.gitignore

# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class

# C extensions
*.so

# Distribution / packaging
.Python
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
share/python-wheels/
*.egg-info/
.installed.cfg
*.egg
MANIFEST

# PyInstaller
#  Usually these files are written by a python script from a template
#  before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec

# Installer logs
pip-log.txt
pip-delete-this-directory.txt

# Unit test / coverage reports
htmlcov/
.tox/
.nox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
*.py,cover
.hypothesis/
.pytest_cache/
cover/

# Translations
*.mo
*.pot

# Django stuff:
*.log
local_settings.py
db.sqlite3
db.sqlite3-journal

# Flask stuff:
instance/
.webassets-cache

# Scrapy stuff:
.scrapy

# Sphinx documentation
docs/_build/

# PyBuilder
.pybuilder/
target/

# Jupyter Notebook
.ipynb_checkpoints

# IPython
profile_default/
ipython_config.py

# pyenv
#   For a library or package, you might want to ignore these files since the code is
#   intended to run in multiple environments; otherwise, check them in:
# .python-version

# pipenv
#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
#   However, in case of collaboration, if having platform-specific dependencies or dependencies
#   having no cross-platform support, pipenv may install dependencies that don't work, or not
#   install all needed dependencies.
#Pipfile.lock

# poetry
#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
#   This is especially recommended for binary packages to ensure reproducibility, and is more
#   commonly ignored for libraries.
#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
#poetry.lock

# pdm
#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
#pdm.lock
#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
#   in version control.
#   https://pdm.fming.dev/#use-with-ide
.pdm.toml

# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
__pypackages__/

# Celery stuff
celerybeat-schedule
celerybeat.pid

# SageMath parsed files
*.sage.py

# Environments
.env
.venv
env/
venv/
ENV/
env.bak/
venv.bak/

# Spyder project settings
.spyderproject
.spyproject

# Rope project settings
.ropeproject

# mkdocs documentation
/site

# mypy
.mypy_cache/
.dmypy.json
dmypy.json

# Pyre type checker
.pyre/

# pytype static type analyzer
.pytype/

# Cython debug symbols
cython_debug/

# PyCharm
#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
#  and can be added to the global gitignore or merged into this file.  For a more nuclear
#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
#.idea/

# Image files
*.png
*.pdf
*.svg

README.md

Example of pyhf + PyMC

Setup

To get the necessary environment create a Python virtual environment, activate it, and

python -m pip install --upgrade pip setuptools wheel
python -m pip install --upgrade -r requirements.txt

For reproducibility reasons a pip-tools lock file is also provided.

Dev

To rebuild the lock file just run

bash lock.sh

inside the virtual environment with pip-tools installed.

apt.txt

libopenblas-dev

example.png

lock.sh

#!/bin/bash

pip-compile --generate-hashes --output-file requirements.lock requirements.txt

postBuild

find . -type f -iname "*.py" | xargs jupytext --to notebook

pymc_jax_pyhf.py

# ---
# jupyter:
#   jupytext:
#     notebook_metadata_filter: all,-jupytext.text_representation.jupytext_version
#     text_representation:
#       extension: .py
#       format_name: percent
#       format_version: '1.3'
#   kernelspec:
#     display_name: Python 3 (ipykernel)
#     language: python
#     name: python3
#   language_info:
#     codemirror_mode:
#       name: ipython
#       version: 3
#     file_extension: .py
#     mimetype: text/x-python
#     name: python
#     nbconvert_exporter: python
#     pygments_lexer: ipython3
#     version: 3.10.6
# ---

# %%
# %matplotlib widget

# %%
from pytensor import tensor as pt
from pytensor.graph.basic import Apply

import pymc as pm
import arviz as az
import pyhf
import jax
import jax.numpy as jnp
import numpy as np
import matplotlib.pyplot as plt


# %%
def make_op(func, name):
    class Op(pt.Op):
        def make_node(self, *inputs):
            inputs = [pt.as_tensor_variable(inp) for inp in inputs]
            outputs = [pt.dvector(name=name)]
            return Apply(self, inputs, outputs)

        def perform(self, node, inputs, outputs):
            result = func(*inputs)
            outputs[0][0] = np.asarray(result, dtype=node.outputs[0].dtype)

    return Op()


def _real_hifa(model):
    return (
        model.expected_actualdata,
        model.expected_auxdata,
        jnp.array(model.config.auxdata),
    )


def prepare_ops(model):
    _hifa_main, _hifa_aux, _aux_data = _real_hifa(model)
    hifa_main = make_op(_hifa_main, "hifa_main")
    hifa_aux = make_op(_hifa_aux, "hifa_aux")
    aux_data = np.asarray([int(x) for x in _aux_data])
    return hifa_main, hifa_aux, aux_data


# %% [markdown]
# Note the sampling will take a long time (maybe over 5 minutes if you're on a laptop)

# %%
n_bins = 50
sig = 3 * np.exp(-((np.arange(n_bins) - n_bins / 2) ** 2) / 20)
bkg = 100 * np.exp(-np.arange(n_bins) / 20)
db = (bkg * 0.1).tolist()
bkg = bkg.tolist()

model = pyhf.simplemodels.uncorrelated_background(sig, bkg, db)
hifa_main, hifa_aux, aux_data = prepare_ops(model)
obs_pars = model.config.suggested_init()
obs_pars[0] = 0.0
obs_data = model.expected_actualdata(obs_pars)

basic_model = pm.Model()
with basic_model:
    pars = [pm.Uniform("mu", lower=0, upper=10)]
    pars.extend(pm.Gamma(f"gamma{idx}", alpha=20, beta=20) for idx in range(n_bins))
    pars = pt.stack(pars)
    raparam_main = pm.Deterministic("raparam_main", hifa_main(pars))
    raparam_aux = pm.Deterministic("raparam_aux", hifa_aux(pars))
    pm.Poisson("main", mu=raparam_main, observed=obs_data)
    pm.Poisson("aux", mu=raparam_aux, observed=aux_data)

n_samples = 1000
with basic_model:
    prior_idata = pm.sample_prior_predictive(samples=n_samples)
    post_idata = pm.sample(draws=n_samples)
    post_pred = pm.sample_posterior_predictive(post_idata)

# %%
fig, ax = plt.subplots()

ax.step(
    np.linspace(0, n_bins - 1, n_bins),
    prior_idata.prior_predictive.main[0].T,
    alpha=0.01,
    color="steelblue",
    where="mid",
)
ax.step(
    np.linspace(0, n_bins - 1, n_bins),
    post_pred.posterior_predictive.main[0].T,
    alpha=0.01,
    color="orange",
    where="mid",
)
ax.vlines(
    np.arange(n_bins),
    *np.quantile(prior_idata.prior_predictive.main[0], [0.15, 0.85], axis=0),
    colors="steelblue",
)
ax.vlines(
    np.arange(n_bins),
    *np.quantile(post_pred.posterior_predictive.main[0], [0.15, 0.85], axis=0),
    colors="black",
)
ax.scatter(np.arange(n_bins), obs_data, color="black", zorder=999)

extensions = ["png", "pdf", "svg"]
for ext in extensions:
    fig.savefig(f"example.{ext}")

pyproject.toml

[tool.jupytext]
# Always pair ipynb notebooks to py:percent files
formats = ["ipynb", "py:percent"]
notebook_metadata_filter = "all,-jupytext.text_representation.jupytext_version"

