502b \
-    --hash=sha256:374a8e88ddab84b9ada695d255679fb99c53513c0a51778796fcf0944d6c789c \
-    --hash=sha256:376081f471a2ef24828b83a641a02c575d6103a3ad7fd7dade5486cad10ea659 \
-    --hash=sha256:3923a1778f7e5ef31865893fdca12a8d7dc03a44b33e2a5f3295416314c09f5d \
-    --hash=sha256:4916727e31c28be8beaf11cf117d6f6f188dcc36daae4e851fee88646f5b6b18 \
-    --hash=sha256:493c5c5e44b06d6c9268ce21b302c9ca055c1fd3484c25ba41d34476c76ee746 \
-    --hash=sha256:505fe3d03856ac7d215dbe005414bc28505d26f0c128906037e66d98c4e95868 \
-    --hash=sha256:5845fdf5e5d5b78a49b826fcdc0eb2e2aa7191980e3d2cfd2a30303a74f212e2 \
-    --hash=sha256:5c330eace3dd100bdb54b5653b966de7f51c26ec4a7d4e87132d9b4f738220ba \
-    --hash=sha256:5dbf059fb4b7c240c873c1245ee112505be27497e90f7c6591261c7d3c3a8228 \
-    --hash=sha256:5e390971d082dba073c05dbd56322427d3280b7cc8b53484c9377adfbae67dc2 \
-    --hash=sha256:5fbb160554e319f7b22ecf530a80a3ff496d38e8e07ae763b9e82fadfe96f273 \
-    --hash=sha256:64d0fcd436c5683fdd7c907eeae5e2cbb5eb872fafbc03a43609d7941840995c \
-    --hash=sha256:69284049d07fce531c17404fcba2bb1df472bc2dcdac642ae71a2d079d950653 \
-    --hash=sha256:6a0e76621f6e1f908ae52860bdcb58e1ca85231a9b0545e64509c931dd34275a \
-    --hash=sha256:73ee792784d48aa338bba28063e19a27e8d989344f34aad14ea6e1b9bd83f596 \
-    --hash=sha256:74398a4cf19de42e1498368c36eed45d9528f5fd0155241e82c4082b7e16cffd \
-    --hash=sha256:7938111ed1358f536daf311be244f34df7bf3cdedb3ed883787aca97778b28d8 \
-    --hash=sha256:82d92c773fbc6942a7a8b520d22c11cfc8fd83bba86116bfcf962c2f5c2ecdaa \
-    --hash=sha256:83b5c044f3eff2a6534768ccfd50425939e7a8b5cf9a7261c385de1e20dcfc85 \
-    --hash=sha256:8db8e423192303ed77cff4dce3a4b88dbfaf43979d280181558af5e2c3c71afc \
-    --hash=sha256:9517004e21664f2b5a5fd6333b0731b9cf0817403a941b393d89a2f1dc2bd836 \
-    --hash=sha256:99881222f4a8c2f641f25703963a5cefb076adffd959e0558dc9f803a52d6a58 \
-    --hash=sha256:9ee32dcb8e531adae1f1ca568822e9b3a738369b3b686d1477cbc643c4a9c128 \
-    --hash=sha256:a22e47578b30a3e199ab067a4d43d790249b3c0587d9a771921f86250c8435db \
-    --hash=sha256:b5505774ea2a73a86ea176e8a9a4a7c8bf5d521050f0f6f8426afe798689243f \
-    --hash=sha256:bd739c9251d01e0279ce729e37b39d49a08c0420d3fee7f2a4968c0576678f77 \
-    --hash=sha256:d16a786905034e7e34098634b184a7d81f91d4c3d246edc6bd7aefb2fd8ea6ad \
-    --hash=sha256:d3420522057ebab1728b21ad473aa950026d07cb09da41103f8e597dfbfaeb13 \
-    --hash=sha256:d56fd9f1f1cdc8227d7b7918f55091349741904d9520c65f0139a9755952c9e8 \
-    --hash=sha256:d661dc4785affa9d0edfdd1e59ec056a58b3dbb9f196fa43587f3ddac654ac7b \
-    --hash=sha256:dfe1f0f0ed5785c187144c46a292b8c34c1295c01da12e10ccddfc16def4448a \
-    --hash=sha256:e1dd7839443592d00e96db831eddb4111a2a81a46b028f0facd60a09ebbdd543 \
-    --hash=sha256:e2872993e209f7ed04d963e4b4fbae72d034844ec66bc4ca403329db2074377b \
-    --hash=sha256:e2f879ab92ce502a1e65fce390eab619774dda6a6ff719718069ac94084098ce \
-    --hash=sha256:e3aa7e51d738e0ec0afbed661261513b38b3014754c9459508399baf14ae0c9d \
-    --hash=sha256:e532dbd6ddfe13946de050d7474e3f5fb6ec774fbb1a188aaf469b08cf04189a \
-    --hash=sha256:e6b7842518a63a9f17107eb176320960ec095a8ee3b4420b5f688e24bf50c53c \
-    --hash=sha256:e75753aeda0ddc4c28dce4c32ba2f6ec30b1b02f6c0b14e547841ba5b24f753f \
-    --hash=sha256:eadb9f826c138e6cf3c49d6f8de88225a3c0ab181a9b4ba792e006e5292d150e \
-    --hash=sha256:ed59dd52075f8fc91da6053b12e8c89e37aa043f8986efd89e61fae69dc1b011 \
-    --hash=sha256:ef254a06bcea461e65ff0373d8a0dd1ed3aa004af48839f002a0c994a6f72d04 \
-    --hash=sha256:f3709997b228685fe53e8c433e2df9f0cdb5f4542bd5114ed17ac3c0129b0480 \
-    --hash=sha256:f51bab98d52739c50c56658cc303f190785f9a2cd97b823357e7aeae54c8f68a \
-    --hash=sha256:f9904e24646570539a8950400602d66d2b2c492b9010ea7e965025cb71d0c86d \
-    --hash=sha256:f9af38a89b6a5c04b7d18c492c8ccf2aee7048aff1ce8437c4683bb5a1df893d
+msgpack==1.0.8
     # via distributed
-multidict==6.0.2 \
-    --hash=sha256:0327292e745a880459ef71be14e709aaea2f783f3537588fb4ed09b6c01bca60 \
-    --hash=sha256:041b81a5f6b38244b34dc18c7b6aba91f9cdaf854d9a39e5ff0b58e2b5773b9c \
-    --hash=sha256:0556a1d4ea2d949efe5fd76a09b4a82e3a4a30700553a6725535098d8d9fb672 \
-    --hash=sha256:05f6949d6169878a03e607a21e3b862eaf8e356590e8bdae4227eedadacf6e51 \
-    --hash=sha256:07a017cfa00c9890011628eab2503bee5872f27144936a52eaab449be5eaf032 \
-    --hash=sha256:0b9e95a740109c6047602f4db4da9949e6c5945cefbad34a1299775ddc9a62e2 \
-    --hash=sha256:19adcfc2a7197cdc3987044e3f415168fc5dc1f720c932eb1ef4f71a2067e08b \
-    --hash=sha256:19d9bad105dfb34eb539c97b132057a4e709919ec4dd883ece5838bcbf262b80 \
-    --hash=sha256:225383a6603c086e6cef0f2f05564acb4f4d5f019a4e3e983f572b8530f70c88 \
-    --hash=sha256:23b616fdc3c74c9fe01d76ce0d1ce872d2d396d8fa8e4899398ad64fb5aa214a \
-    --hash=sha256:2957489cba47c2539a8eb7ab32ff49101439ccf78eab724c828c1a54ff3ff98d \
-    --hash=sha256:2d36e929d7f6a16d4eb11b250719c39560dd70545356365b494249e2186bc389 \
-    --hash=sha256:2e4a0785b84fb59e43c18a015ffc575ba93f7d1dbd272b4cdad9f5134b8a006c \
-    --hash=sha256:3368bf2398b0e0fcbf46d85795adc4c259299fec50c1416d0f77c0a843a3eed9 \
-    --hash=sha256:373ba9d1d061c76462d74e7de1c0c8e267e9791ee8cfefcf6b0b2495762c370c \
-    --hash=sha256:4070613ea2227da2bfb2c35a6041e4371b0af6b0be57f424fe2318b42a748516 \
-    --hash=sha256:45183c96ddf61bf96d2684d9fbaf6f3564d86b34cb125761f9a0ef9e36c1d55b \
-    --hash=sha256:4571f1beddff25f3e925eea34268422622963cd8dc395bb8778eb28418248e43 \
-    --hash=sha256:47e6a7e923e9cada7c139531feac59448f1f47727a79076c0b1ee80274cd8eee \
-    --hash=sha256:47fbeedbf94bed6547d3aa632075d804867a352d86688c04e606971595460227 \
-    --hash=sha256:497988d6b6ec6ed6f87030ec03280b696ca47dbf0648045e4e1d28b80346560d \
-    --hash=sha256:4bae31803d708f6f15fd98be6a6ac0b6958fcf68fda3c77a048a4f9073704aae \
-    --hash=sha256:50bd442726e288e884f7be9071016c15a8742eb689a593a0cac49ea093eef0a7 \
-    --hash=sha256:514fe2b8d750d6cdb4712346a2c5084a80220821a3e91f3f71eec11cf8d28fd4 \
-    --hash=sha256:5774d9218d77befa7b70d836004a768fb9aa4fdb53c97498f4d8d3f67bb9cfa9 \
-    --hash=sha256:5fdda29a3c7e76a064f2477c9aab1ba96fd94e02e386f1e665bca1807fc5386f \
-    --hash=sha256:5ff3bd75f38e4c43f1f470f2df7a4d430b821c4ce22be384e1459cb57d6bb013 \
-    --hash=sha256:626fe10ac87851f4cffecee161fc6f8f9853f0f6f1035b59337a51d29ff3b4f9 \
-    --hash=sha256:6701bf8a5d03a43375909ac91b6980aea74b0f5402fbe9428fc3f6edf5d9677e \
-    --hash=sha256:684133b1e1fe91eda8fa7447f137c9490a064c6b7f392aa857bba83a28cfb693 \
-    --hash=sha256:6f3cdef8a247d1eafa649085812f8a310e728bdf3900ff6c434eafb2d443b23a \
-    --hash=sha256:75bdf08716edde767b09e76829db8c1e5ca9d8bb0a8d4bd94ae1eafe3dac5e15 \
-    --hash=sha256:7c40b7bbece294ae3a87c1bc2abff0ff9beef41d14188cda94ada7bcea99b0fb \
-    --hash=sha256:8004dca28e15b86d1b1372515f32eb6f814bdf6f00952699bdeb541691091f96 \
-    --hash=sha256:8064b7c6f0af936a741ea1efd18690bacfbae4078c0c385d7c3f611d11f0cf87 \
-    --hash=sha256:89171b2c769e03a953d5969b2f272efa931426355b6c0cb508022976a17fd376 \
-    --hash=sha256:8cbf0132f3de7cc6c6ce00147cc78e6439ea736cee6bca4f068bcf892b0fd658 \
-    --hash=sha256:9cc57c68cb9139c7cd6fc39f211b02198e69fb90ce4bc4a094cf5fe0d20fd8b0 \
-    --hash=sha256:a007b1638e148c3cfb6bf0bdc4f82776cef0ac487191d093cdc316905e504071 \
-    --hash=sha256:a2c34a93e1d2aa35fbf1485e5010337c72c6791407d03aa5f4eed920343dd360 \
-    --hash=sha256:a45e1135cb07086833ce969555df39149680e5471c04dfd6a915abd2fc3f6dbc \
-    --hash=sha256:ac0e27844758d7177989ce406acc6a83c16ed4524ebc363c1f748cba184d89d3 \
-    --hash=sha256:aef9cc3d9c7d63d924adac329c33835e0243b5052a6dfcbf7732a921c6e918ba \
-    --hash=sha256:b9d153e7f1f9ba0b23ad1568b3b9e17301e23b042c23870f9ee0522dc5cc79e8 \
-    --hash=sha256:bfba7c6d5d7c9099ba21f84662b037a0ffd4a5e6b26ac07d19e423e6fdf965a9 \
-    --hash=sha256:c207fff63adcdf5a485969131dc70e4b194327666b7e8a87a97fbc4fd80a53b2 \
-    --hash=sha256:d0509e469d48940147e1235d994cd849a8f8195e0bca65f8f5439c56e17872a3 \
-    --hash=sha256:d16cce709ebfadc91278a1c005e3c17dd5f71f5098bfae1035149785ea6e9c68 \
-    --hash=sha256:d48b8ee1d4068561ce8033d2c344cf5232cb29ee1a0206a7b828c79cbc5982b8 \
-    --hash=sha256:de989b195c3d636ba000ee4281cd03bb1234635b124bf4cd89eeee9ca8fcb09d \
-    --hash=sha256:e07c8e79d6e6fd37b42f3250dba122053fddb319e84b55dd3a8d6446e1a7ee49 \
-    --hash=sha256:e2c2e459f7050aeb7c1b1276763364884595d47000c1cddb51764c0d8976e608 \
-    --hash=sha256:e5b20e9599ba74391ca0cfbd7b328fcc20976823ba19bc573983a25b32e92b57 \
-    --hash=sha256:e875b6086e325bab7e680e4316d667fc0e5e174bb5611eb16b3ea121c8951b86 \
-    --hash=sha256:f4f052ee022928d34fe1f4d2bc743f32609fb79ed9c49a1710a5ad6b2198db20 \
-    --hash=sha256:fcb91630817aa8b9bc4a74023e4198480587269c272c58b3279875ed7235c293 \
-    --hash=sha256:fd9fc9c4849a07f3635ccffa895d57abce554b467d611a5009ba4f39b78a8849 \
-    --hash=sha256:feba80698173761cddd814fa22e88b0661e98cb810f9f986c54aa34d281e4937 \
-    --hash=sha256:feea820722e69451743a3d56ad74948b68bf456984d63c1a92e8347b7b88452d
+multidict==6.0.2
     # via
     #   aiohttp
     #   yarl
-mypy-extensions==0.4.3 \
-    --hash=sha256:090fedd75945a69ae91ce1303b5824f428daf5a028d2f6ab8a299250a846f15d \
-    --hash=sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8
+mypy-extensions==0.4.3
     # via black
-natsort==8.4.0 \
-    --hash=sha256:45312c4a0e5507593da193dedd04abb1469253b601ecaf63445ad80f0a1ea581 \
-    --hash=sha256:4732914fb471f56b5cce04d7bae6f164a592c7712e1c85f9ef585e197299521c
+natsort==8.4.0
     # via
     #   anndata
     #   scanpy
-nbformat==5.1.3 \
-    --hash=sha256:b516788ad70771c6250977c1374fcca6edebe6126fd2adb5a69aa5c2356fd1c8 \
-    --hash=sha256:eb8447edd7127d043361bc17f2f5a807626bc8e878c7709a1c647abda28a9171
