diff --git a/poetry.lock b/poetry.lock
index 7bdabc2..5a6c5b9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,6 +1,6 @@
 [[package]]
 name = "absl-py"
-version = "1.1.0"
+version = "1.2.0"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
 category = "main"
 optional = true
@@ -34,8 +34,8 @@ python-versions = ">=3.6"
 argon2-cffi-bindings = "*"
 
 [package.extras]
-dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
-docs = ["sphinx", "sphinx-notfound-page", "furo"]
+dev = ["cogapp", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "pre-commit", "pytest", "sphinx", "sphinx-notfound-page", "tomli"]
+docs = ["furo", "sphinx", "sphinx-notfound-page"]
 tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 
 [[package]]
@@ -50,26 +50,25 @@ python-versions = ">=3.6"
 cffi = ">=1.0.1"
 
 [package.extras]
-dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+dev = ["cogapp", "pre-commit", "pytest", "wheel"]
 tests = ["pytest"]
 
 [[package]]
 name = "astroid"
-version = "2.11.7"
+version = "2.12.5"
 description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7.2"
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
-setuptools = ">=20.0"
 typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""}
-wrapt = ">=1.11,<2"
+wrapt = {version = ">=1.11,<2", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "asttokens"
-version = "2.0.5"
+version = "2.0.8"
 description = "Annotate AST trees with source code positions"
 category = "dev"
 optional = false
@@ -79,7 +78,7 @@ python-versions = "*"
 six = "*"
 
 [package.extras]
-test = ["astroid", "pytest"]
+test = ["astroid (<=2.5.3)", "pytest"]
 
 [[package]]
 name = "atomicwrites"
@@ -91,28 +90,28 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "attrs"
-version = "21.4.0"
+version = "22.1.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.5"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope-interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
-docs = ["furo", "sphinx", "zope-interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope-interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
+tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "autodocsumm"
-version = "0.2.8"
+version = "0.2.9"
 description = "Extended sphinx autodoc including automatic autosummaries"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-Sphinx = ">=2.2,<5.0"
+Sphinx = ">=2.2,<6.0"
 
 [[package]]
 name = "babel"
@@ -150,7 +149,7 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "22.6.0"
+version = "22.8.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
@@ -184,7 +183,7 @@ webencodings = "*"
 
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.2)"]
-dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "Sphinx (==4.3.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)", "black (==22.3.0)", "mypy (==0.961)"]
+dev = ["Sphinx (==4.3.2)", "black (==22.3.0)", "build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "mypy (==0.961)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)"]
 
 [[package]]
 name = "brotli"
@@ -223,7 +222,7 @@ python-versions = ">=3.6.1"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.1.0"
+version = "2.1.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "dev"
 optional = false
@@ -275,7 +274,7 @@ test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
 
 [[package]]
 name = "coverage"
-version = "6.4.2"
+version = "6.4.4"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
@@ -299,12 +298,12 @@ python-versions = ">=3.6"
 cffi = ">=1.12"
 
 [package.extras]
-docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"]
-docstest = ["pyenchant (>=1.6.11)", "twine (>=1.12.0)", "sphinxcontrib-spelling (>=4.0.1)"]
+docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx_rtd_theme"]
+docstest = ["pyenchant (>=1.6.11)", "sphinxcontrib-spelling (>=4.0.1)", "twine (>=1.12.0)"]
 pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"]
 sdist = ["setuptools_rust (>=0.11.4)"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
+test = ["hypothesis (>=1.11.4,!=3.79.2)", "iso8601", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-subtests", "pytest-xdist", "pytz"]
 
 [[package]]
 name = "customtkinter"
@@ -327,7 +326,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "darkdetect"
-version = "0.7.0"
+version = "0.7.1"
 description = "Detect OS Dark Mode from Python"
 category = "main"
 optional = true
@@ -353,11 +352,11 @@ plotly = ">=5.0.0"
 psutil = {version = ">=5.8.0", optional = true, markers = "extra == \"diskcache\""}
 
 [package.extras]
-celery = ["redis (>=3.5.3)", "celery[redis] (>=5.1.2)"]
-ci = ["dash-flow-example (==0.0.5)", "dash-dangerously-set-inner-html", "flake8 (==3.9.2)", "flaky (==3.7.0)", "flask-talisman (==1.0.0)", "mimesis", "mock (==4.0.3)", "numpy", "preconditions", "pylint (==2.13.5)", "pytest-mock", "pytest-sugar (==0.9.4)", "pytest-rerunfailures", "black (==21.6b0)", "isort (==4.3.21)", "orjson (==3.5.4)", "pyarrow (<3)", "pandas (==1.1.5)", "xlrd (<2)", "black (==22.3.0)", "orjson (==3.6.7)", "pyarrow", "openpyxl", "pandas (>=1.4.0)", "xlrd (>=2.0.1)"]
-dev = ["coloredlogs (>=15.0.1)", "fire (>=0.4.0)", "PyYAML (>=5.4.1)"]
+celery = ["celery[redis] (>=5.1.2)", "redis (>=3.5.3)"]
+ci = ["black (==21.6b0)", "black (==22.3.0)", "dash-dangerously-set-inner-html", "dash-flow-example (==0.0.5)", "flake8 (==3.9.2)", "flaky (==3.7.0)", "flask-talisman (==1.0.0)", "isort (==4.3.21)", "mimesis", "mock (==4.0.3)", "numpy", "openpyxl", "orjson (==3.5.4)", "orjson (==3.6.7)", "pandas (==1.1.5)", "pandas (>=1.4.0)", "preconditions", "pyarrow", "pyarrow (<3)", "pylint (==2.13.5)", "pytest-mock", "pytest-rerunfailures", "pytest-sugar (==0.9.4)", "xlrd (<2)", "xlrd (>=2.0.1)"]
+dev = ["PyYAML (>=5.4.1)", "coloredlogs (>=15.0.1)", "fire (>=0.4.0)"]
 diskcache = ["diskcache (>=5.2.1)", "multiprocess (>=0.70.12)", "psutil (>=5.8.0)"]
-testing = ["beautifulsoup4 (>=4.8.2)", "lxml (>=4.6.2)", "percy (>=2.0.2)", "pytest (>=6.0.2)", "requests[security] (>=2.21.0)", "selenium (>=3.141.0,<=4.2.0)", "waitress (>=1.4.4)", "cryptography (<3.4)"]
+testing = ["beautifulsoup4 (>=4.8.2)", "cryptography (<3.4)", "lxml (>=4.6.2)", "percy (>=2.0.2)", "pytest (>=6.0.2)", "requests[security] (>=2.21.0)", "selenium (>=3.141.0,<=4.2.0)", "waitress (>=1.4.4)"]
 