requirements.lock

#
# This file is autogenerated by pip-compile with Python 3.10
# by the following command:
#
#    pip-compile --generate-hashes --output-file=requirements.lock requirements.txt
#
anyio==3.6.2 \
    --hash=sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421 \
    --hash=sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3
    # via jupyter-server
argon2-cffi==21.3.0 \
    --hash=sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80 \
    --hash=sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b
    # via
    #   jupyter-server
    #   nbclassic
    #   notebook
argon2-cffi-bindings==21.2.0 \
    --hash=sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670 \
    --hash=sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f \
    --hash=sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583 \
    --hash=sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194 \
    --hash=sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c \
    --hash=sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a \
    --hash=sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082 \
    --hash=sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5 \
    --hash=sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f \
    --hash=sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7 \
    --hash=sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d \
    --hash=sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f \
    --hash=sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae \
    --hash=sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3 \
    --hash=sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86 \
    --hash=sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367 \
    --hash=sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d \
    --hash=sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93 \
    --hash=sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb \
    --hash=sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e \
    --hash=sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351
    # via argon2-cffi
arrow==1.2.3 \
    --hash=sha256:3934b30ca1b9f292376d9db15b19446088d12ec58629bc3f0da28fd55fb633a1 \
    --hash=sha256:5a49ab92e3b7b71d96cd6bfcc4df14efefc9dfa96ea19045815914a6ab6b1fe2
    # via isoduration
arviz==0.14.0 \
    --hash=sha256:40cc4aa478173b0ac5e30dfdfd381c284a38672f3f4d35ed851d3987349dcca1 \
    --hash=sha256:a5d7148c76ab9b50fa56f2c09c71b83b1e407aa6e1aa7581b03e9a91866e91ef
    # via pymc
asttokens==2.2.1 \
    --hash=sha256:4622110b2a6f30b77e1473affaa97e711bc2f07d3f10848420ff1898edbe94f3 \
    --hash=sha256:6b0ac9e93fb0335014d382b8fa9b3afa7df546984258005da0b9e7095b3deb1c
    # via stack-data
attrs==22.2.0 \
    --hash=sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836 \
    --hash=sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99
    # via jsonschema
babel==2.11.0 \
    --hash=sha256:1ad3eca1c885218f6dce2ab67291178944f810a10a9b5f3cb8382a5a232b64fe \
    --hash=sha256:5ef4b3226b0180dedded4229651c8b0e1a3a6a2837d45a073272f313e4cf97f6
    # via jupyterlab-server
backcall==0.2.0 \
    --hash=sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e \
    --hash=sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255
    # via ipython
beautifulsoup4==4.11.1 \
    --hash=sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30 \
    --hash=sha256:ad9aa55b65ef2808eb405f46cf74df7fcb7044d5cbc26487f96eb2ef2e436693
    # via nbconvert
black[jupyter]==22.12.0 \
    --hash=sha256:101c69b23df9b44247bd88e1d7e90154336ac4992502d4197bdac35dd7ee3320 \
    --hash=sha256:159a46a4947f73387b4d83e87ea006dbb2337eab6c879620a3ba52699b1f4351 \
    --hash=sha256:1f58cbe16dfe8c12b7434e50ff889fa479072096d79f0a7f25e4ab8e94cd8350 \
    --hash=sha256:229351e5a18ca30f447bf724d007f890f97e13af070bb6ad4c0a441cd7596a2f \
    --hash=sha256:436cc9167dd28040ad90d3b404aec22cedf24a6e4d7de221bec2730ec0c97bcf \
    --hash=sha256:559c7a1ba9a006226f09e4916060982fd27334ae1998e7a38b3f33a37f7a2148 \
    --hash=sha256:7412e75863aa5c5411886804678b7d083c7c28421210180d67dfd8cf1221e1f4 \
    --hash=sha256:77d86c9f3db9b1bf6761244bc0b3572a546f5fe37917a044e02f3166d5aafa7d \
    --hash=sha256:82d9fe8fee3401e02e79767016b4907820a7dc28d70d137eb397b92ef3cc5bfc \
    --hash=sha256:9eedd20838bd5d75b80c9f5487dbcb06836a43833a37846cf1d8c1cc01cef59d \
    --hash=sha256:c116eed0efb9ff870ded8b62fe9f28dd61ef6e9ddd28d83d7d264a38417dcee2 \
    --hash=sha256:d30b212bffeb1e252b31dd269dfae69dd17e06d92b87ad26e23890f3efea366f
    # via -r requirements.txt
bleach==5.0.1 \
    --hash=sha256:085f7f33c15bd408dd9b17a4ad77c577db66d76203e5984b1bd59baeee948b2a \
    --hash=sha256:0d03255c47eb9bd2f26aa9bb7f2107732e7e8fe195ca2f64709fcf3b0a4a085c
    # via nbconvert
build==0.10.0 \
    --hash=sha256:af266720050a66c893a6096a2f410989eeac74ff9a68ba194b3f6473e8e26171 \
    --hash=sha256:d5b71264afdb5951d6704482aac78de887c80691c52b88a9ad195983ca2c9269
    # via pip-tools
cachetools==5.2.1 \
    --hash=sha256:5991bc0e08a1319bb618d3195ca5b6bc76646a49c21d55962977197b301cc1fe \
    --hash=sha256:8462eebf3a6c15d25430a8c27c56ac61340b2ecf60c9ce57afc2b97e450e47da
    # via pymc
certifi==2022.12.7 \
    --hash=sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3 \
    --hash=sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18
    # via requests
cffi==1.15.1 \
    --hash=sha256:00a9ed42e88df81ffae7a8ab6d9356b371399b91dbdf0c3cb1e84c03a13aceb5 \
    --hash=sha256:03425bdae262c76aad70202debd780501fabeaca237cdfddc008987c0e0f59ef \
    --hash=sha256:04ed324bda3cda42b9b695d51bb7d54b680b9719cfab04227cdd1e04e5de3104 \
    --hash=sha256:0e2642fe3142e4cc4af0799748233ad6da94c62a8bec3a6648bf8ee68b1c7426 \
    --hash=sha256:173379135477dc8cac4bc58f45db08ab45d228b3363adb7af79436135d028405 \
    --hash=sha256:198caafb44239b60e252492445da556afafc7d1e3ab7a1fb3f0584ef6d742375 \
    --hash=sha256:1e74c6b51a9ed6589199c787bf5f9875612ca4a8a0785fb2d4a84429badaf22a \
    --hash=sha256:2012c72d854c2d03e45d06ae57f40d78e5770d252f195b93f581acf3ba44496e \
    --hash=sha256:21157295583fe8943475029ed5abdcf71eb3911894724e360acff1d61c1d54bc \
    --hash=sha256:2470043b93ff09bf8fb1d46d1cb756ce6132c54826661a32d4e4d132e1977adf \
    --hash=sha256:285d29981935eb726a4399badae8f0ffdff4f5050eaa6d0cfc3f64b857b77185 \
    --hash=sha256:30d78fbc8ebf9c92c9b7823ee18eb92f2e6ef79b45ac84db507f52fbe3ec4497 \
    --hash=sha256:320dab6e7cb2eacdf0e658569d2575c4dad258c0fcc794f46215e1e39f90f2c3 \
    --hash=sha256:33ab79603146aace82c2427da5ca6e58f2b3f2fb5da893ceac0c42218a40be35 \
    --hash=sha256:3548db281cd7d2561c9ad9984681c95f7b0e38881201e157833a2342c30d5e8c \
    --hash=sha256:3799aecf2e17cf585d977b780ce79ff0dc9b78d799fc694221ce814c2c19db83 \
    --hash=sha256:39d39875251ca8f612b6f33e6b1195af86d1b3e60086068be9cc053aa4376e21 \
    --hash=sha256:3b926aa83d1edb5aa5b427b4053dc420ec295a08e40911296b9eb1b6170f6cca \
    --hash=sha256:3bcde07039e586f91b45c88f8583ea7cf7a0770df3a1649627bf598332cb6984 \
    --hash=sha256:3d08afd128ddaa624a48cf2b859afef385b720bb4b43df214f85616922e6a5ac \
    --hash=sha256:3eb6971dcff08619f8d91607cfc726518b6fa2a9eba42856be181c6d0d9515fd \
    --hash=sha256:40f4774f5a9d4f5e344f31a32b5096977b5d48560c5592e2f3d2c4374bd543ee \
    --hash=sha256:4289fc34b2f5316fbb762d75362931e351941fa95fa18789191b33fc4cf9504a \
    --hash=sha256:470c103ae716238bbe698d67ad020e1db9d9dba34fa5a899b5e21577e6d52ed2 \
    --hash=sha256:4f2c9f67e9821cad2e5f480bc8d83b8742896f1242dba247911072d4fa94c192 \
    --hash=sha256:50a74364d85fd319352182ef59c5c790484a336f6db772c1a9231f1c3ed0cbd7 \
    --hash=sha256:54a2db7b78338edd780e7ef7f9f6c442500fb0d41a5a4ea24fff1c929d5af585 \
    --hash=sha256:5635bd9cb9731e6d4a1132a498dd34f764034a8ce60cef4f5319c0541159392f \
    --hash=sha256:59c0b02d0a6c384d453fece7566d1c7e6b7bae4fc5874ef2ef46d56776d61c9e \
    --hash=sha256:5d598b938678ebf3c67377cdd45e09d431369c3b1a5b331058c338e201f12b27 \
    --hash=sha256:5df2768244d19ab7f60546d0c7c63ce1581f7af8b5de3eb3004b9b6fc8a9f84b \
    --hash=sha256:5ef34d190326c3b1f822a5b7a45f6c4535e2f47ed06fec77d3d799c450b2651e \
    --hash=sha256:6975a3fac6bc83c4a65c9f9fcab9e47019a11d3d2cf7f3c0d03431bf145a941e \
    --hash=sha256:6c9a799e985904922a4d207a94eae35c78ebae90e128f0c4e521ce339396be9d \
    --hash=sha256:70df4e3b545a17496c9b3f41f5115e69a4f2e77e94e1d2a8e1070bc0c38c8a3c \
    --hash=sha256:7473e861101c9e72452f9bf8acb984947aa1661a7704553a9f6e4baa5ba64415 \
    --hash=sha256:8102eaf27e1e448db915d08afa8b41d6c7ca7a04b7d73af6514df10a3e74bd82 \
    --hash=sha256:87c450779d0914f2861b8526e035c5e6da0a3199d8f1add1a665e1cbc6fc6d02 \
    --hash=sha256:8b7ee99e510d7b66cdb6c593f21c043c248537a32e0bedf02e01e9553a172314 \
    --hash=sha256:91fc98adde3d7881af9b59ed0294046f3806221863722ba7d8d120c575314325 \
    --hash=sha256:94411f22c3985acaec6f83c6df553f2dbe17b698cc7f8ae751ff2237d96b9e3c \
    --hash=sha256:98d85c6a2bef81588d9227dde12db8a7f47f639f4a17c9ae08e773aa9c697bf3 \
    --hash=sha256:9ad5db27f9cabae298d151c85cf2bad1d359a1b9c686a275df03385758e2f914 \
    --hash=sha256:a0b71b1b8fbf2b96e41c4d990244165e2c9be83d54962a9a1d118fd8657d2045 \
    --hash=sha256:a0f100c8912c114ff53e1202d0078b425bee3649ae34d7b070e9697f93c5d52d \
    --hash=sha256:a591fe9e525846e4d154205572a029f653ada1a78b93697f3b5a8f1f2bc055b9 \
    --hash=sha256:a5c84c68147988265e60416b57fc83425a78058853509c1b0629c180094904a5 \
    --hash=sha256:a66d3508133af6e8548451b25058d5812812ec3798c886bf38ed24a98216fab2 \
    --hash=sha256:a8c4917bd7ad33e8eb21e9a5bbba979b49d9a97acb3a803092cbc1133e20343c \
    --hash=sha256:b3bbeb01c2b273cca1e1e0c5df57f12dce9a4dd331b4fa1635b8bec26350bde3 \
    --hash=sha256:cba9d6b9a7d64d4bd46167096fc9d2f835e25d7e4c121fb2ddfc6528fb0413b2 \
    --hash=sha256:cc4d65aeeaa04136a12677d3dd0b1c0c94dc43abac5860ab33cceb42b801c1e8 \
    --hash=sha256:ce4bcc037df4fc5e3d184794f27bdaab018943698f4ca31630bc7f84a7b69c6d \
    --hash=sha256:cec7d9412a9102bdc577382c3929b337320c4c4c4849f2c5cdd14d7368c5562d \
    --hash=sha256:d400bfb9a37b1351253cb402671cea7e89bdecc294e8016a707f6d1d8ac934f9 \
    --hash=sha256:d61f4695e6c866a23a21acab0509af1cdfd2c013cf256bbf5b6b5e2695827162 \
    --hash=sha256:db0fbb9c62743ce59a9ff687eb5f4afbe77e5e8403d6697f7446e5f609976f76 \
    --hash=sha256:dd86c085fae2efd48ac91dd7ccffcfc0571387fe1193d33b6394db7ef31fe2a4 \
    --hash=sha256:e00b098126fd45523dd056d2efba6c5a63b71ffe9f2bbe1a4fe1716e1d0c331e \
    --hash=sha256:e229a521186c75c8ad9490854fd8bbdd9a0c9aa3a524326b55be83b54d4e0ad9 \
    --hash=sha256:e263d77ee3dd201c3a142934a086a4450861778baaeeb45db4591ef65550b0a6 \
    --hash=sha256:ed9cb427ba5504c1dc15ede7d516b84757c3e3d7868ccc85121d9310d27eed0b \
    --hash=sha256:fa6693661a4c91757f4412306191b6dc88c1703f780c8234035eac011922bc01 \
    --hash=sha256:fcd131dd944808b5bdb38e6f5b53013c5aa4f334c5cad0c72742f6eba4b73db0
    # via argon2-cffi-bindings
cftime==1.6.2 \
    --hash=sha256:055d5d60a756c6c1857cf84d77655bb707057bb6c4a4fbb104a550e76c40aad9 \
    --hash=sha256:07fdef2f75a0f0952b0376fa4cd08ef8a1dad3b963976ac07517811d434936b7 \
    --hash=sha256:0955e1f3e1c09a9e0296b50f135ff9719cb2466f81c8ad4a10ef06fa394de984 \
    --hash=sha256:29c18601abea0fd160fbe423e05c7a56fe1d38dd250a6b010de499a132d3fe18 \
    --hash=sha256:2abdac6ca5b8b6102f319122546739dfc42406b816c16f2a98a8f0cd406d3bf0 \
    --hash=sha256:2ba7909a0cd4adcb16797d8d6ab2767e7ddb980b2bf9dbabfc71b3bdd94f072b \
    --hash=sha256:3042048324b4d6a1066c978ec78101effdd84320e8862bfdbf8122d7ad7588ec \
    --hash=sha256:455cec3627e6ca8694b0d9201da6581eb4381b58389f1fbcb51a14fa0e2b3d94 \
    --hash=sha256:56d0242fc4990584b265622622b25bb262a178097711d2d95e53ef52a9d23e7e \
    --hash=sha256:8614c00fb8a5046de304fdd86dbd224f99408185d7b245ac6628d0276596e6d2 \
    --hash=sha256:86fe550b94525c327578a90b2e13418ca5ba6c636d5efe3edec310e631757eea \
    --hash=sha256:892d5dc38f8b998c83a2a01f131e63896d020586de473e1878f9e85acc70ad44 \
    --hash=sha256:8d49d69c64cee2c175478eed84c3a57fce083da4ceebce16440f72be561a8489 \
    --hash=sha256:93f00f454329c1f2588ebca2650e8edf7607d6189dbdcc81b5f3be2080155cc4 \
    --hash=sha256:acb294fdb80e33545ae54b4421df35c4e578708a5ffce1c00408b2294e70ecef \
    --hash=sha256:aedfb7a783d19d7a30cb41951310f3bfe98f9f21fffc723c8af08a11962b0b17 \
    --hash=sha256:afb5b38b51b8bc02f1656a9f15c52b0b20a3999adbe1ab9ac57f926e0065b48a \
    --hash=sha256:b4d2a1920f0aad663f25700b30621ff64af373499e52b544da1148dd8c09409a \
    --hash=sha256:e83db2fdda900eb154a9f79dfb665ac6190781c61d2e18151996de5ee7ffd8a2 \
    --hash=sha256:eb7f8cd0996640b83020133b5ef6b97fc9216c3129eaeeaca361abdff5d82166 \
    --hash=sha256:ee70fa069802652cf534de1dd3fc590b7d22d4127447bf96ac9849abcdadadf1
    # via netcdf4
charset-normalizer==3.0.1 \
    --hash=sha256:00d3ffdaafe92a5dc603cb9bd5111aaa36dfa187c8285c543be562e61b755f6b \
    --hash=sha256:024e606be3ed92216e2b6952ed859d86b4cfa52cd5bc5f050e7dc28f9b43ec42 \
    --hash=sha256:0298eafff88c99982a4cf66ba2efa1128e4ddaca0b05eec4c456bbc7db691d8d \
    --hash=sha256:02a51034802cbf38db3f89c66fb5d2ec57e6fe7ef2f4a44d070a593c3688667b \
    --hash=sha256:083c8d17153ecb403e5e1eb76a7ef4babfc2c48d58899c98fcaa04833e7a2f9a \
