From dc7967de5ebfc30cfb90937c55b5db384de2a1ba Mon Sep 17 00:00:00 2001
From: Daniel Ari Friedman <danielarifriedman@gmail.com>
Date: Mon, 2 Nov 2026 17:51:44 -0800
Subject: [PATCH] ci: derive the hashed requirements export at run time instead
 of gating a committed copy

The quality job compared a committed requirements.lock against a fresh
`uv export --locked` and failed on any difference. That file is derived from
uv.lock, so the only thing that can make it differ is someone else writing the
lock - which is exactly what a lock-only dependency update does. Dependabot's
uv updater writes uv.lock and nothing else, so every Dependabot PR failed the
diff before installing anything.

- derive the export into $RUNNER_TEMP and install the clean environment from it
- keep `uv lock --check`, which is the real provenance check
- drop the committed requirements.lock; point README/CONTRIBUTING at uv.lock
- ignore requirements.lock so an export cannot be committed again

Co-authored-by: factory-droid[bot] <138933558+factory-droid[bot]@users.noreply.github.com>
---
 .github/workflows/ci.yml |   9 +-
 .gitignore               |   3 +
 CONTRIBUTING.md          |  10 +-
 README.md                |   5 +-
 requirements.lock        | 964 ---------------------------------------
 5 files changed, 19 insertions(+), 972 deletions(-)
 delete mode 100644 requirements.lock

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 987dda5..840d9f3 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -21,8 +21,13 @@ jobs:
         run: |
           python -m pip install --upgrade pip uv==0.13.6
           uv lock --check
+          # The requirements export is derived from uv.lock at run time and is never
+          # committed: a committed copy would be a second source of truth that a
+          # lock-only dependency update cannot regenerate, so the export would fail
+          # its own gate before anything was installed. uv lock --check above already
+          # proves the lock matches the manifests, and the clean-environment job below
+          # installs from this run-time export, so it is exercised end to end.
           uv export --all-extras --format requirements.txt --locked --no-emit-project --no-header --output-file "$RUNNER_TEMP/requirements.lock"
-          diff -u requirements.lock "$RUNNER_TEMP/requirements.lock"
           uv sync --frozen --all-extras
       - name: Test suite
         run: uv run pytest --cov=biofirm --cov-report=term-missing --cov-fail-under=90
@@ -43,7 +48,7 @@ jobs:
       - name: Install and run outside checkout
         run: |
           python -m venv "$RUNNER_TEMP/biofirm-clean"
-          uv pip install --python "$RUNNER_TEMP/biofirm-clean/bin/python" --requirement requirements.lock
+          uv pip install --python "$RUNNER_TEMP/biofirm-clean/bin/python" --requirement "$RUNNER_TEMP/requirements.lock"
           uv pip install --python "$RUNNER_TEMP/biofirm-clean/bin/python" --no-deps dist/*.whl
           "$RUNNER_TEMP/biofirm-clean/bin/python" - <<'PY'
           import json
diff --git a/.gitignore b/.gitignore
index 8531ecb..3f35893 100644
--- a/.gitignore
+++ b/.gitignore
@@ -181,3 +181,6 @@ cython_debug/
 
 # Virtual Environment
 venv/
+
+# Hashed requirements export — derived from uv.lock at run time, never committed
+requirements.lock
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index ad123e0..a9edc07 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -6,8 +6,8 @@ marked as such; do not treat it as an implementation contract.
 
 ## Development setup
 
-Biofirm supports Python 3.11 and 3.12. The committed `uv.lock` and
-`requirements.lock` provide a hash-locked environment:
+Biofirm supports Python 3.11 and 3.12. The committed `uv.lock` provides a
+hash-locked environment:
 
 ```bash
 uv sync --frozen --all-extras
@@ -26,7 +26,9 @@ python -m pip install -e ".[dev,analysis,visualization,documents]"
 ### Dependency pins
 
 The runtime dependencies in `pyproject.toml` are exact pins, and the committed
-lock files carry the hashes CI diffs. Each runtime pin is the newest release
+`uv.lock` carries the hashes CI verifies with `uv lock --check`. The hashed
+requirements export is derived from the lock at run time and is not committed.
+Each runtime pin is the newest release
 that satisfies every Python version this project supports (3.11 and 3.12)
 together with `inferactively-pymdp`:
 
@@ -43,7 +45,7 @@ report what it reaches under each supported Python, and restoring the pin:
 ```bash
 uv lock --upgrade-package jax
 uv export --all-extras --format requirements.txt --locked --no-emit-project \
-  --no-header --output-file requirements.lock
+  --no-header --output-file /tmp/biofirm-requirements.lock
 ```
 
 A pin that needs Python 3.12 cannot be adopted while 3.11 stays in the support
diff --git a/README.md b/README.md
index a198086..61ae609 100644
--- a/README.md
+++ b/README.md
@@ -16,8 +16,9 @@ biofirm validate
 ```
 
 For a hash-locked development environment, install `uv` and run
-`uv sync --frozen --all-extras`; the committed `uv.lock` and
-`requirements.lock` cover Python 3.11 and 3.12 with platform markers.
+`uv sync --frozen --all-extras`; the committed `uv.lock` covers Python 3.11 and
+3.12 with platform markers, and CI derives the hashed requirements export from
+it at run time rather than reading a committed copy.
 
 All offline commands use the packaged configuration unless `--config` is
 provided. Live research is the only network-enabled path and requires both an
diff --git a/requirements.lock b/requirements.lock
deleted file mode 100644
index e6f4b11..0000000
--- a/requirements.lock
+++ /dev/null
@@ -1,964 +0,0 @@
-absl-py==2.5.0 \
-    --hash=sha256:0c996f25c0490700fadabe6351630f6111534fa0ae252cc6d2014ea3b141135f \
-    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
-    # via chex
-attrs==26.1.0 \
-    --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
-    --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
-    # via
-    #   jsonschema
-    #   referencing
-bandit==1.9.4 \
-    --hash=sha256:b589e5de2afe70bd4d53fa0c1da6199f4085af666fde00e8a034f152a52cd628 \
-    --hash=sha256:f89ffa663767f5a0585ea075f01020207e966a9c0f2b9ef56a57c7963a3f6f8e
-    # via biofirm
-build==1.5.0 \
-    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f \
-    --hash=sha256:302c22c3ba2a0fd5f3911918651341ebb3896176cbdec15bd421f80b1afc7647
-    # via biofirm
-certifi==2026.10.23 \
-    --hash=sha256:a9895e6e2758b371e0545e321a3a8fd1fcfd9829ada8824a936dfb16aaaf36cd \
-    --hash=sha256:e9b54de76e530bb6cf0ccd036787103acb58fd42ba930ea8bf948ddbaa2f61d1
-    # via requests
-cffi==2.1.0 ; platform_python_implementation != 'PyPy' \
-    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
-    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
-    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
-    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
-    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
-    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
-    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
-    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
-    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
-    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
-    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
-    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
-    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
-    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
-    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
-    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
-    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
-    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
-    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
-    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
-    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
-    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
-    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
-    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
-    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
-    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7
-    # via cryptography
-charset-normalizer==3.4.9 \
-    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
-    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