 [[package]]
 name = "dash-bootstrap-components"
@@ -371,7 +370,7 @@ python-versions = ">=3.6, <4"
 dash = ">=2.0.0"
 
 [package.extras]
-pandas = ["pandas", "numpy"]
+pandas = ["numpy", "pandas"]
 
 [[package]]
 name = "dash-core-components"
@@ -399,7 +398,7 @@ python-versions = "*"
 
 [[package]]
 name = "debugpy"
-version = "1.6.2"
+version = "1.6.3"
 description = "An implementation of the Debug Adapter Protocol for Python"
 category = "dev"
 optional = false
@@ -442,7 +441,7 @@ python-versions = ">=3"
 
 [[package]]
 name = "distlib"
-version = "0.3.4"
+version = "0.3.6"
 description = "Distribution utilities"
 category = "dev"
 optional = false
@@ -474,7 +473,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "etils"
-version = "0.6.0"
+version = "0.7.1"
 description = "Collection of common python utils"
 category = "main"
 optional = true
@@ -482,28 +481,27 @@ python-versions = ">=3.7"
 
 [package.dependencies]
 importlib_resources = {version = "*", optional = true, markers = "extra == \"epath\""}
-typing_extensions = {version = "*", optional = true, markers = "extra == \"epy\""}
+typing_extensions = {version = "*", optional = true, markers = "extra == \"epath\""}
 zipp = {version = "*", optional = true, markers = "extra == \"epath\""}
 
 [package.extras]
-all = ["etils", "etils", "etils", "etils", "etils", "etils", "etils", "etils", "etils", "etils", "etils"]
-array-types = ["numpy"]
-dev = ["pytest", "pytest-subtests", "pytest-xdist", "pylint (>=2.6.0)", "yapf", "chex"]
-ecolab = ["jupyter", "numpy", "mediapy", "etils"]
-edc = ["etils"]
-enp = ["numpy", "etils"]
-epath = ["importlib-resources", "zipp", "etils"]
-epath-no-tf = ["etils"]
-epy = ["typing-extensions"]
-etqdm = ["absl-py", "tqdm", "etils"]
-etree = ["etils", "etils", "etils", "etils"]
-etree-dm = ["dm-tree", "etils"]
-etree-jax = ["jax", "etils"]
-etree-tf = ["tf-nightly", "etils"]
+all = ["etils[array-types]", "etils[ecolab]", "etils[edc]", "etils[enp]", "etils[epath]", "etils[epy]", "etils[etqdm]", "etils[etree-dm]", "etils[etree-jax]", "etils[etree-tf]", "etils[etree]"]
+array-types = ["etils[enp]"]
+dev = ["chex", "pylint (>=2.6.0)", "pytest", "pytest-subtests", "pytest-xdist", "yapf"]
+ecolab = ["etils[enp]", "etils[epy]", "jupyter", "mediapy", "numpy"]
+edc = ["etils[epy]"]
+enp = ["etils[epy]", "numpy"]
+epath = ["etils[epy]", "importlib_resources", "typing_extensions", "zipp"]
+epy = ["typing_extensions"]
+etqdm = ["absl-py", "etils[epy]", "tqdm"]
+etree = ["etils[array_types]", "etils[enp]", "etils[epy]", "etils[etqdm]"]
+etree-dm = ["dm-tree", "etils[etree]"]
+etree-jax = ["etils[etree]", "jax[cpu]"]
+etree-tf = ["etils[etree]", "tf-nightly"]
 
 [[package]]
 name = "executing"
-version = "0.8.3"
+version = "1.0.0"
 description = "Get the currently executing AST node of a frame, and other information"
 category = "dev"
 optional = false
@@ -511,26 +509,26 @@ python-versions = "*"
 
 [[package]]
 name = "fastjsonschema"
-version = "2.15.3"
+version = "2.16.1"
 description = "Fastest Python implementation of JSON schema"
 category = "dev"
 optional = false
 python-versions = "*"
 
 [package.extras]
-devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
 [[package]]
 name = "filelock"
-version = "3.7.1"
+version = "3.8.0"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"]
-testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"]
+docs = ["furo (>=2022.6.21)", "sphinx (>=5.1.1)", "sphinx-autodoc-typehints (>=1.19.1)"]
+testing = ["covdefaults (>=2.2)", "coverage (>=6.4.2)", "pytest (>=7.1.2)", "pytest-cov (>=3)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "flake8"
@@ -547,7 +545,7 @@ pyflakes = ">=2.4.0,<2.5.0"
 
 [[package]]
 name = "flask"
-version = "2.1.3"
+version = "2.2.2"
 description = "A simple framework for building complex web applications."
 category = "main"
 optional = true
@@ -558,7 +556,7 @@ click = ">=8.0"
 importlib-metadata = {version = ">=3.6.0", markers = "python_version < \"3.10\""}
 itsdangerous = ">=2.0"
 Jinja2 = ">=3.0"
-Werkzeug = ">=2.0"
+Werkzeug = ">=2.2.2"
 
 [package.extras]
 async = ["asgiref (>=3.2)"]
@@ -578,7 +576,7 @@ flask = "*"
 
 [[package]]
 name = "flatbuffers"
-version = "2.0"
+version = "2.0.7"
 description = "The FlatBuffers serialization format for Python"
 category = "main"
 optional = true
@@ -586,16 +584,16 @@ python-versions = "*"
 
 [[package]]
 name = "fonttools"
-version = "4.34.4"
+version = "4.37.1"
 description = "Tools to manipulate font files"
 category = "main"
 optional = true
 python-versions = ">=3.7"
 
 [package.extras]
-all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "uharfbuzz (>=0.23.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["scipy", "munkres"]
+interpolatable = ["munkres", "scipy"]
 lxml = ["lxml (>=4.0,<5)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
@@ -604,7 +602,7 @@ symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=14.0.0)"]
-woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "gitdb"
@@ -630,7 +628,7 @@ gitdb = ">=4.0.1,<5"
 
 [[package]]
 name = "identify"
-version = "2.5.1"
+version = "2.5.3"
 description = "File identification library for Python"
 category = "dev"
 optional = false
@@ -657,7 +655,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "iminuit"
-version = "2.15.2"
+version = "2.16.0"
 description = "Jupyter-friendly Python frontend for MINUIT2 in C++"
 category = "main"
 optional = true
@@ -667,8 +665,8 @@ python-versions = ">=3.6"
 numpy = "*"
 