    --hash=sha256:0a11e971ed097d24c534c037d298ad32c6ce81a45736d31e0ff0ad37ab437d59 \
    --hash=sha256:0bf2dae5291758b6f84cf923bfaa285632816007db0330002fa1de38bfcb7154 \
    --hash=sha256:0c0a590235ccd933d9892c627dec5bc7511ce6ad6c1011fdf5b11363022746c1 \
    --hash=sha256:0f438ae3532723fb6ead77e7c604be7c8374094ef4ee2c5e03a3a17f1fca256c \
    --hash=sha256:109487860ef6a328f3eec66f2bf78b0b72400280d8f8ea05f69c51644ba6521a \
    --hash=sha256:11b53acf2411c3b09e6af37e4b9005cba376c872503c8f28218c7243582df45d \
    --hash=sha256:12db3b2c533c23ab812c2b25934f60383361f8a376ae272665f8e48b88e8e1c6 \
    --hash=sha256:14e76c0f23218b8f46c4d87018ca2e441535aed3632ca134b10239dfb6dadd6b \
    --hash=sha256:16a8663d6e281208d78806dbe14ee9903715361cf81f6d4309944e4d1e59ac5b \
    --hash=sha256:292d5e8ba896bbfd6334b096e34bffb56161c81408d6d036a7dfa6929cff8783 \
    --hash=sha256:2c03cc56021a4bd59be889c2b9257dae13bf55041a3372d3295416f86b295fb5 \
    --hash=sha256:2e396d70bc4ef5325b72b593a72c8979999aa52fb8bcf03f701c1b03e1166918 \
    --hash=sha256:2edb64ee7bf1ed524a1da60cdcd2e1f6e2b4f66ef7c077680739f1641f62f555 \
    --hash=sha256:31a9ddf4718d10ae04d9b18801bd776693487cbb57d74cc3458a7673f6f34639 \
    --hash=sha256:356541bf4381fa35856dafa6a965916e54bed415ad8a24ee6de6e37deccf2786 \
    --hash=sha256:358a7c4cb8ba9b46c453b1dd8d9e431452d5249072e4f56cfda3149f6ab1405e \
    --hash=sha256:37f8febc8ec50c14f3ec9637505f28e58d4f66752207ea177c1d67df25da5aed \
    --hash=sha256:39049da0ffb96c8cbb65cbf5c5f3ca3168990adf3551bd1dee10c48fce8ae820 \
    --hash=sha256:39cf9ed17fe3b1bc81f33c9ceb6ce67683ee7526e65fde1447c772afc54a1bb8 \
    --hash=sha256:3ae1de54a77dc0d6d5fcf623290af4266412a7c4be0b1ff7444394f03f5c54e3 \
    --hash=sha256:3b590df687e3c5ee0deef9fc8c547d81986d9a1b56073d82de008744452d6541 \
    --hash=sha256:3e45867f1f2ab0711d60c6c71746ac53537f1684baa699f4f668d4c6f6ce8e14 \
    --hash=sha256:3fc1c4a2ffd64890aebdb3f97e1278b0cc72579a08ca4de8cd2c04799a3a22be \
    --hash=sha256:4457ea6774b5611f4bed5eaa5df55f70abde42364d498c5134b7ef4c6958e20e \
    --hash=sha256:44ba614de5361b3e5278e1241fda3dc1838deed864b50a10d7ce92983797fa76 \
    --hash=sha256:4a8fcf28c05c1f6d7e177a9a46a1c52798bfe2ad80681d275b10dcf317deaf0b \
    --hash=sha256:4b0d02d7102dd0f997580b51edc4cebcf2ab6397a7edf89f1c73b586c614272c \
    --hash=sha256:502218f52498a36d6bf5ea77081844017bf7982cdbe521ad85e64cabee1b608b \
    --hash=sha256:503e65837c71b875ecdd733877d852adbc465bd82c768a067badd953bf1bc5a3 \
    --hash=sha256:5995f0164fa7df59db4746112fec3f49c461dd6b31b841873443bdb077c13cfc \
    --hash=sha256:59e5686dd847347e55dffcc191a96622f016bc0ad89105e24c14e0d6305acbc6 \
    --hash=sha256:601f36512f9e28f029d9481bdaf8e89e5148ac5d89cffd3b05cd533eeb423b59 \
    --hash=sha256:608862a7bf6957f2333fc54ab4399e405baad0163dc9f8d99cb236816db169d4 \
    --hash=sha256:62595ab75873d50d57323a91dd03e6966eb79c41fa834b7a1661ed043b2d404d \
    --hash=sha256:70990b9c51340e4044cfc394a81f614f3f90d41397104d226f21e66de668730d \
    --hash=sha256:71140351489970dfe5e60fc621ada3e0f41104a5eddaca47a7acb3c1b851d6d3 \
    --hash=sha256:72966d1b297c741541ca8cf1223ff262a6febe52481af742036a0b296e35fa5a \
    --hash=sha256:74292fc76c905c0ef095fe11e188a32ebd03bc38f3f3e9bcb85e4e6db177b7ea \
    --hash=sha256:761e8904c07ad053d285670f36dd94e1b6ab7f16ce62b9805c475b7aa1cffde6 \
    --hash=sha256:772b87914ff1152b92a197ef4ea40efe27a378606c39446ded52c8f80f79702e \
    --hash=sha256:79909e27e8e4fcc9db4addea88aa63f6423ebb171db091fb4373e3312cb6d603 \
    --hash=sha256:7e189e2e1d3ed2f4aebabd2d5b0f931e883676e51c7624826e0a4e5fe8a0bf24 \
    --hash=sha256:7eb33a30d75562222b64f569c642ff3dc6689e09adda43a082208397f016c39a \
    --hash=sha256:81d6741ab457d14fdedc215516665050f3822d3e56508921cc7239f8c8e66a58 \
    --hash=sha256:8499ca8f4502af841f68135133d8258f7b32a53a1d594aa98cc52013fff55678 \
    --hash=sha256:84c3990934bae40ea69a82034912ffe5a62c60bbf6ec5bc9691419641d7d5c9a \
    --hash=sha256:87701167f2a5c930b403e9756fab1d31d4d4da52856143b609e30a1ce7160f3c \
    --hash=sha256:88600c72ef7587fe1708fd242b385b6ed4b8904976d5da0893e31df8b3480cb6 \
    --hash=sha256:8ac7b6a045b814cf0c47f3623d21ebd88b3e8cf216a14790b455ea7ff0135d18 \
    --hash=sha256:8b8af03d2e37866d023ad0ddea594edefc31e827fee64f8de5611a1dbc373174 \
    --hash=sha256:8c7fe7afa480e3e82eed58e0ca89f751cd14d767638e2550c77a92a9e749c317 \
    --hash=sha256:8eade758719add78ec36dc13201483f8e9b5d940329285edcd5f70c0a9edbd7f \
    --hash=sha256:911d8a40b2bef5b8bbae2e36a0b103f142ac53557ab421dc16ac4aafee6f53dc \
    --hash=sha256:93ad6d87ac18e2a90b0fe89df7c65263b9a99a0eb98f0a3d2e079f12a0735837 \
    --hash=sha256:95dea361dd73757c6f1c0a1480ac499952c16ac83f7f5f4f84f0658a01b8ef41 \
    --hash=sha256:9ab77acb98eba3fd2a85cd160851816bfce6871d944d885febf012713f06659c \
    --hash=sha256:9cb3032517f1627cc012dbc80a8ec976ae76d93ea2b5feaa9d2a5b8882597579 \
    --hash=sha256:9cf4e8ad252f7c38dd1f676b46514f92dc0ebeb0db5552f5f403509705e24753 \
    --hash=sha256:9d9153257a3f70d5f69edf2325357251ed20f772b12e593f3b3377b5f78e7ef8 \
    --hash=sha256:a152f5f33d64a6be73f1d30c9cc82dfc73cec6477ec268e7c6e4c7d23c2d2291 \
    --hash=sha256:a16418ecf1329f71df119e8a65f3aa68004a3f9383821edcb20f0702934d8087 \
    --hash=sha256:a60332922359f920193b1d4826953c507a877b523b2395ad7bc716ddd386d866 \
    --hash=sha256:a8d0fc946c784ff7f7c3742310cc8a57c5c6dc31631269876a88b809dbeff3d3 \
    --hash=sha256:ab5de034a886f616a5668aa5d098af2b5385ed70142090e2a31bcbd0af0fdb3d \
    --hash=sha256:c22d3fe05ce11d3671297dc8973267daa0f938b93ec716e12e0f6dee81591dc1 \
    --hash=sha256:c2ac1b08635a8cd4e0cbeaf6f5e922085908d48eb05d44c5ae9eabab148512ca \
    --hash=sha256:c512accbd6ff0270939b9ac214b84fb5ada5f0409c44298361b2f5e13f9aed9e \
    --hash=sha256:c75ffc45f25324e68ab238cb4b5c0a38cd1c3d7f1fb1f72b5541de469e2247db \
    --hash=sha256:c95a03c79bbe30eec3ec2b7f076074f4281526724c8685a42872974ef4d36b72 \
    --hash=sha256:cadaeaba78750d58d3cc6ac4d1fd867da6fc73c88156b7a3212a3cd4819d679d \
    --hash=sha256:cd6056167405314a4dc3c173943f11249fa0f1b204f8b51ed4bde1a9cd1834dc \
    --hash=sha256:db72b07027db150f468fbada4d85b3b2729a3db39178abf5c543b784c1254539 \
    --hash=sha256:df2c707231459e8a4028eabcd3cfc827befd635b3ef72eada84ab13b52e1574d \
    --hash=sha256:e62164b50f84e20601c1ff8eb55620d2ad25fb81b59e3cd776a1902527a788af \
    --hash=sha256:e696f0dd336161fca9adbb846875d40752e6eba585843c768935ba5c9960722b \
    --hash=sha256:eaa379fcd227ca235d04152ca6704c7cb55564116f8bc52545ff357628e10602 \
    --hash=sha256:ebea339af930f8ca5d7a699b921106c6e29c617fe9606fa7baa043c1cdae326f \
    --hash=sha256:f4c39b0e3eac288fedc2b43055cfc2ca7a60362d0e5e87a637beac5d801ef478 \
    --hash=sha256:f5057856d21e7586765171eac8b9fc3f7d44ef39425f85dbcccb13b3ebea806c \
    --hash=sha256:f6f45710b4459401609ebebdbcfb34515da4fc2aa886f95107f556ac69a9147e \
    --hash=sha256:f97e83fa6c25693c7a35de154681fcc257c1c41b38beb0304b9c4d2d9e164479 \
    --hash=sha256:f9d0c5c045a3ca9bedfc35dca8526798eb91a07aa7a2c0fee134c6c6f321cbd7 \
    --hash=sha256:ff6f3db31555657f3163b15a6b7c6938d08df7adbfc9dd13d9d19edad678f1e8
    # via requests
click==8.1.3 \
    --hash=sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e \
    --hash=sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48
    # via
    #   black
    #   pip-tools
    #   pyhf
cloudpickle==2.2.1 \
    --hash=sha256:61f594d1f4c295fa5cd9014ceb3a1fc4a70b0de1164b94fbc2d854ccba056f9f \
    --hash=sha256:d89684b8de9e34a2a43b3460fbca07d09d6e25ce858df4d5a44240403b6178f5
    # via pymc
comm==0.1.2 \
    --hash=sha256:3e2f5826578e683999b93716285b3b1f344f157bf75fa9ce0a797564e742f062 \
    --hash=sha256:9f3abf3515112fa7c55a42a6a5ab358735c9dccc8b5910a9d8e3ef5998130666
    # via ipykernel
cons==0.4.5 \
    --hash=sha256:b46b48adb5a5af7f44375da346d926e55a325d4dc12b9add9f20280d3b3742cb
    # via
    #   etuples
    #   minikanren
    #   pytensor
contourpy==1.0.7 \
    --hash=sha256:031154ed61f7328ad7f97662e48660a150ef84ee1bc8876b6472af88bf5a9b98 \
    --hash=sha256:0f9d350b639db6c2c233d92c7f213d94d2e444d8e8fc5ca44c9706cf72193772 \
    --hash=sha256:130230b7e49825c98edf0b428b7aa1125503d91732735ef897786fe5452b1ec2 \
    --hash=sha256:152fd8f730c31fd67fe0ffebe1df38ab6a669403da93df218801a893645c6ccc \
    --hash=sha256:1c71fdd8f1c0f84ffd58fca37d00ca4ebaa9e502fb49825484da075ac0b0b803 \
    --hash=sha256:24847601071f740837aefb730e01bd169fbcaa610209779a78db7ebb6e6a7051 \
    --hash=sha256:2e9ebb4425fc1b658e13bace354c48a933b842d53c458f02c86f371cecbedecc \
    --hash=sha256:30676ca45084ee61e9c3da589042c24a57592e375d4b138bd84d8709893a1ba4 \
    --hash=sha256:31a55dccc8426e71817e3fe09b37d6d48ae40aae4ecbc8c7ad59d6893569c436 \
    --hash=sha256:366a0cf0fc079af5204801786ad7a1c007714ee3909e364dbac1729f5b0849e5 \
    --hash=sha256:38e2e577f0f092b8e6774459317c05a69935a1755ecfb621c0a98f0e3c09c9a5 \
    --hash=sha256:3c184ad2433635f216645fdf0493011a4667e8d46b34082f5a3de702b6ec42e3 \
    --hash=sha256:3caea6365b13119626ee996711ab63e0c9d7496f65641f4459c60a009a1f3e80 \
    --hash=sha256:3e927b3868bd1e12acee7cc8f3747d815b4ab3e445a28d2e5373a7f4a6e76ba1 \
    --hash=sha256:4ee3ee247f795a69e53cd91d927146fb16c4e803c7ac86c84104940c7d2cabf0 \
    --hash=sha256:54d43960d809c4c12508a60b66cb936e7ed57d51fb5e30b513934a4a23874fae \
    --hash=sha256:57119b0116e3f408acbdccf9eb6ef19d7fe7baf0d1e9aaa5381489bc1aa56556 \
    --hash=sha256:58569c491e7f7e874f11519ef46737cea1d6eda1b514e4eb5ac7dab6aa864d02 \
    --hash=sha256:5a011cf354107b47c58ea932d13b04d93c6d1d69b8b6dce885e642531f847566 \
    --hash=sha256:5caeacc68642e5f19d707471890f037a13007feba8427eb7f2a60811a1fc1350 \
    --hash=sha256:5dd34c1ae752515318224cba7fc62b53130c45ac6a1040c8b7c1a223c46e8967 \
    --hash=sha256:60835badb5ed5f4e194a6f21c09283dd6e007664a86101431bf870d9e86266c4 \
    --hash=sha256:62398c80ef57589bdbe1eb8537127321c1abcfdf8c5f14f479dbbe27d0322e66 \
    --hash=sha256:6381fa66866b0ea35e15d197fc06ac3840a9b2643a6475c8fff267db8b9f1e69 \
    --hash=sha256:64757f6460fc55d7e16ed4f1de193f362104285c667c112b50a804d482777edd \
    --hash=sha256:69f8ff4db108815addd900a74df665e135dbbd6547a8a69333a68e1f6e368ac2 \
    --hash=sha256:6c180d89a28787e4b73b07e9b0e2dac7741261dbdca95f2b489c4f8f887dd810 \
    --hash=sha256:71b0bf0c30d432278793d2141362ac853859e87de0a7dee24a1cea35231f0d50 \
    --hash=sha256:769eef00437edf115e24d87f8926955f00f7704bede656ce605097584f9966dc \
    --hash=sha256:7f6979d20ee5693a1057ab53e043adffa1e7418d734c1532e2d9e915b08d8ec2 \
    --hash=sha256:87f4d8941a9564cda3f7fa6a6cd9b32ec575830780677932abdec7bcb61717b0 \
    --hash=sha256:89ba9bb365446a22411f0673abf6ee1fea3b2cf47b37533b970904880ceb72f3 \
    --hash=sha256:8acf74b5d383414401926c1598ed77825cd530ac7b463ebc2e4f46638f56cce6 \
    --hash=sha256:9056c5310eb1daa33fc234ef39ebfb8c8e2533f088bbf0bc7350f70a29bde1ac \
    --hash=sha256:95c3acddf921944f241b6773b767f1cbce71d03307270e2d769fd584d5d1092d \
    --hash=sha256:9e20e5a1908e18aaa60d9077a6d8753090e3f85ca25da6e25d30dc0a9e84c2c6 \
    --hash=sha256:a1e97b86f73715e8670ef45292d7cc033548266f07d54e2183ecb3c87598888f \
    --hash=sha256:a877ada905f7d69b2a31796c4b66e31a8068b37aa9b78832d41c82fc3e056ddd \
    --hash=sha256:a9d7587d2fdc820cc9177139b56795c39fb8560f540bba9ceea215f1f66e1566 \
    --hash=sha256:abf298af1e7ad44eeb93501e40eb5a67abbf93b5d90e468d01fc0c4451971afa \
    --hash=sha256:ae90d5a8590e5310c32a7630b4b8618cef7563cebf649011da80874d0aa8f414 \
    --hash=sha256:b6d0f9e1d39dbfb3977f9dd79f156c86eb03e57a7face96f199e02b18e58d32a \
    --hash=sha256:b8d587cc39057d0afd4166083d289bdeff221ac6d3ee5046aef2d480dc4b503c \
    --hash=sha256:c5210e5d5117e9aec8c47d9156d1d3835570dd909a899171b9535cb4a3f32693 \
    --hash=sha256:cc331c13902d0f50845099434cd936d49d7a2ca76cb654b39691974cb1e4812d \
    --hash=sha256:ce41676b3d0dd16dbcfabcc1dc46090aaf4688fd6e819ef343dbda5a57ef0161 \
    --hash=sha256:d8165a088d31798b59e91117d1f5fc3df8168d8b48c4acc10fc0df0d0bdbcc5e \
    --hash=sha256:e7281244c99fd7c6f27c1c6bfafba878517b0b62925a09b586d88ce750a016d2 \
    --hash=sha256:e96a08b62bb8de960d3a6afbc5ed8421bf1a2d9c85cc4ea73f4bc81b4910500f \
    --hash=sha256:ed33433fc3820263a6368e532f19ddb4c5990855e4886088ad84fd7c4e561c71 \
    --hash=sha256:efb8f6d08ca7998cf59eaf50c9d60717f29a1a0a09caa46460d33b2924839dbd \
    --hash=sha256:efe99298ba37e37787f6a2ea868265465410822f7bea163edcc1bd3903354ea9 \
    --hash=sha256:f99e9486bf1bb979d95d5cffed40689cb595abb2b841f2991fc894b3452290e8 \
    --hash=sha256:fc1464c97579da9f3ab16763c32e5c5d5bb5fa1ec7ce509a4ca6108b61b84fab \
    --hash=sha256:fd7dc0e6812b799a34f6d12fcb1000539098c249c8da54f3566c6a6461d0dbad
    # via matplotlib
cycler==0.11.0 \
    --hash=sha256:3a27e95f763a428a739d2add979fa7494c912a32c17c4c38c4d5f082cad165a3 \
    --hash=sha256:9c87405839a19696e837b3b818fed3f5f69f16f1eec1a1ad77e043dcea9c772f
    # via matplotlib
debugpy==1.6.5 \
    --hash=sha256:048368f121c08b00bbded161e8583817af5055982d2722450a69efe2051621c2 \
    --hash=sha256:0f9afcc8cad6424695f3356dc9a7406d5b18e37ee2e73f34792881a44b02cc50 \
    --hash=sha256:15bc5febe0edc79726517b1f8d57d7ac7c784567b5ba804aab8b1c9d07a57018 \
    --hash=sha256:17039e392d6f38388a68bd02c5f823b32a92142a851e96ba3ec52aeb1ce9d900 \