+nbformat==5.1.3
     # via portal-visualization
-negspy==0.2.24 \
-    --hash=sha256:c3077f9a4616f597e4f7d87d7d93cd7c8a1c8aab25a1561ba21072e577137c72
+negspy==0.2.24
     # via vitessce
-neo4j==4.4.2 \
-    --hash=sha256:58f289c4210310740de429d3daef6d6a972c247aeba6820f2fcba4b04bb56204
+neo4j==4.4.2
     # via hubmap-commons
-networkx==3.1 \
-    --hash=sha256:4f33f68cb2afcf86f28a45f43efc27a9386b535d567d2127f8f61d51dec58d36 \
-    --hash=sha256:de346335408f84de0eada6ff9fafafff9bcda11f0a0dfaa931133debb146ab61
+networkx==3.1
     # via
     #   prov
     #   scanpy
     #   scikit-image
-numba==0.57.1 \
-    --hash=sha256:33c0500170d213e66d90558ad6aca57d3e03e97bb11da82e6d87ab793648cb17 \
-    --hash=sha256:3cf78d74ad9d289fbc1e5b1c9f2680fca7a788311eb620581893ab347ec37a7e \
-    --hash=sha256:3d6483c27520d16cf5d122868b79cad79e48056ecb721b52d70c126bed65431e \
-    --hash=sha256:4838edef2df5f056cb8974670f3d66562e751040c448eb0b67c7e2fec1726649 \
-    --hash=sha256:4c078f84b5529a7fdb8413bb33d5100f11ec7b44aa705857d9eb4e54a54ff505 \
-    --hash=sha256:53e9fab973d9e82c9f8449f75994a898daaaf821d84f06fbb0b9de2293dd9306 \
-    --hash=sha256:5a82bf37444039c732485c072fda21a361790ed990f88db57fd6941cd5e5d307 \
-    --hash=sha256:60ec56386076e9eed106a87c96626d5686fbb16293b9834f0849cf78c9491779 \
-    --hash=sha256:643cb09a9ba9e1bd8b060e910aeca455e9442361e80fce97690795ff9840e681 \
-    --hash=sha256:6c057ccedca95df23802b6ccad86bb318be624af45b5a38bb8412882be57a681 \
-    --hash=sha256:8e00ca63c5d0ad2beeb78d77f087b3a88c45ea9b97e7622ab2ec411a868420ee \
-    --hash=sha256:93df62304ada9b351818ba19b1cfbddaf72cd89348e81474326ca0b23bf0bae1 \
-    --hash=sha256:9587ba1bf5f3035575e45562ada17737535c6d612df751e811d702693a72d95e \
-    --hash=sha256:9a1b2b69448e510d672ff9a6b18d2db9355241d93c6a77677baa14bec67dc2a0 \
-    --hash=sha256:9b17fbe4a69dcd9a7cd49916b6463cd9a82af5f84911feeb40793b8bce00dfa7 \
-    --hash=sha256:9bcc36478773ce838f38afd9a4dfafc328d4ffb1915381353d657da7f6473282 \
-    --hash=sha256:a32ee263649aa3c3587b833d6311305379529570e6c20deb0c6f4fb5bc7020db \
-    --hash=sha256:a3eac19529956185677acb7f01864919761bfffbb9ae04bbbe5e84bbc06cfc2b \
-    --hash=sha256:ae50c8c90c2ce8057f9618b589223e13faa8cbc037d8f15b4aad95a2c33a0582 \
-    --hash=sha256:c0602e4f896e6a6d844517c3ab434bc978e7698a22a733cc8124465898c28fa8 \
-    --hash=sha256:db8268eb5093cae2288942a8cbd69c9352f6fe6e0bfa0a9a27679436f92e4248 \
-    --hash=sha256:e447c4634d1cc99ab50d4faa68f680f1d88b06a2a05acf134aa6fcc0342adeca \
-    --hash=sha256:f47dd214adc5dcd040fe9ad2adbd2192133c9075d2189ce1b3d5f9d72863ef05 \
-    --hash=sha256:ff66d5b022af6c7d81ddbefa87768e78ed4f834ab2da6ca2fd0d60a9e69b94f5
+numba==0.57.1
     # via
     #   pynndescent
     #   scanpy
     #   umap-learn
-numcodecs==0.12.1 \
-    --hash=sha256:05d91a433733e7eef268d7e80ec226a0232da244289614a8f3826901aec1098e \
-    --hash=sha256:0e79bf9d1d37199ac00a60ff3adb64757523291d19d03116832e600cac391c51 \
-    --hash=sha256:135b2d47563f7b9dc5ee6ce3d1b81b0f1397f69309e909f1a35bb0f7c553d45e \
-    --hash=sha256:21d8267bd4313f4d16f5b6287731d4c8ebdab236038f29ad1b0e93c9b2ca64ee \
-    --hash=sha256:29dfb195f835a55c4d490fb097aac8c1bcb96c54cf1b037d9218492c95e9d8c5 \
-    --hash=sha256:2f1ba2f4af3fd3ba65b1bcffb717fe65efe101a50a91c368f79f3101dbb1e243 \
-    --hash=sha256:2f84df6b8693206365a5b37c005bfa9d1be486122bde683a7b6446af4b75d862 \
-    --hash=sha256:2fbb12a6a1abe95926f25c65e283762d63a9bf9e43c0de2c6a1a798347dfcb40 \
-    --hash=sha256:760627780a8b6afdb7f942f2a0ddaf4e31d3d7eea1d8498cf0fd3204a33c4618 \
-    --hash=sha256:82d7107f80f9307235cb7e74719292d101c7ea1e393fe628817f0d635b7384f5 \
-    --hash=sha256:941b7446b68cf79f089bcfe92edaa3b154533dcbcd82474f994b28f2eedb1c60 \
-    --hash=sha256:a191a8e347ecd016e5c357f2bf41fbcb026f6ffe78fff50c77ab12e96701d155 \
-    --hash=sha256:abff3554a6892a89aacf7b642a044e4535499edf07aeae2f2e6e8fc08c9ba07f \
-    --hash=sha256:c17687b1fd1fef68af616bc83f896035d24e40e04e91e7e6dae56379eb59fe33 \
-    --hash=sha256:c258bd1d3dfa75a9b708540d23b2da43d63607f9df76dfa0309a7597d1de3b73 \
-    --hash=sha256:caf1a1e6678aab9c1e29d2109b299f7a467bd4d4c34235b1f0e082167846b88f \
-    --hash=sha256:d37f628fe92b3699e65831d5733feca74d2e33b50ef29118ffd41c13c677210e \
-    --hash=sha256:e04649ea504aff858dbe294631f098fbfd671baf58bfc04fc48d746554c05d67 \
-    --hash=sha256:eeaf42768910f1c6eebf6c1bb00160728e62c9343df9e2e315dc9fe12e3f6071 \
-    --hash=sha256:ef964d4860d3e6b38df0633caf3e51dc850a6293fd8e93240473642681d95136 \
-    --hash=sha256:f2207871868b2464dc11c513965fd99b958a9d7cde2629be7b2dc84fdaab013b
+numcodecs==0.12.1
     # via
     #   vitessce
     #   zarr
-numpy==1.24.4 \
-    --hash=sha256:04640dab83f7c6c85abf9cd729c5b65f1ebd0ccf9de90b270cd61935eef0197f \
-    --hash=sha256:1452241c290f3e2a312c137a9999cdbf63f78864d63c79039bda65ee86943f61 \
-    --hash=sha256:222e40d0e2548690405b0b3c7b21d1169117391c2e82c378467ef9ab4c8f0da7 \
-    --hash=sha256:2541312fbf09977f3b3ad449c4e5f4bb55d0dbf79226d7724211acc905049400 \
-    --hash=sha256:31f13e25b4e304632a4619d0e0777662c2ffea99fcae2029556b17d8ff958aef \
-    --hash=sha256:4602244f345453db537be5314d3983dbf5834a9701b7723ec28923e2889e0bb2 \
-    --hash=sha256:4979217d7de511a8d57f4b4b5b2b965f707768440c17cb70fbf254c4b225238d \
-    --hash=sha256:4c21decb6ea94057331e111a5bed9a79d335658c27ce2adb580fb4d54f2ad9bc \
-    --hash=sha256:6620c0acd41dbcb368610bb2f4d83145674040025e5536954782467100aa8835 \
-    --hash=sha256:692f2e0f55794943c5bfff12b3f56f99af76f902fc47487bdfe97856de51a706 \
-    --hash=sha256:7215847ce88a85ce39baf9e89070cb860c98fdddacbaa6c0da3ffb31b3350bd5 \
-    --hash=sha256:79fc682a374c4a8ed08b331bef9c5f582585d1048fa6d80bc6c35bc384eee9b4 \
-    --hash=sha256:7ffe43c74893dbf38c2b0a1f5428760a1a9c98285553c89e12d70a96a7f3a4d6 \
-    --hash=sha256:80f5e3a4e498641401868df4208b74581206afbee7cf7b8329daae82676d9463 \
-    --hash=sha256:95f7ac6540e95bc440ad77f56e520da5bf877f87dca58bd095288dce8940532a \
-    --hash=sha256:9667575fb6d13c95f1b36aca12c5ee3356bf001b714fc354eb5465ce1609e62f \
-    --hash=sha256:a5425b114831d1e77e4b5d812b69d11d962e104095a5b9c3b641a218abcc050e \
-    --hash=sha256:b4bea75e47d9586d31e892a7401f76e909712a0fd510f58f5337bea9572c571e \
-    --hash=sha256:b7b1fc9864d7d39e28f41d089bfd6353cb5f27ecd9905348c24187a768c79694 \
-    --hash=sha256:befe2bf740fd8373cf56149a5c23a0f601e82869598d41f8e188a0e9869926f8 \
-    --hash=sha256:c0bfb52d2169d58c1cdb8cc1f16989101639b34c7d3ce60ed70b19c63eba0b64 \
-    --hash=sha256:d11efb4dbecbdf22508d55e48d9c8384db795e1b7b51ea735289ff96613ff74d \
-    --hash=sha256:dd80e219fd4c71fc3699fc1dadac5dcf4fd882bfc6f7ec53d30fa197b8ee22dc \
-    --hash=sha256:e2926dac25b313635e4d6cf4dc4e51c8c0ebfed60b801c799ffc4c32bf3d1254 \
-    --hash=sha256:e98f220aa76ca2a977fe435f5b04d7b3470c0a2e6312907b37ba6068f26787f2 \
-    --hash=sha256:ed094d4f0c177b1b8e7aa9cba7d6ceed51c0e569a5318ac0ca9a090680a6a1b1 \
-    --hash=sha256:f136bab9c2cfd8da131132c2cf6cc27331dd6fae65f95f69dcd4ae3c3639c810 \
-    --hash=sha256:f3a86ed21e4f87050382c7bc96571755193c4c1392490744ac73d660e8f564a9
+numpy==1.24.4
     # via
     #   anndata
     #   contourpy
@@ -1090,13 +222,9 @@ numpy==1.24.4 \
     #   umap-learn
     #   vitessce
     #   zarr
-ome-zarr==0.8.3 \
-    --hash=sha256:550543fe4a06f1f5c3f860d000ea84836f29a44b83666f7404102e1672b116ce \
-    --hash=sha256:e98762e6a3cc82e8f6ef50c938e23fc579498d94d1991f3476ccf9726209997b
+ome-zarr==0.8.3
     # via vitessce
-packaging==23.1 \
-    --hash=sha256:994793af429502c4ea2ebf6bf664629d07c1a9fe974af92966e4b8d2df7edc61 \
-    --hash=sha256:a392980d2b6cffa644431898be54b0045151319d1e7ec34f0cfed48767dd334f
+packaging==23.1
     # via
     #   anndata
     #   black
@@ -1106,417 +234,81 @@ packaging==23.1 \
     #   scanpy
     #   scikit-image
     #   statsmodels
-pandas==1.4.1 \
-    --hash=sha256:0259cd11e7e6125aaea3af823b80444f3adad6149ff4c97fef760093598b3e34 \
-    --hash=sha256:04dd15d9db538470900c851498e532ef28d4e56bfe72c9523acb32042de43dfb \
-    --hash=sha256:0b1a13f647e4209ed7dbb5da3497891d0045da9785327530ab696417ef478f84 \
-    --hash=sha256:19f7c632436b1b4f84615c3b127bbd7bc603db95e3d4332ed259dc815c9aaa26 \
-    --hash=sha256:1b384516dbb4e6aae30e3464c2e77c563da5980440fbdfbd0968e3942f8f9d70 \
-    --hash=sha256:1d85d5f6be66dfd6d1d8d13b9535e342a2214260f1852654b19fa4d7b8d1218b \
-    --hash=sha256:2e5a7a1e0ecaac652326af627a3eca84886da9e667d68286866d4e33f6547caf \
-    --hash=sha256:3129a35d9dad1d80c234dd78f8f03141b914395d23f97cf92a366dcd19f8f8bf \
-    --hash=sha256:358b0bc98a5ff067132d23bf7a2242ee95db9ea5b7bbc401cf79205f11502fd3 \
-    --hash=sha256:3dfb32ed50122fe8c5e7f2b8d97387edd742cc78f9ec36f007ee126cd3720907 \
-    --hash=sha256:4e1176f45981c8ccc8161bc036916c004ca51037a7ed73f2d2a9857e6dbe654f \
-    --hash=sha256:508c99debccd15790d526ce6b1624b97a5e1e4ca5b871319fb0ebfd46b8f4dad \
-    --hash=sha256:6105af6533f8b63a43ea9f08a2ede04e8f43e49daef0209ab0d30352bcf08bee \
-    --hash=sha256:6d6ad1da00c7cc7d8dd1559a6ba59ba3973be6b15722d49738b2be0977eb8a0c \
-    --hash=sha256:7ea47ba1d6f359680130bd29af497333be6110de8f4c35b9211eec5a5a9630fa \
-    --hash=sha256:8db93ec98ac7cb5f8ac1420c10f5e3c43533153f253fe7fb6d891cf5aa2b80d2 \
-    --hash=sha256:96e9ece5759f9b47ae43794b6359bbc54805d76e573b161ae770c1ea59393106 \
-    --hash=sha256:bbb15ad79050e8b8d39ec40dd96a30cd09b886a2ae8848d0df1abba4d5502a67 \
-    --hash=sha256:c614001129b2a5add5e3677c3a213a9e6fd376204cb8d17c04e84ff7dfc02a73 \
-    --hash=sha256:e6a7bbbb7950063bfc942f8794bc3e31697c020a14f1cd8905fc1d28ec674a01 \
-    --hash=sha256:f02e85e6d832be37d7f16cf6ac8bb26b519ace3e5f3235564a91c7f658ab2a43
+pandas==1.4.1
     # via
     #   anndata
     #   scanpy
     #   seaborn