 [package.extras]
-doc = ["sphinx (>=4.1)", "sphinx-rtd-theme", "Jinja2 (==3.0)", "nbsphinx"]
-test = ["cython", "flake8", "ipykernel", "ipywidgets", "jax", "jaxlib", "joblib", "jacobi", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numba", "numba-stats", "numpy", "pre-commit", "pydocstyle", "pylint", "pytest", "pytest-cov", "pytest-xdist", "scipy", "sphinx", "sphinx-rtd-theme", "tabulate", "nbsphinx", "boost-histogram", "resample"]
+doc = ["Jinja2 (==3.0)", "nbsphinx", "sphinx (>=4.1)", "sphinx-rtd-theme"]
+test = ["boost-histogram", "cython", "flake8", "ipykernel", "ipywidgets", "jacobi", "jax", "jaxlib", "joblib", "jupyter-client", "matplotlib", "mypy", "nbconvert", "nbformat", "nbsphinx", "numba", "numba-stats", "numpy", "pre-commit", "pydocstyle", "pylint", "pytest", "pytest-cov", "pytest-xdist", "resample", "scipy", "sphinx", "sphinx-rtd-theme", "tabulate"]
 
 [[package]]
 name = "importlib-metadata"
@@ -682,13 +680,13 @@ python-versions = ">=3.7"
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+docs = ["jaraco.packaging (>=9)", "rst.linker (>=1.9)", "sphinx"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl-flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
 
 [[package]]
 name = "importlib-resources"
-version = "5.8.0"
+version = "5.9.0"
 description = "Read resources from Python packages"
 category = "main"
 optional = true
@@ -698,8 +696,8 @@ python-versions = ">=3.7"
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -719,7 +717,7 @@ python-versions = "*"
 
 [[package]]
 name = "ipykernel"
-version = "6.15.1"
+version = "6.15.2"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
@@ -739,7 +737,7 @@ tornado = ">=6.1"
 traitlets = ">=5.1.0"
 
 [package.extras]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest-cov", "pytest-timeout", "pytest (>=6.0)"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=6.0)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
@@ -765,7 +763,7 @@ stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "trio"]
+all = ["Sphinx (>=1.3)", "black", "curio", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "testpath", "trio"]
 black = ["black"]
 doc = ["Sphinx (>=1.3)"]
 kernel = ["ipykernel"]
@@ -775,7 +773,7 @@ notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"]
+test_extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
 
 [[package]]
 name = "ipython-genutils"
@@ -787,7 +785,7 @@ python-versions = "*"
 
 [[package]]
 name = "ipywidgets"
-version = "7.7.1"
+version = "7.7.2"
 description = "IPython HTML widgets for Jupyter"
 category = "dev"
 optional = false
@@ -797,12 +795,12 @@ python-versions = "*"
 ipykernel = ">=4.5.1"
 ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""}
 ipython-genutils = ">=0.2.0,<0.3.0"
-jupyterlab-widgets = {version = ">=1.0.0", markers = "python_version >= \"3.6\""}
+jupyterlab-widgets = {version = ">=1.0.0,<3", markers = "python_version >= \"3.6\""}
 traitlets = ">=4.3.1"
 widgetsnbextension = ">=3.6.0,<3.7.0"
 
 [package.extras]
-test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
+test = ["mock", "pytest (>=3.6.0)", "pytest-cov"]
 
 [[package]]
 name = "isort"
@@ -813,10 +811,10 @@ optional = false
 python-versions = ">=3.6.1,<4.0"
 
 [package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
 plugins = ["setuptools"]
+requirements_deprecated_finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "itsdangerous"
@@ -826,9 +824,24 @@ category = "main"
 optional = true
 python-versions = ">=3.7"
 
+[[package]]
+name = "jaraco-classes"
+version = "3.2.2"
+description = "Utility functions for Python class constructs"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+more-itertools = "*"
+
+[package.extras]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+
 [[package]]
 name = "jax"
-version = "0.3.14"
+version = "0.3.17"
 description = "Differentiate, compile, and transform Numpy code."
 category = "main"
 optional = true
@@ -837,23 +850,24 @@ python-versions = ">=3.7"
 [package.dependencies]
 absl-py = "*"
 etils = {version = "*", extras = ["epath"]}
-numpy = ">=1.19"
+numpy = ">=1.20"
 opt_einsum = "*"
 scipy = ">=1.5"
 typing_extensions = "*"
 
 [package.extras]
-ci = ["jaxlib (==0.3.10)"]
-cpu = ["jaxlib (==0.3.14)"]
-cuda = ["jaxlib (==0.3.14+cuda11.cudnn82)"]
-cuda11_cudnn805 = ["jaxlib (==0.3.14+cuda11.cudnn805)"]
-cuda11_cudnn82 = ["jaxlib (==0.3.14+cuda11.cudnn82)"]
-minimum-jaxlib = ["jaxlib (==0.3.7)"]
-tpu = ["jaxlib (==0.3.14)", "libtpu-nightly (==0.1.dev20220627)", "requests"]
+australis = ["protobuf (>=3.13,<4)"]
+ci = ["jaxlib (==0.3.15)"]
+cpu = ["jaxlib (==0.3.15)"]
+cuda = ["jaxlib (==0.3.15+cuda11.cudnn82)"]
+cuda11_cudnn805 = ["jaxlib (==0.3.15+cuda11.cudnn805)"]
+cuda11_cudnn82 = ["jaxlib (==0.3.15+cuda11.cudnn82)"]
+minimum-jaxlib = ["jaxlib (==0.3.14)"]
+tpu = ["jaxlib (==0.3.15)", "libtpu-nightly (==0.1.dev20220723)", "requests"]
 
 [[package]]
 name = "jaxlib"
-version = "0.3.14"
+version = "0.3.15"
 description = "XLA library for JAX"
 category = "main"
 optional = true
@@ -861,7 +875,6 @@ python-versions = ">=3.7"
 
 [package.dependencies]
 absl-py = "*"
-flatbuffers = ">=1.12,<3.0"
 numpy = ">=1.19"
 scipy = ">=1.5"
 