    --hash=sha256:286ae0c2def18ee0dc8a61fa76d51039ca8c11485b6ed3ef83e3efe8a23926ae \
    --hash=sha256:377391341c4b86f403d93e467da8e2d05c22b683f08f9af3e16d980165b06b90 \
    --hash=sha256:500dd4a9ff818f5c52dddb4a608c7de5371c2d7d905c505eb745556c579a9f11 \
    --hash=sha256:5e55e6c79e215239dd0794ee0bf655412b934735a58e9d705e5c544f596f1603 \
    --hash=sha256:62a06eb78378292ba6c427d861246574dc8b84471904973797b29dd33c7c2495 \
    --hash=sha256:696165f021a6a17da08163eaae84f3faf5d8be68fb78cd78488dd347e625279c \
    --hash=sha256:74e4eca42055759032e3f1909d1374ba1d729143e0c2729bb8cb5e8b5807c458 \
    --hash=sha256:7e84d9e4420122384cb2cc762a00b4e17cbf998022890f89b195ce178f78ff47 \
    --hash=sha256:8116e40a1cd0593bd2aba01d4d560ee08f018da8e8fbd4cbd24ff09b5f0e41ef \
    --hash=sha256:8f3fab217fe7e2acb2d90732af1a871947def4e2b6654945ba1ebd94bd0bea26 \
    --hash=sha256:947c686e8adb46726f3d5f19854f6aebf66c2edb91225643c7f44b40b064a235 \
    --hash=sha256:9984fc00ab372c97f63786c400107f54224663ea293daab7b365a5b821d26309 \
    --hash=sha256:9e809ef787802c808995e5b6ade714a25fa187f892b41a412d418a15a9c4a432 \
    --hash=sha256:b5a74ecebe5253344501d9b23f74459c46428b30437fa9254cfb8cb129943242
    # via ipykernel
decorator==5.1.1 \
    --hash=sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330 \
    --hash=sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186
    # via ipython
defusedxml==0.7.1 \
    --hash=sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69 \
    --hash=sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61
    # via nbconvert
entrypoints==0.4 \
    --hash=sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4 \
    --hash=sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f
    # via jupyter-client
etuples==0.3.8 \
    --hash=sha256:babb99e09428e7985d2baf5537f38ca1e47b596e1fadbef7db12388cab0a92de
    # via
    #   minikanren
    #   pytensor
executing==1.2.0 \
    --hash=sha256:0314a69e37426e3608aada02473b4161d4caf5a4b244d1d0c48072b8fee7bacc \
    --hash=sha256:19da64c18d2d851112f09c287f8d3dbbdf725ab0e569077efb6cdcbd3497c107
    # via stack-data
fastjsonschema==2.16.2 \
    --hash=sha256:01e366f25d9047816fe3d288cbfc3e10541daf0af2044763f3d0ade42476da18 \
    --hash=sha256:21f918e8d9a1a4ba9c22e09574ba72267a6762d47822db9add95f6454e51cc1c
    # via nbformat
fastprogress==1.0.3 \
    --hash=sha256:6dfea88f7a4717b0a8d6ee2048beae5dbed369f932a368c5dd9caff34796f7c5 \
    --hash=sha256:7a17d2b438890f838c048eefce32c4ded47197ecc8ea042cecc33d3deb8022f5
    # via pymc
filelock==3.9.0 \
    --hash=sha256:7b319f24340b51f55a2bf7a12ac0755a9b03e718311dac567a0f4f7fabd2f5de \
    --hash=sha256:f58d535af89bb9ad5cd4df046f741f8553a418c01a7856bf0d173bbc9f6bd16d
    # via pytensor
fonttools==4.38.0 \
    --hash=sha256:2bb244009f9bf3fa100fc3ead6aeb99febe5985fa20afbfbaa2f8946c2fbdaf1 \
    --hash=sha256:820466f43c8be8c3009aef8b87e785014133508f0de64ec469e4efb643ae54fb
    # via matplotlib
fqdn==1.5.1 \
    --hash=sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f \
    --hash=sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014
    # via jsonschema
idna==3.4 \
    --hash=sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4 \
    --hash=sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2
    # via
    #   anyio
    #   jsonschema
    #   requests
ipykernel==6.20.2 \
    --hash=sha256:1893c5b847033cd7a58f6843b04a9349ffb1031bc6588401cadc9adb58da428e \
    --hash=sha256:5d0675d5f48bf6a95fd517d7b70bcb3b2c5631b2069949b5c2d6e1d7477fb5a0
    # via
    #   ipywidgets
    #   nbclassic
    #   notebook
ipympl==0.9.2 \
    --hash=sha256:655604f0bf6d264cf599766950a5b26e292d107cc23e197503647e75417981cc \
    --hash=sha256:c865c1992248f9966fbe4b6006239ae2959b00fc7e887ae32b0bd389808f0f8b
    # via -r requirements.txt
ipython==8.8.0 \
    --hash=sha256:da01e6df1501e6e7c32b5084212ddadd4ee2471602e2cf3e0190f4de6b0ea481 \
    --hash=sha256:f3bf2c08505ad2c3f4ed5c46ae0331a8547d36bf4b21a451e8ae80c0791db95b
    # via
    #   black
    #   ipykernel
    #   ipympl
    #   ipywidgets
    #   jupyterlab
ipython-genutils==0.2.0 \
    --hash=sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8 \
    --hash=sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8
    # via
    #   ipympl
    #   nbclassic
    #   notebook
ipywidgets==8.0.4 \
    --hash=sha256:c0005a77a47d77889cafed892b58e33b4a2a96712154404c6548ec22272811ea \
    --hash=sha256:ebb195e743b16c3947fe8827190fb87b4d00979c0fbf685afe4d2c4927059fa1
    # via ipympl
isoduration==20.11.0 \
    --hash=sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9 \
    --hash=sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042
    # via jsonschema
jax==0.4.1 \
    --hash=sha256:b795a75ca2eabb5d20b83f1aa1e1038dafeca89ee74c9ac6e2b919215cadf427
    # via -r requirements.txt
jaxlib==0.4.1 \
    --hash=sha256:1437b4ea9f55e0bc8286911bf14382d72e923487fcad054a9685b2f443ff3027 \
    --hash=sha256:194952ffad1c35af95c1e4f513aa0f3a9c7768743e515ee68566c2949045381c \
    --hash=sha256:5d53435b5655aae03d004e4e90b0f401488baf08836a23e4fabab07e642fc44b \
    --hash=sha256:5f8988df1a44fcf25d225fb8abbbd3f0c495eaacfefab374ce20bd02948fddb0 \
    --hash=sha256:6a87ba1e0818e2d72c1ee9ba609d83dc214bbafbfadfc3fb3d73f64a299f3ec0 \
    --hash=sha256:7967ba5c005e1f3ae3c4ea54123ac78290fedd2f0809498eb8e9ef191e293094 \
    --hash=sha256:89497eadbc7def7402a899fd521e3c045924c5ecb3a370b8d755d8f1d7fa2fa5 \
    --hash=sha256:8bc22e057010e8ae822f916d04bc94b1455ef3d950b1a41cf3f5ddaa84b610bc \
    --hash=sha256:9e91ba958cfae9ce61190c78a7beb09c3a1e03253b4b9a80c99d563ae8f4baeb \
    --hash=sha256:d06e4bf7b65b54e40146a62bf8c8bdece604d6f0f6bbe1667158832f6ff6b046 \
    --hash=sha256:f7894a395612bf68598026b1f0809f8a3674f5d0f5e6b1b49d82f48b355ec184 \
    --hash=sha256:fa2264882959f24fe50dc62d95ac53a617b94e8c8bb160d5a739eac742e4117f
    # via -r requirements.txt
jedi==0.18.2 \
    --hash=sha256:203c1fd9d969ab8f2119ec0a3342e0b49910045abe6af0a3ae83a5764d54639e \
    --hash=sha256:bae794c30d07f6d910d32a7048af09b5a39ed740918da923c6b780790ebac612
    # via ipython
jinja2==3.1.2 \
    --hash=sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852 \
    --hash=sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61
    # via
    #   jupyter-server
    #   jupyterlab
    #   jupyterlab-server
    #   nbclassic
    #   nbconvert
    #   notebook
json5==0.9.11 \
    --hash=sha256:1aa54b80b5e507dfe31d12b7743a642e2ffa6f70bf73b8e3d7d1d5fba83d99bd \
    --hash=sha256:4f1e196acc55b83985a51318489f345963c7ba84aa37607e49073066c562e99b
    # via jupyterlab-server
jsonpatch==1.32 \
    --hash=sha256:26ac385719ac9f54df8a2f0827bb8253aa3ea8ab7b3368457bcdb8c14595a397 \
    --hash=sha256:b6ddfe6c3db30d81a96aaeceb6baf916094ffa23d7dd5fa2c13e13f8b6e600c2
    # via pyhf
jsonpointer==2.3 \
    --hash=sha256:51801e558539b4e9cd268638c078c6c5746c9ac96bc38152d443400e4f3793e9 \
    --hash=sha256:97cba51526c829282218feb99dab1b1e6bdf8efd1c43dc9d57be093c0d69c99a
    # via
    #   jsonpatch
    #   jsonschema
jsonschema[format-nongpl]==4.17.3 \
    --hash=sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d \
    --hash=sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6
    # via
    #   jupyter-events
    #   jupyterlab-server
    #   nbformat
    #   pyhf
jupyter-client==7.4.9 \
    --hash=sha256:214668aaea208195f4c13d28eb272ba79f945fc0cf3f11c7092c20b2ca1980e7 \
    --hash=sha256:52be28e04171f07aed8f20e1616a5a552ab9fee9cbbe6c1896ae170c3880d392
    # via
    #   ipykernel
    #   jupyter-server
    #   nbclassic
    #   nbclient
    #   notebook
jupyter-core==5.1.3 \
    --hash=sha256:82e1cff0ef804c38677eff7070d5ff1d45037fef01a2d9ba9e6b7b8201831e9f \
    --hash=sha256:d23ab7db81ca1759f13780cd6b65f37f59bf8e0186ac422d5ca4982cc7d56716
    # via
    #   jupyter-client
    #   jupyter-server
    #   jupyterlab
    #   nbclassic
    #   nbclient
    #   nbconvert
    #   nbformat
    #   notebook
jupyter-events==0.6.3 \
    --hash=sha256:57a2749f87ba387cd1bfd9b22a0875b889237dbf2edc2121ebb22bde47036c17 \
    --hash=sha256:9a6e9995f75d1b7146b436ea24d696ce3a35bfa8bfe45e0c33c334c79464d0b3
    # via jupyter-server
jupyter-server==2.1.0 \
    --hash=sha256:90cd6f2bd0581ddd9b2dbe82026a0f4c228a1d95c86e22460efbfdfc931fcf56 \
    --hash=sha256:efaae5e4f0d5f22c7f2f2dc848635036ee74a2df02abed52d30d9d95121ad382
    # via
    #   jupyterlab
    #   jupyterlab-server
    #   nbclassic
    #   notebook-shim
jupyter-server-terminals==0.4.4 \
    --hash=sha256:57ab779797c25a7ba68e97bcfb5d7740f2b5e8a83b5e8102b10438041a7eac5d \
    --hash=sha256:75779164661cec02a8758a5311e18bb8eb70c4e86c6b699403100f1585a12a36
    # via jupyter-server
jupyterlab==3.5.2 \
    --hash=sha256:10ac094215ffb872ddffbe2982bf1c039a79fecc326e191e7cc5efd84f331dad \
    --hash=sha256:16e9b8320dcec469c70bb883e993e0bb84c4ea1a734063731f66922cf72add1b
    # via -r requirements.txt
jupyterlab-pygments==0.2.2 \
    --hash=sha256:2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f \
    --hash=sha256:7405d7fde60819d905a9fa8ce89e4cd830e318cdad22a0030f7a901da705585d
    # via nbconvert
jupyterlab-server==2.19.0 \
    --hash=sha256:51f6922e34f9f3db875051f4f7b57539a04ddd030f42d9ce6062dedf67bf7f2f \
    --hash=sha256:9aec21a2183bbedd9f91a86628355449575f1862d88b28ad5f905019d31e6c21
    # via jupyterlab
jupyterlab-widgets==3.0.5 \
    --hash=sha256:a04a42e50231b355b7087e16a818f541e53589f7647144ea0344c4bf16f300e5 \
    --hash=sha256:eeaecdeaf6c03afc960ddae201ced88d5979b4ca9c3891bcb8f6631af705f5ef
    # via ipywidgets
jupytext==1.14.4 \
    --hash=sha256:4c09f1b8f837888dec11c1253e813b5cacdc20eecefcf2f9a0b870ae6bd44a65 \
    --hash=sha256:c5f5647112aa4ea4c61c31e48a216a4c49d315a0fc43d4f483529ed3b0b1a0d9
    # via -r requirements.txt
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
    # via matplotlib
logical-unification==0.4.5 \
    --hash=sha256:7c6a6c1b7c6baa0f5b9af93f06cfc8d2419b6b793346b678ed1367c05ce74558
    # via
    #   cons
    #   minikanren
    #   pytensor
markdown-it-py==2.1.0 \
    --hash=sha256:93de681e5c021a432c63147656fe21790bc01231e0cd2da73626f1aa3ac0fe27 \
    --hash=sha256:cf7e59fed14b5ae17c0006eff14a2d9a00ed5f3a846148153899a0224e2c07da
    # via
    #   jupytext
    #   mdit-py-plugins
markupsafe==2.1.2 \
    --hash=sha256:0576fe974b40a400449768941d5d0858cc624e3249dfd1e0c33674e5c7ca7aed \
    --hash=sha256:085fd3201e7b12809f9e6e9bc1e5c96a368c8523fad5afb02afe3c051ae4afcc \
    --hash=sha256:090376d812fb6ac5f171e5938e82e7f2d7adc2b629101cec0db8b267815c85e2 \
    --hash=sha256:0b462104ba25f1ac006fdab8b6a01ebbfbce9ed37fd37fd4acd70c67c973e460 \
    --hash=sha256:137678c63c977754abe9086a3ec011e8fd985ab90631145dfb9294ad09c102a7 \
    --hash=sha256:1bea30e9bf331f3fef67e0a3877b2288593c98a21ccb2cf29b74c581a4eb3af0 \
    --hash=sha256:22152d00bf4a9c7c83960521fc558f55a1adbc0631fbb00a9471e097b19d72e1 \
    --hash=sha256:22731d79ed2eb25059ae3df1dfc9cb1546691cc41f4e3130fe6bfbc3ecbbecfa \
    --hash=sha256:2298c859cfc5463f1b64bd55cb3e602528db6fa0f3cfd568d3605c50678f8f03 \
    --hash=sha256:28057e985dace2f478e042eaa15606c7efccb700797660629da387eb289b9323 \
    --hash=sha256:2e7821bffe00aa6bd07a23913b7f4e01328c3d5cc0b40b36c0bd81d362faeb65 \
    --hash=sha256:2ec4f2d48ae59bbb9d1f9d7efb9236ab81429a764dedca114f5fdabbc3788013 \
    --hash=sha256:340bea174e9761308703ae988e982005aedf427de816d1afe98147668cc03036 \
    --hash=sha256:40627dcf047dadb22cd25ea7ecfe9cbf3bbbad0482ee5920b582f3809c97654f \
    --hash=sha256:40dfd3fefbef579ee058f139733ac336312663c6706d1163b82b3003fb1925c4 \
    --hash=sha256:4cf06cdc1dda95223e9d2d3c58d3b178aa5dacb35ee7e3bbac10e4e1faacb419 \
    --hash=sha256:50c42830a633fa0cf9e7d27664637532791bfc31c731a87b202d2d8ac40c3ea2 \
    --hash=sha256:55f44b440d491028addb3b88f72207d71eeebfb7b5dbf0643f7c023ae1fba619 \
    --hash=sha256:608e7073dfa9e38a85d38474c082d4281f4ce276ac0010224eaba11e929dd53a \
    --hash=sha256:63ba06c9941e46fa389d389644e2d8225e0e3e5ebcc4ff1ea8506dce646f8c8a \
    --hash=sha256:65608c35bfb8a76763f37036547f7adfd09270fbdbf96608be2bead319728fcd \
    --hash=sha256:665a36ae6f8f20a4676b53224e33d456a6f5a72657d9c83c2aa00765072f31f7 \
    --hash=sha256:6d6607f98fcf17e534162f0709aaad3ab7a96032723d8ac8750ffe17ae5a0666 \
    --hash=sha256:7313ce6a199651c4ed9d7e4cfb4aa56fe923b1adf9af3b420ee14e6d9a73df65 \
    --hash=sha256:7668b52e102d0ed87cb082380a7e2e1e78737ddecdde129acadb0eccc5423859 \
    --hash=sha256:7df70907e00c970c60b9ef2938d894a9381f38e6b9db73c5be35e59d92e06625 \
    --hash=sha256:7e007132af78ea9df29495dbf7b5824cb71648d7133cf7848a2a5dd00d36f9ff \
    --hash=sha256:835fb5e38fd89328e9c81067fd642b3593c33e1e17e2fdbf77f5676abb14a156 \
    --hash=sha256:8bca7e26c1dd751236cfb0c6c72d4ad61d986e9a41bbf76cb445f69488b2a2bd \
    --hash=sha256:8db032bf0ce9022a8e41a22598eefc802314e81b879ae093f36ce9ddf39ab1ba \
    --hash=sha256:99625a92da8229df6d44335e6fcc558a5037dd0a760e11d84be2260e6f37002f \
    --hash=sha256:9cad97ab29dfc3f0249b483412c85c8ef4766d96cdf9dcf5a1e3caa3f3661cf1 \
    --hash=sha256:a4abaec6ca3ad8660690236d11bfe28dfd707778e2442b45addd2f086d6ef094 \
