diff --git a/docs/README.rst b/docs/README.rst
index 2e6da79..2e1cebf 100644
--- a/docs/README.rst
+++ b/docs/README.rst
@@ -95,6 +95,9 @@ Installation
 
     $ pip install -U igel
 
+- NOTE: igel depends on older versions of pandas and numpy that only support Python <= 3.8.
+To avoid installation errors, please install and run igel using Python 3.8 or earlier.
+
 Models
 -------
 
@@ -857,8 +860,8 @@ the best model will be stored in the current working dir.
 TextClassification
 ####################
 
-First, create or modify a text dataset that are categorized into sub-folders based on the text label/class
-For example, if you are have a text dataset of positive and negative feedbacks, then you will need 2 sub-folders:
+First, create or modify a text dataset that are categorized into sub-folders based on the text label/class.
+For example, if you have a text dataset of positive and negative feedbacks, then you will need 2 sub-folders:
 
 - folder 0, which contains negative feedbacks (here the label 0 indicates a negative one)
 - folder 1, which contains positive feedbacks (here the label 1 indicates a positive one)
@@ -892,7 +895,7 @@ Running with Docker
 
 - Use the official image (recommended):
 
-You can pull the image first from docker hub
+First, pull the image from docker hub
 
 .. code-block:: console
 
@@ -905,7 +908,7 @@ Then use it:
     $ docker run -it --rm -v $(pwd):/data nidhaloff/igel fit -yml 'your_file.yaml' -dp 'your_dataset.csv'
 
 
-- Alternatively, you can create your own image locally if you want:
+- Alternatively, you can create your own image locally if you want to:
 
 You can run igel inside of docker by first building the image:
 
@@ -913,7 +916,7 @@ You can run igel inside of docker by first building the image:
 
     $ docker build -t igel .
 
-And then running it and attaching your current directory (does not need to be the igel directory) as /data (the workdir) inside of the container:
+And then running it and attaching your current directory (does not need to be the igel directory) as /data (the workdir) inside the container:
 
 .. code-block:: console
 
@@ -946,10 +949,10 @@ You can always help the development of this project by:
 Contributions
 --------------
 
-You think this project is useful and you want to bring new ideas, new features, bug fixes, extend the docs?
+Do you think this project is useful and want to bring new ideas, features, bug fixes, and/or extend the docs?
 
 Contributions are always welcome.
-Make sure you read `the guidelines <https://igel.readthedocs.io/en/latest/contributing.html>`_ first
+Make sure you read `the guidelines <https://igel.readthedocs.io/en/latest/contributing.html>`_ first.
 
 License
 --------
diff --git a/poetry.lock b/poetry.lock
index 5e74b53..2d37430 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,94 +1,143 @@
+# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+
 [[package]]
 name = "absl-py"
-version = "1.0.0"
+version = "2.3.1"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
-category = "main"
 optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-six = "*"
+python-versions = ">=3.8"
+files = [
+    {file = "absl_py-2.3.1-py3-none-any.whl", hash = "sha256:eeecf07f0c2a93ace0772c92e596ace6d3d3996c042b2128459aaae2a76de11d"},
+    {file = "absl_py-2.3.1.tar.gz", hash = "sha256:a97820526f7fbfd2ec1bce83f3f25e3a14840dac0d8e02a0b71cd75db3f77fc9"},
+]
 
 [[package]]
 name = "alabaster"
-version = "0.7.12"
+version = "0.7.13"
 description = "A configurable sidebar-enabled Sphinx theme"
-category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
+files = [
+    {file = "alabaster-0.7.13-py3-none-any.whl", hash = "sha256:1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3"},
+    {file = "alabaster-0.7.13.tar.gz", hash = "sha256:a27a4a084d5e690e16e01e03ad2b2e552c61a65469419b907243193de1a84ae2"},
+]
 
 [[package]]
 name = "appnope"
-version = "0.1.2"
+version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
-category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
+files = [
+    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
+]
 