@@ -889,8 +902,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-test = ["pytest", "pytest-trio", "pytest-asyncio (>=0.17)", "testpath", "trio", "async-timeout"]
-trio = ["trio", "async-generator"]
+test = ["async-timeout", "pytest", "pytest-asyncio (>=0.17)", "pytest-trio", "testpath", "trio"]
+trio = ["async_generator", "trio"]
 
 [[package]]
 name = "jinja2"
@@ -916,7 +929,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "jsonschema"
-version = "4.7.2"
+version = "4.15.0"
 description = "An implementation of JSON Schema validation for Python"
 category = "dev"
 optional = false
@@ -932,7 +945,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jupyter-client"
-version = "7.3.4"
+version = "7.3.5"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
@@ -944,11 +957,11 @@ jupyter-core = ">=4.9.2"
 nest-asyncio = ">=1.5.4"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
-tornado = ">=6.0"
+tornado = ">=6.2"
 traitlets = "*"
 
 [package.extras]
-doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"]
+doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
@@ -984,7 +997,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "keyring"
-version = "23.7.0"
+version = "23.9.1"
 description = "Store and access your passwords safely."
 category = "dev"
 optional = false
@@ -992,17 +1005,18 @@ python-versions = ">=3.7"
 
 [package.dependencies]
 importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
+"jaraco.classes" = "*"
 jeepney = {version = ">=0.4.2", markers = "sys_platform == \"linux\""}
 pywin32-ctypes = {version = "<0.1.0 || >0.1.0,<0.1.1 || >0.1.1", markers = "sys_platform == \"win32\""}
 SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.3"
+version = "1.4.4"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = true
@@ -1018,7 +1032,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "llvmlite"
-version = "0.39.0"
+version = "0.39.1"
 description = "lightweight wrapper around basic LLVM functionality"
 category = "main"
 optional = true
@@ -1032,6 +1046,20 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "lxml"
+version = "4.9.1"
+description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
+
+[package.extras]
+cssselect = ["cssselect (>=0.7)"]
+html5 = ["html5lib"]
+htmlsoup = ["BeautifulSoup4"]
+source = ["Cython (>=0.29.7)"]
+
 [[package]]
 name = "markdown-it-py"
 version = "2.1.0"
@@ -1050,7 +1078,7 @@ compare = ["commonmark (>=0.9.1,<0.10.0)", "markdown (>=3.3.6,<3.4.0)", "mistlet
 linkify = ["linkify-it-py (>=1.0,<2.0)"]
 plugins = ["mdit-py-plugins"]
 profiling = ["gprof2dot"]
-rtd = ["attrs", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx-book-theme"]
+rtd = ["attrs", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
@@ -1082,7 +1110,7 @@ setuptools_scm = ">=4,<7"
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.3"
+version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
 category = "dev"
 optional = false
@@ -1117,7 +1145,7 @@ testing = ["coverage", "pytest (>=3.6,<4)", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "mdurl"
-version = "0.1.1"
+version = "0.1.2"
 description = "Markdown URL utilities"
 category = "dev"
 optional = false
@@ -1125,12 +1153,20 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "mistune"
-version = "0.8.4"
-description = "The fastest markdown parser in pure Python"
+version = "2.0.4"
+description = "A sane Markdown parser with useful plugins and renderers"
 category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "more-itertools"
+version = "8.14.0"
+description = "More routines for operating on iterables, beyond itertools"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "multipledispatch"
 version = "0.6.0"
@@ -1181,12 +1217,12 @@ typing-extensions = "*"
 [package.extras]
 code_style = ["pre-commit (>=2.12,<3.0)"]
 linkify = ["linkify-it-py (>=1.0,<2.0)"]
-rtd = ["ipython", "sphinx-book-theme", "sphinx-panels", "sphinxcontrib-bibtex (>=2.4,<3.0)", "sphinxext-rediraffe (>=0.2.7,<0.3.0)", "sphinxcontrib.mermaid (>=0.7.1,<0.8.0)", "sphinxext-opengraph (>=0.6.3,<0.7.0)"]
-testing = ["beautifulsoup4", "coverage", "docutils (>=0.17.0,<0.18.0)", "pytest (>=6,<7)", "pytest-cov", "pytest-regressions", "pytest-param-files (>=0.3.4,<0.4.0)"]
+rtd = ["ipython", "sphinx-book-theme", "sphinx-panels", "sphinxcontrib-bibtex (>=2.4,<3.0)", "sphinxcontrib.mermaid (>=0.7.1,<0.8.0)", "sphinxext-opengraph (>=0.6.3,<0.7.0)", "sphinxext-rediraffe (>=0.2.7,<0.3.0)"]
+testing = ["beautifulsoup4", "coverage", "docutils (>=0.17.0,<0.18.0)", "pytest (>=6,<7)", "pytest-cov", "pytest-param-files (>=0.3.4,<0.4.0)", "pytest-regressions"]
 
 [[package]]
 name = "nbclient"
-version = "0.6.6"
+version = "0.6.7"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 category = "dev"
 optional = false
@@ -1199,12 +1235,12 @@ nest-asyncio = "*"
 traitlets = ">=5.2.2"
 
 [package.extras]
-sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"]
-test = ["black", "check-manifest", "flake8", "ipykernel", "ipython (<8.0.0)", "ipywidgets (<8.0.0)", "mypy", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"]
+sphinx = ["Sphinx (>=1.7)", "autodoc-traits", "mock", "moto", "myst-parser", "sphinx-book-theme"]
+test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets", "mypy", "nbconvert", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
-version = "6.5.0"
+version = "7.0.0"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
@@ -1214,12 +1250,13 @@ python-versions = ">=3.7"
 beautifulsoup4 = "*"
 bleach = "*"
 defusedxml = "*"
-entrypoints = ">=0.2.2"
+importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
-MarkupSafe = ">=2.0"
-mistune = ">=0.8.1,<2"
+lxml = "*"
+markupsafe = ">=2.0"
+mistune = ">=2.0.3,<3"
 nbclient = ">=0.5.0"
 nbformat = ">=5.1"
 packaging = "*"
@@ -1229,10 +1266,12 @@ tinycss2 = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "tornado (>=6.1)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
-docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+all = ["ipykernel", "ipython", "ipywidgets (>=7)", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pyqtwebengine (>=5.15)", "pytest", "pytest-cov", "pytest-dependency", "sphinx (==5.0.2)", "sphinx-rtd-theme", "tornado (>=6.1)"]
+docs = ["ipython", "nbsphinx (>=0.2.12)", "sphinx (==5.0.2)", "sphinx-rtd-theme"]
+qtpdf = ["pyqtwebengine (>=5.15)"]
+qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
-test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)"]
+test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "pytest", "pytest-cov", "pytest-dependency"]
 webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
@@ -1250,7 +1289,7 @@ jupyter-core = "*"
 traitlets = ">=5.1"
 