    --hash=sha256:a6e40afa7f45939ca356f348c8e23048e02cb109ced1eb8420961b2f40fb373a \
    --hash=sha256:a6f2fcca746e8d5910e18782f976489939d54a91f9411c32051b4aab2bd7c513 \
    --hash=sha256:a806db027852538d2ad7555b203300173dd1b77ba116de92da9afbc3a3be3eed \
    --hash=sha256:abcabc8c2b26036d62d4c746381a6f7cf60aafcc653198ad678306986b09450d \
    --hash=sha256:b8526c6d437855442cdd3d87eede9c425c4445ea011ca38d937db299382e6fa3 \
    --hash=sha256:bb06feb762bade6bf3c8b844462274db0c76acc95c52abe8dbed28ae3d44a147 \
    --hash=sha256:c0a33bc9f02c2b17c3ea382f91b4db0e6cde90b63b296422a939886a7a80de1c \
    --hash=sha256:c4a549890a45f57f1ebf99c067a4ad0cb423a05544accaf2b065246827ed9603 \
    --hash=sha256:ca244fa73f50a800cf8c3ebf7fd93149ec37f5cb9596aa8873ae2c1d23498601 \
    --hash=sha256:cf877ab4ed6e302ec1d04952ca358b381a882fbd9d1b07cccbfd61783561f98a \
    --hash=sha256:d9d971ec1e79906046aa3ca266de79eac42f1dbf3612a05dc9368125952bd1a1 \
    --hash=sha256:da25303d91526aac3672ee6d49a2f3db2d9502a4a60b55519feb1a4c7714e07d \
    --hash=sha256:e55e40ff0cc8cc5c07996915ad367fa47da6b3fc091fdadca7f5403239c5fec3 \
    --hash=sha256:f03a532d7dee1bed20bc4884194a16160a2de9ffc6354b3878ec9682bb623c54 \
    --hash=sha256:f1cd098434e83e656abf198f103a8207a8187c0fc110306691a2e94a78d0abb2 \
    --hash=sha256:f2bfb563d0211ce16b63c7cb9395d2c682a23187f54c3d79bfec33e6705473c6 \
    --hash=sha256:f8ffb705ffcf5ddd0e80b65ddf7bed7ee4f5a441ea7d3419e861a12eaf41af58
    # via
    #   jinja2
    #   nbconvert
matplotlib==3.6.3 \
    --hash=sha256:01b7f521a9a73c383825813af255f8c4485d1706e4f3e2ed5ae771e4403a40ab \
    --hash=sha256:11011c97d62c1db7bc20509572557842dbb8c2a2ddd3dd7f20501aa1cde3e54e \
    --hash=sha256:1183877d008c752d7d535396096c910f4663e4b74a18313adee1213328388e1e \
    --hash=sha256:12f999661589981e74d793ee2f41b924b3b87d65fd929f6153bf0f30675c59b1 \
    --hash=sha256:1c235bf9be052347373f589e018988cad177abb3f997ab1a2e2210c41562cc0c \
    --hash=sha256:1f4d69707b1677560cd952544ee4962f68ff07952fb9069ff8c12b56353cb8c9 \
    --hash=sha256:1fcc4cad498533d3c393a160975acc9b36ffa224d15a6b90ae579eacee5d8579 \
    --hash=sha256:2787a16df07370dcba385fe20cdd0cc3cfaabd3c873ddabca78c10514c799721 \
    --hash=sha256:29f17b7f2e068dc346687cbdf80b430580bab42346625821c2d3abf3a1ec5417 \
    --hash=sha256:38d38cb1ea1d80ee0f6351b65c6f76cad6060bbbead015720ba001348ae90f0c \
    --hash=sha256:3f56a7252eee8f3438447f75f5e1148a1896a2756a92285fe5d73bed6deebff4 \
    --hash=sha256:5223affa21050fb6118353c1380c15e23aedfb436bf3e162c26dc950617a7519 \
    --hash=sha256:57ad1aee29043163374bfa8990e1a2a10ff72c9a1bfaa92e9c46f6ea59269121 \
    --hash=sha256:59400cc9451094b7f08cc3f321972e6e1db4cd37a978d4e8a12824bf7fd2f03b \
    --hash=sha256:68d94a436f62b8a861bf3ace82067a71bafb724b4e4f9133521e4d8012420dd7 \
    --hash=sha256:6adc441b5b2098a4b904bbf9d9e92fb816fef50c55aa2ea6a823fc89b94bb838 \
    --hash=sha256:6d81b11ede69e3a751424b98dc869c96c10256b2206bfdf41f9c720eee86844c \
    --hash=sha256:73b93af33634ed919e72811c9703e1105185cd3fb46d76f30b7f4cfbbd063f89 \
    --hash=sha256:77b384cee7ab8cf75ffccbfea351a09b97564fc62d149827a5e864bec81526e5 \
    --hash=sha256:79e501eb847f4a489eb7065bb8d3187117f65a4c02d12ea3a19d6c5bef173bcc \
    --hash=sha256:809119d1cba3ece3c9742eb01827fe7a0e781ea3c5d89534655a75e07979344f \
    --hash=sha256:80c166a0e28512e26755f69040e6bf2f946a02ffdb7c00bf6158cca3d2b146e6 \
    --hash=sha256:81b409b2790cf8d7c1ef35920f01676d2ae7afa8241844e7aa5484fdf493a9a0 \
    --hash=sha256:994637e2995b0342699b396a320698b07cd148bbcf2dd2fa2daba73f34dd19f2 \
    --hash=sha256:9ceebaf73f1a3444fa11014f38b9da37ff7ea328d6efa1652241fe3777bfdab9 \
    --hash=sha256:9fb8fb19d03abf3c5dab89a8677e62c4023632f919a62b6dd1d6d2dbf42cd9f5 \
    --hash=sha256:acc3b1a4bddbf56fe461e36fb9ef94c2cb607fc90d24ccc650040bfcc7610de4 \
    --hash=sha256:bbddfeb1495484351fb5b30cf5bdf06b3de0bc4626a707d29e43dfd61af2a780 \
    --hash=sha256:bbf269e1d24bc25247095d71c7a969813f7080e2a7c6fa28931a603f747ab012 \
    --hash=sha256:bebcff4c3ed02c6399d47329f3554193abd824d3d53b5ca02cf583bcd94470e2 \
    --hash=sha256:c3f08df2ac4636249b8bc7a85b8b82c983bef1441595936f62c2918370ca7e1d \
    --hash=sha256:ca94f0362f6b6f424b555b956971dcb94b12d0368a6c3e07dc7a40d32d6d873d \
    --hash=sha256:d00c248ab6b92bea3f8148714837937053a083ff03b4c5e30ed37e28fc0e7e56 \
    --hash=sha256:d2cfaa7fd62294d945b8843ea24228a27c8e7c5b48fa634f3c168153b825a21b \
    --hash=sha256:d5f18430f5cfa5571ab8f4c72c89af52aa0618e864c60028f11a857d62200cba \
    --hash=sha256:debeab8e2ab07e5e3dac33e12456da79c7e104270d2b2d1df92b9e40347cca75 \
    --hash=sha256:dfba7057609ca9567b9704626756f0142e97ec8c5ba2c70c6e7bd1c25ef99f06 \
    --hash=sha256:e0a64d7cc336b52e90f59e6d638ae847b966f68582a7af041e063d568e814740 \
    --hash=sha256:eb9421c403ffd387fbe729de6d9a03005bf42faba5e8432f4e51e703215b49fc \
    --hash=sha256:faff486b36530a836a6b4395850322e74211cd81fc17f28b4904e1bd53668e3e \
    --hash=sha256:ff2aa84e74f80891e6bcf292ebb1dd57714ffbe13177642d65fee25384a30894
    # via
    #   -r requirements.txt
    #   arviz
    #   ipympl
matplotlib-inline==0.1.6 \
    --hash=sha256:f1f41aab5328aa5aaea9b16d083b128102f8712542f819fe7e6a420ff581b311 \
    --hash=sha256:f887e5f10ba98e8d2b150ddcf4702c1e5f8b3a20005eb0f74bfdbd360ee6f304
    # via
    #   ipykernel
    #   ipython
mdit-py-plugins==0.3.3 \
    --hash=sha256:36d08a29def19ec43acdcd8ba471d3ebab132e7879d442760d963f19913e04b9 \
    --hash=sha256:5cfd7e7ac582a594e23ba6546a2f406e94e42eb33ae596d0734781261c251260
    # via jupytext
mdurl==0.1.2 \
    --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
    --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
    # via markdown-it-py
minikanren==1.0.3 \
    --hash=sha256:1ec8bdb01144ad5e8752c7c297fb8a122db920f859276d25a72d164e998d7f6e
    # via pytensor
mistune==2.0.4 \
    --hash=sha256:182cc5ee6f8ed1b807de6b7bb50155df7b66495412836b9a74c8fbdfc75fe36d \
    --hash=sha256:9ee0a66053e2267aba772c71e06891fa8f1af6d4b01d5e84e267b4570d4d9808
    # via nbconvert
multipledispatch==0.6.0 \
    --hash=sha256:407e6d8c5fa27075968ba07c4db3ef5f02bea4e871e959570eeb69ee39a6565b \
    --hash=sha256:a55c512128fb3f7c2efd2533f2550accb93c35f1045242ef74645fc92a2c3cba \
    --hash=sha256:a7ab1451fd0bf9b92cab3edbd7b205622fb767aeefb4fb536c2e3de9e0a38bea
    # via
    #   etuples
    #   logical-unification
    #   minikanren
mypy-extensions==0.4.3 \
    --hash=sha256:090fedd75945a69ae91ce1303b5824f428daf5a028d2f6ab8a299250a846f15d \
    --hash=sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8
    # via black
nbclassic==0.4.8 \
    --hash=sha256:c74d8a500f8e058d46b576a41e5bc640711e1032cf7541dde5f73ea49497e283 \
    --hash=sha256:cbf05df5842b420d5cece0143462380ea9d308ff57c2dc0eb4d6e035b18fbfb3
    # via
    #   jupyterlab
    #   notebook
nbclient==0.7.2 \
    --hash=sha256:884a3f4a8c4fc24bb9302f263e0af47d97f0d01fe11ba714171b320c8ac09547 \
    --hash=sha256:d97ac6257de2794f5397609df754fcbca1a603e94e924eb9b99787c031ae2e7c
    # via nbconvert
nbconvert==7.2.8 \
    --hash=sha256:ac57f2812175441a883f50c8ff113133ca65fe7ae5a9f1e3da3bfd1a70dce2ee \
    --hash=sha256:ccedacde57a972836bfb46466485be29ed1364ed7c2f379f62bad47d340ece99
    # via
    #   jupyter-server
    #   nbclassic
    #   notebook
nbformat==5.7.3 \
    --hash=sha256:22a98a6516ca216002b0a34591af5bcb8072ca6c63910baffc901cfa07fefbf0 \
    --hash=sha256:4b021fca24d3a747bf4e626694033d792d594705829e5e35b14ee3369f9f6477
    # via
    #   jupyter-server
    #   jupytext
    #   nbclassic
    #   nbclient
    #   nbconvert
    #   notebook
nest-asyncio==1.5.6 \
    --hash=sha256:b9a953fb40dceaa587d109609098db21900182b16440652454a146cffb06e8b8 \
    --hash=sha256:d267cc1ff794403f7df692964d1d2a3fa9418ffea2a3f6859a439ff482fef290
    # via
    #   ipykernel
    #   jupyter-client
    #   nbclassic
    #   notebook
netcdf4==1.6.2 \
    --hash=sha256:01e42ec375c0426240ba00ac2fee9edf6ccef9622e50c4ca67ddbcf0482139b3 \
    --hash=sha256:0382b02ff6a288419f6ffec85dec40f451f41b8755547154c575ddd9f0f4ae53 \
    --hash=sha256:054409612d6e91ab6db27c7120994a8843b5dde14a70df416a29905ca71b0922 \
    --hash=sha256:22bdb9bd0f789e8b8987662a6a6d003ac0c9bf307c712fd2a9c09b5cdeb4357d \
    --hash=sha256:2827172ea73a15d7766710305343e183d0c5a7c7983481ce57840365f05ce636 \
    --hash=sha256:361e81d9bc52df2b510843df14d6b298099ff90dfa8f6bc37278b2e2fda9dc18 \
    --hash=sha256:4a0232c0baf5bd6981dcd565b1d70b6f3353f5fb7666d34e14cbee032f1498ee \
    --hash=sha256:4de7aa27303071546d3da166da80b3d58fd08427f14e5fcb5afc9edbf71b66fd \
    --hash=sha256:510fc683f5e97fae75a00c775e525dd4329d2f5975971872b34e7b75be209c5d \
    --hash=sha256:54bd68bb568830caf93c584b773a3237f5c6ac0c79edb03fec780f61f79a6c80 \
    --hash=sha256:5ffb5ea48d01cb50607828010ea497bed0c6e7a414a0648572f0b3a4e96c8c1b \
    --hash=sha256:60b084eec39e31ed71411f60d7553655722d5684215413e70065c3ef5bf3b5c2 \
    --hash=sha256:6a814dfebfde2ee0ff24a73641d44c384973aa8aeb40f154e62b158e85d14dbf \
    --hash=sha256:81e80fb0801b27697b8a27103d92efe1a782ff5bb9ea8c41e682d03e97a97255 \
    --hash=sha256:8549ef47e0b172004e67ab8ec557b55e657106fd4185f3177a4b247a59d3a7ab \
    --hash=sha256:85b6adf0f1b1f034d6c9ddf845070884f8b6af6abc0b7708822c7c4cf74fee1c \
    --hash=sha256:8b4510e9032f91b43a900105b0c98ce3c1bfbe10d24f67eb16d28286ded2f940 \
    --hash=sha256:aafdf88c10eb2f95723abe61f6b348af2de91a9b587540ee60e2bb68172d3c0a \
    --hash=sha256:af560d7f63036d757eccfdb28937a2c03e91ee44d28150614ddd8575e121c03f \
    --hash=sha256:b20e4d8d1306c4c0089d47964734a0bf31ed6d989fd922996254d89c453892f8 \
    --hash=sha256:c933edc73b3667e98dcb8bcd686ee475a4def057e6fa476cfb5256b2ef0cdf06 \
    --hash=sha256:cbe0e536f25b503e35bdb09450b0c444f1bd42cd722718bc3201dea82e73d1f1 \
    --hash=sha256:cc91931b0a63326ddd23bfd81266983c8d401e5bb8e055ef91458f8f7f87c2e9 \
    --hash=sha256:e050231ca196b82048eec202de0332ef951f9d8dff6d71510a8d41dce275a788 \
    --hash=sha256:e152a2af9ea1ed7c75d9683fc2c814002612cb60e3691a8b2c33e78ad026ce5b \
    --hash=sha256:e3cd2b533a2bbb2e9ddeae6e2aeba515658e2ed5a899d5b41f2397a988595b6c \
    --hash=sha256:f615e684d0110cb346c7bcea117f3bc34e5e4c95e86e1b400438b8f774dd743a
    # via arviz
notebook==6.5.2 \
    --hash=sha256:c1897e5317e225fc78b45549a6ab4b668e4c996fd03a04e938fe5e7af2bfffd0 \
    --hash=sha256:e04f9018ceb86e4fa841e92ea8fb214f8d23c1cedfde530cc96f92446924f0e4
    # via
    #   -r requirements.txt
    #   jupyterlab
notebook-shim==0.2.2 \
    --hash=sha256:090e0baf9a5582ff59b607af523ca2db68ff216da0c69956b62cab2ef4fc9c3f \
    --hash=sha256:9c6c30f74c4fbea6fce55c1be58e7fd0409b1c681b075dcedceb005db5026949
    # via nbclassic
numpy==1.24.1 \
    --hash=sha256:0044f7d944ee882400890f9ae955220d29b33d809a038923d88e4e01d652acd9 \
    --hash=sha256:0e3463e6ac25313462e04aea3fb8a0a30fb906d5d300f58b3bc2c23da6a15398 \
    --hash=sha256:179a7ef0889ab769cc03573b6217f54c8bd8e16cef80aad369e1e8185f994cd7 \
    --hash=sha256:2386da9a471cc00a1f47845e27d916d5ec5346ae9696e01a8a34760858fe9dd2 \
    --hash=sha256:26089487086f2648944f17adaa1a97ca6aee57f513ba5f1c0b7ebdabbe2b9954 \
    --hash=sha256:28bc9750ae1f75264ee0f10561709b1462d450a4808cd97c013046073ae64ab6 \
    --hash=sha256:28e418681372520c992805bb723e29d69d6b7aa411065f48216d8329d02ba032 \
    --hash=sha256:442feb5e5bada8408e8fcd43f3360b78683ff12a4444670a7d9e9824c1817d36 \
    --hash=sha256:6ec0c021cd9fe732e5bab6401adea5a409214ca5592cd92a114f7067febcba0c \
    --hash=sha256:7094891dcf79ccc6bc2a1f30428fa5edb1e6fb955411ffff3401fb4ea93780a8 \
    --hash=sha256:84e789a085aabef2f36c0515f45e459f02f570c4b4c4c108ac1179c34d475ed7 \
    --hash=sha256:87a118968fba001b248aac90e502c0b13606721b1343cdaddbc6e552e8dfb56f \
    --hash=sha256:8e669fbdcdd1e945691079c2cae335f3e3a56554e06bbd45d7609a6cf568c700 \
    --hash=sha256:ad2925567f43643f51255220424c23d204024ed428afc5aad0f86f3ffc080086 \
    --hash=sha256:b0677a52f5d896e84414761531947c7a330d1adc07c3a4372262f25d84af7bf7 \
    --hash=sha256:b07b40f5fb4fa034120a5796288f24c1fe0e0580bbfff99897ba6267af42def2 \
    --hash=sha256:b09804ff570b907da323b3d762e74432fb07955701b17b08ff1b5ebaa8cfe6a9 \
    --hash=sha256:b162ac10ca38850510caf8ea33f89edcb7b0bb0dfa5592d59909419986b72407 \
    --hash=sha256:b31da69ed0c18be8b77bfce48d234e55d040793cebb25398e2a7d84199fbc7e2 \
    --hash=sha256:caf65a396c0d1f9809596be2e444e3bd4190d86d5c1ce21f5fc4be60a3bc5b36 \
    --hash=sha256:cfa1161c6ac8f92dea03d625c2d0c05e084668f4a06568b77a25a89111621566 \
    --hash=sha256:dae46bed2cb79a58d6496ff6d8da1e3b95ba09afeca2e277628171ca99b99db1 \
    --hash=sha256:ddc7ab52b322eb1e40521eb422c4e0a20716c271a306860979d450decbb51b8e \
    --hash=sha256:de92efa737875329b052982e37bd4371d52cabf469f83e7b8be9bb7752d67e51 \
    --hash=sha256:e274f0f6c7efd0d577744f52032fdd24344f11c5ae668fe8d01aac0422611df1 \
    --hash=sha256:ed5fb71d79e771ec930566fae9c02626b939e37271ec285e9efaf1b5d4370e7d \
    --hash=sha256:ef85cf1f693c88c1fd229ccd1055570cb41cdf4875873b7728b6301f12cd05bf \
    --hash=sha256:f1b739841821968798947d3afcefd386fa56da0caf97722a5de53e07c4ccedc7
    # via
    #   arviz
    #   cftime
    #   contourpy
    #   ipympl
    #   jax
    #   jaxlib
    #   matplotlib
    #   netcdf4
    #   opt-einsum