-    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
-    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
-    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
-    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
-    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
-    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
-    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
-    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
-    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
-    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
-    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
-    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
-    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
-    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
-    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
-    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
-    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
-    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
-    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
-    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
-    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
-    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
-    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
-    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
-    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
-    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b
-    # via
-    #   pdfminer-six
-    #   requests
-chex==0.1.92 \
-    --hash=sha256:f34989d9bff7954edfab09fba7757e3d62404da34577bff0d253599ec5b4f93d \
-    --hash=sha256:fa8beff1124204ae466a6eb13cb91ae3c24322a1c7216946aee93d031e2f1996
-    # via mctx
-colorama==0.4.6 ; os_name == 'nt' or sys_platform == 'win32' \
-    --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
-    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
-    # via
-    #   bandit
-    #   build
-    #   pytest
-contourpy==1.3.3 \
-    --hash=sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69 \
-    --hash=sha256:07ce5ed73ecdc4a03ffe3e1b3e3c1166db35ae7584be76f65dbbe28a7791b0cc \
-    --hash=sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880 \
-    --hash=sha256:0bf67e0e3f482cb69779dd3061b534eb35ac9b17f163d851e2a547d56dba0a3a \
-    --hash=sha256:0c1fc238306b35f246d61a1d416a627348b5cf0648648a031e14bb8705fcdfe8 \
-    --hash=sha256:15ff10bfada4bf92ec8b31c62bf7c1834c244019b4a33095a68000d7075df470 \
-    --hash=sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381 \
-    --hash=sha256:322ab1c99b008dad206d406bb61d014cf0174df491ae9d9d0fac6a6fda4f977f \
-    --hash=sha256:3519428f6be58431c56581f1694ba8e50626f2dd550af225f82fb5f5814d2a42 \
-    --hash=sha256:3d1a3799d62d45c18bafd41c5fa05120b96a28079f2393af559b843d1a966a77 \
-    --hash=sha256:451e71b5a7d597379ef572de31eeb909a87246974d960049a9848c3bc6c41bf7 \
-    --hash=sha256:459c1f020cd59fcfe6650180678a9993932d80d44ccde1fa1868977438f0b411 \
-    --hash=sha256:4d00e655fcef08aba35ec9610536bfe90267d7ab5ba944f7032549c55a146da1 \
-    --hash=sha256:51e79c1f7470158e838808d4a996fa9bac72c498e93d8ebe5119bc1e6becb0db \
-    --hash=sha256:556dba8fb6f5d8742f2923fe9457dbdd51e1049c4a43fd3986a0b14a1d815fc6 \
-    --hash=sha256:598c3aaece21c503615fd59c92a3598b428b2f01bfb4b8ca9c4edeecc2438620 \
-    --hash=sha256:5ed3657edf08512fc3fe81b510e35c2012fbd3081d2e26160f27ca28affec989 \
-    --hash=sha256:626d60935cf668e70a5ce6ff184fd713e9683fb458898e4249b63be9e28286ea \
-    --hash=sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1 \
-    --hash=sha256:70f9aad7de812d6541d29d2bbf8feb22ff7e1c299523db288004e3157ff4674e \
-    --hash=sha256:8153b8bfc11e1e4d75bcb0bff1db232f9e10b274e0929de9d608027e0d34ff8b \
-    --hash=sha256:929ddf8c4c7f348e4c0a5a3a714b5c8542ffaa8c22954862a46ca1813b667ee7 \
-    --hash=sha256:92d9abc807cf7d0e047b95ca5d957cf4792fcd04e920ca70d48add15c1a90ea7 \
-    --hash=sha256:9e999574eddae35f1312c2b4b717b7885d4edd6cb46700e04f7f02db454e67c1 \
-    --hash=sha256:b08a32ea2f8e42cf1d4be3169a98dd4be32bafe4f22b6c4cb4ba810fa9e5d2cb \
-    --hash=sha256:b2e8faa0ed68cb29af51edd8e24798bb661eac3bd9f65420c1887b6ca89987c8 \
-    --hash=sha256:cd5dfcaeb10f7b7f9dc8941717c6c2ade08f587be2226222c12b25f0483ed497 \
-    --hash=sha256:fd907ae12cd483cd83e414b12941c632a969171bf90fc937d0c9f268a31cafff
-    # via matplotlib
-coverage==7.15.2 \
-    --hash=sha256:0901cfe6c13bcd2302da4f83e884555d2a22bda6e4c476f09ef204ba20ca536e \
-    --hash=sha256:094dd37f3ef7b2da8b068b583d1f4c40f91c65197e16c52a71962d5d537fc5db \
-    --hash=sha256:1adac78e5abc7c5438f7a209c9ca69d06542f0bf481d728b6989ea80b813fdf9 \
-    --hash=sha256:1cd7a5beb7af3e864a13b1f0fb26efd3695da43ef0daf71e586adfffaf34d5b2 \
-    --hash=sha256:2f1ec6f304b156669cfde653b4e9a953f5de87e247ea02ac599bce0ab2744036 \
-    --hash=sha256:3df60dc267f0a2ca23cb7a9ab1109c62b9335ffbf519fcfe167157c28c09b81d \
-    --hash=sha256:48ccc6395958eda89093ecdc35644c86f23a8b23a7f4d44958812b721aad67c1 \
-    --hash=sha256:4d3361879d736f469f45723c11ea1a5bbdaf1f6928f0e632c940378b5aa9b660 \
-    --hash=sha256:582edc45c2040543fef83341be23c43024a3ab3ae0c2d8bc498a06282905ad40 \
-    --hash=sha256:67d7602480a47bdf5b675635403625553ebaa70d5a62a657c035149fd401cea0 \
-    --hash=sha256:68af907f595ab01a78f794932ff3bdf929c316d3000810d38dbc247129e26f8b \
-    --hash=sha256:6f6966fc30e6f06ca8f98fb0ce51eda6b111b3ee8d066a8b1ec9e77fa06ab55d \
-    --hash=sha256:81f382c5a94b434ec1f6da607edb904c76d7212e618cd4d1bc9f97bed4120ef5 \
-    --hash=sha256:8bb9f4b4279187560796a4cdaca3b0a93dd97e48ee667df005f4ed9a97403688 \
-    --hash=sha256:8c726b232659cbd2ae57ade46509eb068c9bd7a06df9fcbff6fe484870006934 \
-    --hash=sha256:97a5c5457a9fb1d6c4e06cfb5dc835871fbfb6a6a51addc9e925bdeff5ef7440 \
-    --hash=sha256:9deddf09eecb717b7f980414b43d90a5b22ff3967d2949ab29cb0aa83d9e9098 \
-    --hash=sha256:a0f47002c6eeb7c280228467a4cb0cc15ca2103a8421b986b2d3ec04a0f9bd8b \
-    --hash=sha256:a29ec5305a7335aacee2d799e3422e91e1c8a12474986e2b3b07e315c91be82f \
-    --hash=sha256:a4c46b247b5d4b78f613bd89fea926d32b25c6cc61a50bd1e99ba310348f3dad \
-    --hash=sha256:a638db90c61cd219aeee65e83a24fdaa57269a741ae0cf773309208ac862cee3 \
-    --hash=sha256:a63b9e190711134d581c4d703df5df09851b1acf99792c7aacbbe9f41f0283c9 \
-    --hash=sha256:ae901f7e55ba405c84ee1cab3d3e962e4e871e4a2bcb9c90911adbd69b42ac5a \
-    --hash=sha256:afa29e2eff3d5729267e2cb2fd4ce9d61c952932fb2694e34ccb5d9540c6a296 \
-    --hash=sha256:b171bdd71cb7ff792bf32e376173b0ace7e7963e7e57c58dfc42063a6a7174cd \
-    --hash=sha256:b868acc62aa5de3be7a9d05c2333bf8359ca987e43f9cb30ff8fbda6a024ab73 \
-    --hash=sha256:bbc808daf4f5cd567af8075ecc72d21c6dfef9a254709a621a84c217c935ebc0 \
-    --hash=sha256:bbf44513ceb1589e31948e20eafbde9deaface90e1a1afa5f5f77b4423d17ce6 \
-    --hash=sha256:c6a98d698f9e2c8008d0370ec7fc452ebfcc530002ae2d0061170d768b992589 \
-    --hash=sha256:cee0f89f4767a6057c8fbf168f8135f18be651300496086bd873e3189fed0487 \
-    --hash=sha256:d50dd325e18ec25bfcc10cd7f99b04df1ab9ec76b0918c260e60817ad0643dee \
-    --hash=sha256:eb6bcae8d1a9d305351ecb108232441d11c5cfe9de840a04388ba5d2db8d735c
-    # via pytest-cov
-cryptography==50.0.2 \
-    --hash=sha256:0ddc924c04591c2811ca024d62ecad4f7f6f08af8939c211438f48a16bd23602 \
-    --hash=sha256:0ec5f09541743261e66e291b4a0cbf0fb2997aeaab6d9e9c740b9dba1b58d1c2 \
-    --hash=sha256:1981f1db4630889b9ef7803fadef12b056f428cb6b85c27ba57b774793b6093c \
-    --hash=sha256:1ba34f04897fcdaa73f74145c25f3ec146fbd56593853e88adc2e811303c5f42 \
-    --hash=sha256:25784ce8b9621c90c643efb9e1e2162ab3b0224cae446ad5e70e7fcb1ce18b51 \
-    --hash=sha256:3dc4fd8058cea1644971207d530e1a03a184a805ffc8ebdddf0599d78a331b81 \
-    --hash=sha256:4061c0079120205fb760c58acab6443e217307dcf05e3702cf970e0689972856 \
-    --hash=sha256:4e81d95e5bafc2d6e34e4bed780e53e4d5b9a2f928573428aa4d35fbec1eb0de \
-    --hash=sha256:58a0c478eeca76fe5e07993c5a0703def34a6dc6a0cda4f5564639b33112ffe7 \
-    --hash=sha256:58ddb5a8e3179d12f19e4ea34d2d32e9d63a4baa142c875c1eb59f41b7243acd \
-    --hash=sha256:630ebfea3bf689d075f82316324ff7433dc447fe6bc1bfc76524b74b4a9567d2 \
-    --hash=sha256:6f8700550aa1474a91e5dc07049c46f98b423b5b1ddd0483e0b51362eeeaf5be \
-    --hash=sha256:79def8d059362e7831389ed3be0ecdf58a89386e1271e35dd9f5af84e81bffd0 \
-    --hash=sha256:7a8701d6b584d76e909e3d305b7d126b41439876a5aaf76cddc67fc230eafa2e \