 [package.extras]
-test = ["check-manifest", "testpath", "pytest", "pre-commit"]
+test = ["check-manifest", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nest-asyncio"
@@ -1297,13 +1336,13 @@ tornado = ">=6.1"
 traitlets = ">=4.2.1"
 
 [package.extras]
-docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 json-logging = ["json-logging"]
-test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium", "pytest-cov", "requests-unixsocket"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixsocket", "selenium", "testpath"]
 
 [[package]]
 name = "numba"
-version = "0.56.0"
+version = "0.56.2"
 description = "compiling Python code using LLVM"
 category = "main"
 optional = true
@@ -1311,12 +1350,12 @@ python-versions = ">=3.7"
 
 [package.dependencies]
 llvmlite = ">=0.39.0dev0,<0.40"
-numpy = ">=1.18,<1.23"
-setuptools = "*"
+numpy = ">=1.18,<1.24"
+setuptools = "<60"
 
 [[package]]
 name = "numpy"
-version = "1.22.4"
+version = "1.23.2"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -1324,7 +1363,7 @@ python-versions = ">=3.8"
 
 [[package]]
 name = "numpyro"
-version = "0.10.0"
+version = "0.10.1"
 description = "Pyro PPL on NumPy"
 category = "main"
 optional = true
@@ -1338,13 +1377,13 @@ numpy = "*"
 tqdm = "*"
 
 [package.extras]
-tpu = ["jax[tpu] (>=0.2.13)"]
-test = ["scipy (>=1.6,<1.7)", "pyro-api (>=0.1.1)", "pytest (>=4.1)", "isort (>=5.0)", "flake8", "black[jupyter] (>=21.8b0)"]
-examples = ["wordcloud", "scikit-learn", "seaborn", "pandas", "matplotlib", "jupyter", "arviz"]
-doc = ["sphinx-gallery", "sphinx-rtd-theme", "sphinx", "readthedocs-sphinx-search (==0.1.0)", "nbsphinx (>=0.8.5)", "ipython"]
-dev = ["tensorflow-probability (>=0.15.0)", "pyyaml", "optax (>=0.0.6)", "jaxns (==1.0.0)", "graphviz", "funsor (>=0.4.1)", "flax", "dm-haiku"]
-cuda = ["jax[cuda] (>=0.2.13)"]
 cpu = ["jax[cpu] (>=0.2.13)"]
+cuda = ["jax[cuda] (>=0.2.13)"]
+dev = ["dm-haiku", "flax", "funsor (>=0.4.1)", "graphviz", "jaxns (==1.0.0)", "optax (>=0.0.6)", "pyyaml", "tensorflow-probability (>=0.15.0)"]
+doc = ["ipython", "nbsphinx (>=0.8.5)", "readthedocs-sphinx-search (==0.1.0)", "sphinx", "sphinx-gallery", "sphinx-rtd-theme"]
+examples = ["arviz", "jupyter", "matplotlib", "pandas", "scikit-learn", "seaborn", "wordcloud"]
+test = ["black[jupyter] (>=21.8b0)", "flake8", "isort (>=5.0)", "pyro-api (>=0.1.1)", "pytest (>=4.1)", "scipy (>=1.6,<1.7)"]
+tpu = ["jax[tpu] (>=0.2.13)"]
 
 [[package]]
 name = "opt-einsum"
@@ -1358,12 +1397,12 @@ python-versions = ">=3.5"
 numpy = ">=1.7"
 
 [package.extras]
-docs = ["sphinx (==1.2.3)", "sphinxcontrib-napoleon", "sphinx-rtd-theme", "numpydoc"]
+docs = ["numpydoc", "sphinx (==1.2.3)", "sphinx-rtd-theme", "sphinxcontrib-napoleon"]
 tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
 [[package]]
 name = "orjson"
-version = "3.7.11"
+version = "3.8.0"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 category = "main"
 optional = true
@@ -1382,7 +1421,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.4.3"
+version = "1.4.4"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
@@ -1423,11 +1462,11 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.9.0"
+version = "0.10.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pexpect"
@@ -1469,7 +1508,7 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [package.extras]
-testing = ["nose", "coverage"]
+testing = ["coverage", "nose"]
 
 [[package]]
 name = "platformdirs"
@@ -1480,12 +1519,12 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
-test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
+test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
 
 [[package]]
 name = "plotly"
-version = "5.9.0"
+version = "5.10.0"
 description = "An open-source, interactive data visualization library for Python"
 category = "main"
 optional = true
@@ -1546,7 +1585,7 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.30"
+version = "3.0.31"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -1557,14 +1596,14 @@ wcwidth = "*"
 
 [[package]]
 name = "psutil"
-version = "5.9.1"
+version = "5.9.2"
 description = "Cross-platform lib for process and system monitoring in Python."
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [package.extras]
-test = ["ipaddress", "mock", "enum34", "pywin32", "wmi"]
+test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 
 [[package]]
 name = "ptyprocess"
@@ -1634,8 +1673,8 @@ docutils = "!=0.17.0"
 sphinx = "*"
 
 [package.extras]
-coverage = ["pytest-cov", "codecov", "sphinx", "numpydoc", "recommonmark", "pandas", "pytest", "pytest-regressions", "beautifulsoup4", "sphinx-sitemap", "jupyter-sphinx", "plotly", "numpy", "xarray", "docutils (==0.16)"]
-test = ["sphinx", "numpydoc", "recommonmark", "pandas", "pytest", "pytest-regressions", "beautifulsoup4", "sphinx-sitemap", "jupyter-sphinx", "plotly", "numpy", "xarray", "docutils (==0.16)"]
+coverage = ["beautifulsoup4", "codecov", "docutils (==0.16)", "jupyter-sphinx", "numpy", "numpydoc", "pandas", "plotly", "pytest", "pytest-cov", "pytest-regressions", "recommonmark", "sphinx", "sphinx-sitemap", "xarray"]
+test = ["beautifulsoup4", "docutils (==0.16)", "jupyter-sphinx", "numpy", "numpydoc", "pandas", "plotly", "pytest", "pytest-regressions", "recommonmark", "sphinx", "sphinx-sitemap", "xarray"]
 