 [[package]]
 name = "asgiref"
-version = "3.4.1"
+version = "3.8.1"
 description = "ASGI specs, helper code, and adapters"
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "asgiref-3.8.1-py3-none-any.whl", hash = "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47"},
+    {file = "asgiref-3.8.1.tar.gz", hash = "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
 
 [package.extras]
-tests = ["pytest", "pytest-asyncio", "mypy (>=0.800)"]
+tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
 
 [[package]]
 name = "astroid"
-version = "2.9.2"
+version = "2.15.8"
 description = "An abstract syntax tree for Python with inference support."
-category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7.2"
+files = [
+    {file = "astroid-2.15.8-py3-none-any.whl", hash = "sha256:1aa149fc5c6589e3d0ece885b4491acd80af4f087baafa3fb5203b113e68cd3c"},
+    {file = "astroid-2.15.8.tar.gz", hash = "sha256:6c107453dffee9055899705de3c9ead36e74119cee151e5a9aaf7f0b0e020a6a"},
+]
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
-typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""}
-wrapt = ">=1.11,<1.14"
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
+wrapt = [
+    {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
+    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
+]
+
+[[package]]
+name = "asttokens"
+version = "3.0.1"
+description = "Annotate AST trees with source code positions"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a"},
+    {file = "asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7"},
+]
+
+[package.extras]
+astroid = ["astroid (>=2,<5)"]
+test = ["astroid (>=2,<5)", "pytest (<9.0)", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "astunparse"
 version = "1.6.3"
 description = "An AST unparser for Python"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"},
+    {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"},
+]
 
 [package.dependencies]
 six = ">=1.6.1,<2.0"
+wheel = ">=0.23.0,<1.0"
 
 [[package]]
 name = "atomicwrites"
-version = "1.4.0"
+version = "1.4.1"
 description = "Atomic file writes."
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "atomicwrites-1.4.1.tar.gz", hash = "sha256:81b2c9071a49367a7f770170e5eec8cb66567cfbbc8c73d20ce5ca4a8d71cf11"},
+]
 
 [[package]]
 name = "attrs"
-version = "21.4.0"
+version = "25.3.0"
 description = "Classes Without Boilerplate"
-category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.8"
+files = [
+    {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
+    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
+]
 
 [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"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "autokeras"
 version = "1.0.16.post1"
 description = "AutoML for deep learning"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "autokeras-1.0.16.post1-py3-none-any.whl", hash = "sha256:945fabb65180efbded426ec3873e46c852baa08984e3fb145c1c040524140b41"},
+    {file = "autokeras-1.0.16.post1.tar.gz", hash = "sha256:f1bd559fe4e75734dcd3c4ed5552b04652764b9afe262354f0cdecb2f6686199"},
+]
 
 [package.dependencies]
 keras-tuner = ">=1.0.2,<1.1"
@@ -98,48 +147,70 @@ scikit-learn = "*"
 tensorflow = ">=2.3.0,<2.6"
 
 [package.extras]
-tests = ["pytest (>=4.4.0)", "flake8", "black", "isort", "pytest-xdist", "pytest-cov", "coverage", "typeguard (>=2,<2.11.0)", "typedapi (>=0.2,<0.3)"]
+tests = ["black", "coverage", "flake8", "isort", "pytest (>=4.4.0)", "pytest-cov", "pytest-xdist", "typedapi (>=0.2,<0.3)", "typeguard (>=2,<2.11.0)"]
 
 [[package]]
 name = "babel"
-version = "2.9.1"
+version = "2.17.0"
 description = "Internationalization utilities"
-category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.8"
+files = [
+    {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
+    {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
+]
 
 [package.dependencies]
-pytz = ">=2015.7"
+pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
+
+[package.extras]
+dev = ["backports.zoneinfo", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata"]
 
 [[package]]
 name = "backcall"
 version = "0.2.0"
 description = "Specifications for callback functions passed in to an API"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
+    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
+]
 