-    --hash=sha256:7afa5a6602a9f29af1f3a2965f831bae7c9d5d597b7cbb716d41ab3b7d89879c \
-    --hash=sha256:7b46165bb56eb4704e2eaaf86f3c940d19154535d9b0ca7d6d590b04060e00d5 \
-    --hash=sha256:7b75de3c8b3be1cdb1052747c929440c3eea46c1bc2cb8a6e3a48388e9b7b452 \
-    --hash=sha256:7c6d0330c472d96f6a6afe24d80dfdf15176c33096f0a4397ae4c60f3dd3be48 \
-    --hash=sha256:85d0d9a31b9098e98534226d5686b47264b95e62ce459dc2e62fdfc809f9fe93 \
-    --hash=sha256:87e9ce85beb6b328ba370cc6e6aea483c92617b4c95b1d33a49297eb662bfb04 \
-    --hash=sha256:92e665960f25fcdc73725b9cec7a3824f279ba97a98653afe9ffac2e43668f67 \
-    --hash=sha256:9c8402a82ea0dc4ceeab793db05f0fafa8ca139ca34fcde5df0f596103c74107 \
-    --hash=sha256:9dab55f57c74c3cad24c323bacbbd04be4705ba6eb0d92e920b1fc4837ed5079 \
-    --hash=sha256:a582ab2ae1d34f67112cadc86702774c9ea4374df6bca6afe672817203c99134 \
-    --hash=sha256:a6557e5f38e065ca9fbdaf7cfc7435ecb1d113aa81a022d1b51921ee7432e227 \
-    --hash=sha256:ac9ed99d81760c62fe89d5f0815cdfa1ba9a35141cf30f1c2d044f04b4803d2e \
-    --hash=sha256:b13478603dcd0a2479ff8e87e2c19a7d525734686fe3c49542472293a204212d \
-    --hash=sha256:c423ab384a46c4dff7217b2ea5ba2e11cffdeab6441acd04cf65a369caf0366c \
-    --hash=sha256:c5e67125c7dca78d199ec4e116aa93dbb83494808ecbb8211a2cb09b1bf41dbd \
-    --hash=sha256:c71be1cbfa5cd9a41ee452acf1eccd82b2c05950358b106ec8ceb83411d1a020 \
-    --hash=sha256:cbc8738fd8526d80f35cb3a40d41f41a2e7030bb3b18b09a6778ef63d291c2fd \
-    --hash=sha256:ce47f66801c20ec6c6632453bb5960fe38939e9306970b48b3a5a26de7745d94 \
-    --hash=sha256:d370b8d1dfcdf7130178137f6fbee6140774a1acc6cacefc4b42643ec11d0a3a \
-    --hash=sha256:d38cdff612d06fa6a32840d5e1b1f7a27cee4a349aa9085d94a67789d6bfd408 \
-    --hash=sha256:dfe9763530994147d9af1def057a5b9658b00e8f8fe8743d144d1e0911c2e454 \
-    --hash=sha256:e105ab60406787da31fccc883fc0f733af1efd78f0136a4599692c4083a73d0c \
-    --hash=sha256:e275096ea1e60cc595cda2836fd4a6c725d1125108b868be17f53684d164e2cc \
-    --hash=sha256:edc3342adf8f697fc5f59c887a304356f147b397809440ed64e2fa6af2f50f37 \
-    --hash=sha256:ee247f5c245c9a2fe7c8e2214e295918838e44e00a45a6718451e4004219e767 \
-    --hash=sha256:eef4c2f3423810b3070ab391f85436d2f8bbfcb286ac15cbc73190b3563b1f1a \
-    --hash=sha256:f21e8a22c8605750c7af886bab299a363721264061b4ac0a30efb73cfd58efc5 \
-    --hash=sha256:f265528741e048bce55c3463ed721fb0aa45a5888d8add8cfeccb3035451bbdc \
-    --hash=sha256:f2f9bd7f90c64fe89253f0a2c05e3c4856072660429ce8831b4235bf29403a67 \
-    --hash=sha256:f9f6143a8c75945eb960d9eb98905a441394abfa24afaae239d514ffb2586480 \
-    --hash=sha256:fa8f5efb344d6908a1ce62f4a24e2e5780f825d6f53f5f50ec5ffacac72936cb \
-    --hash=sha256:fdd28f912fccfec1846a94e2e1e8f9b0012f557f0c46fe4f3eb0d7a87afcf90b
-    # via pdfminer-six
-cycler==0.12.1 \
-    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
-    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
-    # via matplotlib
-equinox==0.13.8 \
-    --hash=sha256:ca004348533cc30a63ebe8823d7dd4bb626dce17743d40bbddb89b402ef2a240 \
-    --hash=sha256:dd075050018e2dd02e252e9d29d3060f7e67f085622d8d27a8e89e24bb8523db
-    # via inferactively-pymdp
-fastjsonschema==2.21.2 \
-    --hash=sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463 \
-    --hash=sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de
-    # via nbformat
-fonttools==4.63.0 \
-    --hash=sha256:063e08bd17bd5a90127a14123de0d6a952dbc847695fd98b63c043d58057f90c \
-    --hash=sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78 \
-    --hash=sha256:2b8ae05d9eacf6081414d759c0a352769ac28ce31280d6bb8e77b03f9e3c449f \
-    --hash=sha256:2c14b4fd138c4bafcca294765c547914e1aa431ae1ca94ab99d8db08c958bd3b \
-    --hash=sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02 \
-    --hash=sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d \
-    --hash=sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8 \
-    --hash=sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272 \
-    --hash=sha256:79cdc9f567aec74a72918fd060283911406750cbc9fd28c1316023deb6ce31a9 \
-    --hash=sha256:7dd683fef0663e9f0f45cf541d788d24caa3ec9db50796b588e1757d8b3bc007 \
-    --hash=sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0 \
-    --hash=sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263 \
-    --hash=sha256:afefc1ed0a59785a7fb06ea7e1678e849c193e1e387db783579bc7b3056fcfcb \
-    --hash=sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0 \
-    --hash=sha256:d76ac49f929aecaf82d83250b8347e099d7aecba0f4726c1d9b6df3b8bb5fe18 \
-    --hash=sha256:dcf076a4474fe0d7367e5bbf5b052c7284fa1feca729c04176ce513521afd8a0 \
-    --hash=sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b \
-    --hash=sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af
-    # via matplotlib
-idna==3.18 \
-    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
-    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
-    # via requests
-inferactively-pymdp==1.0.4 \
-    --hash=sha256:5bb8c67f4a8d076031b1ead666a9333c61b989fa57baccd73cc483d81b41fb33 \
-    --hash=sha256:92368bbfab7346e46aa2cb4a5b213dd90dee6a8699a3d4d1bda0b970aee123ca
-    # via biofirm
-iniconfig==2.3.0 \
-    --hash=sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730 \
-    --hash=sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12
-    # via pytest
-jax==0.10.2 \
-    --hash=sha256:724d73c4678d8b06f6a6ab4db1b8a2fea8cd4f1e2c2564f99601634ec7b8d1c6 \
-    --hash=sha256:bf77428a8c2e6904c4f46d5ab12aa5cfc6cad2179f07f7e4c0fc75ac86ef0639
-    # via
-    #   biofirm
-    #   chex
-    #   equinox
-    #   inferactively-pymdp
-    #   mctx
-jaxlib==0.10.2 \
-    --hash=sha256:1faca3c5d4662cb4a6130a68105d68bb520764817e165d6eebfd6786c0d1f30f \
-    --hash=sha256:47bb7c011515ea862be7e8313f40f9c56cbec09dc98a0fcb5016785fcd454c01 \
-    --hash=sha256:4b08f5fbc596b83f76308181863996f93d901d1f09cfd4e130a65c1998e1b371 \
-    --hash=sha256:53b72977ae582c03a9e8e1cdee1efbf8ebc1418270965b0e69eade57acf40331 \
-    --hash=sha256:5a98873fc867623b81f2bee15d554b8edd6588a183d01fa50d21b1e3db96ff2b \
-    --hash=sha256:d44565dcfd1b4f60f76d911c6512118a8a4fc764bdef92663fecb8bfccd54f23 \
-    --hash=sha256:e7a9214e6b0b9e0825d905573d1bbf2253c20e9d7464a63e085b60519975553f \
-    --hash=sha256:fe88ec443714c4379968b6c109f9fa617c7ad19b802828e4d7bf861cd66da4b7
-    # via
-    #   chex
-    #   inferactively-pymdp
-    #   jax
-    #   mctx
-jaxtyping==0.3.11 \
-    --hash=sha256:8a4bedc4e3f963fa82df41bd13c7ebc2bad925601eb48614c65798f21329d4e3 \
-    --hash=sha256:b09c14acf6686feb9e0df5b0d8c6e7c5b6f8d36bf059ee54cd522a186c2ef050
-    # via
-    #   equinox
-    #   inferactively-pymdp
-joblib==1.5.3 \
-    --hash=sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713 \
-    --hash=sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3
-    # via scikit-learn
-jsonschema==4.26.0 \
-    --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
-    --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via nbformat
-jsonschema-specifications==2025.9.1 \
-    --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
-    --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
-    # via jsonschema
-jupyter-core==5.9.1 \
-    --hash=sha256:4d09aaff303b9566c3ce657f580bd089ff5c91f5f89cf7d8846c3cdf465b5508 \
-    --hash=sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407
-    # via nbformat
-kiwisolver==1.5.0 \
-    --hash=sha256:01808c6d15f4c3e8559595d6d1fe6411c68e4a3822b4b9972b44473b24f4e679 \
-    --hash=sha256:0df54df7e686afa55e6f21fb86195224a6d9beb71d637e8d7920c95cf0f89aac \
-    --hash=sha256:12e91c215a96e39f57989c8912ae761286ac5a9584d04030ceb3368a357f017a \
-    --hash=sha256:1465387ac63576c3e125e5337a6892b9e99e0627d52317f3ca79e6930d889d15 \
-    --hash=sha256:1d9daea4ea6b9be74fe2f01f7fbade8d6ffab263e781274cffca0dba9be9eec9 \
-    --hash=sha256:1f1489f769582498610e015a8ef2d36f28f505ab3096d0e16b4858a9ec214f57 \
-    --hash=sha256:2517e24d7315eb51c10664cdb865195df38ab74456c677df67bb47f12d088a27 \
-    --hash=sha256:3c4923e404d6bcd91b6779c009542e5647fef32e4a5d75e115e3bbac6f2335eb \
-    --hash=sha256:4e9750bc21b886308024f8a54ccb9a2cc38ac9fa813bf4348434e3d54f337ff9 \
-    --hash=sha256:50847dca5d197fcbd389c805aa1a1cf32f25d2e7273dc47ab181a517666b68cc \
-    --hash=sha256:530a3fd64c87cffa844d4b6b9768774763d9caa299e9b75d8eca6a4423b31314 \
-    --hash=sha256:59cd8683f575d96df5bb48f6add94afc055012c29e28124fcae2b63661b9efb1 \