 [[package]]
 name = "pyflakes"
@@ -1647,22 +1686,25 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pygments"
-version = "2.12.0"
+version = "2.13.0"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[package.extras]
+plugins = ["importlib-metadata"]
+
 [[package]]
 name = "pylint"
-version = "2.14.4"
+version = "2.15.0"
 description = "python code static checker"
 category = "dev"
 optional = false
 python-versions = ">=3.7.2"
 
 [package.dependencies]
-astroid = ">=2.11.6,<=2.12.0-dev0"
+astroid = ">=2.12.4,<=2.14.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = ">=0.2"
 isort = ">=4.2.5,<6"
@@ -1685,7 +1727,7 @@ optional = false
 python-versions = ">=3.6.8"
 
 [package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyrsistent"
@@ -1729,7 +1771,7 @@ coverage = {version = ">=5.2.1", extras = ["toml"]}
 pytest = ">=4.6"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests", "six", "pytest-xdist", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
 
 [[package]]
 name = "python-dateutil"
@@ -1744,7 +1786,7 @@ six = ">=1.5"
 
 [[package]]
 name = "python-gitlab"
-version = "3.6.0"
+version = "3.9.0"
 description = "Interact with GitLab API"
 category = "dev"
 optional = false
@@ -1760,7 +1802,7 @@ yaml = ["PyYaml (>=5.2)"]
 
 [[package]]
 name = "python-semantic-release"
-version = "7.29.4"
+version = "7.31.4"
 description = "Automatic Semantic Versioning for Python projects"
 category = "dev"
 optional = false
@@ -1772,22 +1814,23 @@ click-log = ">=0.3,<1"
 dotty-dict = ">=1.3.0,<2"
 gitpython = ">=3.0.8,<4"
 invoke = ">=1.4.1,<2"
+packaging = "*"
 python-gitlab = ">=2,<4"
 requests = ">=2.25,<3"
 semver = ">=2.10,<3"
-tomlkit = ">=0.10.0,<0.11.0"
+tomlkit = ">=0.10,<1.0"
 twine = ">=3,<4"
 wheel = "*"
 
 [package.extras]
-dev = ["tox", "isort", "black"]
-docs = ["Sphinx (==1.3.6)", "Jinja2 (==3.0.3)"]
+dev = ["black", "isort", "tox"]
+docs = ["Jinja2 (==3.0.3)", "Sphinx (==1.3.6)"]
 mypy = ["mypy", "types-requests"]
-test = ["coverage (>=5,<6)", "pytest (>=5,<6)", "pytest-xdist (>=1,<2)", "pytest-mock (>=2,<3)", "responses (==0.13.3)", "mock (==1.3.0)"]
+test = ["coverage (>=5,<6)", "mock (==1.3.0)", "pytest (>=5,<6)", "pytest-mock (>=2,<3)", "pytest-xdist (>=1,<2)", "responses (==0.13.3)"]
 
 [[package]]
 name = "pytz"
-version = "2022.1"
+version = "2022.2.1"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -1811,7 +1854,7 @@ python-versions = "*"
 
 [[package]]
 name = "pywinpty"
-version = "2.0.6"
+version = "2.0.7"
 description = "Pseudo terminal support for Windows from Python."
 category = "dev"
 optional = false
@@ -1827,7 +1870,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pyzmq"
-version = "23.2.0"
+version = "23.2.1"
 description = "Python bindings for 0MQ"
 category = "dev"
 optional = false
@@ -1839,7 +1882,7 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "readme-renderer"
-version = "35.0"
+version = "37.1"
 description = "readme_renderer is a library for rendering \"readme\" descriptions for Warehouse"
 category = "dev"
 optional = false
@@ -1910,7 +1953,7 @@ jupyter = ["ipywidgets (>=7.5.1,<8.0.0)"]
 
 [[package]]
 name = "scipy"
-version = "1.9.0"
+version = "1.9.1"
 description = "SciPy: Scientific Library for Python"
 category = "main"
 optional = false
@@ -1921,7 +1964,7 @@ numpy = ">=1.18.5,<1.25.0"
 
 [[package]]
 name = "secretstorage"
-version = "3.3.2"
+version = "3.3.3"
 description = "Python bindings to FreeDesktop.org Secret Service API"
 category = "dev"
 optional = false
@@ -1948,22 +1991,21 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-nativelib = ["pyobjc-framework-cocoa", "pywin32"]
-objc = ["pyobjc-framework-cocoa"]
+nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
+objc = ["pyobjc-framework-Cocoa"]
 win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "63.2.0"
+version = "59.8.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-reredirects", "sphinxcontrib-towncrier", "furo"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-enabler (>=1.3)", "pytest-perf", "mock", "flake8-2020", "virtualenv (>=13.0.0)", "wheel", "pip (>=19.1)", "jaraco.envs (>=2.2)", "pytest-xdist", "jaraco.path (>=3.2.0)", "build", "filelock (>=3.4.0)", "pip-run (>=8.8)", "ini2toml[lite] (>=0.9)", "tomli-w (>=1.0.0)", "pytest-black (>=0.3.7)", "pytest-cov", "pytest-mypy (>=0.9.1)"]
-testing-integration = ["pytest", "pytest-xdist", "pytest-enabler", "virtualenv (>=13.0.0)", "tomli", "wheel", "jaraco.path (>=3.2.0)", "jaraco.envs (>=2.2)", "build", "filelock (>=3.4.0)"]
+docs = ["furo", "jaraco.packaging (>=8.2)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx", "sphinx-inline-tabs", "sphinxcontrib-towncrier"]
+testing = ["flake8-2020", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mock", "paver", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-flake8", "pytest-mypy", "pytest-virtualenv (>=1.2.7)", "pytest-xdist", "sphinx", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "setuptools-scm"
@@ -1984,11 +2026,11 @@ toml = ["setuptools (>=42)"]
 
 [[package]]
 name = "shellingham"
-version = "1.4.0"
+version = "1.5.0"
 description = "Tool to Detect Surrounding Shell"
 category = "main"
 optional = false
-python-versions = "!=3.0,!=3.1,!=3.2,!=3.3,>=2.6"
+python-versions = ">=3.4"
 
 [[package]]
 name = "six"
@@ -2051,12 +2093,12 @@ sphinxcontrib-serializinghtml = ">=1.1.5"
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
-lint = ["flake8 (>=3.5.0)", "isort", "mypy (>=0.931)", "docutils-stubs", "types-typed-ast", "types-requests"]
-test = ["pytest", "pytest-cov", "html5lib", "cython", "typed-ast"]
+lint = ["docutils-stubs", "flake8 (>=3.5.0)", "isort", "mypy (>=0.931)", "types-requests", "types-typed-ast"]
+test = ["cython", "html5lib", "pytest", "pytest-cov", "typed-ast"]
 