 [[package]]
 name = "bandit"
-version = "1.7.1"
+version = "1.7.10"
 description = "Security oriented static analyser for python code."
-category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
+files = [
+    {file = "bandit-1.7.10-py3-none-any.whl", hash = "sha256:665721d7bebbb4485a339c55161ac0eedde27d51e638000d91c8c2d68343ad02"},
+    {file = "bandit-1.7.10.tar.gz", hash = "sha256:59ed5caf5d92b6ada4bf65bc6437feea4a9da1093384445fed4d472acc6cff7b"},
+]
 
 [package.dependencies]
 colorama = {version = ">=0.3.9", markers = "platform_system == \"Windows\""}
-GitPython = ">=1.0.1"
 PyYAML = ">=5.3.1"
+rich = "*"
 stevedore = ">=1.20.0"
 
+[package.extras]
+baseline = ["GitPython (>=3.1.30)"]
+sarif = ["jschema-to-python (>=1.2.3)", "sarif-om (>=1.0.4)"]
+test = ["beautifulsoup4 (>=4.8.0)", "coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "pylint (==1.9.4)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)"]
+toml = ["tomli (>=1.1.0)"]
+yaml = ["PyYAML"]
+
 [[package]]
 name = "black"
 version = "21.12b0"
 description = "The uncompromising code formatter."
-category = "dev"
 optional = false
 python-versions = ">=3.6.2"
+files = [
+    {file = "black-21.12b0-py3-none-any.whl", hash = "sha256:a615e69ae185e08fdd73e4715e260e2479c861b5740057fde6e8b4e3b7dd589f"},
+    {file = "black-21.12b0.tar.gz", hash = "sha256:77b80f693a569e2e527958459634f18df9b0ba2625ba4e0c2d5da5be42e6f2b3"},
+]
 
 [package.dependencies]
 click = ">=7.1.2"
@@ -148,8 +219,8 @@ pathspec = ">=0.9.0,<1"
 platformdirs = ">=2"
 tomli = ">=0.2.6,<2.0.0"
 typing-extensions = [
+    {version = ">=3.10.0.0,<3.10.0.1 || >3.10.0.1", markers = "python_version >= \"3.10\""},
     {version = ">=3.10.0.0", markers = "python_version < \"3.10\""},
-    {version = "!=3.10.0.1", markers = "python_version >= \"3.10\""},
 ]
 
 [package.extras]
@@ -159,207 +230,512 @@ jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 python2 = ["typed-ast (>=1.4.3)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
-[[package]]
-name = "bleach"
-version = "4.1.0"
-description = "An easy safelist-based HTML-sanitizing tool."
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-packaging = "*"
-six = ">=1.9.0"
-webencodings = "*"
-
 [[package]]
 name = "bump2version"
 version = "1.0.0"
 description = "Version-bump your software with a single command!"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "bump2version-1.0.0-py2.py3-none-any.whl", hash = "sha256:477f0e18a0d58e50bb3dbc9af7fcda464fd0ebfc7a6151d8888602d7153171a0"},
+    {file = "bump2version-1.0.0.tar.gz", hash = "sha256:cd4f3a231305e405ed8944d8ff35bd742d9bc740ad62f483bd0ca21ce7131984"},
+]
 
 [[package]]
 name = "cachetools"
-version = "4.2.4"
+version = "5.5.2"
 description = "Extensible memoizing collections and decorators"
-category = "main"
 optional = false
-python-versions = "~=3.5"
+python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.5.2-py3-none-any.whl", hash = "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"},
+    {file = "cachetools-5.5.2.tar.gz", hash = "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4"},
+]
 
 [[package]]
 name = "certifi"
-version = "2021.10.8"
+version = "2025.11.12"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
+files = [
+    {file = "certifi-2025.11.12-py3-none-any.whl", hash = "sha256:97de8790030bbd5c2d96b7ec782fc2f7820ef8dba6db909ccf95449f2d062d4b"},
+    {file = "certifi-2025.11.12.tar.gz", hash = "sha256:d8ab5478f2ecd78af242878415affce761ca6bc54a22a27e026d7c25357c3316"},
+]
 