-    --hash=sha256:5ae8e62c147495b01a0f4765c878e9bfdf843412446a247e28df59936e99e797 \
-    --hash=sha256:6176c1811d9d5a04fa391c490cc44f451e240697a16977f11c6f722efb9041db \
-    --hash=sha256:6ab8ba9152203feec73758dad83af9a0bbe05001eb4639e547207c40cfb52083 \
-    --hash=sha256:72ec46b7eba5b395e0a7b63025490d3214c11013f4aacb4f5e8d6c3041829588 \
-    --hash=sha256:7c60d3c9b06fb23bd9c6139281ccbdc384297579ae037f08ae90c69f6845c0b1 \
-    --hash=sha256:800ee55980c18545af444d93fdd60c56b580db5cc54867d8cbf8a1dc0829938c \
-    --hash=sha256:8c63c91f95173f9c2a67c7c526b2cea976828a0e7fced9cdcead2802dc10f8a4 \
-    --hash=sha256:9eed0f7edbb274413b6ee781cca50541c8c0facd3d6fd289779e494340a2b85c \
-    --hash=sha256:ad4ae4ffd1ee9cd11357b4c66b612da9888f4f4daf2f36995eda64bd45370cac \
-    --hash=sha256:b0f172dc8ffaccb8522d7c5d899de00133f2f1ca7b0a49b7da98e901de87bf2d \
-    --hash=sha256:b2af221f268f5af85e776a73d62b0845fc8baf8ef0abfae79d29c77d0e776aaf \
-    --hash=sha256:b7d335370ae48a780c6e6a6bbfa97342f563744c39c35562f3f367665f5c1de2 \
-    --hash=sha256:bb5136fb5352d3f422df33f0c879a1b0c204004324150cc3b5e3c4f310c9049f \
-    --hash=sha256:be4a51a55833dc29ab5d7503e7bcb3b3af3402d266018137127450005cdfe737 \
-    --hash=sha256:beb7f344487cdcb9e1efe4b7a29681b74d34c08f0043a327a74da852a6749e7b \
-    --hash=sha256:c31c13da98624f957b0fb1b5bae5383b2333c2c3f6793d9825dd5ce79b525cb7 \
-    --hash=sha256:c438f6ca858697c9ab67eb28246c92508af972e114cac34e57a6d4ba17a3ac08 \
-    --hash=sha256:cdee07c4d7f6d72008d3f73b9bf027f4e11550224c7c50d8df1ae4a37c1402a6 \
-    --hash=sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a \
-    --hash=sha256:daae526907e262de627d8f70058a0f64acc9e2641c164c99c8f594b34a799a16 \
-    --hash=sha256:e315e5ec90d88e140f57696ff85b484ff68bb311e36f2c414aa4286293e6dee0 \
-    --hash=sha256:ec4c85dc4b687c7f7f15f553ff26a98bfe8c58f5f7f0ac8905f0ba4c7be60232 \
-    --hash=sha256:ed3a984b31da7481b103f68776f7128a89ef26ed40f4dc41a2223cda7fb24819 \
-    --hash=sha256:f18c2d9782259a6dc132fdc7a63c168cbc74b35284b6d75c673958982a378384 \
-    --hash=sha256:f1f9f4121ec58628c96baa3de1a55a4e3a333c5102c8e94b64e23bf7b2083309 \
-    --hash=sha256:f6764a4ccab3078db14a632420930f6186058750df066b8ea2a7106df91d3203 \
-    --hash=sha256:f7c7553b13f69c1b29a5bde08ddc6d9d0c8bfb84f9ed01c30db25944aeb852a7 \
-    --hash=sha256:ff710414307fefa903e0d9bdf300972f892c23477829f49504e59834f4195398
-    # via matplotlib
-librt==0.13.0 ; platform_python_implementation != 'PyPy' \
-    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
-    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
-    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
-    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
-    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
-    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
-    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
-    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
-    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
-    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
-    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
-    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
-    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
-    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
-    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
-    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
-    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
-    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
-    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
-    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
-    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
-    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
-    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
-    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
-    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
-    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
-    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
-    # via mypy
-markdown-it-py==4.2.0 \
-    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
-    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
-    # via rich
-matplotlib==3.11.0 \
-    --hash=sha256:0515d495124be3124340e59f164d901ed4484e2246a5b74cfa483cac3b80bd97 \
-    --hash=sha256:06b5872e9cf11adc8f589ded3ce11bc3e1061ad498259664fabc1f6615beb918 \
-    --hash=sha256:3d68266213e73823ac3be90615bab0cf31f88851e114cdb1dd25dacf3b01e1a7 \
-    --hash=sha256:41635d7909d19e52e924a521dde6d8f670b0f53ab1d0e8c331fa831554f681d1 \
-    --hash=sha256:4d7aea652b58e686444079be3376ef546bffa1eee9b9bb9c472b9fcf6cf410d3 \
-    --hash=sha256:5106c444d0bf966eee2853548c03772af4ab7199118e086c62fbac8ccb07c055 \
-    --hash=sha256:57baa92fdc82948ed716eae6d2579d4d6f40965cd8d2f416755b4a72580a3233 \
-    --hash=sha256:630eee0e67d35cce2019a0e670719f4816e3b86aff0fa72729f6c69786fceb45 \
-    --hash=sha256:68c0c7be01b30dcca3638934f7f591df73401235cbdbf0d1ab1c71e7db7f8b57 \
-    --hash=sha256:70a5b3e9a5dab708c0f039709ae7c68d5b4d254e291ef76492cdba230c8bb5e4 \
-    --hash=sha256:81ae77077a1e16d37a5b61096ccb07c8d90a99b518fa8256b8f21578932f2f62 \
-    --hash=sha256:94f5000f67ca9faa300863ea17f8bce9175cb67b88bec4bc7780502d53dd7c9e \
-    --hash=sha256:9dd11fb612ce7bc60b1de5b4fc87ff959d22317b5de42aabf392f66f97af22eb \
-    --hash=sha256:ac6f1ef39f3d0f9e2463303013094992cdbe0f85f43bc54155bc472b2042768e \
-    --hash=sha256:be5f93a1d21981bfb802ded0d77a0caa92d4342a47d45754fac77e314a506344 \
-    --hash=sha256:cf662e5ac5707658cb931e19972c4bd99f7b4f8b7bf79d3c821d239fa6b71e64 \
-    --hash=sha256:ddef37840695f5eef65f9f070fe2d2f510f584c2156203f9f622a5b0584efffd \
-    --hash=sha256:f857524b442f0f36e641868ce2171aafa88cb0bc0644f4e1d8a5df9b32649fef
-    # via
-    #   biofirm
-    #   inferactively-pymdp
-    #   seaborn
-    #   wordcloud
-mctx==0.0.71 \
-    --hash=sha256:15be68b6344ca93e3bc4ae5be3a7ced93609839909acecd896e7d17a73b9b87e \
-    --hash=sha256:f1546009fe5d714a10a200ffeb51e5b1ea4710f4b15f96ccb8d9874d9651941d
-    # via inferactively-pymdp
-mdurl==0.1.2 \
-    --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
-    --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
-    # via markdown-it-py
-ml-dtypes==0.5.4 \
-    --hash=sha256:19b9a53598f21e453ea2fbda8aa783c20faff8e1eeb0d7ab899309a0053f1483 \
-    --hash=sha256:557a31a390b7e9439056644cb80ed0735a6e3e3bb09d67fd5687e4b04238d1de \
-    --hash=sha256:6c7ecb74c4bd71db68a6bea1edf8da8c34f3d9fe218f038814fd1d310ac76c90 \
-    --hash=sha256:7c23c54a00ae43edf48d44066a7ec31e05fdc2eee0be2b8b50dd1903a1db94bb \
-    --hash=sha256:8ab06a50fb9bf9666dd0fe5dfb4676fa2b0ac0f31ecff72a6c3af8e22c063453 \
-    --hash=sha256:9ad459e99793fa6e13bd5b7e6792c8f9190b4e5a1b45c63aba14a4d0a7f1d5ff \
-    --hash=sha256:9bad06436568442575beb2d03389aa7456c690a5b05892c471215bfd8cf39460 \
-    --hash=sha256:a174837a64f5b16cab6f368171a1a03a27936b31699d167684073ff1c4237dac \
-    --hash=sha256:a7f7c643e8b1320fd958bf098aa7ecf70623a42ec5154e3be3be673f4c34d900 \
-    --hash=sha256:bc11d7e8c44a65115d05e2ab9989d1e045125d7be8e05a071a48bc76eb6d6040 \
-    --hash=sha256:c1a953995cccb9e25a4ae19e34316671e4e2edaebe4cf538229b1fc7109087b7
-    # via
-    #   jax
-    #   jaxlib
-multimethod==2.0.2 \
-    --hash=sha256:4f753e9ef0eb08f25037fb7d04f3de22547716c4af257a978e1c4d660edab8f4 \
-    --hash=sha256:e6e61347765ec0c154aef827bd6952a685a6693eb9d927fb530a6c364c77939e
-    # via inferactively-pymdp
-mypy==1.20.2 \
-    --hash=sha256:0deb80d062b2479f2c87ae568f89845afc71d11bc41b04179e58165fd9f31e98 \
-    --hash=sha256:20175a1c0f49863946ec20b7f63255768058ac4f07d2b9ded6a6b46cfb5a9100 \
-    --hash=sha256:34397cdced6b90b836e38182076049fdb41424322e0b0728c946b0939ebdf9f6 \
-    --hash=sha256:4077797a273e56e8843d001e9dfe4ba10e33323d6ade647ff260e5cd97d9758c \
-    --hash=sha256:4b6481b228d072315b053210b01ac320e1be243dc17f9e5887ef167f23f5fae4 \
-    --hash=sha256:4dbfcf869f6b0517f70cf0030ba6ea1d6645e132337a7d5204a18d8d5636c02b \
-    --hash=sha256:56908d7e08318d39f85b1f0c6cfd47b0cac1a130da677630dac0de3e0623e102 \
-    --hash=sha256:785b08db19c9f214dc37d65f7c165d19a30fcecb48abfa30f31b01b5acaabb58 \
-    --hash=sha256:a5da6976f20cae27059ea8d0c86e7cef3de720e04c4bb9ee18e3690fdb792066 \
-    --hash=sha256:a94c5a76ab46c5e6257c7972b6c8cff0574201ca7dc05647e33e795d78680563 \