    #   pandas
    #   pymc
    #   pytensor
    #   scipy
    #   xarray
    #   xarray-einstats
opt-einsum==3.3.0 \
    --hash=sha256:2455e59e3947d3c275477df7f5205b30635e266fe6dc300e3d9f9646bfcea147 \
    --hash=sha256:59f6475f77bbc37dcf7cd748519c0ec60722e91e63ca114e68821c0c54a46549
    # via jax
packaging==23.0 \
    --hash=sha256:714ac14496c3e68c99c29b00845f7a2b85f3bb6f1078fd9f72fd20f0570002b2 \
    --hash=sha256:b6ad297f8907de0fa2fe1ccbd26fdaf387f5f47c7275fedf8cce89f99446cf97
    # via
    #   arviz
    #   build
    #   ipykernel
    #   jupyter-server
    #   jupyterlab
    #   jupyterlab-server
    #   matplotlib
    #   nbconvert
    #   xarray
pandas==1.5.3 \
    --hash=sha256:14e45300521902689a81f3f41386dc86f19b8ba8dd5ac5a3c7010ef8d2932813 \
    --hash=sha256:26d9c71772c7afb9d5046e6e9cf42d83dd147b5cf5bcb9d97252077118543792 \
    --hash=sha256:3749077d86e3a2f0ed51367f30bf5b82e131cc0f14260c4d3e499186fccc4406 \
    --hash=sha256:41179ce559943d83a9b4bbacb736b04c928b095b5f25dd2b7389eda08f46f373 \
    --hash=sha256:478ff646ca42b20376e4ed3fa2e8d7341e8a63105586efe54fa2508ee087f328 \
    --hash=sha256:50869a35cbb0f2e0cd5ec04b191e7b12ed688874bd05dd777c19b28cbea90996 \
    --hash=sha256:565fa34a5434d38e9d250af3c12ff931abaf88050551d9fbcdfafca50d62babf \
    --hash=sha256:5f2b952406a1588ad4cad5b3f55f520e82e902388a6d5a4a91baa8d38d23c7f6 \
    --hash=sha256:5fbcb19d6fceb9e946b3e23258757c7b225ba450990d9ed63ccceeb8cae609f7 \
    --hash=sha256:6973549c01ca91ec96199e940495219c887ea815b2083722821f1d7abfa2b4dc \
    --hash=sha256:74a3fd7e5a7ec052f183273dc7b0acd3a863edf7520f5d3a1765c04ffdb3b0b1 \
    --hash=sha256:7a0a56cef15fd1586726dace5616db75ebcfec9179a3a55e78f72c5639fa2a23 \
    --hash=sha256:7cec0bee9f294e5de5bbfc14d0573f65526071029d036b753ee6507d2a21480a \
    --hash=sha256:87bd9c03da1ac870a6d2c8902a0e1fd4267ca00f13bc494c9e5a9020920e1d51 \
    --hash=sha256:972d8a45395f2a2d26733eb8d0f629b2f90bebe8e8eddbb8829b180c09639572 \
    --hash=sha256:9842b6f4b8479e41968eced654487258ed81df7d1c9b7b870ceea24ed9459b31 \
    --hash=sha256:9f69c4029613de47816b1bb30ff5ac778686688751a5e9c99ad8c7031f6508e5 \
    --hash=sha256:a50d9a4336a9621cab7b8eb3fb11adb82de58f9b91d84c2cd526576b881a0c5a \
    --hash=sha256:bc4c368f42b551bf72fac35c5128963a171b40dce866fb066540eeaf46faa003 \
    --hash=sha256:c39a8da13cede5adcd3be1182883aea1c925476f4e84b2807a46e2775306305d \
    --hash=sha256:c3ac844a0fe00bfaeb2c9b51ab1424e5c8744f89860b138434a363b1f620f354 \
    --hash=sha256:c4c00e0b0597c8e4f59e8d461f797e5d70b4d025880516a8261b2817c47759ee \
    --hash=sha256:c74a62747864ed568f5a82a49a23a8d7fe171d0c69038b38cedf0976831296fa \
    --hash=sha256:dd05f7783b3274aa206a1af06f0ceed3f9b412cf665b7247eacd83be41cf7bf0 \
    --hash=sha256:dfd681c5dc216037e0b0a2c821f5ed99ba9f03ebcf119c7dac0e9a7b960b9ec9 \
    --hash=sha256:e474390e60ed609cec869b0da796ad94f420bb057d86784191eefc62b65819ae \
    --hash=sha256:f76d097d12c82a535fda9dfe5e8dd4127952b45fea9b0276cb30cca5ea313fbc
    # via
    #   arviz
    #   pymc
    #   xarray
pandocfilters==1.5.0 \
    --hash=sha256:0b679503337d233b4339a817bfc8c50064e2eff681314376a47cb582305a7a38 \
    --hash=sha256:33aae3f25fd1a026079f5d27bdd52496f0e0803b3469282162bafdcbdf6ef14f
    # via nbconvert
parso==0.8.3 \
    --hash=sha256:8c07be290bb59f03588915921e29e8a50002acaf2cdc5fa0e0114f91709fafa0 \
    --hash=sha256:c001d4636cd3aecdaf33cbb40aebb59b094be2a74c556778ef5576c175e19e75
    # via jedi
pathspec==0.10.3 \
    --hash=sha256:3c95343af8b756205e2aba76e843ba9520a24dd84f68c22b9f93251507509dd6 \
    --hash=sha256:56200de4077d9d0791465aa9095a01d421861e405b5096955051deefd697d6f6
    # via black
pexpect==4.8.0 \
    --hash=sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937 \
    --hash=sha256:fc65a43959d153d0114afe13997d439c22823a27cefceb5ff35c2178c6784c0c
    # via ipython
pickleshare==0.7.5 \
    --hash=sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca \
    --hash=sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56
    # via ipython
pillow==9.4.0 \
    --hash=sha256:013016af6b3a12a2f40b704677f8b51f72cb007dac785a9933d5c86a72a7fe33 \
    --hash=sha256:0845adc64fe9886db00f5ab68c4a8cd933ab749a87747555cec1c95acea64b0b \
    --hash=sha256:0884ba7b515163a1a05440a138adeb722b8a6ae2c2b33aea93ea3118dd3a899e \
    --hash=sha256:09b89ddc95c248ee788328528e6a2996e09eaccddeeb82a5356e92645733be35 \
    --hash=sha256:0dd4c681b82214b36273c18ca7ee87065a50e013112eea7d78c7a1b89a739153 \
    --hash=sha256:0e51f608da093e5d9038c592b5b575cadc12fd748af1479b5e858045fff955a9 \
    --hash=sha256:0f3269304c1a7ce82f1759c12ce731ef9b6e95b6df829dccd9fe42912cc48569 \
    --hash=sha256:16a8df99701f9095bea8a6c4b3197da105df6f74e6176c5b410bc2df2fd29a57 \
    --hash=sha256:19005a8e58b7c1796bc0167862b1f54a64d3b44ee5d48152b06bb861458bc0f8 \
    --hash=sha256:1b4b4e9dda4f4e4c4e6896f93e84a8f0bcca3b059de9ddf67dac3c334b1195e1 \
    --hash=sha256:28676836c7796805914b76b1837a40f76827ee0d5398f72f7dcc634bae7c6264 \
    --hash=sha256:2968c58feca624bb6c8502f9564dd187d0e1389964898f5e9e1fbc8533169157 \
    --hash=sha256:3f4cc516e0b264c8d4ccd6b6cbc69a07c6d582d8337df79be1e15a5056b258c9 \
    --hash=sha256:3fa1284762aacca6dc97474ee9c16f83990b8eeb6697f2ba17140d54b453e133 \
    --hash=sha256:43521ce2c4b865d385e78579a082b6ad1166ebed2b1a2293c3be1d68dd7ca3b9 \
    --hash=sha256:451f10ef963918e65b8869e17d67db5e2f4ab40e716ee6ce7129b0cde2876eab \
    --hash=sha256:46c259e87199041583658457372a183636ae8cd56dbf3f0755e0f376a7f9d0e6 \
    --hash=sha256:46f39cab8bbf4a384ba7cb0bc8bae7b7062b6a11cfac1ca4bc144dea90d4a9f5 \
    --hash=sha256:519e14e2c49fcf7616d6d2cfc5c70adae95682ae20f0395e9280db85e8d6c4df \
    --hash=sha256:53dcb50fbdc3fb2c55431a9b30caeb2f7027fcd2aeb501459464f0214200a503 \
    --hash=sha256:54614444887e0d3043557d9dbc697dbb16cfb5a35d672b7a0fcc1ed0cf1c600b \
    --hash=sha256:575d8912dca808edd9acd6f7795199332696d3469665ef26163cd090fa1f8bfa \
    --hash=sha256:5dd5a9c3091a0f414a963d427f920368e2b6a4c2f7527fdd82cde8ef0bc7a327 \
    --hash=sha256:5f532a2ad4d174eb73494e7397988e22bf427f91acc8e6ebf5bb10597b49c493 \
    --hash=sha256:60e7da3a3ad1812c128750fc1bc14a7ceeb8d29f77e0a2356a8fb2aa8925287d \
    --hash=sha256:653d7fb2df65efefbcbf81ef5fe5e5be931f1ee4332c2893ca638c9b11a409c4 \
    --hash=sha256:6663977496d616b618b6cfa43ec86e479ee62b942e1da76a2c3daa1c75933ef4 \
    --hash=sha256:6abfb51a82e919e3933eb137e17c4ae9c0475a25508ea88993bb59faf82f3b35 \
    --hash=sha256:6c6b1389ed66cdd174d040105123a5a1bc91d0aa7059c7261d20e583b6d8cbd2 \
    --hash=sha256:6d9dfb9959a3b0039ee06c1a1a90dc23bac3b430842dcb97908ddde05870601c \
    --hash=sha256:765cb54c0b8724a7c12c55146ae4647e0274a839fb6de7bcba841e04298e1011 \
    --hash=sha256:7a21222644ab69ddd9967cfe6f2bb420b460dae4289c9d40ff9a4896e7c35c9a \
    --hash=sha256:7ac7594397698f77bce84382929747130765f66406dc2cd8b4ab4da68ade4c6e \
    --hash=sha256:7cfc287da09f9d2a7ec146ee4d72d6ea1342e770d975e49a8621bf54eaa8f30f \
    --hash=sha256:83125753a60cfc8c412de5896d10a0a405e0bd88d0470ad82e0869ddf0cb3848 \
    --hash=sha256:847b114580c5cc9ebaf216dd8c8dbc6b00a3b7ab0131e173d7120e6deade1f57 \
    --hash=sha256:87708d78a14d56a990fbf4f9cb350b7d89ee8988705e58e39bdf4d82c149210f \
    --hash=sha256:8a2b5874d17e72dfb80d917213abd55d7e1ed2479f38f001f264f7ce7bae757c \
    --hash=sha256:8f127e7b028900421cad64f51f75c051b628db17fb00e099eb148761eed598c9 \
    --hash=sha256:94cdff45173b1919350601f82d61365e792895e3c3a3443cf99819e6fbf717a5 \
    --hash=sha256:99d92d148dd03fd19d16175b6d355cc1b01faf80dae93c6c3eb4163709edc0a9 \
    --hash=sha256:9a3049a10261d7f2b6514d35bbb7a4dfc3ece4c4de14ef5876c4b7a23a0e566d \
    --hash=sha256:9d9a62576b68cd90f7075876f4e8444487db5eeea0e4df3ba298ee38a8d067b0 \
    --hash=sha256:9e5f94742033898bfe84c93c831a6f552bb629448d4072dd312306bab3bd96f1 \
    --hash=sha256:a1c2d7780448eb93fbcc3789bf3916aa5720d942e37945f4056680317f1cd23e \
    --hash=sha256:a2e0f87144fcbbe54297cae708c5e7f9da21a4646523456b00cc956bd4c65815 \
    --hash=sha256:a4dfdae195335abb4e89cc9762b2edc524f3c6e80d647a9a81bf81e17e3fb6f0 \
    --hash=sha256:a96e6e23f2b79433390273eaf8cc94fec9c6370842e577ab10dabdcc7ea0a66b \
    --hash=sha256:aabdab8ec1e7ca7f1434d042bf8b1e92056245fb179790dc97ed040361f16bfd \
    --hash=sha256:b222090c455d6d1a64e6b7bb5f4035c4dff479e22455c9eaa1bdd4c75b52c80c \
    --hash=sha256:b52ff4f4e002f828ea6483faf4c4e8deea8d743cf801b74910243c58acc6eda3 \
    --hash=sha256:b70756ec9417c34e097f987b4d8c510975216ad26ba6e57ccb53bc758f490dab \
    --hash=sha256:b8c2f6eb0df979ee99433d8b3f6d193d9590f735cf12274c108bd954e30ca858 \
    --hash=sha256:b9b752ab91e78234941e44abdecc07f1f0d8f51fb62941d32995b8161f68cfe5 \
    --hash=sha256:ba6612b6548220ff5e9df85261bddc811a057b0b465a1226b39bfb8550616aee \
    --hash=sha256:bd752c5ff1b4a870b7661234694f24b1d2b9076b8bf337321a814c612665f343 \
    --hash=sha256:c3c4ed2ff6760e98d262e0cc9c9a7f7b8a9f61aa4d47c58835cdaf7b0b8811bb \
    --hash=sha256:c5c1362c14aee73f50143d74389b2c158707b4abce2cb055b7ad37ce60738d47 \
    --hash=sha256:cb362e3b0976dc994857391b776ddaa8c13c28a16f80ac6522c23d5257156bed \
    --hash=sha256:d197df5489004db87d90b918033edbeee0bd6df3848a204bca3ff0a903bef837 \
    --hash=sha256:d3b56206244dc8711f7e8b7d6cad4663917cd5b2d950799425076681e8766286 \
    --hash=sha256:d5b2f8a31bd43e0f18172d8ac82347c8f37ef3e0b414431157718aa234991b28 \
    --hash=sha256:d7081c084ceb58278dd3cf81f836bc818978c0ccc770cbbb202125ddabec6628 \
    --hash=sha256:db74f5562c09953b2c5f8ec4b7dfd3f5421f31811e97d1dbc0a7c93d6e3a24df \
    --hash=sha256:df41112ccce5d47770a0c13651479fbcd8793f34232a2dd9faeccb75eb5d0d0d \
    --hash=sha256:e1339790c083c5a4de48f688b4841f18df839eb3c9584a770cbd818b33e26d5d \
    --hash=sha256:e621b0246192d3b9cb1dc62c78cfa4c6f6d2ddc0ec207d43c0dedecb914f152a \
    --hash=sha256:e8c5cf126889a4de385c02a2c3d3aba4b00f70234bfddae82a5eaa3ee6d5e3e6 \
    --hash=sha256:e9d7747847c53a16a729b6ee5e737cf170f7a16611c143d95aa60a109a59c336 \
    --hash=sha256:eaef5d2de3c7e9b21f1e762f289d17b726c2239a42b11e25446abf82b26ac132 \
    --hash=sha256:ed3e4b4e1e6de75fdc16d3259098de7c6571b1a6cc863b1a49e7d3d53e036070 \
    --hash=sha256:ef21af928e807f10bf4141cad4746eee692a0dd3ff56cfb25fce076ec3cc8abe \
    --hash=sha256:f09598b416ba39a8f489c124447b007fe865f786a89dbfa48bb5cf395693132a \
    --hash=sha256:f0caf4a5dcf610d96c3bd32932bfac8aee61c96e60481c2a0ea58da435e25acd \
    --hash=sha256:f6e78171be3fb7941f9910ea15b4b14ec27725865a73c15277bc39f5ca4f8391 \
    --hash=sha256:f715c32e774a60a337b2bb8ad9839b4abf75b267a0f18806f6f4f5f1688c4b5a \
    --hash=sha256:fb5c1ad6bad98c57482236a21bf985ab0ef42bd51f7ad4e4538e89a997624e12
    # via
    #   ipympl
    #   matplotlib
pip-tools==6.12.1 \
    --hash=sha256:88efb7b29a923ffeac0713e6f23ef8529cc6175527d42b93f73756cc94387293 \
    --hash=sha256:f0c0c0ec57b58250afce458e2e6058b1f30a4263db895b7d72fd6311bf1dc6f7
    # via -r requirements.txt
platformdirs==2.6.2 \
    --hash=sha256:83c8f6d04389165de7c9b6f0c682439697887bca0aa2f1c87ef1826be3584490 \
    --hash=sha256:e1fea1fe471b9ff8332e229df3cb7de4f53eeea4998d3b6bfff542115e998bd2
    # via
    #   black
    #   jupyter-core
prometheus-client==0.15.0 \
    --hash=sha256:be26aa452490cfcf6da953f9436e95a9f2b4d578ca80094b4458930e5f584ab1 \
    --hash=sha256:db7c05cbd13a0f79975592d112320f2605a325969b270a94b71dcabc47b931d2
    # via
    #   jupyter-server
    #   nbclassic
    #   notebook
prompt-toolkit==3.0.36 \
    --hash=sha256:3e163f254bef5a03b146397d7c1963bd3e2812f0964bb9a24e6ec761fd28db63 \
    --hash=sha256:aa64ad242a462c5ff0363a7b9cfe696c20d55d9fc60c11fd8e632d064804d305
    # via ipython
psutil==5.9.4 \
    --hash=sha256:149555f59a69b33f056ba1c4eb22bb7bf24332ce631c44a319cec09f876aaeff \
    --hash=sha256:16653106f3b59386ffe10e0bad3bb6299e169d5327d3f187614b1cb8f24cf2e1 \
    --hash=sha256:3d7f9739eb435d4b1338944abe23f49584bde5395f27487d2ee25ad9a8774a62 \
    --hash=sha256:3ff89f9b835100a825b14c2808a106b6fdcc4b15483141482a12c725e7f78549 \
    --hash=sha256:54c0d3d8e0078b7666984e11b12b88af2db11d11249a8ac8920dd5ef68a66e08 \
    --hash=sha256:54d5b184728298f2ca8567bf83c422b706200bcbbfafdc06718264f9393cfeb7 \
    --hash=sha256:6001c809253a29599bc0dfd5179d9f8a5779f9dffea1da0f13c53ee568115e1e \
    --hash=sha256:68908971daf802203f3d37e78d3f8831b6d1014864d7a85937941bb35f09aefe \
    --hash=sha256:6b92c532979bafc2df23ddc785ed116fced1f492ad90a6830cf24f4d1ea27d24 \
    --hash=sha256:852dd5d9f8a47169fe62fd4a971aa07859476c2ba22c2254d4a1baa4e10b95ad \
    --hash=sha256:9120cd39dca5c5e1c54b59a41d205023d436799b1c8c4d3ff71af18535728e94 \
    --hash=sha256:c1ca331af862803a42677c120aff8a814a804e09832f166f226bfd22b56feee8 \
    --hash=sha256:efeae04f9516907be44904cc7ce08defb6b665128992a56957abc9b61dca94b7 \
    --hash=sha256:fd8522436a6ada7b4aad6638662966de0d61d241cb821239b2ae7013d41a43d4
    # via ipykernel
ptyprocess==0.7.0 \
    --hash=sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35 \
    --hash=sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220
    # via
    #   pexpect
    #   terminado
pure-eval==0.2.2 \
    --hash=sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350 \