 [[package]]
 name = "cffi"
-version = "1.15.0"
+version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
-category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
+files = [
+    {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
+    {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
+    {file = "cffi-1.17.1-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:edae79245293e15384b51f88b00613ba9f7198016a5948b5dddf4917d4d26382"},
+    {file = "cffi-1.17.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:45398b671ac6d70e67da8e4224a065cec6a93541bb7aebe1b198a61b58c7b702"},
+    {file = "cffi-1.17.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ad9413ccdeda48c5afdae7e4fa2192157e991ff761e7ab8fdd8926f40b160cc3"},
+    {file = "cffi-1.17.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5da5719280082ac6bd9aa7becb3938dc9f9cbd57fac7d2871717b1feb0902ab6"},
+    {file = "cffi-1.17.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2bb1a08b8008b281856e5971307cc386a8e9c5b625ac297e853d36da6efe9c17"},
+    {file = "cffi-1.17.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:045d61c734659cc045141be4bae381a41d89b741f795af1dd018bfb532fd0df8"},
+    {file = "cffi-1.17.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:6883e737d7d9e4899a8a695e00ec36bd4e5e4f18fabe0aca0efe0a4b44cdb13e"},
+    {file = "cffi-1.17.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:6b8b4a92e1c65048ff98cfe1f735ef8f1ceb72e3d5f0c25fdb12087a23da22be"},
+    {file = "cffi-1.17.1-cp310-cp310-win32.whl", hash = "sha256:c9c3d058ebabb74db66e431095118094d06abf53284d9c81f27300d0e0d8bc7c"},
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 [[package]]
 name = "filelock"
-version = "3.4.2"
+version = "3.16.1"
 description = "A platform independent file lock."
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
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+]
 
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-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 (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flake8"
 version = "3.8.3"
 description = "the modular source code checker: pep8 pyflakes and co"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+files = [
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+]
 
 [package.dependencies]
 mccabe = ">=0.6.0,<0.7.0"
@@ -370,62 +746,52 @@ pyflakes = ">=2.2.0,<2.3.0"
 name = "gast"
 version = "0.3.3"
 description = "Python AST that abstracts the underlying Python version"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
-[[package]]
-name = "gitdb"
-version = "4.0.9"
-description = "Git Object Database"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-smmap = ">=3.0.1,<6"
-
-[[package]]
-name = "gitpython"
-version = "3.1.24"
-description = "GitPython is a python library used to interact with Git repositories"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-gitdb = ">=4.0.1,<5"
-typing-extensions = {version = ">=3.7.4.3", markers = "python_version < \"3.10\""}
+files = [
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+    {file = "gast-0.3.3.tar.gz", hash = "sha256:b881ef288a49aa81440d2c5eb8aeefd4c2bb8993d5f50edae7413a85bfdb3b57"},
+]
 
 [[package]]
 name = "google-auth"
-version = "2.3.3"
+version = "2.43.0"
 description = "Google Authentication Library"
-category = "main"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
+python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
-cachetools = ">=2.0.0,<5.0"
+cachetools = ">=2.0.0,<7.0"
 pyasn1-modules = ">=0.2.1"
-rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
-six = ">=1.9.0"
+rsa = ">=3.1.4,<5"
 
 [package.extras]
-aiohttp = ["requests (>=2.20.0,<3.0.0dev)", "aiohttp (>=3.6.2,<4.0.0dev)"]
-pyopenssl = ["pyopenssl (>=20.0.0)"]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0)", "requests (>=2.20.0,<3.0.0)"]
+enterprise-cert = ["cryptography", "pyopenssl"]
+pyjwt = ["cryptography (<39.0.0)", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
+pyopenssl = ["cryptography (<39.0.0)", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
+requests = ["requests (>=2.20.0,<3.0.0)"]
+testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0)", "cryptography (<39.0.0)", "cryptography (>=38.0.3)", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
+urllib3 = ["packaging", "urllib3"]
 