     #   statsmodels
     #   vitessce
-partd==1.4.0 \
-    --hash=sha256:7a63529348cf0dff14b986db641cd1b83c16b5cb9fc647c2851779db03282ef8 \
-    --hash=sha256:aa0ff35dbbcc807ae374db56332f4c1b39b46f67bf2975f5151e0b4186aed0d5
+partd==1.4.0
     # via dask
-pathspec==0.9.0 \
-    --hash=sha256:7d15c4ddb0b5c802d161efc417ec1a2558ea2653c2e8ad9c19098201dc1c993a \
-    --hash=sha256:e564499435a2673d586f6b2130bb5b95f04a3ba06f81b8f895b651a3c76aabb1
+pathspec==0.9.0
     # via black
-patsy==0.5.3 \
-    --hash=sha256:7eb5349754ed6aa982af81f636479b1b8db9d5b1a6e957a6016ec0534b5c86b7 \
-    --hash=sha256:bdc18001875e319bc91c812c1eb6a10be4bb13cb81eb763f466179dca3b67277
+patsy==0.5.3
     # via
     #   scanpy
     #   statsmodels
-pillow==11.0.0 \
-    --hash=sha256:00177a63030d612148e659b55ba99527803288cea7c75fb05766ab7981a8c1b7 \
-    --hash=sha256:006bcdd307cc47ba43e924099a038cbf9591062e6c50e570819743f5607404f5 \
-    --hash=sha256:084a07ef0821cfe4858fe86652fffac8e187b6ae677e9906e192aafcc1b69903 \
-    --hash=sha256:0ae08bd8ffc41aebf578c2af2f9d8749d91f448b3bfd41d7d9ff573d74f2a6b2 \
-    --hash=sha256:0e038b0745997c7dcaae350d35859c9715c71e92ffb7e0f4a8e8a16732150f38 \
-    --hash=sha256:1187739620f2b365de756ce086fdb3604573337cc28a0d3ac4a01ab6b2d2a6d2 \
-    --hash=sha256:16095692a253047fe3ec028e951fa4221a1f3ed3d80c397e83541a3037ff67c9 \
-    --hash=sha256:1a61b54f87ab5786b8479f81c4b11f4d61702830354520837f8cc791ebba0f5f \
-    --hash=sha256:1c1d72714f429a521d8d2d018badc42414c3077eb187a59579f28e4270b4b0fc \
-    --hash=sha256:1e2688958a840c822279fda0086fec1fdab2f95bf2b717b66871c4ad9859d7e8 \
-    --hash=sha256:20ec184af98a121fb2da42642dea8a29ec80fc3efbaefb86d8fdd2606619045d \
-    --hash=sha256:21a0d3b115009ebb8ac3d2ebec5c2982cc693da935f4ab7bb5c8ebe2f47d36f2 \
-    --hash=sha256:224aaa38177597bb179f3ec87eeefcce8e4f85e608025e9cfac60de237ba6316 \
-    --hash=sha256:2679d2258b7f1192b378e2893a8a0a0ca472234d4c2c0e6bdd3380e8dfa21b6a \
-    --hash=sha256:27a7860107500d813fcd203b4ea19b04babe79448268403172782754870dac25 \
-    --hash=sha256:290f2cc809f9da7d6d622550bbf4c1e57518212da51b6a30fe8e0a270a5b78bd \
-    --hash=sha256:2e46773dc9f35a1dd28bd6981332fd7f27bec001a918a72a79b4133cf5291dba \
-    --hash=sha256:3107c66e43bda25359d5ef446f59c497de2b5ed4c7fdba0894f8d6cf3822dafc \
-    --hash=sha256:375b8dd15a1f5d2feafff536d47e22f69625c1aa92f12b339ec0b2ca40263273 \
-    --hash=sha256:45c566eb10b8967d71bf1ab8e4a525e5a93519e29ea071459ce517f6b903d7fa \
-    --hash=sha256:499c3a1b0d6fc8213519e193796eb1a86a1be4b1877d678b30f83fd979811d1a \
-    --hash=sha256:4ad70c4214f67d7466bea6a08061eba35c01b1b89eaa098040a35272a8efb22b \
-    --hash=sha256:4b60c9520f7207aaf2e1d94de026682fc227806c6e1f55bba7606d1c94dd623a \
-    --hash=sha256:5178952973e588b3f1360868847334e9e3bf49d19e169bbbdfaf8398002419ae \
-    --hash=sha256:52a2d8323a465f84faaba5236567d212c3668f2ab53e1c74c15583cf507a0291 \
-    --hash=sha256:598b4e238f13276e0008299bd2482003f48158e2b11826862b1eb2ad7c768b97 \
-    --hash=sha256:5bd2d3bdb846d757055910f0a59792d33b555800813c3b39ada1829c372ccb06 \
-    --hash=sha256:5c39ed17edea3bc69c743a8dd3e9853b7509625c2462532e62baa0732163a904 \
-    --hash=sha256:5d203af30149ae339ad1b4f710d9844ed8796e97fda23ffbc4cc472968a47d0b \
-    --hash=sha256:5ddbfd761ee00c12ee1be86c9c0683ecf5bb14c9772ddbd782085779a63dd55b \
-    --hash=sha256:607bbe123c74e272e381a8d1957083a9463401f7bd01287f50521ecb05a313f8 \
-    --hash=sha256:61b887f9ddba63ddf62fd02a3ba7add935d053b6dd7d58998c630e6dbade8527 \
-    --hash=sha256:6619654954dc4936fcff82db8eb6401d3159ec6be81e33c6000dfd76ae189947 \
-    --hash=sha256:674629ff60030d144b7bca2b8330225a9b11c482ed408813924619c6f302fdbb \
-    --hash=sha256:6ec0d5af64f2e3d64a165f490d96368bb5dea8b8f9ad04487f9ab60dc4bb6003 \
-    --hash=sha256:6f4dba50cfa56f910241eb7f883c20f1e7b1d8f7d91c750cd0b318bad443f4d5 \
-    --hash=sha256:70fbbdacd1d271b77b7721fe3cdd2d537bbbd75d29e6300c672ec6bb38d9672f \
-    --hash=sha256:72bacbaf24ac003fea9bff9837d1eedb6088758d41e100c1552930151f677739 \
-    --hash=sha256:7326a1787e3c7b0429659e0a944725e1b03eeaa10edd945a86dead1913383944 \
-    --hash=sha256:73853108f56df97baf2bb8b522f3578221e56f646ba345a372c78326710d3830 \
-    --hash=sha256:73e3a0200cdda995c7e43dd47436c1548f87a30bb27fb871f352a22ab8dcf45f \
-    --hash=sha256:75acbbeb05b86bc53cbe7b7e6fe00fbcf82ad7c684b3ad82e3d711da9ba287d3 \
-    --hash=sha256:8069c5179902dcdce0be9bfc8235347fdbac249d23bd90514b7a47a72d9fecf4 \
-    --hash=sha256:846e193e103b41e984ac921b335df59195356ce3f71dcfd155aa79c603873b84 \
-    --hash=sha256:8594f42df584e5b4bb9281799698403f7af489fba84c34d53d1c4bfb71b7c4e7 \
-    --hash=sha256:86510e3f5eca0ab87429dd77fafc04693195eec7fd6a137c389c3eeb4cfb77c6 \
-    --hash=sha256:8853a3bf12afddfdf15f57c4b02d7ded92c7a75a5d7331d19f4f9572a89c17e6 \
-    --hash=sha256:88a58d8ac0cc0e7f3a014509f0455248a76629ca9b604eca7dc5927cc593c5e9 \
-    --hash=sha256:8ba470552b48e5835f1d23ecb936bb7f71d206f9dfeee64245f30c3270b994de \
-    --hash=sha256:8c676b587da5673d3c75bd67dd2a8cdfeb282ca38a30f37950511766b26858c4 \
-    --hash=sha256:8ec4a89295cd6cd4d1058a5e6aec6bf51e0eaaf9714774e1bfac7cfc9051db47 \
-    --hash=sha256:94f3e1780abb45062287b4614a5bc0874519c86a777d4a7ad34978e86428b8dd \
-    --hash=sha256:9a0f748eaa434a41fccf8e1ee7a3eed68af1b690e75328fd7a60af123c193b50 \
-    --hash=sha256:a5629742881bcbc1f42e840af185fd4d83a5edeb96475a575f4da50d6ede337c \
-    --hash=sha256:a65149d8ada1055029fcb665452b2814fe7d7082fcb0c5bed6db851cb69b2086 \
-    --hash=sha256:b3c5ac4bed7519088103d9450a1107f76308ecf91d6dabc8a33a2fcfb18d0fba \
-    --hash=sha256:b4fd7bd29610a83a8c9b564d457cf5bd92b4e11e79a4ee4716a63c959699b306 \
-    --hash=sha256:bcd1fb5bb7b07f64c15618c89efcc2cfa3e95f0e3bcdbaf4642509de1942a699 \
-    --hash=sha256:c12b5ae868897c7338519c03049a806af85b9b8c237b7d675b8c5e089e4a618e \
-    --hash=sha256:c26845094b1af3c91852745ae78e3ea47abf3dbcd1cf962f16b9a5fbe3ee8488 \
-    --hash=sha256:c6a660307ca9d4867caa8d9ca2c2658ab685de83792d1876274991adec7b93fa \
-    --hash=sha256:c809a70e43c7977c4a42aefd62f0131823ebf7dd73556fa5d5950f5b354087e2 \
-    --hash=sha256:c8b2351c85d855293a299038e1f89db92a2f35e8d2f783489c6f0b2b5f3fe8a3 \
-    --hash=sha256:cb929ca942d0ec4fac404cbf520ee6cac37bf35be479b970c4ffadf2b6a1cad9 \
-    --hash=sha256:d2c0a187a92a1cb5ef2c8ed5412dd8d4334272617f532d4ad4de31e0495bd923 \
-    --hash=sha256:d69bfd8ec3219ae71bcde1f942b728903cad25fafe3100ba2258b973bd2bc1b2 \
-    --hash=sha256:daffdf51ee5db69a82dd127eabecce20729e21f7a3680cf7cbb23f0829189790 \
-    --hash=sha256:e58876c91f97b0952eb766123bfef372792ab3f4e3e1f1a2267834c2ab131734 \
-    --hash=sha256:eda2616eb2313cbb3eebbe51f19362eb434b18e3bb599466a1ffa76a033fb916 \
-    --hash=sha256:ee217c198f2e41f184f3869f3e485557296d505b5195c513b2bfe0062dc537f1 \
-    --hash=sha256:f02541ef64077f22bf4924f225c0fd1248c168f86e4b7abdedd87d6ebaceab0f \
-    --hash=sha256:f1b82c27e89fffc6da125d5eb0ca6e68017faf5efc078128cfaa42cf5cb38798 \
-    --hash=sha256:fba162b8872d30fea8c52b258a542c5dfd7b235fb5cb352240c8d63b414013eb \
-    --hash=sha256:fbbcb7b57dc9c794843e3d1258c0fbf0f48656d46ffe9e09b63bbd6e8cd5d0a2 \
-    --hash=sha256:fcb4621042ac4b7865c179bb972ed0da0218a076dc1820ffc48b1d74c1e37fe9
+pillow==11.0.0
     # via
     #   imageio
     #   matplotlib
     #   scikit-image
-platformdirs==2.5.1 \
-    --hash=sha256:7535e70dfa32e84d4b34996ea99c5e432fa29a708d0f4e394bbcb2a8faa4f16d \
-    --hash=sha256:bcae7cab893c2d310a711b70b24efb93334febe65f8de776ee320b517471e227
+platformdirs==2.5.1
     # via black
-portal-visualization @ https://github.com/hubmapconsortium/portal-visualization/archive/refs/tags/0.3.6.zip \
-    --hash=sha256:8683dad4dac6a81d64d2220e75497f34a55bc67e71f0b1faee49bd2edecfb1d0
+portal-visualization @ https://github.com/hubmapconsortium/portal-visualization/archive/refs/tags/0.3.6.zip
     # via -r context/requirements.in
-propcache==0.2.0 \
-    --hash=sha256:00181262b17e517df2cd85656fcd6b4e70946fe62cd625b9d74ac9977b64d8d9 \
-    --hash=sha256:0e53cb83fdd61cbd67202735e6a6687a7b491c8742dfc39c9e01e80354956763 \
-    --hash=sha256:1235c01ddaa80da8235741e80815ce381c5267f96cc49b1477fdcf8c047ef325 \
-    --hash=sha256:140fbf08ab3588b3468932974a9331aff43c0ab8a2ec2c608b6d7d1756dbb6cb \
-    --hash=sha256:191db28dc6dcd29d1a3e063c3be0b40688ed76434622c53a284e5427565bbd9b \
-    --hash=sha256:1e41d67757ff4fbc8ef2af99b338bfb955010444b92929e9e55a6d4dcc3c4f09 \
-    --hash=sha256:1ec43d76b9677637a89d6ab86e1fef70d739217fefa208c65352ecf0282be957 \
-    --hash=sha256:20a617c776f520c3875cf4511e0d1db847a076d720714ae35ffe0df3e440be68 \
-    --hash=sha256:218db2a3c297a3768c11a34812e63b3ac1c3234c3a086def9c0fee50d35add1f \
-    --hash=sha256:22aa8f2272d81d9317ff5756bb108021a056805ce63dd3630e27d042c8092798 \
-    --hash=sha256:25a1f88b471b3bc911d18b935ecb7115dff3a192b6fef46f0bfaf71ff4f12418 \
-    --hash=sha256:25c8d773a62ce0451b020c7b29a35cfbc05de8b291163a7a0f3b7904f27253e6 \
-    --hash=sha256:2a60ad3e2553a74168d275a0ef35e8c0a965448ffbc3b300ab3a5bb9956c2162 \
-    --hash=sha256:2a66df3d4992bc1d725b9aa803e8c5a66c010c65c741ad901e260ece77f58d2f \
-    --hash=sha256:2ccc28197af5313706511fab3a8b66dcd6da067a1331372c82ea1cb74285e036 \
-    --hash=sha256:2e900bad2a8456d00a113cad8c13343f3b1f327534e3589acc2219729237a2e8 \
-    --hash=sha256:2ee7606193fb267be4b2e3b32714f2d58cad27217638db98a60f9efb5efeccc2 \
-    --hash=sha256:33ac8f098df0585c0b53009f039dfd913b38c1d2edafed0cedcc0c32a05aa110 \
-    --hash=sha256:3444cdba6628accf384e349014084b1cacd866fbb88433cd9d279d90a54e0b23 \
-    --hash=sha256:363ea8cd3c5cb6679f1c2f5f1f9669587361c062e4899fce56758efa928728f8 \
-    --hash=sha256:375a12d7556d462dc64d70475a9ee5982465fbb3d2b364f16b86ba9135793638 \