-    --hash=sha256:baf593f2765fa3a6b1ef95807dbaa3d25b594f6a52adcc506a6b9cb115e1be67 \
-    --hash=sha256:bba9ad231e92a3e424b3e56b65aa17704993425bba97e302c832f9466bb85bac \
-    --hash=sha256:c566c3a88b6ece59b3d70f65bedef17304f48eb52ff040a6a18214e1917b3254 \
-    --hash=sha256:cdecf62abcc4292500d7858aeae87a1f8f1150f4c4dd08fb0b336ee79b2a6df3 \
-    --hash=sha256:d52ad8d78522da1d308789df651ee5379088e77c76cb1994858d40a426b343b9 \
-    --hash=sha256:e8222c26daaafd9e8626dec58ae36029f82585890589576f769a650dd20fd665
-    # via biofirm
-mypy-extensions==1.1.0 \
-    --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
-    --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
-    # via mypy
-narwhals==2.24.0 \
-    --hash=sha256:42fdedf44e5b2ca7505630d45b4ac3058f38d8485cba9fe1652ca23152df7489 \
-    --hash=sha256:b5c0f684ccd9d7475b564111e319a4964abcf2baf79d3cf6b1003d06ac9b828d
-    # via scikit-learn
-nbformat==5.10.4 \
-    --hash=sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a \
-    --hash=sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b
-    # via biofirm
-networkx==3.6.1 \
-    --hash=sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509 \
-    --hash=sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762
-    # via
-    #   biofirm
-    #   inferactively-pymdp
-numpy==2.4.6 \
-    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
-    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
-    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
-    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
-    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
-    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
-    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
-    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
-    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
-    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
-    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
-    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
-    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
-    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
-    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
-    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
-    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
-    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
-    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
-    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
-    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
-    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
-    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
-    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
-    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
-    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
-    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
-    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
-    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
-    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6
-    # via
-    #   biofirm
-    #   chex
-    #   contourpy
-    #   inferactively-pymdp
-    #   jax
-    #   jaxlib
-    #   matplotlib
-    #   ml-dtypes
-    #   pandas
-    #   scikit-learn
-    #   scipy
-    #   seaborn
-    #   wordcloud
-opt-einsum==3.4.0 \
-    --hash=sha256:69bb92469f86a1565195ece4ac0323943e83477171b91d24c35afe028a90d7cd \
-    --hash=sha256:96ca72f1b886d148241348783498194c577fa30a8faac108586b14f1ba4473ac
-    # via
-    #   inferactively-pymdp
-    #   jax
-packaging==26.2 \
-    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
-    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
-    # via
-    #   build
-    #   matplotlib
-    #   pytest
-pandas==2.3.3 \
-    --hash=sha256:1d37b5848ba49824e5c30bedb9c830ab9b7751fd049bc7914533e01c65f79791 \
-    --hash=sha256:371a4ab48e950033bcf52b6527eccb564f52dc826c02afd9a1bc0ab731bba084 \
-    --hash=sha256:3fd2f887589c7aa868e02632612ba39acb0b8948faf5cc58f0850e165bd46f35 \
-    --hash=sha256:602b8615ebcc4a0c1751e71840428ddebeb142ec02c786e8ad6b1ce3c8dec523 \
-    --hash=sha256:6d21f6d74eb1725c2efaa71a2bfc661a0689579b58e9c0ca58a739ff0b002b53 \
-    --hash=sha256:8fe25fc7b623b0ef6b5009149627e34d2a4657e880948ec3c840e9402e5c1b45 \
-    --hash=sha256:a16dcec078a01eeef8ee61bf64074b4e524a2a3f4b3be9326420cabe59c4778b \
-    --hash=sha256:a68e15f780eddf2b07d242e17a04aa187a7ee12b40b930bfdd78070556550e98 \
-    --hash=sha256:b3d11d2fda7eb164ef27ffc14b4fcab16a80e1ce67e9f57e19ec0afaf715ba89 \
-    --hash=sha256:b468d3dad6ff947df92dcb32ede5b7bd41a9b3cceef0a30ed925f6d01fb8fa66 \
-    --hash=sha256:b98560e98cb334799c0b07ca7967ac361a47326e9b4e5a7dfb5ab2b1c9d35a1b \
-    --hash=sha256:db4301b2d1f926ae677a751eb2bd0e8c5f5319c9cb3f88b0becbbb0b07b34151 \
-    --hash=sha256:e05e1af93b977f7eafa636d043f9f94c7ee3ac81af99c13508215942e64c993b \
-    --hash=sha256:ecaf1e12bdc03c86ad4a7ea848d66c685cb6851d807a26aa245ca3d2017a1908 \
-    --hash=sha256:f086f6fe114e19d92014a1966f43a3e62285109afe874f067f5abbdcbb10e59c
-    # via
-    #   biofirm
-    #   seaborn
-pathspec==1.1.1 \
-    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
-    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
-    # via mypy
-pdfminer-six==20260107 \
-    --hash=sha256:366585ba97e80dffa8f00cebe303d2f381884d8637af4ce422f1df3ef38111a9 \
-    --hash=sha256:96bfd431e3577a55a0efd25676968ca4ce8fd5b53f14565f85716ff363889602
-    # via pdfplumber
-pdfplumber==0.11.10 \
-    --hash=sha256:7741ea81bf165b474b153e6789d10d18e06b6ddcf3ec84289c3ef2fed6802580 \
-    --hash=sha256:b95b2d28c66efb0a794a83b88c6c6aea5987532a445d20a1cbcfa657022e6e57
-    # via biofirm
-pillow==13.0.0 \
-    --hash=sha256:02464da86f561f410e13b061ec37c3068a9cb557a095494157742d07b3c24a27 \
-    --hash=sha256:10b5019883c98f1dd819ca48ffc6f33a91cee04948fe637c605f4345c7cafd6f \
-    --hash=sha256:12fbb851cf323cc19aac3eea1df5ad17b57e91e9fe3cfd06100dba7bb8208c13 \
-    --hash=sha256:23edf4ec4b6f4f240e8df6e4985e9ee2ced86474632433e55fb1e2548744bf40 \
-    --hash=sha256:37290fbef0c73e2d51d594eb78fded7dc7170d1c3ad0a890269e6fd8c8c4e061 \
-    --hash=sha256:405be6058e206a86fedce2f715ecc2343f94072d7925251632dffa2c05f70dca \
-    --hash=sha256:42d63be3af4f9b951b199b0a9d23365d37ab14687e6d77b74940432c8515c4ca \
-    --hash=sha256:4bd024d567eca931b668978d672dba914d4b8e2628e2c3073a2ad178de8a2620 \
-    --hash=sha256:567f20f1c75897d7663830da6ea8af719e03d712b1d9ee7f813319f9ece42e5a \
-    --hash=sha256:67c8d44ad89fa7eb88de5d6ef6199b1e03dd24974f85a67639fc8badb801fe79 \
-    --hash=sha256:6a0920cb55df5a4d3f6862964908078c0bd59332bdd1bcd20d14e8c70ef27cc5 \
-    --hash=sha256:6f38f3f885a09cafc93fd667b1173a92f379e43785d635e7983c893f0da319fb \
-    --hash=sha256:73ee25cf8cf8b75d5a5aeed7cb6588f5e5dbfbb0fde51707b630bbb23897645c \
-    --hash=sha256:7c88c10dd432f3b39ccdafc9ed81d0c21b8fd634502574da76d1bfa4fe2c76d0 \
-    --hash=sha256:7e91e97a929232cdb828889ee6ad0e48d7f40f4ec38818f4e4a8968b2b1af22e \
-    --hash=sha256:83b37abd87b590acd8f47ca8a61f70893322b11834d36e07c2298dacad4d14d2 \
-    --hash=sha256:8619685cad8efc4c38c66d3b36aad854523297c43d748b3b6f0cc03c90ba3463 \
-    --hash=sha256:8bf295fe459343bc6093c8e5e0df60bfa189e0fcb775a22e2c2488fdeccc6c0d \
-    --hash=sha256:93ff9c9c3663ce23aaa5d0b6b6abac55359e2a0c06c7e30f3771829af816be63 \
-    --hash=sha256:a192360d512305fe92d3053e4f7627bbad1f7708f1f4ad38cccd9336acabe9ad \
-    --hash=sha256:a625df9a2a5597fa5e5266e01aefc82604bb85d291e3547981e863560d75da6c \
-    --hash=sha256:b84be41387fc00db28c13c02e30d42b02d8d8f6a4a741a1aee6012ca7f1f6039 \
-    --hash=sha256:c3bc8ee0271387e0b1e3ad0ff893645990a656e79bf9c42f4f734a3642b11d51 \
-    --hash=sha256:cdcd1ba258178f7356d74170c9a81ba4eab6a5d55748bc402a5a2a6fe6be3510 \
-    --hash=sha256:d7710eb676e9bb68965cb045be0d333b4c0d7f9dfbaa7fbf121385b1588683d3 \
-    --hash=sha256:e65dd6e75de67b2362a4fa3e16aa627595f65054dc4ec73d64680c84d592fa61 \
-    --hash=sha256:f391dc92a015c478745192fe4f2e120c2af2aba18d9fe0616341cbf537599806 \
-    --hash=sha256:fc481f742ccda20e9ed760b8f978dff50f2a4e9bc253ac167fb0a05b0783ef52 \
-    --hash=sha256:ff3fe9eb621fbb9db4c4be33ab946f6bac5f98ab50ca8d3260503653656c961b
-    # via
-    #   matplotlib
-    #   pdfplumber
-    #   wordcloud
-platformdirs==4.10.0 \
-    --hash=sha256:31e761a6a0ca04faf7353ea759bdba55652be214725111e5aac52dfa29d4bef7 \