 [[package]]
 name = "sphinx-autodoc-typehints"
-version = "1.18.3"
+version = "1.19.1"
 description = "Type hints (PEP 484) support for the Sphinx autodoc extension"
 category = "dev"
 optional = false
@@ -2087,7 +2129,7 @@ sphinx = ">=3,<5"
 [package.extras]
 code_style = ["pre-commit (>=2.7.0,<2.8.0)"]
 live-dev = ["sphinx-autobuild", "web-compile (>=0.2.1,<0.3.0)"]
-sphinx = ["ablog (>=0.10.13,<0.11.0)", "ipywidgets", "folium", "numpy", "matplotlib", "myst-nb (>=0.13,<1.0)", "nbclient", "pandas", "plotly", "sphinx (>=4.0,<5.0)", "sphinx-design", "sphinx-copybutton", "sphinx-togglebutton (>=0.2.1)", "sphinx-thebe", "sphinxcontrib-bibtex (>=2.2,<3.0)", "sphinxext-opengraph"]
+sphinx = ["ablog (>=0.10.13,<0.11.0)", "folium", "ipywidgets", "matplotlib", "myst-nb (>=0.13,<1.0)", "nbclient", "numpy", "pandas", "plotly", "sphinx (>=4.0,<5.0)", "sphinx-copybutton", "sphinx-design", "sphinx-thebe", "sphinx-togglebutton (>=0.2.1)", "sphinxcontrib-bibtex (>=2.2,<3.0)", "sphinxext-opengraph"]
 testing = ["coverage", "myst-nb (>=0.13,<1.0)", "pytest (>=6.0.1,<6.1.0)", "pytest-cov", "pytest-regressions (>=2.0.1,<2.1.0)", "sphinx-thebe"]
 
 [[package]]
@@ -2116,7 +2158,7 @@ sphinx = ">=1.8"
 
 [package.extras]
 code_style = ["pre-commit (==2.12.1)"]
-rtd = ["sphinx", "ipython", "myst-nb", "sphinx-book-theme"]
+rtd = ["ipython", "myst-nb", "sphinx", "sphinx-book-theme"]
 
 [[package]]
 name = "sphinxcontrib-applehelp"
@@ -2127,7 +2169,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -2139,7 +2181,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -2151,8 +2193,8 @@ optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
-test = ["pytest", "html5lib"]
+lint = ["docutils-stubs", "flake8", "mypy"]
+test = ["html5lib", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-jsmath"
@@ -2163,7 +2205,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-test = ["pytest", "flake8", "mypy"]
+test = ["flake8", "mypy", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-mermaid"
@@ -2194,7 +2236,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -2206,12 +2248,12 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
 name = "stack-data"
-version = "0.3.0"
+version = "0.5.0"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "dev"
 optional = false
@@ -2223,7 +2265,7 @@ executing = "*"
 pure-eval = "*"
 
 [package.extras]
-tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "tenacity"
@@ -2250,7 +2292,7 @@ pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
 tornado = ">=6.1.0"
 
 [package.extras]
-test = ["pre-commit", "pytest-timeout", "pytest (>=6.0)"]
+test = ["pre-commit", "pytest (>=6.0)", "pytest-timeout"]
 
 [[package]]
 name = "tinycss2"
@@ -2264,8 +2306,8 @@ python-versions = ">=3.6"
 webencodings = ">=0.4"
 
 [package.extras]
-doc = ["sphinx", "sphinx-rtd-theme"]
-test = ["pytest", "pytest-cov", "pytest-flake8", "pytest-isort", "coverage"]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["coverage[toml]", "pytest", "pytest-cov", "pytest-flake8", "pytest-isort"]
 
 [[package]]
 name = "toml"
@@ -2285,7 +2327,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "tomlkit"
-version = "0.10.2"
+version = "0.11.4"
 description = "Style preserving TOML library"
 category = "dev"
 optional = false
@@ -2301,7 +2343,7 @@ python-versions = ">= 3.7"
 
 [[package]]
 name = "tqdm"
-version = "4.64.0"
+version = "4.64.1"
 description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
@@ -2362,10 +2404,10 @@ rich = {version = ">=10.11.0,<13.0.0", optional = true, markers = "extra == \"al
 shellingham = {version = ">=1.3.0,<2.0.0", optional = true, markers = "extra == \"all\""}
 
 [package.extras]
-all = ["colorama (>=0.4.3,<0.5.0)", "shellingham (>=1.3.0,<2.0.0)", "rich (>=10.11.0,<13.0.0)"]
+all = ["colorama (>=0.4.3,<0.5.0)", "rich (>=10.11.0,<13.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
 dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"]
-doc = ["mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "mdx-include (>=1.4.1,<2.0.0)"]
-test = ["shellingham (>=1.3.0,<2.0.0)", "pytest (>=4.4.0,<5.4.0)", "pytest-cov (>=2.10.0,<3.0.0)", "coverage (>=5.2,<6.0)", "pytest-xdist (>=1.32.0,<2.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "mypy (==0.910)", "black (>=22.3.0,<23.0.0)", "isort (>=5.0.6,<6.0.0)", "rich (>=10.11.0,<13.0.0)"]
+doc = ["mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)"]
+test = ["black (>=22.3.0,<23.0.0)", "coverage (>=5.2,<6.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<5.4.0)", "pytest-cov (>=2.10.0,<3.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<2.0.0)", "rich (>=10.11.0,<13.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
 
 [[package]]
 name = "typing-extensions"
@@ -2377,34 +2419,33 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "urllib3"
-version = "1.26.10"
+version = "1.26.12"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
 
 [package.extras]
-brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.15.1"
+version = "20.16.4"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.6"
 
 [package.dependencies]
-distlib = ">=0.3.1,<1"
-filelock = ">=3.2,<4"
-platformdirs = ">=2,<3"
-six = ">=1.9.0,<2"
+distlib = ">=0.3.5,<1"
+filelock = ">=3.4.1,<4"
+platformdirs = ">=2.4,<3"
 