-    --hash=sha256:388f3217649d6d59292b722d940d4d2e1e6a7003259eb835724092a1cca0203a \
-    --hash=sha256:3947483a381259c06921612550867b37d22e1df6d6d7e8361264b6d037595f44 \
-    --hash=sha256:39e104da444a34830751715f45ef9fc537475ba21b7f1f5b0f4d71a3b60d7fe2 \
-    --hash=sha256:3c997f8c44ec9b9b0bcbf2d422cc00a1d9b9c681f56efa6ca149a941e5560da2 \
-    --hash=sha256:3dfafb44f7bb35c0c06eda6b2ab4bfd58f02729e7c4045e179f9a861b07c9850 \
-    --hash=sha256:3ebbcf2a07621f29638799828b8d8668c421bfb94c6cb04269130d8de4fb7136 \
-    --hash=sha256:3f88a4095e913f98988f5b338c1d4d5d07dbb0b6bad19892fd447484e483ba6b \
-    --hash=sha256:439e76255daa0f8151d3cb325f6dd4a3e93043e6403e6491813bcaaaa8733887 \
-    --hash=sha256:4569158070180c3855e9c0791c56be3ceeb192defa2cdf6a3f39e54319e56b89 \
-    --hash=sha256:466c219deee4536fbc83c08d09115249db301550625c7fef1c5563a584c9bc87 \
-    --hash=sha256:4a9d9b4d0a9b38d1c391bb4ad24aa65f306c6f01b512e10a8a34a2dc5675d348 \
-    --hash=sha256:4c7dde9e533c0a49d802b4f3f218fa9ad0a1ce21f2c2eb80d5216565202acab4 \
-    --hash=sha256:53d1bd3f979ed529f0805dd35ddaca330f80a9a6d90bc0121d2ff398f8ed8861 \
-    --hash=sha256:55346705687dbd7ef0d77883ab4f6fabc48232f587925bdaf95219bae072491e \
-    --hash=sha256:56295eb1e5f3aecd516d91b00cfd8bf3a13991de5a479df9e27dd569ea23959c \
-    --hash=sha256:56bb5c98f058a41bb58eead194b4db8c05b088c93d94d5161728515bd52b052b \
-    --hash=sha256:5a5b3bb545ead161be780ee85a2b54fdf7092815995661947812dde94a40f6fb \
-    --hash=sha256:5f2564ec89058ee7c7989a7b719115bdfe2a2fb8e7a4543b8d1c0cc4cf6478c1 \
-    --hash=sha256:608cce1da6f2672a56b24a015b42db4ac612ee709f3d29f27a00c943d9e851de \
-    --hash=sha256:63f13bf09cc3336eb04a837490b8f332e0db41da66995c9fd1ba04552e516354 \
-    --hash=sha256:662dd62358bdeaca0aee5761de8727cfd6861432e3bb828dc2a693aa0471a563 \
-    --hash=sha256:676135dcf3262c9c5081cc8f19ad55c8a64e3f7282a21266d05544450bffc3a5 \
-    --hash=sha256:67aeb72e0f482709991aa91345a831d0b707d16b0257e8ef88a2ad246a7280bf \
-    --hash=sha256:67b69535c870670c9f9b14a75d28baa32221d06f6b6fa6f77a0a13c5a7b0a5b9 \
-    --hash=sha256:682a7c79a2fbf40f5dbb1eb6bfe2cd865376deeac65acf9beb607505dced9e12 \
-    --hash=sha256:6994984550eaf25dd7fc7bd1b700ff45c894149341725bb4edc67f0ffa94efa4 \
-    --hash=sha256:69d3a98eebae99a420d4b28756c8ce6ea5a29291baf2dc9ff9414b42676f61d5 \
-    --hash=sha256:6e2e54267980349b723cff366d1e29b138b9a60fa376664a157a342689553f71 \
-    --hash=sha256:73e4b40ea0eda421b115248d7e79b59214411109a5bc47d0d48e4c73e3b8fcf9 \
-    --hash=sha256:74acd6e291f885678631b7ebc85d2d4aec458dd849b8c841b57ef04047833bed \
-    --hash=sha256:7665f04d0c7f26ff8bb534e1c65068409bf4687aa2534faf7104d7182debb336 \
-    --hash=sha256:7735e82e3498c27bcb2d17cb65d62c14f1100b71723b68362872bca7d0913d90 \
-    --hash=sha256:77a86c261679ea5f3896ec060be9dc8e365788248cc1e049632a1be682442063 \
-    --hash=sha256:7cf18abf9764746b9c8704774d8b06714bcb0a63641518a3a89c7f85cc02c2ad \
-    --hash=sha256:83928404adf8fb3d26793665633ea79b7361efa0287dfbd372a7e74311d51ee6 \
-    --hash=sha256:8e40876731f99b6f3c897b66b803c9e1c07a989b366c6b5b475fafd1f7ba3fb8 \
-    --hash=sha256:8f188cfcc64fb1266f4684206c9de0e80f54622c3f22a910cbd200478aeae61e \
-    --hash=sha256:91997d9cb4a325b60d4e3f20967f8eb08dfcb32b22554d5ef78e6fd1dda743a2 \
-    --hash=sha256:91ee8fc02ca52e24bcb77b234f22afc03288e1dafbb1f88fe24db308910c4ac7 \
-    --hash=sha256:92fe151145a990c22cbccf9ae15cae8ae9eddabfc949a219c9f667877e40853d \
-    --hash=sha256:945db8ee295d3af9dbdbb698cce9bbc5c59b5c3fe328bbc4387f59a8a35f998d \
-    --hash=sha256:9517d5e9e0731957468c29dbfd0f976736a0e55afaea843726e887f36fe017df \
-    --hash=sha256:952e0d9d07609d9c5be361f33b0d6d650cd2bae393aabb11d9b719364521984b \
-    --hash=sha256:97a58a28bcf63284e8b4d7b460cbee1edaab24634e82059c7b8c09e65284f178 \
-    --hash=sha256:97e48e8875e6c13909c800fa344cd54cc4b2b0db1d5f911f840458a500fde2c2 \
-    --hash=sha256:9e0f07b42d2a50c7dd2d8675d50f7343d998c64008f1da5fef888396b7f84630 \
-    --hash=sha256:a3dc1a4b165283bd865e8f8cb5f0c64c05001e0718ed06250d8cac9bec115b48 \
-    --hash=sha256:a3ebe9a75be7ab0b7da2464a77bb27febcb4fab46a34f9288f39d74833db7f61 \
-    --hash=sha256:a64e32f8bd94c105cc27f42d3b658902b5bcc947ece3c8fe7bc1b05982f60e89 \
-    --hash=sha256:a6ed8db0a556343d566a5c124ee483ae113acc9a557a807d439bcecc44e7dfbb \
-    --hash=sha256:ad9c9b99b05f163109466638bd30ada1722abb01bbb85c739c50b6dc11f92dc3 \
-    --hash=sha256:b33d7a286c0dc1a15f5fc864cc48ae92a846df287ceac2dd499926c3801054a6 \
-    --hash=sha256:bc092ba439d91df90aea38168e11f75c655880c12782facf5cf9c00f3d42b562 \
-    --hash=sha256:c436130cc779806bdf5d5fae0d848713105472b8566b75ff70048c47d3961c5b \
-    --hash=sha256:c5869b8fd70b81835a6f187c5fdbe67917a04d7e52b6e7cc4e5fe39d55c39d58 \
-    --hash=sha256:c5ecca8f9bab618340c8e848d340baf68bcd8ad90a8ecd7a4524a81c1764b3db \
-    --hash=sha256:cfac69017ef97db2438efb854edf24f5a29fd09a536ff3a992b75990720cdc99 \
-    --hash=sha256:d2f0d0f976985f85dfb5f3d685697ef769faa6b71993b46b295cdbbd6be8cc37 \
-    --hash=sha256:d5bed7f9805cc29c780f3aee05de3262ee7ce1f47083cfe9f77471e9d6777e83 \
-    --hash=sha256:d6a21ef516d36909931a2967621eecb256018aeb11fc48656e3257e73e2e247a \
-    --hash=sha256:d9b6ddac6408194e934002a69bcaadbc88c10b5f38fb9307779d1c629181815d \
-    --hash=sha256:db47514ffdbd91ccdc7e6f8407aac4ee94cc871b15b577c1c324236b013ddd04 \
-    --hash=sha256:df81779732feb9d01e5d513fad0122efb3d53bbc75f61b2a4f29a020bc985e70 \
-    --hash=sha256:e4a91d44379f45f5e540971d41e4626dacd7f01004826a18cb048e7da7e96544 \
-    --hash=sha256:e63e3e1e0271f374ed489ff5ee73d4b6e7c60710e1f76af5f0e1a6117cd26394 \
-    --hash=sha256:e70fac33e8b4ac63dfc4c956fd7d85a0b1139adcfc0d964ce288b7c527537fea \
-    --hash=sha256:ecddc221a077a8132cf7c747d5352a15ed763b674c0448d811f408bf803d9ad7 \
-    --hash=sha256:f45eec587dafd4b2d41ac189c2156461ebd0c1082d2fe7013571598abb8505d1 \
-    --hash=sha256:f52a68c21363c45297aca15561812d542f8fc683c85201df0bebe209e349f793 \
-    --hash=sha256:f571aea50ba5623c308aa146eb650eebf7dbe0fd8c5d946e28343cb3b5aad577 \
-    --hash=sha256:f60f0ac7005b9f5a6091009b09a419ace1610e163fa5deaba5ce3484341840e7 \
-    --hash=sha256:f6475a1b2ecb310c98c28d271a30df74f9dd436ee46d09236a6b750a7599ce57 \
-    --hash=sha256:f6d5749fdd33d90e34c2efb174c7e236829147a2713334d708746e94c4bde40d \
-    --hash=sha256:f902804113e032e2cdf8c71015651c97af6418363bea8d78dc0911d56c335032 \
-    --hash=sha256:fa1076244f54bb76e65e22cb6910365779d5c3d71d1f18b275f1dfc7b0d71b4d \
-    --hash=sha256:fc2db02409338bf36590aa985a461b2c96fce91f8e7e0f14c50c5fcc4f229016 \
-    --hash=sha256:ffcad6c564fe6b9b8916c1aefbb37a362deebf9394bd2974e9d84232e3e08504
+propcache==0.2.0
     # via yarl
-property==2.2 \
-    --hash=sha256:d25e4da4e415408b9eb39b6521c088e4e2b8a9e2f9f96fb2d91680e97207ea19
+property==2.2
     # via hubmap-commons
-prov==2.0.0 \
-    --hash=sha256:aaccc7c6ad6ec662fd1561c872991f13cd7df368d6dcab9cbac19fccc491d970 \
-    --hash=sha256:b6438f2195ecb9f6e8279b58971e02bc51814599b5d5383366eef91d867422ee
+prov==2.0.0
     # via hubmap-commons
-psutil==5.9.8 \
-    --hash=sha256:02615ed8c5ea222323408ceba16c60e99c3f91639b07da6373fb7e6539abc56d \
-    --hash=sha256:05806de88103b25903dff19bb6692bd2e714ccf9e668d050d144012055cbca73 \
-    --hash=sha256:26bd09967ae00920df88e0352a91cff1a78f8d69b3ecabbfe733610c0af486c8 \
-    --hash=sha256:27cc40c3493bb10de1be4b3f07cae4c010ce715290a5be22b98493509c6299e2 \
-    --hash=sha256:36f435891adb138ed3c9e58c6af3e2e6ca9ac2f365efe1f9cfef2794e6c93b4e \
-    --hash=sha256:50187900d73c1381ba1454cf40308c2bf6f34268518b3f36a9b663ca87e65e36 \
-    --hash=sha256:611052c4bc70432ec770d5d54f64206aa7203a101ec273a0cd82418c86503bb7 \
-    --hash=sha256:6be126e3225486dff286a8fb9a06246a5253f4c7c53b475ea5f5ac934e64194c \
-    --hash=sha256:7d79560ad97af658a0f6adfef8b834b53f64746d45b403f225b85c5c2c140eee \
-    --hash=sha256:8cb6403ce6d8e047495a701dc7c5bd788add903f8986d523e3e20b98b733e421 \
-    --hash=sha256:8db4c1b57507eef143a15a6884ca10f7c73876cdf5d51e713151c1236a0e68cf \
-    --hash=sha256:aee678c8720623dc456fa20659af736241f575d79429a0e5e9cf88ae0605cc81 \
-    --hash=sha256:bc56c2a1b0d15aa3eaa5a60c9f3f8e3e565303b465dbf57a1b730e7a2b9844e0 \
-    --hash=sha256:bd1184ceb3f87651a67b2708d4c3338e9b10c5df903f2e3776b62303b26cb631 \
-    --hash=sha256:d06016f7f8625a1825ba3732081d77c94589dca78b7a3fc072194851e88461a4 \
-    --hash=sha256:d16bbddf0693323b8c6123dd804100241da461e41d6e332fb0ba6058f630f8c8
+psutil==5.9.8
     # via distributed
-pycparser==2.21 \
-    --hash=sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9 \
-    --hash=sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206
+pycparser==2.21 ; platform_python_implementation != 'PyPy'
     # via cffi
-pyjwt[crypto]==2.4.0 \
-    --hash=sha256:72d1d253f32dbd4f5c88eaf1fdc62f3a19f676ccbadb9dbc5d07e951b2b26daf \
-    --hash=sha256:d42908208c699b3b973cbeb01a969ba6a96c821eefb1c5bfe4c390c01d67abba
+pyjwt==2.4.0
     # via globus-sdk
-pynndescent==0.5.10 \
-    --hash=sha256:5d5dc683c03ef55fe3ddf693859720ca18f85c6e6e5bb0b4f14870278d5288ad
+pynndescent==0.5.10
     # via umap-learn
-pyparsing==3.0.7 \
-    --hash=sha256:18ee9022775d270c55187733956460083db60b37d0d0fb357445f3094eed3eea \
-    --hash=sha256:a6c06a88f252e6c322f65faf8f418b16213b51bdfaece0524c1c1bc30c63c484
+pyparsing==3.0.7
     # via
     #   matplotlib
     #   rdflib
-pyrsistent==0.18.1 \
-    --hash=sha256:0e3e1fcc45199df76053026a51cc59ab2ea3fc7c094c6627e93b7b44cdae2c8c \
-    --hash=sha256:1b34eedd6812bf4d33814fca1b66005805d3640ce53140ab8bbb1e2651b0d9bc \
-    --hash=sha256:4ed6784ceac462a7d6fcb7e9b663e93b9a6fb373b7f43594f9ff68875788e01e \
-    --hash=sha256:5d45866ececf4a5fff8742c25722da6d4c9e180daa7b405dc0a2a2790d668c26 \
-    --hash=sha256:636ce2dc235046ccd3d8c56a7ad54e99d5c1cd0ef07d9ae847306c91d11b5fec \