    --hash=sha256:2b45320af6dfaa1750f543d714b6d1c520a1688dec6fd24d339063ce0aaa9ac3
    # via stack-data
pycparser==2.21 \
    --hash=sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9 \
    --hash=sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206
    # via cffi
pygments==2.14.0 \
    --hash=sha256:b3ed06a9e8ac9a9aae5a6f5dbe78a8a58655d17b43b93c078f094ddc476ae297 \
    --hash=sha256:fa7bd7bd2771287c0de303af8bfdfc731f51bd2c6a47ab69d117138893b82717
    # via
    #   ipython
    #   nbconvert
pyhf==0.7.0 \
    --hash=sha256:6513563e72ff8b6635676f2d2abfcfd015b654cafbdcd4b5b72834152e4f029b \
    --hash=sha256:cf2c7dc9456ef0fadb6b52c041b905cc973b2c83f954390ba65b45ab74916879
    # via -r requirements.txt
pymc==5.0.2 \
    --hash=sha256:0617d432e38fc01ad16c02e8c61d674ea53a48f390bd4b89363783c28a48c571 \
    --hash=sha256:932439f1c9276029d874360bb1258cb67d4d29349b4ba4e8f9c09517f6b558ad
    # via -r requirements.txt
pyparsing==3.0.9 \
    --hash=sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb \
    --hash=sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc
    # via matplotlib
pyproject-hooks==1.0.0 \
    --hash=sha256:283c11acd6b928d2f6a7c73fa0d01cb2bdc5f07c57a2eeb6e83d5e56b97976f8 \
    --hash=sha256:f271b298b97f5955d53fb12b72c1fb1948c22c1a6b70b315c54cedaca0264ef5
    # via build
pyrsistent==0.19.3 \
    --hash=sha256:016ad1afadf318eb7911baa24b049909f7f3bb2c5b1ed7b6a8f21db21ea3faa8 \
    --hash=sha256:1a2994773706bbb4995c31a97bc94f1418314923bd1048c6d964837040376440 \
    --hash=sha256:20460ac0ea439a3e79caa1dbd560344b64ed75e85d8703943e0b66c2a6150e4a \
    --hash=sha256:3311cb4237a341aa52ab8448c27e3a9931e2ee09561ad150ba94e4cfd3fc888c \
    --hash=sha256:3a8cb235fa6d3fd7aae6a4f1429bbb1fec1577d978098da1252f0489937786f3 \
    --hash=sha256:3ab2204234c0ecd8b9368dbd6a53e83c3d4f3cab10ecaf6d0e772f456c442393 \
    --hash=sha256:42ac0b2f44607eb92ae88609eda931a4f0dfa03038c44c772e07f43e738bcac9 \
    --hash=sha256:49c32f216c17148695ca0e02a5c521e28a4ee6c5089f97e34fe24163113722da \
    --hash=sha256:4b774f9288dda8d425adb6544e5903f1fb6c273ab3128a355c6b972b7df39dcf \
    --hash=sha256:4c18264cb84b5e68e7085a43723f9e4c1fd1d935ab240ce02c0324a8e01ccb64 \
    --hash=sha256:5a474fb80f5e0d6c9394d8db0fc19e90fa540b82ee52dba7d246a7791712f74a \
    --hash=sha256:64220c429e42a7150f4bfd280f6f4bb2850f95956bde93c6fda1b70507af6ef3 \
    --hash=sha256:878433581fc23e906d947a6814336eee031a00e6defba224234169ae3d3d6a98 \
    --hash=sha256:99abb85579e2165bd8522f0c0138864da97847875ecbd45f3e7e2af569bfc6f2 \
    --hash=sha256:a2471f3f8693101975b1ff85ffd19bb7ca7dd7c38f8a81701f67d6b4f97b87d8 \
    --hash=sha256:aeda827381f5e5d65cced3024126529ddc4289d944f75e090572c77ceb19adbf \
    --hash=sha256:b735e538f74ec31378f5a1e3886a26d2ca6351106b4dfde376a26fc32a044edc \
    --hash=sha256:c147257a92374fde8498491f53ffa8f4822cd70c0d85037e09028e478cababb7 \
    --hash=sha256:c4db1bd596fefd66b296a3d5d943c94f4fac5bcd13e99bffe2ba6a759d959a28 \
    --hash=sha256:c74bed51f9b41c48366a286395c67f4e894374306b197e62810e0fdaf2364da2 \
    --hash=sha256:c9bb60a40a0ab9aba40a59f68214eed5a29c6274c83b2cc206a359c4a89fa41b \
    --hash=sha256:cc5d149f31706762c1f8bda2e8c4f8fead6e80312e3692619a75301d3dbb819a \
    --hash=sha256:ccf0d6bd208f8111179f0c26fdf84ed7c3891982f2edaeae7422575f47e66b64 \
    --hash=sha256:e42296a09e83028b3476f7073fcb69ffebac0e66dbbfd1bd847d61f74db30f19 \
    --hash=sha256:e8f2b814a3dc6225964fa03d8582c6e0b6650d68a232df41e3cc1b66a5d2f8d1 \
    --hash=sha256:f0774bf48631f3a20471dd7c5989657b639fd2d285b861237ea9e82c36a415a9 \
    --hash=sha256:f0e7c4b2f77593871e918be000b96c8107da48444d57005b6a6bc61fb4331b2c
    # via jsonschema
pytensor==2.9.1 \
    --hash=sha256:07997cc6bff07e081eeff670ac3f0c91b4f4efadfd23af3311cf8f231a440f5f \
    --hash=sha256:277a71feeede0e4e0b4a60678ef1569581f45507e3e9bcc453c2fbd29d0a7faf \
    --hash=sha256:2fb7edbd8ef664ec7732eb86cf2a1f46f764e4b0b19200366bee215080609d18 \
    --hash=sha256:456eca8faf7b53ad474ec2c01dacb195db2d9b920b3714b3465fc61911aa0a39 \
    --hash=sha256:48416e8843f3ab2c2bc913adf93ba6dd736856951eb3573ebe5373e093d2edf8 \
    --hash=sha256:4c3b828eaa4556fa62ae066c352dbb36275c195e547654b4129eaba1ab6b1861 \
    --hash=sha256:59aba3890b0770d56ac5793ddd36aac7255a03326795804b755c31200e5c1a3b \
    --hash=sha256:5ba507c087db13b14475cb96e08aea8077dc882ef21e878392268944d8e87cfa \
    --hash=sha256:5c516a1143322b4608ef60fa640e92b1a5ff7288d3b3559aacb958e949fd8588 \
    --hash=sha256:647a9952156ef347512a64163031ce5418d95f764437a9075c3ddeeeebe396ee \
    --hash=sha256:6557f68057d7c582bc8ddebd4d6d5c6e79baa402805bba2f402d9ed50da81483 \
    --hash=sha256:65a08bdd217228fc80b9d0cfc47f0d314ad3a3bb1ed0851ff698df7ef3b45427 \
    --hash=sha256:8e83903f405283f1b750829beafe7e7fdbc59e8a09e31cf63e721ee0a994be1e \
    --hash=sha256:94ceffea282bd0b214153df4cd5585fb937bdb34ac6c2aa05413e25a55827009 \
    --hash=sha256:982d19b714c85ff745d9d13f28878538a302a58c30be3bedecd009c3093a4e10 \
    --hash=sha256:9f7fc7fb2dcd7c96a4312b3ac602b51eb050fb9a86016942decda86338e6c212 \
    --hash=sha256:a41fab812d40381a9158a307885d3e2c71e1e2fcbbd193e4a05f1b7b6bf01b0c \
    --hash=sha256:b5a50203dd247ab887929adcfe2f812624e3ce07821fe530fdfc1ed553abbb58 \
    --hash=sha256:bb38b3e68d1c61989855e7a119068bd9e3f7c1a5e3ff3a1fbd755281d9f030e5 \
    --hash=sha256:c22f92c959b34ef44fe138ef1d13448ac80e7b7483e7f2e9735cfb56badd4423 \
    --hash=sha256:d389f5f0c2ff97871876bd86d4ae4d4d06a6e28654c4e8740798df8bd7ec0b24 \
    --hash=sha256:d6dbf86c115a2e726f30e50bedd428ab68eebb69b4ac33664a4e1d83069d41f5 \
    --hash=sha256:e914c667606518889fcd07faa8e7228c14738f0bbf1c81b6875ea4b2bab7bb61 \
    --hash=sha256:e9294ed3fa719d2cf80537f86657dfd344d271bbf4206fe506b0ec022edcdc69 \
    --hash=sha256:fadde7d42c04a700db82df139178f71889ef09f1c2cab317db17a7c463198fd0 \
    --hash=sha256:fd551630be8a8c03d6c382989e871139b979247cfa38d8ca63194b78cc4a94b7
    # via pymc
python-dateutil==2.8.2 \
    --hash=sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86 \
    --hash=sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9
    # via
    #   jupyter-client
    #   matplotlib
    #   pandas
python-json-logger==2.0.4 \
    --hash=sha256:3b03487b14eb9e4f77e4fc2a023358b5394b82fd89cecf5586259baed57d8c6f \
    --hash=sha256:764d762175f99fcc4630bd4853b09632acb60a6224acb27ce08cd70f0b1b81bd
    # via jupyter-events
pytz==2022.7.1 \
    --hash=sha256:01a0681c4b9684a28304615eba55d1ab31ae00bf68ec157ec3708a8182dbbcd0 \
    --hash=sha256:78f4f37d8198e0627c5f1143240bb0206b8691d8d7ac6d78fee88b78733f8c4a
    # via
    #   babel
    #   pandas
pyyaml==6.0 \
    --hash=sha256:01b45c0191e6d66c470b6cf1b9531a771a83c1c4208272ead47a3ae4f2f603bf \
    --hash=sha256:0283c35a6a9fbf047493e3a0ce8d79ef5030852c51e9d911a27badfde0605293 \
    --hash=sha256:055d937d65826939cb044fc8c9b08889e8c743fdc6a32b33e2390f66013e449b \
    --hash=sha256:07751360502caac1c067a8132d150cf3d61339af5691fe9e87803040dbc5db57 \
    --hash=sha256:0b4624f379dab24d3725ffde76559cff63d9ec94e1736b556dacdfebe5ab6d4b \
    --hash=sha256:0ce82d761c532fe4ec3f87fc45688bdd3a4c1dc5e0b4a19814b9009a29baefd4 \
    --hash=sha256:1e4747bc279b4f613a09eb64bba2ba602d8a6664c6ce6396a4d0cd413a50ce07 \
    --hash=sha256:213c60cd50106436cc818accf5baa1aba61c0189ff610f64f4a3e8c6726218ba \
    --hash=sha256:231710d57adfd809ef5d34183b8ed1eeae3f76459c18fb4a0b373ad56bedcdd9 \
    --hash=sha256:277a0ef2981ca40581a47093e9e2d13b3f1fbbeffae064c1d21bfceba2030287 \
    --hash=sha256:2cd5df3de48857ed0544b34e2d40e9fac445930039f3cfe4bcc592a1f836d513 \
    --hash=sha256:40527857252b61eacd1d9af500c3337ba8deb8fc298940291486c465c8b46ec0 \
    --hash=sha256:432557aa2c09802be39460360ddffd48156e30721f5e8d917f01d31694216782 \
    --hash=sha256:473f9edb243cb1935ab5a084eb238d842fb8f404ed2193a915d1784b5a6b5fc0 \
    --hash=sha256:48c346915c114f5fdb3ead70312bd042a953a8ce5c7106d5bfb1a5254e47da92 \
    --hash=sha256:50602afada6d6cbfad699b0c7bb50d5ccffa7e46a3d738092afddc1f9758427f \
    --hash=sha256:68fb519c14306fec9720a2a5b45bc9f0c8d1b9c72adf45c37baedfcd949c35a2 \
    --hash=sha256:77f396e6ef4c73fdc33a9157446466f1cff553d979bd00ecb64385760c6babdc \
    --hash=sha256:81957921f441d50af23654aa6c5e5eaf9b06aba7f0a19c18a538dc7ef291c5a1 \
    --hash=sha256:819b3830a1543db06c4d4b865e70ded25be52a2e0631ccd2f6a47a2822f2fd7c \
    --hash=sha256:897b80890765f037df3403d22bab41627ca8811ae55e9a722fd0392850ec4d86 \
    --hash=sha256:98c4d36e99714e55cfbaaee6dd5badbc9a1ec339ebfc3b1f52e293aee6bb71a4 \
    --hash=sha256:9df7ed3b3d2e0ecfe09e14741b857df43adb5a3ddadc919a2d94fbdf78fea53c \
    --hash=sha256:9fa600030013c4de8165339db93d182b9431076eb98eb40ee068700c9c813e34 \
    --hash=sha256:a80a78046a72361de73f8f395f1f1e49f956c6be882eed58505a15f3e430962b \
    --hash=sha256:afa17f5bc4d1b10afd4466fd3a44dc0e245382deca5b3c353d8b757f9e3ecb8d \
    --hash=sha256:b3d267842bf12586ba6c734f89d1f5b871df0273157918b0ccefa29deb05c21c \
    --hash=sha256:b5b9eccad747aabaaffbc6064800670f0c297e52c12754eb1d976c57e4f74dcb \
    --hash=sha256:bfaef573a63ba8923503d27530362590ff4f576c626d86a9fed95822a8255fd7 \
    --hash=sha256:c5687b8d43cf58545ade1fe3e055f70eac7a5a1a0bf42824308d868289a95737 \
    --hash=sha256:cba8c411ef271aa037d7357a2bc8f9ee8b58b9965831d9e51baf703280dc73d3 \
    --hash=sha256:d15a181d1ecd0d4270dc32edb46f7cb7733c7c508857278d3d378d14d606db2d \
    --hash=sha256:d4b0ba9512519522b118090257be113b9468d804b19d63c71dbcf4a48fa32358 \
    --hash=sha256:d4db7c7aef085872ef65a8fd7d6d09a14ae91f691dec3e87ee5ee0539d516f53 \
    --hash=sha256:d4eccecf9adf6fbcc6861a38015c2a64f38b9d94838ac1810a9023a0609e1b78 \
    --hash=sha256:d67d839ede4ed1b28a4e8909735fc992a923cdb84e618544973d7dfc71540803 \
    --hash=sha256:daf496c58a8c52083df09b80c860005194014c3698698d1a57cbcfa182142a3a \
    --hash=sha256:dbad0e9d368bb989f4515da330b88a057617d16b6a8245084f1b05400f24609f \
    --hash=sha256:e61ceaab6f49fb8bdfaa0f92c4b57bcfbea54c09277b1b4f7ac376bfb7a7c174 \
    --hash=sha256:f84fbc98b019fef2ee9a1cb3ce93e3187a6df0b2538a651bfb890254ba9f90b5
    # via
    #   jupyter-events
    #   jupytext
    #   pyhf
pyzmq==25.0.0 \
    --hash=sha256:00c94fd4c9dd3c95aace0c629a7fa713627a5c80c1819326b642adf6c4b8e2a2 \
    --hash=sha256:01d53958c787cfea34091fcb8ef36003dbb7913b8e9f8f62a0715234ebc98b70 \
    --hash=sha256:0282bba9aee6e0346aa27d6c69b5f7df72b5a964c91958fc9e0c62dcae5fdcdc \
    --hash=sha256:02f5cb60a7da1edd5591a15efa654ffe2303297a41e1b40c3c8942f8f11fc17c \
    --hash=sha256:0645b5a2d2a06fd8eb738018490c514907f7488bf9359c6ee9d92f62e844b76f \
    --hash=sha256:0a154ef810d44f9d28868be04641f837374a64e7449df98d9208e76c260c7ef1 \
    --hash=sha256:0a90b2480a26aef7c13cff18703ba8d68e181facb40f78873df79e6d42c1facc \
    --hash=sha256:0e8d00228db627ddd1b418c7afd81820b38575f237128c9650365f2dd6ac3443 \
    --hash=sha256:17e1cb97d573ea84d7cd97188b42ca6f611ab3ee600f6a75041294ede58e3d20 \
    --hash=sha256:183e18742be3621acf8908903f689ec520aee3f08449bfd29f583010ca33022b \
    --hash=sha256:1f6116991568aac48b94d6d8aaed6157d407942ea385335a6ed313692777fb9d \
    --hash=sha256:20638121b0bdc80777ce0ec8c1f14f1ffec0697a1f88f0b564fa4a23078791c4 \
    --hash=sha256:2754fa68da08a854f4816e05160137fa938a2347276471103d31e04bcee5365c \
    --hash=sha256:28bcb2e66224a7ac2843eb632e4109d6b161479e7a2baf24e37210461485b4f1 \
    --hash=sha256:293a7c2128690f496057f1f1eb6074f8746058d13588389981089ec45d8fdc77 \
    --hash=sha256:2a73af6504e0d2805e926abf136ebf536735a13c22f709be7113c2ec65b4bec3 \
    --hash=sha256:2d05d904f03ddf1e0d83d97341354dfe52244a619b5a1440a5f47a5b3451e84e \
    --hash=sha256:2e7b87638ee30ab13230e37ce5331b3e730b1e0dda30120b9eeec3540ed292c8 \
    --hash=sha256:3100dddcada66ec5940ed6391ebf9d003cc3ede3d320748b2737553019f58230 \
    --hash=sha256:31e523d067ce44a04e876bed3ff9ea1ff8d1b6636d16e5fcace9d22f8c564369 \
    --hash=sha256:3594c0ff604e685d7e907860b61d0e10e46c74a9ffca168f6e9e50ea934ee440 \
    --hash=sha256:3670e8c5644768f214a3b598fe46378a4a6f096d5fb82a67dfd3440028460565 \
    --hash=sha256:4046d03100aca266e70d54a35694cb35d6654cfbef633e848b3c4a8d64b9d187 \
    --hash=sha256:4725412e27612f0d7d7c2f794d89807ad0227c2fc01dd6146b39ada49c748ef9 \
    --hash=sha256:484c2c4ee02c1edc07039f42130bd16e804b1fe81c4f428e0042e03967f40c20 \
    --hash=sha256:487305c2a011fdcf3db1f24e8814bb76d23bc4d2f46e145bc80316a59a9aa07d \
    --hash=sha256:4a1bc30f0c18444d51e9b0d0dd39e3a4e7c53ee74190bebef238cd58de577ea9 \
    --hash=sha256:4c25c95416133942280faaf068d0fddfd642b927fb28aaf4ab201a738e597c1e \
    --hash=sha256:4cbb885f347eba7ab7681c450dee5b14aed9f153eec224ec0c3f299273d9241f \
    --hash=sha256:4d3d604fe0a67afd1aff906e54da557a5203368a99dcc50a70eef374f1d2abef \
    --hash=sha256:4e295f7928a31ae0f657e848c5045ba6d693fe8921205f408ca3804b1b236968 \
    --hash=sha256:5049e75cc99db65754a3da5f079230fb8889230cf09462ec972d884d1704a3ed \
    --hash=sha256:5050f5c50b58a6e38ccaf9263a356f74ef1040f5ca4030225d1cb1a858c5b7b6 \
    --hash=sha256:526f884a27e8bba62fe1f4e07c62be2cfe492b6d432a8fdc4210397f8cf15331 \
    --hash=sha256:531866c491aee5a1e967c286cfa470dffac1e2a203b1afda52d62b58782651e9 \
    --hash=sha256:5605621f2181f20b71f13f698944deb26a0a71af4aaf435b34dd90146092d530 \