 [[package]]
 name = "google-auth-oauthlib"
-version = "0.4.6"
+version = "1.0.0"
 description = "Google Authentication Library"
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.dependencies]
-google-auth = ">=1.0.0"
+google-auth = ">=2.15.0"
 requests-oauthlib = ">=0.7.0"
 
 [package.extras]
@@ -435,42 +801,132 @@ tool = ["click (>=6.0.0)"]
 name = "google-pasta"
 version = "0.2.0"
 description = "pasta is an AST-based Python refactoring library"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 six = "*"
 
 [[package]]
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-version = "1.43.0"
+version = "1.70.0"
 description = "HTTP/2-based RPC framework"
-category = "main"
 optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-six = ">=1.5.2"
+python-versions = ">=3.8"
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 python-versions = "*"
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+]
 
 [package.dependencies]
 numpy = ">=1.7"
@@ -478,61 +934,82 @@ six = "*"
 
 [[package]]
 name = "identify"
-version = "2.4.1"
+version = "2.6.1"
 description = "File identification library for Python"
-category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.8"
+files = [
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+]
 
 [package.extras]
 license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.3"
+version = "3.11"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
 [[package]]
 name = "imagesize"
-version = "1.3.0"
+version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+]
 
 [[package]]
 name = "importlib-metadata"
 version = "1.7.0"
 description = "Read metadata from Python packages"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+files = [
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+]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "rst.linker"]
-testing = ["packaging", "pep517", "importlib-resources (>=1.3)"]
+docs = ["rst.linker", "sphinx"]
+testing = ["importlib-resources (>=1.3)", "packaging", "pep517"]
 
 [[package]]
 name = "iniconfig"
-version = "1.1.1"
-description = "iniconfig: brain-dead simple config-ini parsing"
-category = "dev"
+version = "2.1.0"
+description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
+files = [
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+    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
+]
 
 [[package]]
 name = "ipython"
-version = "7.30.1"
+version = "8.12.3"
 description = "IPython: Productive Interactive Computing"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
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+]
 
 [package.dependencies]
 appnope = {version = "*", markers = "sys_platform == \"darwin\""}
@@ -543,69 +1020,83 @@ jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
-prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
-pygments = "*"
-traitlets = ">=4.2"
+prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+pygments = ">=2.4.0"
+stack-data = "*"
+traitlets = ">=5"
+typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
-all = ["Sphinx (>=1.3)", "ipykernel", "ipyparallel", "ipywidgets", "nbconvert", "nbformat", "nose (>=0.10.1)", "notebook", "numpy (>=1.17)", "pygments", "qtconsole", "requests", "testpath"]
-doc = ["Sphinx (>=1.3)"]
+all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+black = ["black"]
+doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
-notebook = ["notebook", "ipywidgets"]
+notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipykernel", "numpy (>=1.17)"]
+test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
 
 [[package]]
 name = "isort"
-version = "5.10.1"
+version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
-category = "dev"
 optional = false
-python-versions = ">=3.6.1,<4.0"
+python-versions = ">=3.8.0"
+files = [
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+    {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
+]
 
 [package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
-colors = ["colorama (>=0.4.3,<0.5.0)"]
-plugins = ["setuptools"]
+colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "jedi"
-version = "0.18.1"
+version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+    {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
+]
 
 [package.dependencies]
-parso = ">=0.8.0,<0.9.0"
+parso = ">=0.8.4,<0.9.0"
 
 [package.extras]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
 [[package]]
 name = "jeepney"
-version = "0.7.1"
+version = "0.9.0"
 description = "Low-level, pure Python DBus protocol wrapper."
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
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+    {file = "jeepney-0.9.0.tar.gz", hash = "sha256:cf0e9e845622b81e4a28df94c40345400256ec608d0e55bb8a3feaa9163f5732"},
+]
 
 [package.extras]
-test = ["pytest", "pytest-trio", "pytest-asyncio", "testpath", "trio", "async-timeout"]
-trio = ["trio", "async-generator"]
+test = ["async-timeout", "pytest", "pytest-asyncio (>=0.17)", "pytest-trio", "testpath", "trio"]
+trio = ["trio"]
 