-    --hash=sha256:6455fc599df93d1f60e1c5c4fe471499f08d190d57eca040c0ea182301321286 \
-    --hash=sha256:6bc66318fb7ee012071b2792024564973ecc80e9522842eb4e17743604b5e045 \
-    --hash=sha256:7bfe2388663fd18bd8ce7db2c91c7400bf3e1a9e8bd7d63bf7e77d39051b85ec \
-    --hash=sha256:7ec335fc998faa4febe75cc5268a9eac0478b3f681602c1f27befaf2a1abe1d8 \
-    --hash=sha256:914474c9f1d93080338ace89cb2acee74f4f666fb0424896fcfb8d86058bf17c \
-    --hash=sha256:b568f35ad53a7b07ed9b1b2bae09eb15cdd671a5ba5d2c66caee40dbf91c68ca \
-    --hash=sha256:cdfd2c361b8a8e5d9499b9082b501c452ade8bbf42aef97ea04854f4a3f43b22 \
-    --hash=sha256:d1b96547410f76078eaf66d282ddca2e4baae8964364abb4f4dcdde855cd123a \
-    --hash=sha256:d4d61f8b993a7255ba714df3aca52700f8125289f84f704cf80916517c46eb96 \
-    --hash=sha256:d7a096646eab884bf8bed965bad63ea327e0d0c38989fc83c5ea7b8a87037bfc \
-    --hash=sha256:df46c854f490f81210870e509818b729db4488e1f30f2a1ce1698b2295a878d1 \
-    --hash=sha256:e24a828f57e0c337c8d8bb9f6b12f09dfdf0273da25fda9e314f0b684b415a07 \
-    --hash=sha256:e4f3149fd5eb9b285d6bfb54d2e5173f6a116fe19172686797c056672689daf6 \
-    --hash=sha256:e92a52c166426efbe0d1ec1332ee9119b6d32fc1f0bbfd55d5c1088070e7fc1b \
-    --hash=sha256:f87cc2863ef33c709e237d4b5f4502a62a00fab450c9e020892e8e2ede5847f5 \
-    --hash=sha256:fd8da6d0124efa2f67d86fa70c851022f87c98e205f0594e1fae044e7119a5a6
+pyrsistent==0.18.1
     # via jsonschema
-python-datauri==2.2.0 \
-    --hash=sha256:8fa58222975fee541ce39e6b0b9d5653cefcc2481ad2629efc0378d48b13f43b \
-    --hash=sha256:8fdbd6fc544a936eb492aa609ac457b08bbd7b9a77819c555805372cc76d7118
+python-datauri==2.2.0
     # via
     #   -r context/requirements.in
     #   portal-visualization
-python-dateutil==2.8.2 \
-    --hash=sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86 \
-    --hash=sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9
+python-dateutil==2.8.2
     # via
     #   botocore
     #   matplotlib
     #   pandas
     #   prov
-python-frontmatter==1.1.0 \
-    --hash=sha256:335465556358d9d0e6c98bbeb69b1c969f2a4a21360587b9873bfc3b213407c1 \
-    --hash=sha256:7118d2bd56af9149625745c58c9b51fb67e8d1294a0c76796dafdc72c36e5f6d
+python-frontmatter==1.1.0
     # via -r context/requirements.in
-pytz==2022.1 \
-    --hash=sha256:1e760e2fe6a8163bc0b3d9a19c4f84342afa0a2affebfaa84b01b978a02ecaa7 \
-    --hash=sha256:e68985985296d9a66a881eb3193b0906246245294a881e7c8afe623866ac6a5c
+pytz==2022.1
     # via
     #   hubmap-commons
     #   neo4j
     #   pandas
-pywavelets==1.4.1 \
-    --hash=sha256:030670a213ee8fefa56f6387b0c8e7d970c7f7ad6850dc048bd7c89364771b9b \
-    --hash=sha256:058b46434eac4c04dd89aeef6fa39e4b6496a951d78c500b6641fd5b2cc2f9f4 \
-    --hash=sha256:231b0e0b1cdc1112f4af3c24eea7bf181c418d37922a67670e9bf6cfa2d544d4 \
-    --hash=sha256:23bafd60350b2b868076d976bdd92f950b3944f119b4754b1d7ff22b7acbf6c6 \
-    --hash=sha256:3f19327f2129fb7977bc59b966b4974dfd72879c093e44a7287500a7032695de \
-    --hash=sha256:47cac4fa25bed76a45bc781a293c26ac63e8eaae9eb8f9be961758d22b58649c \
-    --hash=sha256:578af438a02a86b70f1975b546f68aaaf38f28fb082a61ceb799816049ed18aa \
-    --hash=sha256:6437af3ddf083118c26d8f97ab43b0724b956c9f958e9ea788659f6a2834ba93 \
-    --hash=sha256:64c6bac6204327321db30b775060fbe8e8642316e6bff17f06b9f34936f88875 \
-    --hash=sha256:67a0d28a08909f21400cb09ff62ba94c064882ffd9e3a6b27880a111211d59bd \
-    --hash=sha256:71ab30f51ee4470741bb55fc6b197b4a2b612232e30f6ac069106f0156342356 \
-    --hash=sha256:7231461d7a8eb3bdc7aa2d97d9f67ea5a9f8902522818e7e2ead9c2b3408eeb1 \
-    --hash=sha256:754fa5085768227c4f4a26c1e0c78bc509a266d9ebd0eb69a278be7e3ece943c \
-    --hash=sha256:7ab8d9db0fe549ab2ee0bea61f614e658dd2df419d5b75fba47baa761e95f8f2 \
-    --hash=sha256:875d4d620eee655346e3589a16a73790cf9f8917abba062234439b594e706784 \
-    --hash=sha256:88aa5449e109d8f5e7f0adef85f7f73b1ab086102865be64421a3a3d02d277f4 \
-    --hash=sha256:91d3d393cffa634f0e550d88c0e3f217c96cfb9e32781f2960876f1808d9b45b \
-    --hash=sha256:9cb5ca8d11d3f98e89e65796a2125be98424d22e5ada360a0dbabff659fca0fc \
-    --hash=sha256:ab7da0a17822cd2f6545626946d3b82d1a8e106afc4b50e3387719ba01c7b966 \
-    --hash=sha256:ad987748f60418d5f4138db89d82ba0cb49b086e0cbb8fd5c3ed4a814cfb705e \
-    --hash=sha256:d0e56cd7a53aed3cceca91a04d62feb3a0aca6725b1912d29546c26f6ea90426 \
-    --hash=sha256:d854411eb5ee9cb4bc5d0e66e3634aeb8f594210f6a1bed96dbed57ec70f181c \
-    --hash=sha256:da7b9c006171be1f9ddb12cc6e0d3d703b95f7f43cb5e2c6f5f15d3233fcf202 \
-    --hash=sha256:daf0aa79842b571308d7c31a9c43bc99a30b6328e6aea3f50388cd8f69ba7dbc \
-    --hash=sha256:de7cd61a88a982edfec01ea755b0740e94766e00a1ceceeafef3ed4c85c605cd
+pywavelets==1.4.1
     # via scikit-image
-pyyaml==6.0.1 \
-    --hash=sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5 \
-    --hash=sha256:062582fca9fabdd2c8b54a3ef1c978d786e0f6b3a1510e0ac93ef59e0ddae2bc \
-    --hash=sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df \
-    --hash=sha256:1635fd110e8d85d55237ab316b5b011de701ea0f29d07611174a1b42f1444741 \
-    --hash=sha256:184c5108a2aca3c5b3d3bf9395d50893a7ab82a38004c8f61c258d4428e80206 \
-    --hash=sha256:18aeb1bf9a78867dc38b259769503436b7c72f7a1f1f4c93ff9a17de54319b27 \
-    --hash=sha256:1d4c7e777c441b20e32f52bd377e0c409713e8bb1386e1099c2415f26e479595 \
-    --hash=sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62 \
-    --hash=sha256:1fe35611261b29bd1de0070f0b2f47cb6ff71fa6595c077e42bd0c419fa27b98 \
-    --hash=sha256:28c119d996beec18c05208a8bd78cbe4007878c6dd15091efb73a30e90539696 \
-    --hash=sha256:326c013efe8048858a6d312ddd31d56e468118ad4cdeda36c719bf5bb6192290 \
-    --hash=sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9 \
-    --hash=sha256:42f8152b8dbc4fe7d96729ec2b99c7097d656dc1213a3229ca5383f973a5ed6d \
-    --hash=sha256:49a183be227561de579b4a36efbb21b3eab9651dd81b1858589f796549873dd6 \
-    --hash=sha256:4fb147e7a67ef577a588a0e2c17b6db51dda102c71de36f8549b6816a96e1867 \
-    --hash=sha256:50550eb667afee136e9a77d6dc71ae76a44df8b3e51e41b77f6de2932bfe0f47 \
-    --hash=sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486 \
-    --hash=sha256:5773183b6446b2c99bb77e77595dd486303b4faab2b086e7b17bc6bef28865f6 \
-    --hash=sha256:596106435fa6ad000c2991a98fa58eeb8656ef2325d7e158344fb33864ed87e3 \
-    --hash=sha256:6965a7bc3cf88e5a1c3bd2e0b5c22f8d677dc88a455344035f03399034eb3007 \
-    --hash=sha256:69b023b2b4daa7548bcfbd4aa3da05b3a74b772db9e23b982788168117739938 \
-    --hash=sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0 \
-    --hash=sha256:704219a11b772aea0d8ecd7058d0082713c3562b4e271b849ad7dc4a5c90c13c \
-    --hash=sha256:7e07cbde391ba96ab58e532ff4803f79c4129397514e1413a7dc761ccd755735 \
-    --hash=sha256:81e0b275a9ecc9c0c0c07b4b90ba548307583c125f54d5b6946cfee6360c733d \
-    --hash=sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28 \
-    --hash=sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4 \
-    --hash=sha256:9046c58c4395dff28dd494285c82ba00b546adfc7ef001486fbf0324bc174fba \
-    --hash=sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8 \
-    --hash=sha256:a08c6f0fe150303c1c6b71ebcd7213c2858041a7e01975da3a99aed1e7a378ef \
-    --hash=sha256:a0cd17c15d3bb3fa06978b4e8958dcdc6e0174ccea823003a106c7d4d7899ac5 \
-    --hash=sha256:afd7e57eddb1a54f0f1a974bc4391af8bcce0b444685d936840f125cf046d5bd \
-    --hash=sha256:b1275ad35a5d18c62a7220633c913e1b42d44b46ee12554e5fd39c70a243d6a3 \
-    --hash=sha256:b786eecbdf8499b9ca1d697215862083bd6d2a99965554781d0d8d1ad31e13a0 \
-    --hash=sha256:ba336e390cd8e4d1739f42dfe9bb83a3cc2e80f567d8805e11b46f4a943f5515 \
-    --hash=sha256:baa90d3f661d43131ca170712d903e6295d1f7a0f595074f151c0aed377c9b9c \
-    --hash=sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c \
-    --hash=sha256:bd4af7373a854424dabd882decdc5579653d7868b8fb26dc7d0e99f823aa5924 \
-    --hash=sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34 \
-    --hash=sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43 \
-    --hash=sha256:c8098ddcc2a85b61647b2590f825f3db38891662cfc2fc776415143f599bb859 \
-    --hash=sha256:d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673 \
-    --hash=sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54 \
-    --hash=sha256:d858aa552c999bc8a8d57426ed01e40bef403cd8ccdd0fc5f6f04a00414cac2a \
-    --hash=sha256:e7d73685e87afe9f3b36c799222440d6cf362062f78be1013661b00c5c6f678b \
-    --hash=sha256:f003ed9ad21d6a4713f0a9b5a7a0a79e08dd0f221aff4525a2be4c346ee60aab \
-    --hash=sha256:f22ac1c3cac4dbc50079e965eba2c1058622631e526bd9afd45fedd49ba781fa \
-    --hash=sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c \
-    --hash=sha256:fca0e3a251908a499833aa292323f32437106001d436eca0e6e7833256674585 \
-    --hash=sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d \
-    --hash=sha256:fd66fc5d0da6d9815ba2cebeb4205f95818ff4b79c3ebe268e75d961704af52f
+pywin32==308 ; platform_python_implementation != 'PyPy' and sys_platform == 'win32'
+    # via jupyter-core
+pyyaml==6.0.1
     # via
     #   -r context/requirements.in
     #   dask
     #   distributed
     #   hubmap-commons
     #   python-frontmatter
-rdflib==6.1.1 \
-    --hash=sha256:8dbfa0af2990b98471dacbc936d6494c997ede92fd8ed693fb84ee700ef6f754 \
-    --hash=sha256:fc81cef513cd552d471f2926141396b633207109d0154c8e77926222c70367fe
+rdflib==6.1.1
     # via prov
-requests==2.32.3 \
-    --hash=sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760 \
-    --hash=sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6
+requests==2.32.3
     # via
     #   -r context/requirements.in
     #   globus-sdk
@@ -1524,91 +316,20 @@ requests==2.32.3 \
     #   hubmap-commons
     #   ome-zarr