    --hash=sha256:58fc3ad5e1cfd2e6d24741fbb1e216b388115d31b0ca6670f894187f280b6ba6 \
    --hash=sha256:60ecbfe7669d3808ffa8a7dd1487d6eb8a4015b07235e3b723d4b2a2d4de7203 \
    --hash=sha256:610d2d112acd4e5501fac31010064a6c6efd716ceb968e443cae0059eb7b86de \
    --hash=sha256:6136bfb0e5a9cf8c60c6ac763eb21f82940a77e6758ea53516c8c7074f4ff948 \
    --hash=sha256:62b9e80890c0d2408eb42d5d7e1fc62a5ce71be3288684788f74cf3e59ffd6e2 \
    --hash=sha256:656281d496aaf9ca4fd4cea84e6d893e3361057c4707bd38618f7e811759103c \
    --hash=sha256:66509c48f7446b640eeae24b60c9c1461799a27b1b0754e438582e36b5af3315 \
    --hash=sha256:6bf3842af37af43fa953e96074ebbb5315f6a297198f805d019d788a1021dbc8 \
    --hash=sha256:731b208bc9412deeb553c9519dca47136b5a01ca66667cafd8733211941b17e4 \
    --hash=sha256:75243e422e85a62f0ab7953dc315452a56b2c6a7e7d1a3c3109ac3cc57ed6b47 \
    --hash=sha256:7877264aa851c19404b1bb9dbe6eed21ea0c13698be1eda3784aab3036d1c861 \
    --hash=sha256:81f99fb1224d36eb91557afec8cdc2264e856f3464500b55749020ce4c848ef2 \
    --hash=sha256:8539216173135e9e89f6b1cc392e74e6b935b91e8c76106cf50e7a02ab02efe5 \
    --hash=sha256:85456f0d8f3268eecd63dede3b99d5bd8d3b306310c37d4c15141111d22baeaf \
    --hash=sha256:866eabf7c1315ef2e93e34230db7cbf672e0d7c626b37c11f7e870c8612c3dcc \
    --hash=sha256:926236ca003aec70574754f39703528947211a406f5c6c8b3e50eca04a9e87fc \
    --hash=sha256:930e6ad4f2eaac31a3d0c2130619d25db754b267487ebc186c6ad18af2a74018 \
    --hash=sha256:94f0a7289d0f5c80807c37ebb404205e7deb737e8763eb176f4770839ee2a287 \
    --hash=sha256:9a2d5e419bd39a1edb6cdd326d831f0120ddb9b1ff397e7d73541bf393294973 \
    --hash=sha256:9ca6db34b26c4d3e9b0728841ec9aa39484eee272caa97972ec8c8e231b20c7e \
    --hash=sha256:9f72ea279b2941a5203e935a4588b9ba8a48aeb9a926d9dfa1986278bd362cb8 \
    --hash=sha256:a0e7ef9ac807db50b4eb6f534c5dcc22f998f5dae920cc28873d2c1d080a4fc9 \
    --hash=sha256:a1cd4a95f176cdc0ee0a82d49d5830f13ae6015d89decbf834c273bc33eeb3d3 \
    --hash=sha256:a9c464cc508177c09a5a6122b67f978f20e2954a21362bf095a0da4647e3e908 \
    --hash=sha256:ac97e7d647d5519bcef48dd8d3d331f72975afa5c4496c95f6e854686f45e2d9 \
    --hash=sha256:af1fbfb7ad6ac0009ccee33c90a1d303431c7fb594335eb97760988727a37577 \
    --hash=sha256:b055a1cddf8035966ad13aa51edae5dc8f1bba0b5d5e06f7a843d8b83dc9b66b \
    --hash=sha256:b6f75b4b8574f3a8a0d6b4b52606fc75b82cb4391471be48ab0b8677c82f9ed4 \
    --hash=sha256:b90bb8dfbbd138558f1f284fecfe328f7653616ff9a972433a00711d9475d1a9 \
    --hash=sha256:be05504af0619d1cffa500af1e0ede69fb683f301003851f5993b5247cc2c576 \
    --hash=sha256:c21a5f4e54a807df5afdef52b6d24ec1580153a6bcf0607f70a6e1d9fa74c5c3 \
    --hash=sha256:c48f257da280b3be6c94e05bd575eddb1373419dbb1a72c3ce64e88f29d1cd6d \
    --hash=sha256:cac602e02341eaaf4edfd3e29bd3fdef672e61d4e6dfe5c1d065172aee00acee \
    --hash=sha256:ccb3e1a863222afdbda42b7ca8ac8569959593d7abd44f5a709177d6fa27d266 \
    --hash=sha256:e1081d7030a1229c8ff90120346fb7599b54f552e98fcea5170544e7c6725aab \
    --hash=sha256:e14df47c1265356715d3d66e90282a645ebc077b70b3806cf47efcb7d1d630cb \
    --hash=sha256:e4bba04ea779a3d7ef25a821bb63fd0939142c88e7813e5bd9c6265a20c523a2 \
    --hash=sha256:e99629a976809fe102ef73e856cf4b2660acd82a412a51e80ba2215e523dfd0a \
    --hash=sha256:f330a1a2c7f89fd4b0aa4dcb7bf50243bf1c8da9a2f1efc31daf57a2046b31f2 \
    --hash=sha256:f3f96d452e9580cb961ece2e5a788e64abaecb1232a80e61deffb28e105ff84a \
    --hash=sha256:fc7c1421c5b1c916acf3128bf3cc7ea7f5018b58c69a6866d70c14190e600ce9
    # via
    #   ipykernel
    #   jupyter-client
    #   jupyter-server
    #   nbclassic
    #   notebook
requests==2.28.2 \
    --hash=sha256:64299f4909223da747622c030b781c0d7811e359c37124b4bd368fb8c6518baa \
    --hash=sha256:98b1b2782e3c6c4904938b84c0eb932721069dfdb9134313beff7c83c2df24bf
    # via jupyterlab-server
rfc3339-validator==0.1.4 \
    --hash=sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b \
    --hash=sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
    # via
    #   jsonschema
    #   jupyter-events
rfc3986-validator==0.1.1 \
    --hash=sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9 \
    --hash=sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055
    # via
    #   jsonschema
    #   jupyter-events
scipy==1.10.0 \
    --hash=sha256:0490dc499fe23e4be35b8b6dd1e60a4a34f0c4adb30ac671e6332446b3cbbb5a \
    --hash=sha256:0ab2a58064836632e2cec31ca197d3695c86b066bc4818052b3f5381bfd2a728 \
    --hash=sha256:151f066fe7d6653c3ffefd489497b8fa66d7316e3e0d0c0f7ff6acca1b802809 \
    --hash=sha256:16ba05d3d1b9f2141004f3f36888e05894a525960b07f4c2bfc0456b955a00be \
    --hash=sha256:27e548276b5a88b51212b61f6dda49a24acf5d770dff940bd372b3f7ced8c6c2 \
    --hash=sha256:2ad449db4e0820e4b42baccefc98ec772ad7818dcbc9e28b85aa05a536b0f1a2 \
    --hash=sha256:2f9ea0a37aca111a407cb98aa4e8dfde6e5d9333bae06dfa5d938d14c80bb5c3 \
    --hash=sha256:38bfbd18dcc69eeb589811e77fae552fa923067fdfbb2e171c9eac749885f210 \
    --hash=sha256:3afcbddb4488ac950ce1147e7580178b333a29cd43524c689b2e3543a080a2c8 \
    --hash=sha256:42ab8b9e7dc1ebe248e55f54eea5307b6ab15011a7883367af48dd781d1312e4 \
    --hash=sha256:441cab2166607c82e6d7a8683779cb89ba0f475b983c7e4ab88f3668e268c143 \
    --hash=sha256:4bd0e3278126bc882d10414436e58fa3f1eca0aa88b534fcbf80ed47e854f46c \
    --hash=sha256:4df25a28bd22c990b22129d3c637fd5c3be4b7c94f975dca909d8bab3309b694 \
    --hash=sha256:5cd7a30970c29d9768a7164f564d1fbf2842bfc77b7d114a99bc32703ce0bf48 \
    --hash=sha256:6e4497e5142f325a5423ff5fda2fff5b5d953da028637ff7c704378c8c284ea7 \
    --hash=sha256:6faf86ef7717891195ae0537e48da7524d30bc3b828b30c9b115d04ea42f076f \
    --hash=sha256:954ff69d2d1bf666b794c1d7216e0a746c9d9289096a64ab3355a17c7c59db54 \
    --hash=sha256:9b878c671655864af59c108c20e4da1e796154bd78c0ed6bb02bc41c84625686 \
    --hash=sha256:b901b423c91281a974f6cd1c36f5c6c523e665b5a6d5e80fcb2334e14670eefd \
    --hash=sha256:c8b3cbc636a87a89b770c6afc999baa6bcbb01691b5ccbbc1b1791c7c0a07540 \
    --hash=sha256:e096b062d2efdea57f972d232358cb068413dc54eec4f24158bcbb5cb8bddfd8
    # via
    #   arviz
    #   jax
    #   jaxlib
    #   pyhf
    #   pymc
    #   pytensor
    #   xarray-einstats
send2trash==1.8.0 \
    --hash=sha256:d2c24762fd3759860a0aff155e45871447ea58d2be6bdd39b5c8f966a0c99c2d \
    --hash=sha256:f20eaadfdb517eaca5ce077640cb261c7d2698385a6a0f072a4a5447fd49fa08
    # via
    #   jupyter-server
    #   nbclassic
    #   notebook
six==1.16.0 \
    --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926 \
    --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254
    # via
    #   asttokens
    #   bleach
    #   multipledispatch
    #   python-dateutil
    #   rfc3339-validator
sniffio==1.3.0 \
    --hash=sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101 \
    --hash=sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384
    # via anyio
soupsieve==2.3.2.post1 \
    --hash=sha256:3b2503d3c7084a42b1ebd08116e5f81aadfaea95863628c80a3b774a11b7c759 \
    --hash=sha256:fc53893b3da2c33de295667a0e19f078c14bf86544af307354de5fcf12a3f30d
    # via beautifulsoup4
stack-data==0.6.2 \
    --hash=sha256:32d2dd0376772d01b6cb9fc996f3c8b57a357089dec328ed4b6553d037eaf815 \
    --hash=sha256:cbb2a53eb64e5785878201a97ed7c7b94883f48b87bfb0bbe8b623c74679e4a8
    # via ipython
terminado==0.17.1 \
    --hash=sha256:6ccbbcd3a4f8a25a5ec04991f39a0b8db52dfcd487ea0e578d977e6752380333 \
    --hash=sha256:8650d44334eba354dd591129ca3124a6ba42c3d5b70df5051b6921d506fdaeae
    # via
    #   jupyter-server
    #   jupyter-server-terminals
    #   nbclassic
    #   notebook
tinycss2==1.2.1 \
    --hash=sha256:2b80a96d41e7c3914b8cda8bc7f705a4d9c49275616e886103dd839dfc847847 \
    --hash=sha256:8cff3a8f066c2ec677c06dbc7b45619804a6938478d9d73c284b29d14ecb0627
    # via nbconvert
tokenize-rt==5.0.0 \
    --hash=sha256:3160bc0c3e8491312d0485171dea861fc160a240f5f5766b72a1165408d10740 \
    --hash=sha256:c67772c662c6b3dc65edf66808577968fb10badfc2042e3027196bed4daf9e5a
    # via black
toml==0.10.2 \
    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b \
    --hash=sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f
    # via jupytext
tomli==2.0.1 \
    --hash=sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc \
    --hash=sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f
    # via
    #   black
    #   build
    #   jupyterlab
    #   pyproject-hooks
toolz==0.12.0 \
    --hash=sha256:2059bd4148deb1884bb0eb770a3cde70e7f954cfbbdc2285f1f2de01fd21eb6f \
    --hash=sha256:88c570861c440ee3f2f6037c4654613228ff40c93a6c25e0eba70d17282c6194
    # via
    #   logical-unification
    #   minikanren
tornado==6.2 \
    --hash=sha256:1d54d13ab8414ed44de07efecb97d4ef7c39f7438cf5e976ccd356bebb1b5fca \
    --hash=sha256:20f638fd8cc85f3cbae3c732326e96addff0a15e22d80f049e00121651e82e72 \
    --hash=sha256:5c87076709343557ef8032934ce5f637dbb552efa7b21d08e89ae7619ed0eb23 \
    --hash=sha256:5f8c52d219d4995388119af7ccaa0bcec289535747620116a58d830e7c25d8a8 \
    --hash=sha256:6fdfabffd8dfcb6cf887428849d30cf19a3ea34c2c248461e1f7d718ad30b66b \
    --hash=sha256:87dcafae3e884462f90c90ecc200defe5e580a7fbbb4365eda7c7c1eb809ebc9 \
    --hash=sha256:9b630419bde84ec666bfd7ea0a4cb2a8a651c2d5cccdbdd1972a0c859dfc3c13 \
    --hash=sha256:b8150f721c101abdef99073bf66d3903e292d851bee51910839831caba341a75 \
    --hash=sha256:ba09ef14ca9893954244fd872798b4ccb2367c165946ce2dd7376aebdde8e3ac \
    --hash=sha256:d3a2f5999215a3a06a4fc218026cd84c61b8b2b40ac5296a6db1f1451ef04c1e \
    --hash=sha256:e5f923aa6a47e133d1cf87d60700889d7eae68988704e20c75fb2d65677a8e4b
    # via
    #   ipykernel
    #   jupyter-client
    #   jupyter-server
    #   jupyterlab
    #   nbclassic
    #   notebook
    #   terminado
tqdm==4.64.1 \
    --hash=sha256:5f4f682a004951c1b450bc753c710e9280c5746ce6ffedee253ddbcbf54cf1e4 \
    --hash=sha256:6fee160d6ffcd1b1c68c65f14c829c22832bc401726335ce92c52d395944a6a1
    # via pyhf
traitlets==5.8.1 \
    --hash=sha256:32500888f5ff7bbf3b9267ea31748fa657aaf34d56d85e60f91dda7dc7f5785b \
    --hash=sha256:a1ca5df6414f8b5760f7c5f256e326ee21b581742114545b462b35ffe3f04861
    # via
    #   comm
    #   ipykernel
    #   ipympl
    #   ipython
    #   ipywidgets
    #   jupyter-client
    #   jupyter-core
    #   jupyter-events
    #   jupyter-server
    #   matplotlib-inline
    #   nbclassic
    #   nbclient
    #   nbconvert
    #   nbformat
    #   notebook
typing-extensions==4.4.0 \
    --hash=sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa \
    --hash=sha256:16fa4864408f655d35ec496218b85f79b3437c829e93320c7c9215ccfd92489e
    # via
    #   arviz
    #   pymc
    #   pytensor
uri-template==1.2.0 \
    --hash=sha256:934e4d09d108b70eb8a24410af8615294d09d279ce0e7cbcdaef1bd21f932b06 \
    --hash=sha256:f1699c77b73b925cf4937eae31ab282a86dc885c333f2e942513f08f691fc7db
    # via jsonschema
urllib3==1.26.14 \
    --hash=sha256:076907bf8fd355cde77728471316625a4d2f7e713c125f51953bb5b3eecf4f72 \
    --hash=sha256:75edcdc2f7d85b137124a6c3c9fc3933cdeaa12ecb9a6a959f22797a0feca7e1
    # via requests
wcwidth==0.2.6 \
    --hash=sha256:795b138f6875577cd91bba52baf9e445cd5118fd32723b460e30a0af30ea230e \
    --hash=sha256:a5220780a404dbe3353789870978e472cfe477761f06ee55077256e509b156d0
    # via prompt-toolkit
webcolors==1.12 \
    --hash=sha256:16d043d3a08fd6a1b1b7e3e9e62640d09790dce80d2bdd4792a175b35fe794a9 \
    --hash=sha256:d98743d81d498a2d3eaf165196e65481f0d2ea85281463d856b1e51b09f62dce
    # via jsonschema
webencodings==0.5.1 \
    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78 \
    --hash=sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923
    # via
    #   bleach
    #   tinycss2
websocket-client==1.4.2 \
    --hash=sha256:d6b06432f184438d99ac1f456eaf22fe1ade524c3dd16e661142dc54e9cba574 \
    --hash=sha256:d6e8f90ca8e2dd4e8027c4561adeb9456b54044312dba655e7cae652ceb9ae59
    # via jupyter-server
wheel==0.38.4 \
    --hash=sha256:965f5259b566725405b05e7cf774052044b1ed30119b5d586b2703aafe8719ac \
    --hash=sha256:b60533f3f5d530e971d6737ca6d58681ee434818fab630c83a734bb10c083ce8
    # via pip-tools
widgetsnbextension==4.0.5 \
    --hash=sha256:003f716d930d385be3fd9de42dd9bf008e30053f73bddde235d14fbeaeff19af \
    --hash=sha256:eaaaf434fb9b08bd197b2a14ffe45ddb5ac3897593d43c69287091e5f3147bf7
    # via ipywidgets
xarray==2023.1.0 \
    --hash=sha256:7bee552751ff1b29dab8b7715726e5ecb56691ac54593cf4881dff41978ce0cd \
    --hash=sha256:7e530b1deafdd43e5c2b577d0944e6b528fbe88045fd849e49a8d11871ecd522
    # via
    #   arviz
    #   xarray-einstats
xarray-einstats==0.5.0 \
    --hash=sha256:3f799ead32bb28ce4e9b3cf95c2daa9c2040f06b25a34f8f2cd303f0268445ed \
    --hash=sha256:72383da0b19c1a7024c5703e1fe5b0efcfc7349fdd2e75cfa7fa3141fd6aff1e
    # via arviz

# WARNING: The following packages were not pinned, but pip requires them to be
# pinned when the requirements file includes hashes. Consider using the --allow-unsafe flag.
# pip
# setuptools

requirements.txt

# core
pyhf>=0.7.0
jax>=0.4.1
jaxlib>=0.4.1
pymc>5.0.1
matplotlib>=3.6.3
# jupyter
notebook
jupyterlab
ipympl
# dev
black[jupyter]
jupytext
pip-tools

runtime.txt

python-3.10