 [package.extras]
-docs = ["proselint (>=0.10.2)", "sphinx (>=3)", "sphinx-argparse (>=0.2.5)", "sphinx-rtd-theme (>=0.4.3)", "towncrier (>=21.3)"]
-testing = ["coverage (>=4)", "coverage-enable-subprocess (>=1)", "flaky (>=3)", "pytest (>=4)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.1)", "pytest-mock (>=2)", "pytest-randomly (>=1)", "pytest-timeout (>=1)", "packaging (>=20.0)"]
+docs = ["proselint (>=0.13)", "sphinx (>=5.1.1)", "sphinx-argparse (>=0.3.1)", "sphinx-rtd-theme (>=1)", "towncrier (>=21.9)"]
+testing = ["coverage (>=6.2)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=21.3)", "pytest (>=7.0.1)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.6.1)", "pytest-randomly (>=3.10.3)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "wcwidth"
@@ -2424,12 +2465,15 @@ python-versions = "*"
 
 [[package]]
 name = "werkzeug"
-version = "2.1.2"
+version = "2.2.2"
 description = "The comprehensive WSGI web application library."
 category = "main"
 optional = true
 python-versions = ">=3.7"
 
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
 [package.extras]
 watchdog = ["watchdog"]
 
@@ -2472,8 +2516,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco-itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["func-timeout", "jaraco.itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [extras]
 all = ["logger-tt", "iminuit", "numpyro", "joblib", "psutil", "numba", "matplotlib", "plotly", "dash", "dash-bootstrap-components", "orjson", "tqdm", "customtkinter"]
@@ -2484,12 +2528,12 @@ viz = ["matplotlib", "plotly", "dash", "dash-bootstrap-components", "orjson", "t
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.9,<3.11" # 3.11 due to numba
-content-hash = "55036e006059ae84da00b4b0bd5876f2a4950f1a535dc9db7baee09dcdd4b312"
+content-hash = "fff6c01e3616cc8f6915c0ef0f1b96377c73719601edd4d18e42c6d43f078aba"
 
 [metadata.files]
 absl-py = [
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+]
 virtualenv = [
-    {file = "virtualenv-20.15.1-py2.py3-none-any.whl", hash = "sha256:b30aefac647e86af6d82bfc944c556f8f1a9c90427b2fb4e3bfbf338cb82becf"},
-    {file = "virtualenv-20.15.1.tar.gz", hash = "sha256:288171134a2ff3bfb1a2f54f119e77cd1b81c29fc1265a2356f3e8d14c7d58c4"},
+    {file = "virtualenv-20.16.4-py3-none-any.whl", hash = "sha256:035ed57acce4ac35c82c9d8802202b0e71adac011a511ff650cbcf9635006a22"},
+    {file = "virtualenv-20.16.4.tar.gz", hash = "sha256:014f766e4134d0008dcaa1f95bafa0fb0f575795d07cae50b1bee514185d6782"},
 ]
 wcwidth = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
@@ -3745,8 +4272,8 @@ webencodings = [
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
 werkzeug = [
-    {file = "Werkzeug-2.1.2-py3-none-any.whl", hash = "sha256:72a4b735692dd3135217911cbeaa1be5fa3f62bffb8745c5215420a03dc55255"},
-    {file = "Werkzeug-2.1.2.tar.gz", hash = "sha256:1ce08e8093ed67d638d63879fd1ba3735817f7a80de3674d293f5984f25fb6e6"},
+    {file = "Werkzeug-2.2.2-py3-none-any.whl", hash = "sha256:f979ab81f58d7318e064e99c4506445d60135ac5cd2e177a2de0089bfd4c9bd5"},
+    {file = "Werkzeug-2.2.2.tar.gz", hash = "sha256:7ea2d48322cc7c0f8b3a215ed73eabd7b5d75d0b50e31ab006286ccff9e00b8f"},
 ]
 wheel = [
     {file = "wheel-0.37.1-py2.py3-none-any.whl", hash = "sha256:4bdcd7d840138086126cd09254dc6195fb4fc6f01c050a1d7236f2630db1d22a"},
@@ -3822,4 +4349,7 @@ wrapt = [
     {file = "wrapt-1.14.1-cp39-cp39-win_amd64.whl", hash = "sha256:dee60e1de1898bde3b238f18340eec6148986da0455d8ba7848d50470a7a32fb"},
     {file = "wrapt-1.14.1.tar.gz", hash = "sha256:380a85cf89e0e69b7cfbe2ea9f765f004ff419f34194018a6827ac0e3edfed4d"},
 ]
-zipp = []
+zipp = [
+    {file = "zipp-3.8.1-py3-none-any.whl", hash = "sha256:47c40d7fe183a6f21403a199b3e4192cca5774656965b0a4988ad2f8feb5f009"},
+    {file = "zipp-3.8.1.tar.gz", hash = "sha256:05b45f1ee8f807d0cc928485ca40a07cb491cf092ff587c0df9cb1fd154848d2"},
+]
diff --git a/pyproject.toml b/pyproject.toml
index 3b2c2e2..41f47a0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,9 +29,10 @@ psutil = "^5.9.1"
 
 # Fit related packages: poetry install --extras fit
 iminuit = {version = "^2.15.2", optional = true}
-numpyro = {version = "^0.10.0", optional = true}
+numpyro = {version = "^0.10.1", optional = true}
 joblib = {version = "^1.1.0", optional = true}
 numba = {version = "^0.56.0", optional = true}
+flatbuffers = {version = "^2.0.7", optional = true}
 
 # Viz related packages: poetry install --extras viz
 matplotlib = {version = "^3.5.3", optional = true}
@@ -98,6 +99,7 @@ fit = [ # poetry install --extras fit
     "joblib",
     "psutil",
     "numba",
+    "flatbuffers",
 ]
 
 viz = [ # poetry install --extras fit
@@ -122,6 +124,7 @@ all = [ # poetry install --extras all
     "joblib",
     "psutil",
     "numba",
+    "flatbuffers",
     "matplotlib",
     "plotly",
     "dash",
diff --git a/src/metaDMG/fit/bayesian.py b/src/metaDMG/fit/bayesian.py
index 43afad7..628ac80 100644
--- a/src/metaDMG/fit/bayesian.py
+++ b/src/metaDMG/fit/bayesian.py
@@ -145,6 +145,7 @@ def compute_D_max(mcmc, data):
     beta = (1 - Dx) * phi
 
     pdf = sp_betabinom(N, alpha, beta)
+    # pdf = sp_betabinom(N, alpha.mean(), beta.mean())  # 1000x faster approximation
     return {
         "mu": mu.item(),
         "std": std.item(),