     #   portal-visualization
-s3fs==2023.6.0 \
-    --hash=sha256:63fd8ddf05eb722de784b7b503196107f2a518061298cf005a8a4715b4d49117 \
-    --hash=sha256:d1a0a423d0d2e17fb2a193d9531935dc3f45ba742693448a461b6b34f6a92a24
+s3fs==2023.6.0
     # via fsspec
-s3transfer==0.6.2 \
-    --hash=sha256:b014be3a8a2aab98cfe1abc7229cc5a9a0cf05eb9c1f2b86b230fd8df3f78084 \
-    --hash=sha256:cab66d3380cca3e70939ef2255d01cd8aece6a4907a9528740f668c4b0611861
+s3transfer==0.6.2
     # via boto3
-scanpy==1.9.3 \
-    --hash=sha256:dfe65f9acd9f4c1740079a099f89fa6a44b6f0ef75ecaf85247ad4af859144d7 \
-    --hash=sha256:e1d9b44067de401bca89ef1932e00bc73019f4d67d3907361044618f53bc3767
+scanpy==1.9.3
     # via vitessce
-scikit-image==0.21.0 \
-    --hash=sha256:146c3824253eee9ff346c4ad10cb58376f91aefaf4a4bb2fe11aa21691f7de76 \
-    --hash=sha256:1f538d4de77e4f3225d068d9ea2965bed3f7dda7f457a8f89634fa22ffb9ad8c \
-    --hash=sha256:2b0d6ed6502cca0c9719c444caafa0b8cda0f9e29e01ca42f621a240073284be \
-    --hash=sha256:4e1b09f81a99c9c390215929194847b3cd358550b4b65bb6e42c5393d69cb74a \
-    --hash=sha256:54df1ddc854f37a912d42bc724e456e86858107e94048a81a27720bc588f9937 \
-    --hash=sha256:78b1e96c59cab640ca5c5b22c501524cfaf34cbe0cb51ba73bd9a9ede3fb6e1d \
-    --hash=sha256:7e40dd102da14cdadc09210f930b4556c90ff8f99cd9d8bcccf9f73a86c44245 \
-    --hash=sha256:82c22e008527e5ee26ab08e3ce919998ef164d538ff30b9e5764b223cfda06b1 \
-    --hash=sha256:8ef5d8d1099317b7b315b530348cbfa68ab8ce32459de3c074d204166951025c \
-    --hash=sha256:9194cb7bc21215fde6c1b1e9685d312d2aa8f65ea9736bc6311126a91c860032 \
-    --hash=sha256:978ac3302252155a8556cdfe067bad2d18d5ccef4e91c2f727bc564ed75566bc \
-    --hash=sha256:9cffcddd2a5594c0a06de2ae3e1e25d662745a26f94fda31520593669677c010 \
-    --hash=sha256:9f7b5fb4a22f0d5ae0fa13beeb887c925280590145cd6d8b2630794d120ff7c7 \
-    --hash=sha256:a54720430dba833ffbb6dedd93d9f0938c5dd47d20ab9ba3e4e61c19d95f6f19 \
-    --hash=sha256:b33e823c54e6f11873ea390ee49ef832b82b9f70752c8759efd09d5a4e3d87f0 \
-    --hash=sha256:c01e3ab0a1fabfd8ce30686d4401b7ed36e6126c9d4d05cb94abf6bdc46f7ac9 \
-    --hash=sha256:c6c12925ceb9f3aede555921e26642d601b2d37d1617002a2636f2cb5178ae2f \
-    --hash=sha256:d4814033717f0b6491fee252facb9df92058d6a72ab78dd6408a50f3915a88b8 \
-    --hash=sha256:ec9bab6920ac43037d7434058b67b5778d42c60f67b8679239f48a471e7ed6f8 \
-    --hash=sha256:fd29d2631d3e975c377066acfc1f4cb2cc95e2257cf70e7fedfcb96441096e88 \
-    --hash=sha256:ff5719c7eb99596a39c3e1d9b564025bae78ecf1da3ee6842d34f6965b5f1474
+scikit-image==0.21.0
     # via ome-zarr
-scikit-learn==1.5.0 \
-    --hash=sha256:057b991ac64b3e75c9c04b5f9395eaf19a6179244c089afdebaad98264bff37c \
-    --hash=sha256:118a8d229a41158c9f90093e46b3737120a165181a1b58c03461447aa4657415 \
-    --hash=sha256:12e40ac48555e6b551f0a0a5743cc94cc5a765c9513fe708e01f0aa001da2801 \
-    --hash=sha256:174beb56e3e881c90424e21f576fa69c4ffcf5174632a79ab4461c4c960315ac \
-    --hash=sha256:1b94d6440603752b27842eda97f6395f570941857456c606eb1d638efdb38184 \
-    --hash=sha256:1f77547165c00625551e5c250cefa3f03f2fc92c5e18668abd90bfc4be2e0bff \
-    --hash=sha256:261fe334ca48f09ed64b8fae13f9b46cc43ac5f580c4a605cbb0a517456c8f71 \
-    --hash=sha256:2a65af2d8a6cce4e163a7951a4cfbfa7fceb2d5c013a4b593686c7f16445cf9d \
-    --hash=sha256:2c75ea812cd83b1385bbfa94ae971f0d80adb338a9523f6bbcb5e0b0381151d4 \
-    --hash=sha256:40fb7d4a9a2db07e6e0cae4dc7bdbb8fada17043bac24104d8165e10e4cff1a2 \
-    --hash=sha256:460806030c666addee1f074788b3978329a5bfdc9b7d63e7aad3f6d45c67a210 \
-    --hash=sha256:47132440050b1c5beb95f8ba0b2402bbd9057ce96ec0ba86f2f445dd4f34df67 \
-    --hash=sha256:4c0c56c3005f2ec1db3787aeaabefa96256580678cec783986836fc64f8ff622 \
-    --hash=sha256:789e3db01c750ed6d496fa2db7d50637857b451e57bcae863bff707c1247bef7 \
-    --hash=sha256:855fc5fa8ed9e4f08291203af3d3e5fbdc4737bd617a371559aaa2088166046e \
-    --hash=sha256:a03b09f9f7f09ffe8c5efffe2e9de1196c696d811be6798ad5eddf323c6f4d40 \
-    --hash=sha256:a3a10e1d9e834e84d05e468ec501a356226338778769317ee0b84043c0d8fb06 \
-    --hash=sha256:a90c5da84829a0b9b4bf00daf62754b2be741e66b5946911f5bdfaa869fcedd6 \
-    --hash=sha256:d82c2e573f0f2f2f0be897e7a31fcf4e73869247738ab8c3ce7245549af58ab8 \
-    --hash=sha256:df8ccabbf583315f13160a4bb06037bde99ea7d8211a69787a6b7c5d4ebb6fc3 \
-    --hash=sha256:f405c4dae288f5f6553b10c4ac9ea7754d5180ec11e296464adb5d6ac68b6ef5
+scikit-learn==1.5.0
     # via
     #   pynndescent
     #   scanpy
     #   umap-learn
-scipy==1.8.0 \
-    --hash=sha256:011d4386b53b933142f58a652aa0f149c9b9242abd4f900b9f4ea5fbafc86b89 \
-    --hash=sha256:16e09ef68b352d73befa8bcaf3ebe25d3941fe1a58c82909d5589856e6bc8174 \
-    --hash=sha256:31d4f2d6b724bc9a98e527b5849b8a7e589bf1ea630c33aa563eda912c9ff0bd \
-    --hash=sha256:38aa39b6724cb65271e469013aeb6f2ce66fd44f093e241c28a9c6bc64fd79ed \
-    --hash=sha256:3d573228c10a3a8c32b9037be982e6440e411b443a6267b067cac72f690b8d56 \
-    --hash=sha256:3d9dd6c8b93a22bf9a3a52d1327aca7e092b1299fb3afc4f89e8eba381be7b59 \
-    --hash=sha256:559a8a4c03a5ba9fe3232f39ed24f86457e4f3f6c0abbeae1fb945029f092720 \
-    --hash=sha256:5e73343c5e0d413c1f937302b2e04fb07872f5843041bcfd50699aef6e95e399 \
-    --hash=sha256:723b9f878095ed994756fa4ee3060c450e2db0139c5ba248ee3f9628bd64e735 \
-    --hash=sha256:87b01c7d5761e8a266a0fbdb9d88dcba0910d63c1c671bdb4d99d29f469e9e03 \
-    --hash=sha256:8f4d059a97b29c91afad46b1737274cb282357a305a80bdd9e8adf3b0ca6a3f0 \
-    --hash=sha256:92b2c2af4183ed09afb595709a8ef5783b2baf7f41e26ece24e1329c109691a7 \
-    --hash=sha256:937d28722f13302febde29847bbe554b89073fbb924a30475e5ed7b028898b5f \
-    --hash=sha256:a279e27c7f4566ef18bab1b1e2c37d168e365080974758d107e7d237d3f0f484 \
-    --hash=sha256:ad5be4039147c808e64f99c0e8a9641eb5d2fa079ff5894dcd8240e94e347af4 \
-    --hash=sha256:ae3e327da323d82e918e593460e23babdce40d7ab21490ddf9fc06dec6b91a18 \
-    --hash=sha256:bb7088e89cd751acf66195d2f00cf009a1ea113f3019664032d9075b1e727b6c \
-    --hash=sha256:c17a1878d00a5dd2797ccd73623ceca9d02375328f6218ee6d921e1325e61aff \
-    --hash=sha256:c2bae431d127bf0b1da81fc24e4bba0a84d058e3a96b9dd6475dfcb3c5e8761e \
-    --hash=sha256:de2e80ee1d925984c2504812a310841c241791c5279352be4707cdcd7c255039 \
-    --hash=sha256:e6f0cd9c0bd374ef834ee1e0f0999678d49dcc400ea6209113d81528958f97c7 \
-    --hash=sha256:f3720d0124aced49f6f2198a6900304411dbbeed12f56951d7c66ebef05e3df6 \
-    --hash=sha256:f4a6d3b9f9797eb2d43938ac2c5d96d02aed17ef170c8b38f11798717523ddba
+scipy==1.8.0
     # via
     #   anndata
     #   pynndescent
@@ -1618,307 +339,76 @@ scipy==1.8.0 \
     #   statsmodels
     #   umap-learn
     #   vitessce
-seaborn==0.12.2 \
-    --hash=sha256:374645f36509d0dcab895cba5b47daf0586f77bfe3b36c97c607db7da5be0139 \
-    --hash=sha256:ebf15355a4dba46037dfd65b7350f014ceb1f13c05e814eda2c9f5fd731afc08
+seaborn==0.12.2
     # via scanpy
-session-info==1.0.0 \
-    --hash=sha256:3cda5e03cca703f32ae2eadbd6bd80b6c21442cfb60e412c21cb8ad6d5cbb6b7
+session-info==1.0.0
     # via scanpy
-six==1.16.0 \
-    --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926 \
-    --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254
+setuptools==75.6.0
+    # via rdflib
+six==1.16.0
     # via
     #   isodate
     #   patsy
     #   python-dateutil
-sortedcontainers==2.4.0 \
-    --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
-    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+sortedcontainers==2.4.0
     # via distributed
-statsmodels==0.14.0 \
-    --hash=sha256:0ef7fa4813c7a73b0d8a0c830250f021c102c71c95e9fe0d6877bcfb56d38b8c \
-    --hash=sha256:16bfe0c96a53b20fa19067e3b6bd2f1d39e30d4891ea0d7bc20734a0ae95942d \
-    --hash=sha256:1c7724ad573af26139a98393ae64bc318d1b19762b13442d96c7a3e793f495c3 \
-    --hash=sha256:3757542c95247e4ab025291a740efa5da91dc11a05990c033d40fce31c450dc9 \
-    --hash=sha256:3b0a135f3bfdeec987e36e3b3b4c53e0bb87a8d91464d2fcc4d169d176f46fdb \
-    --hash=sha256:582f9e41092e342aaa04920d17cc3f97240e3ee198672f194719b5a3d08657d6 \
-    --hash=sha256:5a6a0a1a06ff79be8aa89c8494b33903442859add133f0dda1daf37c3c71682e \
-    --hash=sha256:6875c7d689e966d948f15eb816ab5616f4928706b180cf470fd5907ab6f647a4 \
-    --hash=sha256:68b1c768dd94cc5ba8398121a632b673c625491aa7ed627b82cb4c880a25563f \
-    --hash=sha256:71054f9dbcead56def14e3c9db6f66f943110fdfb19713caf0eb0f08c1ec03fd \
-    --hash=sha256:76e290f4718177bffa8823a780f3b882d56dd64ad1c18cfb4bc8b5558f3f5757 \
-    --hash=sha256:77b3cd3a5268ef966a0a08582c591bd29c09c88b4566c892a7c087935234f285 \
-    --hash=sha256:7ebe885ccaa64b4bc5ad49ac781c246e7a594b491f08ab4cfd5aa456c363a6f6 \
-    --hash=sha256:8d1e3e10dfbfcd58119ba5a4d3c7d519182b970a2aebaf0b6f539f55ae16058d \
-    --hash=sha256:9c64ebe9cf376cba0c31aed138e15ed179a1d128612dd241cdf299d159e5e882 \
-    --hash=sha256:a6ad7b8aadccd4e4dd7f315a07bef1bca41d194eeaf4ec600d20dea02d242fce \
-    --hash=sha256:b587ee5d23369a0e881da6e37f78371dce4238cf7638a455db4b633a1a1c62d6 \
-    --hash=sha256:ce28eb1c397dba437ec39b9ab18f2101806f388c7a0cf9cdfd8f09294ad1c799 \
-    --hash=sha256:d7fda067837df94e0a614d93d3a38fb6868958d37f7f50afe2a534524f2660cb \
-    --hash=sha256:de489e3ed315bdba55c9d1554a2e89faa65d212e365ab81bc323fa52681fc60e \
-    --hash=sha256:fb471f757fc45102a87e5d86e87dc2c8c78b34ad4f203679a46520f1d863b9da
+statsmodels==0.14.0
     # via scanpy
-stdlib-list==0.9.0 \
-    --hash=sha256:98eb66135976c96b4ee3f4c0ef0552ebb5a9977ce3028433db79f4738b02af26 \
-    --hash=sha256:f79957d59e41930d44afcd81e465f740b9a7a9828707a40e24ab1092b12bd423
+stdlib-list==0.9.0
     # via session-info
-tblib==3.0.0 \
-    --hash=sha256:80a6c77e59b55e83911e1e607c649836a69c103963c5f28a46cbeef44acf8129 \