-    --hash=sha256:fb516cdb12eb0d857d0cd85a7c57cea4d060bee4578d6cf5a14dfdf8cbf8784a
-    # via jupyter-core
-pluggy==1.6.0 \
-    --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
-    --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
-    # via
-    #   pytest
-    #   pytest-cov
-pycparser==3.0 ; implementation_name != 'PyPy' and platform_python_implementation != 'PyPy' \
-    --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
-    --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
-    # via cffi
-pygments==2.20.0 \
-    --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
-    --hash=sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176
-    # via
-    #   pytest
-    #   rich
-pyparsing==3.3.2 \
-    --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
-    --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
-    # via matplotlib
-pypdfium2==5.12.1 \
-    --hash=sha256:05bab9b1ba2de7fc299ae2af25cb9c8a0543bc8bb893e879fe8c9ba8310e9ce4 \
-    --hash=sha256:05bfa20a08a96584253bbe38b60e13f81a037eac31c5579e607ec1480ad25dbf \
-    --hash=sha256:07eeebb2784f4cd38d386b924235df43217a397442796673296bb6efbdaad1d0 \
-    --hash=sha256:236dbdc88aa54f14b27937ccb2ebe3dcf08c10dbb8652f432ea982dc9af39732 \
-    --hash=sha256:4648f0905441bcb141687ca2263bbf38a1aa056b943eef06019f91cff3e1da4a \
-    --hash=sha256:5c3e6cbe43581af79526184643920ab03a9401a0c79f2226bea9d4d1e3d34008 \
-    --hash=sha256:5f257bb40fa44ce9ba18d2c919777dbd3f16bf22548b1d68fd56c7c92f1de530 \
-    --hash=sha256:66a9ed40d70a5d728cd42148fecb9d7a0917c6161d6bb67c844093a4ed1df089 \
-    --hash=sha256:6eabf028ad8e7bc7811c9acf3a72718c180569b624b844d2c6cc974609784275 \
-    --hash=sha256:715ae16b34ea1d64884d58800155179ba700e9ea65a2f583b020666acd2bfb12 \
-    --hash=sha256:7857cfa6642ec5a09db12ff8f5cf6b6494585b5e3a605399fddc4fb862837b63 \
-    --hash=sha256:847378a5ab41332998b2621b21bab2e96dc8c3eff36a08bce26695b964163983 \
-    --hash=sha256:9609be73a6701a68f29dffe0335f7a2e4b3ba581542ed65d35d49f761a4600ca \
-    --hash=sha256:974082344172da76a5c3c0782eaedfe6069dbe88db77d8c671ef36b61e9b14e2 \
-    --hash=sha256:9c8856ce7dd77a7827476c7d75afe1197d6cd505f5cb4167b6aacf661f3f8ea5 \
-    --hash=sha256:9f059f7bdbdf4352eb83691071096940d769d6ae5930b8734237fdb1bd78fbc2 \
-    --hash=sha256:afc0b7e0c975a429abc75875209ce17b66d749f6ac5cbe8ba72470e83901e304 \
-    --hash=sha256:bdff622181fab64f32328591c9c8287cdc745c9a1f2afc26ca3feba39e3e6645 \
-    --hash=sha256:d0e0648fb2e28f50efcd1ec0a5a18ced9f4d66b2c227fae9b603f0a883b2d13f \
-    --hash=sha256:d4ee061e566a6422b660cdddaaa799a2d1cbf2f016921bcaf24d61426d01d942 \
-    --hash=sha256:e10cbf41b21233ec5e20adfc170cf60edd77abead86a97dc708fff55a8a886c7 \
-    --hash=sha256:e5358d2ce4ebc5c899aab1df9ca5d215357244e9168aa443225d3c1e649c7eac
-    # via pdfplumber
-pyproject-hooks==1.2.0 \
-    --hash=sha256:1e859bd5c40fae9448642dd871adf459e5e2084186e8d2c2a79a824c970da1f8 \
-    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
-    # via build
-pytest==9.2.0 \
-    --hash=sha256:07acdcf88ec174f907dc01af70bf52d49b014bbab03faeeade31c96b18c2e588 \
-    --hash=sha256:97c4f3b1f3c7414aa36465e09b8220f1d03627993bd51b1282e193753c80557b
-    # via
-    #   biofirm
-    #   pytest-cov
-pytest-cov==6.3.0 \
-    --hash=sha256:35c580e7800f87ce892e687461166e1ac2bcb8fb9e13aea79032518d6e503ff2 \
-    --hash=sha256:440db28156d2468cafc0415b4f8e50856a0d11faefa38f30906048fe490f1749
-    # via biofirm
-python-dateutil==2.9.0.post0 \
-    --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
-    --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
-    # via
-    #   matplotlib
-    #   pandas
-pytz==2026.2 \
-    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
-    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
-    # via pandas
-pyyaml==6.0.3 \
-    --hash=sha256:10892704fc220243f5305762e276552a0395f7beb4dbf9b14ec8fd43b57f126c \
-    --hash=sha256:1d37d57ad971609cf3c53ba6a7e365e40660e3be0e5175fa9f2365a379d6095a \
-    --hash=sha256:37503bfbfc9d2c40b344d06b2199cf0e96e97957ab1c1b546fd4f87e53e5d3e4 \
-    --hash=sha256:41715c910c881bc081f1e8872880d3c650acf13dfa8214bad49ed4cede7c34ea \
-    --hash=sha256:44edc647873928551a01e7a563d7452ccdebee747728c1080d881d68af7b997e \
-    --hash=sha256:5fcd34e47f6e0b794d17de1b4ff496c00986e1c83f7ab2fb8fcfe9616ff7477b \
-    --hash=sha256:5fdec68f91a0c6739b380c83b951e2c72ac0197ace422360e6d5a959d8d97b2c \
-    --hash=sha256:64386e5e707d03a7e172c0701abfb7e10f0fb753ee1d773128192742712a98fd \
-    --hash=sha256:652cb6edd41e718550aad172851962662ff2681490a8a711af6a4d288dd96824 \
-    --hash=sha256:7f047e29dcae44602496db43be01ad42fc6f1cc0d8cd6c83d342306c32270196 \
-    --hash=sha256:8098f252adfa6c80ab48096053f512f2321f0b998f98150cea9bd23d83e1467b \
-    --hash=sha256:850774a7879607d3a6f50d36d04f00ee69e7fc816450e5f7e58d7f17f1ae5c00 \
-    --hash=sha256:8dc52c23056b9ddd46818a57b78404882310fb473d63f17b07d5c40421e47f8e \
-    --hash=sha256:9149cad251584d5fb4981be1ecde53a1ca46c891a79788c0df828d2f166bda28 \
-    --hash=sha256:96b533f0e99f6579b3d4d4995707cf36df9100d67e0c8303a0c55b27b5f99bc5 \
-    --hash=sha256:9f3bfb4965eb874431221a3ff3fdcddc7e74e3b07799e0e84ca4a0f867d449bf \
-    --hash=sha256:b8bb0864c5a28024fac8a632c443c87c5aa6f215c0b126c449ae1a150412f31d \
-    --hash=sha256:ba1cc08a7ccde2d2ec775841541641e4548226580ab850948cbfda66a1befcdc \
-    --hash=sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f \
-    --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
-    # via bandit
-referencing==0.37.0 \
-    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
-    --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
-    # via
-    #   jsonschema
-    #   jsonschema-specifications
-regex==2026.7.10 \
-    --hash=sha256:0639b2488b775a0109f55a5a2172deebdedb4b6c5ab0d48c90b43cbf5de58d17 \
-    --hash=sha256:1050fedf0a8a92e843971120c2f57c3a99bea86c0dfa1d63a9fac053fe54b135 \
-    --hash=sha256:28a0973eeffff4292f5a7ee498ab65d5e94ee8cc9cea364239251eb4a260a0f1 \
-    --hash=sha256:3750c42d47712e362158a04d0fd80131f73a55e8c715b2885442a0ff6f9fc3fc \
-    --hash=sha256:396ea70e4ea1f19571940add3bad9fd3eb6a19dc610d0d01f692bc1ba0c10cb4 \
-    --hash=sha256:4574feca202f8c470bf678aed8b5d89df04aaf8dc677f3b83d92825051301c0f \
-    --hash=sha256:58a4571b2a093f6f6ee4fd281faa8ebf645abcf575f758173ea2605c7a1e1ecb \
-    --hash=sha256:65ee5d1ac3cd541325f5ac92625b1c1505f4d171520dd931bda7952895c5321a \
-    --hash=sha256:66d2c35587cd601c95965d5c0415058ba5cfd6ffbab7624ce198bd967102b341 \
-    --hash=sha256:6cbedeb5112f59dbd169385459b9943310bdd241c6966c19c5f6e2295055c93a \
-    --hash=sha256:724ee9379568658ec06362cf24325c5315cc5a67f61dfe585bfeff58300a355b \
-    --hash=sha256:7252b48b0c60100095088fbeb281fca9a4fcf678a4e04b1c520c3f8613c952c4 \
-    --hash=sha256:732c19e5828eb287d01edb83b2eb87f283ba8e5fc3441c732709d3e8cbd14aaa \
-    --hash=sha256:80151ca5bfc6c4524186b3e08b499e97319b2001fc265ed2d4fc12c0d5692cdf \
-    --hash=sha256:8331484450b3894298bef8abecce532171ff6ac60b71f999eed10f2c01941a8a \
-    --hash=sha256:87794549a3f5c1c2bdfba2380c1bf87b931e375f4133d929da44f95e396bf5fe \
-    --hash=sha256:948dfc62683a6947b9b486c4598d8f6e3ecc542478b6767b87d52be68aeb55c6 \
-    --hash=sha256:982d07727c809b42a3968785354f11c3728414e4e90af0754345b431b2c32561 \
-    --hash=sha256:9d028d189d8f38d7ff292f22187c0df37f2317f554d2ed9a2908ada330af57c0 \
-    --hash=sha256:aa34473fbcc108fea403074f3f45091461b18b2047d136f16ffaa4c65ad46a68 \
-    --hash=sha256:b1963ec5ba4d52788fb0eac6aca6eb8040e8e318c7e47ebbdfc09440c802919c \
-    --hash=sha256:bb52e10e453b5493afe1f7702a2973bc10f4dd8901c0f2ed869ffaa3f8319296 \
-    --hash=sha256:be4223af640d0aa04c05db81d5d96ada3ead9c09187d892fd37f4f97829480be \
-    --hash=sha256:c2cbd385d82f63bb35edb60b09b08abad3619bd0a4a492ae59e55afaf98e1b9d \
-    --hash=sha256:d3c75d57a00109255e60bc9c623b6ececaf7905eaab845c79f036670ed4750a2 \
-    --hash=sha256:da6ef4cb8d457aab0482b50120136ae94238aaa421863eaa7d599759742c72d6 \
-    --hash=sha256:e37aba1994d73b4944053ab65a15f313bd5c28c885dd7f0d494a11749d89db6e \
-    --hash=sha256:eac1207936555aa691ce32df1432b478f2729d54e6d93a1f4db9215bcd8eb47d \
-    --hash=sha256:ebbf0d83ed5271991d666e54bb6c90ac2c55fb2ef3a88740c6af85dc85de2402 \
-    --hash=sha256:ecae626449d00db8c08f8f1fc00047a32d6d7eb5402b3976f5c3fda2b80a7a4f \
-    --hash=sha256:f3463a5f26be513a49e4d497debcf1b252a2db7b92c77d89621aa90b83d2dd38 \