-    --hash=sha256:93622790a0a29e04f0346458face1e144dc4d32f493714c6c3dff82a4adb77e6
+tblib==3.0.0
     # via distributed
-threadpoolctl==3.2.0 \
-    --hash=sha256:2b7818516e423bdaebb97c723f86a7c6b0a83d3f3b0970328d66f4d9104dc032 \
-    --hash=sha256:c96a0ba3bdddeaca37dc4cc7344aafad41cdb8c313f74fdfe387a867bba93355
+threadpoolctl==3.2.0
     # via scikit-learn
-tifffile==2023.8.12 \
-    --hash=sha256:824956b6d974b9d346aae59932bea862a2ad18fcc2b1a820b6941b7f6ddb2bca \
-    --hash=sha256:d1ef06461a947a6800ba6121b330b54a57fb9cbf7e5bc0adab8307081297d66b
+tifffile==2023.8.12
     # via
     #   scikit-image
     #   vitessce
-tomli==2.0.1 \
-    --hash=sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc \
-    --hash=sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f
+tomli==2.0.1 ; python_full_version < '3.11'
     # via black
-toolz==0.12.0 \
-    --hash=sha256:2059bd4148deb1884bb0eb770a3cde70e7f954cfbbdc2285f1f2de01fd21eb6f \
-    --hash=sha256:88c570861c440ee3f2f6037c4654613228ff40c93a6c25e0eba70d17282c6194
+toolz==0.12.0
     # via
     #   dask
     #   distributed
     #   ome-zarr
     #   partd
-tornado==6.4.2 \
-    --hash=sha256:072ce12ada169c5b00b7d92a99ba089447ccc993ea2143c9ede887e0937aa803 \
-    --hash=sha256:1a017d239bd1bb0919f72af256a970624241f070496635784d9bf0db640d3fec \
-    --hash=sha256:2876cef82e6c5978fde1e0d5b1f919d756968d5b4282418f3146b79b58556482 \
-    --hash=sha256:304463bd0772442ff4d0f5149c6f1c2135a1fae045adf070821c6cdc76980634 \
-    --hash=sha256:908b71bf3ff37d81073356a5fadcc660eb10c1476ee6e2725588626ce7e5ca38 \
-    --hash=sha256:92bad5b4746e9879fd7bf1eb21dce4e3fc5128d71601f80005afa39237ad620b \
-    --hash=sha256:932d195ca9015956fa502c6b56af9eb06106140d844a335590c1ec7f5277d10c \
-    --hash=sha256:bca9eb02196e789c9cb5c3c7c0f04fb447dc2adffd95265b2c7223a8a615ccbf \
-    --hash=sha256:c36e62ce8f63409301537222faffcef7dfc5284f27eec227389f2ad11b09d946 \
-    --hash=sha256:c82c46813ba483a385ab2a99caeaedf92585a1f90defb5693351fa7e4ea0bf73 \
-    --hash=sha256:e828cce1123e9e44ae2a50a9de3055497ab1d0aeb440c5ac23064d9e44880da1
+tornado==6.4.2
     # via distributed
-tqdm==4.66.1 \
-    --hash=sha256:d302b3c5b53d47bce91fea46679d9c3c6508cf6332229aa1e7d8653723793386 \
-    --hash=sha256:d88e651f9db8d8551a62556d3cff9e3034274ca5d66e93197cf2490e2dcb69c7
+tqdm==4.66.1
     # via
     #   scanpy
     #   umap-learn
     #   vitessce
-traitlets==5.1.1 \
-    --hash=sha256:059f456c5a7c1c82b98c2e8c799f39c9b8128f6d0d46941ee118daace9eb70c7 \
-    --hash=sha256:2d313cc50a42cd6c277e7d7dc8d4d7fedd06a2c215f78766ae7b1a66277e0033
+traitlets==5.1.1
     # via
     #   jupyter-core
     #   nbformat
-typing-extensions==4.1.1 \
-    --hash=sha256:1a9462dcc3347a79b1f1c0271fbe79e844580bb598bafa1ed208b94da3cdcd42 \
-    --hash=sha256:21c85e0fe4b9a155d0799430b0ad741cdce7e359660ccbd8b530613e8df88ce2
+typing-extensions==4.1.1
     # via
     #   asgiref
     #   black
     #   python-datauri
-umap-learn==0.5.3 \
-    --hash=sha256:dbd57cb181c2b66d238acb5635697526bf24c798082daed0cf9b87f6a3a6c0c7
+umap-learn==0.5.3
     # via scanpy
-urllib3==1.26.17 \
-    --hash=sha256:24d6a242c28d29af46c3fae832c36db3bbebcc533dd1bb549172cd739c82df21 \
-    --hash=sha256:94a757d178c9be92ef5539b8840d48dc9cf1b2709c9d6b588232a055c524458b
+urllib3==1.26.17
     # via
     #   botocore
     #   distributed
     #   requests
-vitessce==3.4.0 \
-    --hash=sha256:b09088cd42bd671e0136f504dc69cc888af60e8b86ac62f51cf781ee84478e5c \
-    --hash=sha256:bb0f8420bab6273dcf6d5c3e48ff6a7ff7e8d97669078cabc4a3d67c6e04386d
+vitessce==3.4.0
     # via portal-visualization
-werkzeug==3.1.3 \
-    --hash=sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e \
-    --hash=sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746
+werkzeug==3.1.3
     # via flask
-wrapt==1.15.0 \
-    --hash=sha256:02fce1852f755f44f95af51f69d22e45080102e9d00258053b79367d07af39c0 \
-    --hash=sha256:077ff0d1f9d9e4ce6476c1a924a3332452c1406e59d90a2cf24aeb29eeac9420 \
-    --hash=sha256:078e2a1a86544e644a68422f881c48b84fef6d18f8c7a957ffd3f2e0a74a0d4a \
-    --hash=sha256:0970ddb69bba00670e58955f8019bec4a42d1785db3faa043c33d81de2bf843c \
-    --hash=sha256:1286eb30261894e4c70d124d44b7fd07825340869945c79d05bda53a40caa079 \
-    --hash=sha256:21f6d9a0d5b3a207cdf7acf8e58d7d13d463e639f0c7e01d82cdb671e6cb7923 \
-    --hash=sha256:230ae493696a371f1dbffaad3dafbb742a4d27a0afd2b1aecebe52b740167e7f \
-    --hash=sha256:26458da5653aa5b3d8dc8b24192f574a58984c749401f98fff994d41d3f08da1 \
-    --hash=sha256:2cf56d0e237280baed46f0b5316661da892565ff58309d4d2ed7dba763d984b8 \
-    --hash=sha256:2e51de54d4fb8fb50d6ee8327f9828306a959ae394d3e01a1ba8b2f937747d86 \
-    --hash=sha256:2fbfbca668dd15b744418265a9607baa970c347eefd0db6a518aaf0cfbd153c0 \
-    --hash=sha256:38adf7198f8f154502883242f9fe7333ab05a5b02de7d83aa2d88ea621f13364 \
-    --hash=sha256:3a8564f283394634a7a7054b7983e47dbf39c07712d7b177b37e03f2467a024e \
-    --hash=sha256:3abbe948c3cbde2689370a262a8d04e32ec2dd4f27103669a45c6929bcdbfe7c \
-    --hash=sha256:3bbe623731d03b186b3d6b0d6f51865bf598587c38d6f7b0be2e27414f7f214e \
-    --hash=sha256:40737a081d7497efea35ab9304b829b857f21558acfc7b3272f908d33b0d9d4c \
-    --hash=sha256:41d07d029dd4157ae27beab04d22b8e261eddfc6ecd64ff7000b10dc8b3a5727 \
-    --hash=sha256:46ed616d5fb42f98630ed70c3529541408166c22cdfd4540b88d5f21006b0eff \
-    --hash=sha256:493d389a2b63c88ad56cdc35d0fa5752daac56ca755805b1b0c530f785767d5e \
-    --hash=sha256:4ff0d20f2e670800d3ed2b220d40984162089a6e2c9646fdb09b85e6f9a8fc29 \
-    --hash=sha256:54accd4b8bc202966bafafd16e69da9d5640ff92389d33d28555c5fd4f25ccb7 \
-    --hash=sha256:56374914b132c702aa9aa9959c550004b8847148f95e1b824772d453ac204a72 \
-    --hash=sha256:578383d740457fa790fdf85e6d346fda1416a40549fe8db08e5e9bd281c6a475 \
-    --hash=sha256:58d7a75d731e8c63614222bcb21dd992b4ab01a399f1f09dd82af17bbfc2368a \
-    --hash=sha256:5c5aa28df055697d7c37d2099a7bc09f559d5053c3349b1ad0c39000e611d317 \
-    --hash=sha256:5fc8e02f5984a55d2c653f5fea93531e9836abbd84342c1d1e17abc4a15084c2 \
-    --hash=sha256:63424c681923b9f3bfbc5e3205aafe790904053d42ddcc08542181a30a7a51bd \
-    --hash=sha256:64b1df0f83706b4ef4cfb4fb0e4c2669100fd7ecacfb59e091fad300d4e04640 \
-    --hash=sha256:74934ebd71950e3db69960a7da29204f89624dde411afbfb3b4858c1409b1e98 \
-    --hash=sha256:75669d77bb2c071333417617a235324a1618dba66f82a750362eccbe5b61d248 \
-    --hash=sha256:75760a47c06b5974aa5e01949bf7e66d2af4d08cb8c1d6516af5e39595397f5e \
-    --hash=sha256:76407ab327158c510f44ded207e2f76b657303e17cb7a572ffe2f5a8a48aa04d \
-    --hash=sha256:76e9c727a874b4856d11a32fb0b389afc61ce8aaf281ada613713ddeadd1cfec \
-    --hash=sha256:77d4c1b881076c3ba173484dfa53d3582c1c8ff1f914c6461ab70c8428b796c1 \
-    --hash=sha256:780c82a41dc493b62fc5884fb1d3a3b81106642c5c5c78d6a0d4cbe96d62ba7e \
-    --hash=sha256:7dc0713bf81287a00516ef43137273b23ee414fe41a3c14be10dd95ed98a2df9 \
-    --hash=sha256:7eebcdbe3677e58dd4c0e03b4f2cfa346ed4049687d839adad68cc38bb559c92 \
-    --hash=sha256:896689fddba4f23ef7c718279e42f8834041a21342d95e56922e1c10c0cc7afb \
-    --hash=sha256:96177eb5645b1c6985f5c11d03fc2dbda9ad24ec0f3a46dcce91445747e15094 \
-    --hash=sha256:96e25c8603a155559231c19c0349245eeb4ac0096fe3c1d0be5c47e075bd4f46 \
-    --hash=sha256:9d37ac69edc5614b90516807de32d08cb8e7b12260a285ee330955604ed9dd29 \
-    --hash=sha256:9ed6aa0726b9b60911f4aed8ec5b8dd7bf3491476015819f56473ffaef8959bd \
-    --hash=sha256:a487f72a25904e2b4bbc0817ce7a8de94363bd7e79890510174da9d901c38705 \
-    --hash=sha256:a4cbb9ff5795cd66f0066bdf5947f170f5d63a9274f99bdbca02fd973adcf2a8 \
-    --hash=sha256:a74d56552ddbde46c246b5b89199cb3fd182f9c346c784e1a93e4dc3f5ec9975 \
-    --hash=sha256:a89ce3fd220ff144bd9d54da333ec0de0399b52c9ac3d2ce34b569cf1a5748fb \
-    --hash=sha256:abd52a09d03adf9c763d706df707c343293d5d106aea53483e0ec8d9e310ad5e \
-    --hash=sha256:abd8f36c99512755b8456047b7be10372fca271bf1467a1caa88db991e7c421b \
-    --hash=sha256:af5bd9ccb188f6a5fdda9f1f09d9f4c86cc8a539bd48a0bfdc97723970348418 \
-    --hash=sha256:b02f21c1e2074943312d03d243ac4388319f2456576b2c6023041c4d57cd7019 \
-    --hash=sha256:b06fa97478a5f478fb05e1980980a7cdf2712015493b44d0c87606c1513ed5b1 \
-    --hash=sha256:b0724f05c396b0a4c36a3226c31648385deb6a65d8992644c12a4963c70326ba \
-    --hash=sha256:b130fe77361d6771ecf5a219d8e0817d61b236b7d8b37cc045172e574ed219e6 \
-    --hash=sha256:b56d5519e470d3f2fe4aa7585f0632b060d532d0696c5bdfb5e8319e1d0f69a2 \
-    --hash=sha256:b67b819628e3b748fd3c2192c15fb951f549d0f47c0449af0764d7647302fda3 \
-    --hash=sha256:ba1711cda2d30634a7e452fc79eabcadaffedf241ff206db2ee93dd2c89a60e7 \
-    --hash=sha256:bbeccb1aa40ab88cd29e6c7d8585582c99548f55f9b2581dfc5ba68c59a85752 \
-    --hash=sha256:bd84395aab8e4d36263cd1b9308cd504f6cf713b7d6d3ce25ea55670baec5416 \
-    --hash=sha256:c99f4309f5145b93eca6e35ac1a988f0dc0a7ccf9ccdcd78d3c0adf57224e62f \
-    --hash=sha256:ca1cccf838cd28d5a0883b342474c630ac48cac5df0ee6eacc9c7290f76b11c1 \
-    --hash=sha256:cd525e0e52a5ff16653a3fc9e3dd827981917d34996600bbc34c05d048ca35cc \
-    --hash=sha256:cdb4f085756c96a3af04e6eca7f08b1345e94b53af8921b25c72f096e704e145 \
-    --hash=sha256:ce42618f67741d4697684e501ef02f29e758a123aa2d669e2d964ff734ee00ee \
-    --hash=sha256:d06730c6aed78cee4126234cf2d071e01b44b915e725a6cb439a879ec9754a3a \
-    --hash=sha256:d5fe3e099cf07d0fb5a1e23d399e5d4d1ca3e6dfcbe5c8570ccff3e9208274f7 \
-    --hash=sha256:d6bcbfc99f55655c3d93feb7ef3800bd5bbe963a755687cbf1f490a71fb7794b \
-    --hash=sha256:d787272ed958a05b2c86311d3a4135d3c2aeea4fc655705f074130aa57d71653 \
-    --hash=sha256:e169e957c33576f47e21864cf3fc9ff47c223a4ebca8960079b8bd36cb014fd0 \
-    --hash=sha256:e20076a211cd6f9b44a6be58f7eeafa7ab5720eb796975d0c03f05b47d89eb90 \