-    --hash=sha256:f6222cafe00e072bb2b8f14142cd969637411fbc4dd3b1d73a90a3b817fa046f \
-    --hash=sha256:fe7ff456c22725c9d9017f7a2a7df2b51af6df77314176760b22e2d05278e181
-    # via tiktoken
-requests==2.34.2 \
-    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
-    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
-    # via
-    #   biofirm
-    #   tiktoken
-rich==15.0.0 \
-    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
-    --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
-    # via bandit
-rpds-py==2026.6.3 \
-    --hash=sha256:127565fead0a10943b282957bd5447804ff3160ad79f2ad2635e6d249e380680 \
-    --hash=sha256:127e08c0642d880cf32ca47ec2a4a77b901f7e2dd1ad9762adb13955d72ffcc9 \
-    --hash=sha256:168c733a7112e071bb7a66460e667edfcff06c017a3c523f7a8a8e08d0140804 \
-    --hash=sha256:1cebd1337c242e4ec2293e541f712b2da849b29f48f0c293684b71c0632625d4 \
-    --hash=sha256:1e5822dfc2f0d4ab7e745eaa6d85945069329beeccef965af3f3bb26058fcab6 \
-    --hash=sha256:22bffe6042b9bcb0822bcd1955ec00e245daf17b4344e4ed8e9551b976b63e96 \
-    --hash=sha256:270b293dae9058fc9fcedab50f13cebf46fb8ed1d1d54e0521a9da5d6b211975 \
-    --hash=sha256:2bfd04c19ddbd6640de0b51894d764bd2758854d5b75bd102d2ef10cb9c293a9 \
-    --hash=sha256:2c54a076ca4d370980ab57bc0e31df57bbe8d41340436a90ef8b1219a3cbb127 \
-    --hash=sha256:2c958bf94822e9290a40aaf2a822d4bc5c88099093e3948ad6c571eca9272e5f \
-    --hash=sha256:2c99f7e8ccb3dd6e3e4bfeac657a7b208c9bac8075f4b078c02d7404c34107fa \
-    --hash=sha256:30c6dc199b24a5e3e81d50da0f00858c5bbdb2617a750395687f4339c5818171 \
-    --hash=sha256:3a83ae6c67b7676b9878378547ca8e93ed77a580037bcbcd1d32f739e1e6089c \
-    --hash=sha256:421aba32367055614287a4292b6a17f1939c9452299f7a0209c117e990b646d4 \
-    --hash=sha256:4cf2d36a2357e4d07bb5a4f98801265327b48256867816cfd2ceb001e9754a8f \
-    --hash=sha256:501f9f04a588d6a09179368c57071301445191767c64e4b52a6aa9871f1ef5ed \
-    --hash=sha256:538949e262e46caa31ac01bdb3c1e8f642622922cacbabbae6a8445d9dc33eaf \
-    --hash=sha256:55927d532399c2c646100ff7feb48eaa940ad70f42cd68e1328f3ded9f81ca24 \
-    --hash=sha256:58eadac9cd119677b60e1cf8ac4052f35949d71b8a9e5556efccbe82533cf22a \
-    --hash=sha256:5e8d07bddee435a2ff6f1920e18feff28d0bc4533e42f4bf6927fbd073312c41 \
-    --hash=sha256:62698275682bf121181861295c9181e789030a2d516071f5b8f3c23c170cd0fc \
-    --hash=sha256:7491ee23305ac3eb59e492b6945881f5cd77a6f731061a3f25b77fd40f9e99a4 \
-    --hash=sha256:7b689145a1485c335569bd056464f3243a29af7ed3871c7be31ad624ba239bc7 \
-    --hash=sha256:7f88d653e7b3b779d71ae7454e20dcc9b6bae903f33c269db9f2be41bda3f261 \
-    --hash=sha256:83e35b57523816c8613fd0776b40cd8bb9f596b37ddd2692eb4a6bb5ab2f8c93 \
-    --hash=sha256:8bb68f03f395eb793220b45c097bd4d8c32944393da0fad8b999efac0868fc8c \
-    --hash=sha256:8d2294a31386bfa251d8c8a39472beee17db67d4f1a6eabea665d35c9a4461c3 \
-    --hash=sha256:8e65860d238379ed982fd9ba690579b5e95af2f4840f99c772816dbe573cb826 \
-    --hash=sha256:9891e594296ab9dada6551c8e7b387b2721f27a67eecd528412e8906247a7b90 \
-    --hash=sha256:9c1255b302953c86a486b81d330d5ee1d5bd937691ce271b6be0ef0e299eaab7 \
-    --hash=sha256:a0811d33247c3d6128a3001d763f2aa056bb3425204335400ac54f89eec3a0d0 \
-    --hash=sha256:a214c993455f99a89aaeadc9b21241900037adc9d97203e374d75513c5911822 \
-    --hash=sha256:a3450b693fde92133e9f51060568a4c31fcca76d5e53bbd611e689ca446517e9 \
-    --hash=sha256:acc992ab27b15f852c76755eb2ab7dce86585ddadba6fa5946e58556088845b4 \
-    --hash=sha256:b5c2dc92304aa48a4a60443b548bb12f12e119d4b72f314015e67b9e1be97fca \
-    --hash=sha256:ca6546b66be9dc4738b1b043d5ebd5488c66c578c5ff0fd0e8065313fe3afb76 \
-    --hash=sha256:db08f45aecde626498fb3df07bcf6d2ec040af42e859a4f5040d79c200342911 \
-    --hash=sha256:de3eceba0b683bcbb1ab93da016d0270df1f9ae7be716b40214c5dafac6ea45a \
-    --hash=sha256:dfcc8b909769d19db55c7cc9541eb64b9b774b1057ffffb4f1048070475bb9f9 \
-    --hash=sha256:e52655eaf81e32593abedaa4bfe33170c8cfedf3365ed9be6e11e07f148f0278 \
-    --hash=sha256:ecabd69db66de867690f9797f2f8fa27ba501bbc24540cbdbdc649cd15888ba6 \
-    --hash=sha256:f56f1695bc5c0871cbc33dc0130fcf503aab0c57dcc5a6700a4f49eba4f2652e \
-    --hash=sha256:f8f23ead891a3b762f35ab3b04623da7056545b48aa60d59957e6789914545da
-    # via
-    #   jsonschema
-    #   referencing
-ruff==0.15.22 \
-    --hash=sha256:11c1c715af53a09f714e011106bffc419751ec8232fcb5da42173284ea3fec6f \
-    --hash=sha256:1877d63b9d24ed278744f1523fd11b85540566d54641f97c566d7d9dc5ca5296 \
-    --hash=sha256:1e0dd1b2e4d3d585f897a0d137cbf4eaf6223bef4e8ce34d6bb12556c5f9249e \
-    --hash=sha256:225dbf095a87f1d9f90f5fd7924d2613ee452a75a4308c63a8f50f761787aa7c \
-    --hash=sha256:365523eb91d9224e1bcb03b022fbf0facb8f9e23792a2c53d9d4b3924bdbdebb \
-    --hash=sha256:3f15175b1fb580126f58285a5dae6b2ea89000136d980c64499211f116b54809 \
-    --hash=sha256:44423e73493737f5e7c5b41d475483898ff37afcdae38bc3da5085e29af1c2d8 \
-    --hash=sha256:62d425005c1835eb24e2ee4161cb90e8db263415f4a71c8c72c33abaa6c0c224 \
-    --hash=sha256:630479b18625f5ffc373f77603a22a9f8ac0acd7ff0501178b5db28ec71e9c64 \
-    --hash=sha256:72af58b951b0ae395935ae79763dc349bc0eb706319d28f7a33ad2cfb3cfc178 \
-    --hash=sha256:742a29cf29bddb7c8327895d6a10e0e6c5b38a96dd407af9b5d0857f809c0576 \
-    --hash=sha256:9be63ba1eb936acd2d1342fb8337c356353706fce233b2a15a09a97037e6acde \
-    --hash=sha256:a1606c510bd7215680d32efab38965f7cdec3ef69f5170a3f4791404ffdd5262 \
-    --hash=sha256:b82c6482946e9eda7ff2e091d25b8bad3f718684e1916d41bd56873cee05b697 \
-    --hash=sha256:e1168075b72158510839f250027659cdd78476f40507dd517892304c41318661 \
-    --hash=sha256:e5ba0e4a13fd14abbed2a77b517a3911290c6c6c59ef67784328d1668fab76cf \
-    --hash=sha256:e8b9b3f8779a4f08c969defc3c8c35abffaa757e601ed5ae66d6d1db6519969a \
-    --hash=sha256:fabfd168afdf29fee5be98b831efa9683c94d7c5a3b58b9ce5a2e38444589a74
-    # via biofirm
-scikit-learn==1.9.0 \
-    --hash=sha256:056c92bb67ad4c28463c2f2653d9701449201e7e7a9e94e321be0f71c4fef2b8 \
-    --hash=sha256:26e22435f63bcdcf396b574273f29f13dd531f5ea035801f5be10ba1540a4e60 \
-    --hash=sha256:2bd41b0d201bc81575531b96b713d3eb5e5f50fb0b82101ff0f92294fdc236ac \
-    --hash=sha256:366652351f092b219c248f1e72821e841960a63d8f358f1dcfd54dc1cbdbbc28 \
-    --hash=sha256:4306775fad04cc4b472a1b15af1ae9cede1540fbfcc17fbce3767cd8dc7ae283 \
-    --hash=sha256:5be45aa4a42a68a533913a6ed736cf309de2226411c79ef8d609a5456f1939b1 \
-    --hash=sha256:5dc1818c77575d149e25fce9ef82dd7b7263ae372f03494158668ad632a69759 \
-    --hash=sha256:5e50ed4da51974e86e940690e9a3d82e729b62b5a49f7c9bac534d515d39d86f \
-    --hash=sha256:8833266989d3a5110178a9fae30783675460724d0e1efb13b14901d2c660c557 \
-    --hash=sha256:9db6f4d34e68c8899e4cab27fdf8eafe6ed21f2ba52ceb25ea250cd237f8e47b \
-    --hash=sha256:f401448645a3e7bc115aa3c094097865155b34bff1cba8101857d9104e99074c \
-    --hash=sha256:f7e254636164090da847715a27f8e5478feb98c40a9e0ee90cbd277de9e5ceb8 \
-    --hash=sha256:fd3a8ef0c758555a3b23c03adaa858af32f7736785ded50ad5991f59c4ed03fa
-    # via biofirm
-scipy==1.17.1 ; python_full_version < '3.12' \
-    --hash=sha256:02ae3b274fde71c5e92ac4d54bc06c42d80e399fec704383dcd99b301df37458 \
-    --hash=sha256:1f95b894f13729334fb990162e911c9e5dc1ab390c58aa6cbecb389c5b5e28ec \
-    --hash=sha256:35c3a56d2ef83efc372eaec584314bd0ef2e2f0d2adb21c55e6ad5b344c0dcb8 \
-    --hash=sha256:41b71f4a3a4cab9d366cd9065b288efc4d4f3c0b37a91a8e0947fb5bd7f31d87 \
-    --hash=sha256:43af8d1f3bea642559019edfe64e9b11192a8978efbd1539d7bc2aaa23d92de4 \
-    --hash=sha256:4eb6c25dd62ee8d5edf68a8e1c171dd71c292fdae95d8aeb3dd7d7de4c364082 \
-    --hash=sha256:744b2bf3640d907b79f3fd7874efe432d1cf171ee721243e350f55234b4cec4c \
-    --hash=sha256:766e0dc5a616d026a3a1cffa379af959671729083882f50307e18175797b3dfd \
-    --hash=sha256:8a604bae87c6195d8b1045eddece0514d041604b14f2727bbc2b3020172045eb \
-    --hash=sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0 \
-    --hash=sha256:9ecb4efb1cd6e8c4afea0daa91a87fbddbce1b99d2895d151596716c0b2e859d \
-    --hash=sha256:a3472cfbca0a54177d0faa68f697d8ba4c80bbdc19908c3465556d9f7efce9ee \
-    --hash=sha256:c80be5ede8f3f8eded4eff73cc99a25c388ce98e555b17d31da05287015ffa5b \
-    --hash=sha256:cc90d2e9c7e5c7f1a482c9875007c095c3194b1cfedca3c2f3291cdc2bc7c086 \
-    --hash=sha256:cd96a1898c0a47be4520327e01f874acfd61fb48a9420f8aa9f6483412ffa444 \
-    --hash=sha256:d30e57c72013c2a4fe441c2fcb8e77b14e152ad48b5464858e07e2ad9fbfceff \