-    --hash=sha256:e826aadda3cae59295b95343db8f3d965fb31059da7de01ee8d1c40a60398b29 \
-    --hash=sha256:eef4d64c650f33347c1f9266fa5ae001440b232ad9b98f1f43dfe7a79435c0a6 \
-    --hash=sha256:f2e69b3ed24544b0d3dbe2c5c0ba5153ce50dcebb576fdc4696d52aa22db6034 \
-    --hash=sha256:f87ec75864c37c4c6cb908d282e1969e79763e0d9becdfe9fe5473b7bb1e5f09 \
-    --hash=sha256:fbec11614dba0424ca72f4e8ba3c420dba07b4a7c206c8c8e4e73f2e98f4c559 \
-    --hash=sha256:fd69666217b62fa5d7c6aa88e507493a34dec4fa20c5bd925e4bc12fce586639
+wrapt==1.15.0
     # via aiobotocore
-yarl==1.18.0 \
-    --hash=sha256:01be8688fc211dc237e628fcc209dda412d35de7642453059a0553747018d075 \
-    --hash=sha256:039c299a0864d1f43c3e31570045635034ea7021db41bf4842693a72aca8df3a \
-    --hash=sha256:074fee89caab89a97e18ef5f29060ef61ba3cae6cd77673acc54bfdd3214b7b7 \
-    --hash=sha256:13aaf2bdbc8c86ddce48626b15f4987f22e80d898818d735b20bd58f17292ee8 \
-    --hash=sha256:14408cc4d34e202caba7b5ac9cc84700e3421a9e2d1b157d744d101b061a4a88 \
-    --hash=sha256:1db1537e9cb846eb0ff206eac667f627794be8b71368c1ab3207ec7b6f8c5afc \
-    --hash=sha256:1ece25e2251c28bab737bdf0519c88189b3dd9492dc086a1d77336d940c28ced \
-    --hash=sha256:1ff116f0285b5c8b3b9a2680aeca29a858b3b9e0402fc79fd850b32c2bcb9f8b \
-    --hash=sha256:205de377bd23365cd85562c9c6c33844050a93661640fda38e0567d2826b50df \
-    --hash=sha256:20d95535e7d833889982bfe7cc321b7f63bf8879788fee982c76ae2b24cfb715 \
-    --hash=sha256:20de4a8b04de70c49698dc2390b7fd2d18d424d3b876371f9b775e2b462d4b41 \
-    --hash=sha256:2d90f2e4d16a5b0915ee065218b435d2ef619dd228973b1b47d262a6f7cd8fa5 \
-    --hash=sha256:2e6b4466714a73f5251d84b471475850954f1fa6acce4d3f404da1d55d644c34 \
-    --hash=sha256:309f8d27d6f93ceeeb80aa6980e883aa57895270f7f41842b92247e65d7aeddf \
-    --hash=sha256:32141e13a1d5a48525e519c9197d3f4d9744d818d5c7d6547524cc9eccc8971e \
-    --hash=sha256:34176bfb082add67cb2a20abd85854165540891147f88b687a5ed0dc225750a0 \
-    --hash=sha256:38b39b7b3e692b6c92b986b00137a3891eddb66311b229d1940dcbd4f025083c \
-    --hash=sha256:3a3709450a574d61be6ac53d582496014342ea34876af8dc17cc16da32826c9a \
-    --hash=sha256:3adaaf9c6b1b4fc258584f4443f24d775a2086aee82d1387e48a8b4f3d6aecf6 \
-    --hash=sha256:3f576ed278860df2721a5d57da3381040176ef1d07def9688a385c8330db61a1 \
-    --hash=sha256:42ba84e2ac26a3f252715f8ec17e6fdc0cbf95b9617c5367579fafcd7fba50eb \
-    --hash=sha256:454902dc1830d935c90b5b53c863ba2a98dcde0fbaa31ca2ed1ad33b2a7171c6 \
-    --hash=sha256:466d31fd043ef9af822ee3f1df8fdff4e8c199a7f4012c2642006af240eade17 \
-    --hash=sha256:49a98ecadc5a241c9ba06de08127ee4796e1009555efd791bac514207862b43d \
-    --hash=sha256:4d26f1fa9fa2167bb238f6f4b20218eb4e88dd3ef21bb8f97439fa6b5313e30d \
-    --hash=sha256:52c136f348605974c9b1c878addd6b7a60e3bf2245833e370862009b86fa4689 \
-    --hash=sha256:536a7a8a53b75b2e98ff96edb2dfb91a26b81c4fed82782035767db5a465be46 \
-    --hash=sha256:576d258b21c1db4c6449b1c572c75d03f16a482eb380be8003682bdbe7db2f28 \
-    --hash=sha256:609ffd44fed2ed88d9b4ef62ee860cf86446cf066333ad4ce4123505b819e581 \
-    --hash=sha256:67b336c15e564d76869c9a21316f90edf546809a5796a083b8f57c845056bc01 \
-    --hash=sha256:685cc37f3f307c6a8e879986c6d85328f4c637f002e219f50e2ef66f7e062c1d \
-    --hash=sha256:6a49ad0102c0f0ba839628d0bf45973c86ce7b590cdedf7540d5b1833ddc6f00 \
-    --hash=sha256:6fb64dd45453225f57d82c4764818d7a205ee31ce193e9f0086e493916bd4f72 \
-    --hash=sha256:701bb4a8f4de191c8c0cc9a1e6d5142f4df880e9d1210e333b829ca9425570ed \
-    --hash=sha256:73553bbeea7d6ec88c08ad8027f4e992798f0abc459361bf06641c71972794dc \
-    --hash=sha256:7520e799b1f84e095cce919bd6c23c9d49472deeef25fe1ef960b04cca51c3fc \
-    --hash=sha256:7609b8462351c4836b3edce4201acb6dd46187b207c589b30a87ffd1813b48dc \
-    --hash=sha256:7db9584235895a1dffca17e1c634b13870852094f6389b68dcc6338086aa7b08 \
-    --hash=sha256:7fa7d37f2ada0f42e0723632993ed422f2a679af0e200874d9d861720a54f53e \
-    --hash=sha256:80741ec5b471fbdfb997821b2842c59660a1c930ceb42f8a84ba8ca0f25a66aa \
-    --hash=sha256:8254dbfce84ee5d1e81051ee7a0f1536c108ba294c0fdb5933476398df0654f3 \
-    --hash=sha256:8b8d3e4e014fb4274f1c5bf61511d2199e263909fb0b8bda2a7428b0894e8dc6 \
-    --hash=sha256:8e1c18890091aa3cc8a77967943476b729dc2016f4cfe11e45d89b12519d4a93 \
-    --hash=sha256:9106025c7f261f9f5144f9aa7681d43867eed06349a7cfb297a1bc804de2f0d1 \
-    --hash=sha256:91b8fb9427e33f83ca2ba9501221ffaac1ecf0407f758c4d2f283c523da185ee \
-    --hash=sha256:96404e8d5e1bbe36bdaa84ef89dc36f0e75939e060ca5cd45451aba01db02902 \
-    --hash=sha256:9b4c90c5363c6b0a54188122b61edb919c2cd1119684999d08cd5e538813a28e \
-    --hash=sha256:a0509475d714df8f6d498935b3f307cd122c4ca76f7d426c7e1bb791bcd87eda \
-    --hash=sha256:a173401d7821a2a81c7b47d4e7d5c4021375a1441af0c58611c1957445055056 \
-    --hash=sha256:a45d94075ac0647621eaaf693c8751813a3eccac455d423f473ffed38c8ac5c9 \
-    --hash=sha256:a5f72421246c21af6a92fbc8c13b6d4c5427dfd949049b937c3b731f2f9076bd \
-    --hash=sha256:a64619a9c47c25582190af38e9eb382279ad42e1f06034f14d794670796016c0 \
-    --hash=sha256:a7ee6884a8848792d58b854946b685521f41d8871afa65e0d4a774954e9c9e89 \
-    --hash=sha256:ae38bd86eae3ba3d2ce5636cc9e23c80c9db2e9cb557e40b98153ed102b5a736 \
-    --hash=sha256:b026cf2c32daf48d90c0c4e406815c3f8f4cfe0c6dfccb094a9add1ff6a0e41a \
-    --hash=sha256:b0a2074a37285570d54b55820687de3d2f2b9ecf1b714e482e48c9e7c0402038 \
-    --hash=sha256:b1a3297b9cad594e1ff0c040d2881d7d3a74124a3c73e00c3c71526a1234a9f7 \
-    --hash=sha256:b212452b80cae26cb767aa045b051740e464c5129b7bd739c58fbb7deb339e7b \
-    --hash=sha256:b234a4a9248a9f000b7a5dfe84b8cb6210ee5120ae70eb72a4dcbdb4c528f72f \
-    --hash=sha256:b4095c5019bb889aa866bf12ed4c85c0daea5aafcb7c20d1519f02a1e738f07f \
-    --hash=sha256:b8e8c516dc4e1a51d86ac975b0350735007e554c962281c432eaa5822aa9765c \
-    --hash=sha256:bd80ed29761490c622edde5dd70537ca8c992c2952eb62ed46984f8eff66d6e8 \
-    --hash=sha256:c083f6dd6951b86e484ebfc9c3524b49bcaa9c420cb4b2a78ef9f7a512bfcc85 \
-    --hash=sha256:c0f4808644baf0a434a3442df5e0bedf8d05208f0719cedcd499e168b23bfdc4 \
-    --hash=sha256:c4cb992d8090d5ae5f7afa6754d7211c578be0c45f54d3d94f7781c495d56716 \
-    --hash=sha256:c60e547c0a375c4bfcdd60eef82e7e0e8698bf84c239d715f5c1278a73050393 \
-    --hash=sha256:c73a6bbc97ba1b5a0c3c992ae93d721c395bdbb120492759b94cc1ac71bc6350 \
-    --hash=sha256:c893f8c1a6d48b25961e00922724732d00b39de8bb0b451307482dc87bddcd74 \
-    --hash=sha256:cd6ab7d6776c186f544f893b45ee0c883542b35e8a493db74665d2e594d3ca75 \
-    --hash=sha256:d89ae7de94631b60d468412c18290d358a9d805182373d804ec839978b120422 \
-    --hash=sha256:d9d4f5e471e8dc49b593a80766c2328257e405f943c56a3dc985c125732bc4cf \
-    --hash=sha256:da206d1ec78438a563c5429ab808a2b23ad7bc025c8adbf08540dde202be37d5 \
-    --hash=sha256:dbf53db46f7cf176ee01d8d98c39381440776fcda13779d269a8ba664f69bec0 \
-    --hash=sha256:dd21c0128e301851de51bc607b0a6da50e82dc34e9601f4b508d08cc89ee7929 \
-    --hash=sha256:e2580c1d7e66e6d29d6e11855e3b1c6381971e0edd9a5066e6c14d79bc8967af \
-    --hash=sha256:e3818eabaefb90adeb5e0f62f047310079d426387991106d4fbf3519eec7d90a \
-    --hash=sha256:ed69af4fe2a0949b1ea1d012bf065c77b4c7822bad4737f17807af2adb15a73c \
-    --hash=sha256:f172b8b2c72a13a06ea49225a9c47079549036ad1b34afa12d5491b881f5b993 \
-    --hash=sha256:f275ede6199d0f1ed4ea5d55a7b7573ccd40d97aee7808559e1298fe6efc8dbd \
-    --hash=sha256:f7edeb1dcc7f50a2c8e08b9dc13a413903b7817e72273f00878cb70e766bdb3b \
-    --hash=sha256:fa2c9cb607e0f660d48c54a63de7a9b36fef62f6b8bd50ff592ce1137e73ac7d \
-    --hash=sha256:fe94d1de77c4cd8caff1bd5480e22342dbd54c93929f5943495d9c1e8abe9f42
+yarl==1.18.0
     # via aiohttp
-zarr==2.17.2 \
-    --hash=sha256:2cbaa6cb4e342d45152d4a7a4b2013c337fcd3a8e7bc98253560180de60552ce \
-    --hash=sha256:70d7cc07c24280c380ef80644151d136b7503b0d83c9f214e8000ddc0f57f69b
+zarr==2.17.2
     # via
     #   ome-zarr
     #   portal-visualization
     #   vitessce
-zict==3.0.0 \
-    --hash=sha256:5796e36bd0e0cc8cf0fbc1ace6a68912611c1dbd74750a3f3026b9b9d6a327ae \
-    --hash=sha256:e321e263b6a97aafc0790c3cfb3c04656b7066e6738c37fffcca95d803c9fba5
+zict==3.0.0
     # via distributed
-zipp==3.19.2 \
-    --hash=sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19 \
-    --hash=sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c
+zipp==3.19.2
     # via importlib-metadata
-
-# The following packages are considered to be unsafe in a requirements file:
-setuptools==75.6.0 \
-    --hash=sha256:8199222558df7c86216af4f84c30e9b34a61d8ba19366cc914424cdbd28252f6 \
-    --hash=sha256:ce74b49e8f7110f9bf04883b730f4765b774ef3ef28f722cce7c273d253aaf7d
-    # via rdflib
diff --git a/etc/dev/dev-start.sh b/etc/dev/dev-start.sh
index 45eed1da06..09a175b3ff 100755
--- a/etc/dev/dev-start.sh
+++ b/etc/dev/dev-start.sh
@@ -76,7 +76,7 @@ trap 'jobs -p | xargs kill' EXIT
 CONTEXT=context
 
 if [ "$NO_PIP" -lt 1 ] ; then 
-  PIP_CONSTRAINT=$CONTEXT/constraints.txt uv pip install -r $CONTEXT/requirements.txt > /dev/null
+  PIP_CONSTRAINT=$CONTEXT/constraints.txt uv pip sync $CONTEXT/requirements.txt > /dev/null
 fi
 
 etc/dev/copy-app-conf.sh

From fd735da3150a5ea82956a38ba4a928c669531c7d Mon Sep 17 00:00:00 2001
From: Nikolay Akhmetov <nick.akhmetov@gmail.com>
Date: Fri, 10 Jan 2025 13:50:57 -0500
Subject: [PATCH 6/6] Update CHANGELOG-python-3.10.md

Co-authored-by: John Conroy <62477388+john-conroy@users.noreply.github.com>
---
 CHANGELOG-python-3.10.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG-python-3.10.md b/CHANGELOG-python-3.10.md
index dd4b876614..c71a0c47d1 100644
--- a/CHANGELOG-python-3.10.md
+++ b/CHANGELOG-python-3.10.md
@@ -1 +1,2 @@
 - Upgrade to Python 3.10.
+- Introduce `uv` for python package management.