-    --hash=sha256:e18f12c6b0bc5a592ed23d3f7b891f68fd7f8241d69b7883769eb5d5dfb52696 \
-    --hash=sha256:e19ebea31758fac5893a2ac360fedd00116cbb7628e650842a6691ba7ca28a21 \
-    --hash=sha256:f4115102802df98b2b0db3cce5cb9b92572633a1197c77b7553e5203f284a5b3 \
-    --hash=sha256:f590cd684941912d10becc07325a3eeb77886fe981415660d9265c4c418d0bea \
-    --hash=sha256:fcb310ddb270a06114bb64bbe53c94926b943f5b7f0842194d585c65eb4edd76
-    # via
-    #   biofirm
-    #   jax
-    #   jaxlib
-    #   scikit-learn
-scipy==1.18.0 ; python_full_version >= '3.12' \
-    --hash=sha256:1f55797419e16e7f30cf88ffb3113ce0467f00cfe3f70d5c281730b21769bfc2 \
-    --hash=sha256:265915e79107de9f946b855e50d7470d5893ec3f54b342e1aa6201cbdcd8bb6b \
-    --hash=sha256:4a55985d54c769c872e64b7f4c8a81cc30ef700cc04296abbbf3705439c126de \
-    --hash=sha256:52a96e21517c7292375c0e27dd796a811f03fcea5fd4d108fdfea8145dcf17ab \
-    --hash=sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378 \
-    --hash=sha256:71ccc8faa2dd16ac310233203474a8b5cb67f10dedd54a3116d34943f4b19132 \
-    --hash=sha256:7bd21faaf5a1a3b2eff922d02db5f191b99a6518db9078a8fb23169f6d22259a \
-    --hash=sha256:97b6cddaaee0a779ef6b5ca83c9604b27cc16b2b8fc22c142652df8793319fb8 \
-    --hash=sha256:9ab7b758be6940954a713ee466e2043e9f6e2ed965c1fce5c91039f4be3d90a9 \
-    --hash=sha256:ad033410e2e0672ffdc1042110cef20e1c46f8fd0616cee1d44d8d58fad8fc11 \
-    --hash=sha256:d88363fd9d8fbd3511bd273f1a49efb2a540773ddf92a91d57498ce7dd7f3e76
-    # via
-    #   biofirm
-    #   jax
-    #   jaxlib
-    #   scikit-learn
-seaborn==0.13.2 \
-    --hash=sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987 \
-    --hash=sha256:93e60a40988f4d65e9f4885df477e2fdaff6b73a9ded434c1ab356dd57eefff7
-    # via
-    #   biofirm
-    #   inferactively-pymdp
-six==1.17.0 \
-    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
-    --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
-    # via python-dateutil
-stevedore==5.9.0 \
-    --hash=sha256:abbd0af7a38a8bbb1d6adea2e35b17609cf004eaac323e88a8d8963640dd2b3c \
-    --hash=sha256:e520945d4c257700eddc1eb1d79df04b2ea578eef185e0e3fa5b442fc848d3f7
-    # via bandit
-threadpoolctl==3.6.0 \
-    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb \
-    --hash=sha256:8ab8b4aa3491d812b623328249fab5302a68d2d71745c8a4c719a2fcaba9f44e
-    # via scikit-learn
-tiktoken==0.13.0 \
-    --hash=sha256:059c8ecf554eb5b41e6e054ba467b871b03277d267dee7244380aca4359747d4 \
-    --hash=sha256:2c397ddda233208345b01bd30f2fca79ff730e55731d0108a603f9bc57f6af3b \
-    --hash=sha256:303f7d91b4fce3baddbcde05c139091d4caa5026ac7214c1dc7ff7a71ee429ff \
-    --hash=sha256:32ac870a806cfb260a02d0cb70426aef02e038297f8ad50df5040bb5af360791 \
-    --hash=sha256:36217497eaffc158607a3b26f065300db2aefd43b115263f3b9688ce38146173 \
-    --hash=sha256:3f277ebea5edd7b8bf03c6f9431e1d67d517530115572b2dc1d465326e8f88c7 \
-    --hash=sha256:4d9980f11429ed2d737c463bb1fb78cf330caa026adf002f714aced7849a687b \
-    --hash=sha256:5d48843bee149630eb735a99e1f4a85b47308d21868ea63163f6e87768d3cfed \
-    --hash=sha256:7bfe1849caa65d1e1d9871817170ec497bbb7984e182012e1bdce72f66608cdb \
-    --hash=sha256:8f2d16e7a7c783ad81f36e457d046d1f1c8af70b22aec8a13238efe531977c41 \
-    --hash=sha256:91c180fe255bd5a86d8316210d2833a1d4d33d026cd86a67812f4773743c8d26 \
-    --hash=sha256:95097e4f89b06403976e498abf61a0ee73a7497e73fb599cb211d8197a054d91 \
-    --hash=sha256:a116178fa7e1b4065bff05214360373a65cac22f965be7b3f73d00a0dbfe7649 \
-    --hash=sha256:c9435714c3a84c2319499de9a300c0e604449dd0799ff246458b3bb6a7f433c1 \
-    --hash=sha256:fc1c44cd37b43fc46bae593129164f4f281e82ea116b57a85aa81bda57eafc94
-    # via biofirm
-tomli==2.4.1 ; python_full_version <= '3.11' \
-    --hash=sha256:0d85819802132122da43cb86656f8d1f8c6587d54ae7dcaf30e90533028b49fe \
-    --hash=sha256:136443dbd7e1dee43c68ac2694fde36b2849865fa258d39bf822c10e8068eac5 \
-    --hash=sha256:47149d5bd38761ac8be13a84864bf0b7b70bc051806bc3669ab1cbc56216b23c \
-    --hash=sha256:4ab97e64ccda8756376892c53a72bd1f964e519c77236368527f758fbc36a53a \
-    --hash=sha256:52c8ef851d9a240f11a88c003eacb03c31fc1c9c4ec64a99a0f922b93874fda9 \
-    --hash=sha256:5a881ab208c0baf688221f8cecc5401bd291d67e38a1ac884d6736cbcd8247e9 \
-    --hash=sha256:5cb41aa38891e073ee49d55fbc7839cfdb2bc0e600add13874d048c94aadddd1 \
-    --hash=sha256:5e262d41726bc187e69af7825504c933b6794dc3fbd5945e41a79bb14c31f585 \
-    --hash=sha256:5ee18d9ebdb417e384b58fe414e8d6af9f4e7a0ae761519fb50f721de398dd4e \
-    --hash=sha256:7c7e1a961a0b2f2472c1ac5b69affa0ae1132c39adcb67aba98568702b9cc23f \
-    --hash=sha256:7f86fd587c4ed9dd76f318225e7d9b29cfc5a9d43de44e5754db8d1128487085 \
-    --hash=sha256:96481a5786729fd470164b47cdb3e0e58062a496f455ee41b4403be77cb5a076 \
-    --hash=sha256:c2541745709bad0264b7d4705ad453b76ccd191e64aa6f0fc66b69a293a45ece \
-    --hash=sha256:c742f741d58a28940ce01d58f0ab2ea3ced8b12402f162f4d534dfe18ba1cd6a \
-    --hash=sha256:da25dc3563bff5965356133435b757a795a17b17d01dbc0f42fb32447ddfd917 \
-    --hash=sha256:ec9bfaf3ad2df51ace80688143a6a4ebc09a248f6ff781a9945e51937008fcbc \
-    --hash=sha256:f758f1b9299d059cc3f6546ae2af89670cb1c4d48ea29c3cacc4fe7de3058257 \
-    --hash=sha256:f8f0fc26ec2cc2b965b7a3b87cd19c5c6b8c5e5f436b984e85f486d652285c30 \
-    --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
-    --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
-    # via coverage
-toolz==1.1.0 \
-    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
-    --hash=sha256:27a5c770d068c110d9ed9323f24f1543e83b2f300a687b7891c1a6d56b697b5b
-    # via chex
-traitlets==5.15.1 \
-    --hash=sha256:770a53705f84b81ac107e83a1b3328ff2dae16094d8fc3cfc004e4b22dfd8e92 \
-    --hash=sha256:7b1c07854fe25acb39e009bae49f11b79ff6cbb2f27999104e9110e7a6b53722
-    # via
-    #   jupyter-core
-    #   nbformat
-types-requests==2.33.0.20260712 \
-    --hash=sha256:2141b67ab534a5c5cd2dac5034f2a35f42e699c5bf185eee608c5246a069d7fb \
-    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
-    # via biofirm
-typing-extensions==4.16.0 \
-    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
-    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
-    # via
-    #   chex
-    #   equinox
-    #   mypy
-    #   referencing
-tzdata==2026.3 \
-    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
-    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
-    # via pandas
-urllib3==2.8.0 \
-    --hash=sha256:0cf3cae568d36aa9576b28dfb35f11328f1cb974ca7647d9475ebb86c75ac6e3 \
-    --hash=sha256:63bf2ead4c879426ebf22ef2a781eeb4aa3b4ae798a0435506f8687fd5bb9b63
-    # via
-    #   requests
-    #   types-requests
-wadler-lindig==0.1.7 \
-    --hash=sha256:81d14d3fe77d441acf3ebd7f4aefac20c74128bf460e84b512806dccf7b2cd55 \
-    --hash=sha256:e3ec83835570fd0a9509f969162aeb9c65618f998b1f42918cfc8d45122fe953
-    # via
-    #   equinox
-    #   jaxtyping
-wordcloud==1.9.6 \
-    --hash=sha256:11b55fbcb2fa5db7e876887858fdf6480f21300b4384ff610c3aa9c0ef420ae9 \
-    --hash=sha256:1200af0c9be744c9e70fd7305c80d4b317fbcb1d41cf9b72a24d648e70ad598c \
-    --hash=sha256:33e3c214381244043d5921ba653ccf7e7407c3f97915dc99c639ebc4acd47dce \
-    --hash=sha256:5fce2f0fb0469623db85e1e974ea64f51e78758c4d8e84ed0b4344530d1ba8ab \
-    --hash=sha256:6eab5eb4caa4bda125dd3acc8f71697617c26c2a2203d8fcdaf2a92a7d12a4a8 \
-    --hash=sha256:7977a1727e059d6ba0a679dacbab57a966ab28913fc1764079efdfdc67f8e4d2 \
-    --hash=sha256:8a1b3b15509e05c1c3322a205108f7da31ca06bbcf979c104e1a7b9b9b76fff2 \
-    --hash=sha256:ba607e25f7ab78085e6c7a9b3d9cb5eb637e73560e5a8b4f6924705d64a76b0e \
-    --hash=sha256:bc9ac1ad23ef76c1d1fbbeafbfb6125d2d63a9346bac642ca201cbc457da8f8a \
-    --hash=sha256:c96ba0b5d7194322e88bc2bfbaf653cd3de9a5dbe3f78e07ea365ac40cd2f987 \
-    --hash=sha256:dc80e742a95af65bae9556b5ec77837a104b12aeadb4772dedbd352f9dfc3e7a \
-    --hash=sha256:df17c468ff903bd0aba4f87c6540745d13a4931220dd4937cb363ad85a4771b9 \
-    --hash=sha256:dfea5803c6e2b540da04f9693da93fd90d9babeed284950ab720487eb7b44942 \
-    --hash=sha256:e1c31741b7612d9f408551434d4164e75d2e6b8542b59ec53ea77f773286713a \
-    --hash=sha256:e51ebaeb6ce337b26ce4ba7e5eb3359981a8a648713301a252f49dbab5fe56cb \
-    --hash=sha256:ec394e02202e84550f50ab88cba5683f54775f89998dd46b8e41e297a9f1735c \
-    --hash=sha256:f534204038811676890bc91c10bcca0b04c6933011c250b4b09323d2a0b0a8c1
-    # via biofirm