 [[package]]
 name = "jinja2"
-version = "3.0.3"
+version = "3.1.6"
 description = "A very fast and expressive template engine."
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
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+    {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
+]
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -617,34 +1108,43 @@ i18n = ["Babel (>=2.7)"]
 name = "joblib"
 version = "0.16.0"
 description = "Lightweight pipelining: using Python functions as pipeline jobs."
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "joblib-0.16.0-py3-none-any.whl", hash = "sha256:d348c5d4ae31496b2aa060d6d9b787864dd204f9480baaa52d18850cb43e9f49"},
+    {file = "joblib-0.16.0.tar.gz", hash = "sha256:8f52bf24c64b608bf0b2563e0e47d6fcf516abc8cfafe10cfd98ad66d94f92d6"},
+]
 
 [[package]]
 name = "keras-preprocessing"
 version = "1.1.2"
 description = "Easy data preprocessing and data augmentation for deep learning models"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "Keras_Preprocessing-1.1.2-py2.py3-none-any.whl", hash = "sha256:7b82029b130ff61cc99b55f3bd27427df4838576838c5b2f65940e4fcec99a7b"},
+    {file = "Keras_Preprocessing-1.1.2.tar.gz", hash = "sha256:add82567c50c8bc648c14195bf544a5ce7c1f76761536956c3d2978970179ef3"},
+]
 
 [package.dependencies]
 numpy = ">=1.9.1"
 six = ">=1.9.0"
 
 [package.extras]
-image = ["scipy (>=0.14)", "Pillow (>=5.2.0)"]
+image = ["Pillow (>=5.2.0)", "scipy (>=0.14)"]
 pep8 = ["flake8"]
-tests = ["pandas", "pillow", "tensorflow", "keras", "pytest", "pytest-xdist", "pytest-cov"]
+tests = ["Pillow", "keras", "pandas", "pytest", "pytest-cov", "pytest-xdist", "tensorflow"]
 
 [[package]]
 name = "keras-tuner"
 version = "1.0.4"
 description = "Hypertuner for Keras"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "keras-tuner-1.0.4.tar.gz", hash = "sha256:5864db0320ce61b2e11e4533a9775a9bf213dbee97720409327dc41c71d0b88b"},
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+]
 
 [package.dependencies]
 ipython = "*"
@@ -656,15 +1156,18 @@ scipy = "*"
 tensorboard = "*"
 
 [package.extras]
-tests = ["pytest", "flake8", "isort", "black", "pandas", "portpicker", "pytest-xdist", "pytest-cov", "scikit-learn"]
+tests = ["black", "flake8", "isort", "pandas", "portpicker", "pytest", "pytest-cov", "pytest-xdist", "scikit-learn"]
 
 [[package]]
 name = "keyring"
 version = "22.3.0"
 description = "Store and access your passwords safely."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "keyring-22.3.0-py3-none-any.whl", hash = "sha256:2bc8363ebdd63886126a012057a85c8cb6e143877afa02619ac7dbc9f38a207b"},
+    {file = "keyring-22.3.0.tar.gz", hash = "sha256:16927a444b2c73f983520a48dec79ddab49fe76429ea05b8d528d778c8339522"},
+]
 
 [package.dependencies]
 jeepney = {version = ">=0.4.2", markers = "sys_platform == \"linux\""}
@@ -672,51 +1175,183 @@ pywin32-ctypes = {version = "<0.1.0 || >0.1.0,<0.1.1 || >0.1.1", markers = "sys_
 SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
 
 [package.extras]
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-testing = ["pytest (>=4.6)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pytest-cov", "pytest-enabler", "pytest-black (>=0.3.7)", "pytest-mypy"]
+docs = ["jaraco.packaging (>=8.2)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["pytest (>=4.6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=1.2.3)", "pytest-cov", "pytest-enabler", "pytest-flake8", "pytest-mypy"]
 
 [[package]]
 name = "kt-legacy"
-version = "1.0.4"
+version = "1.0.5"
 description = "Legacy import names for Keras Tuner"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
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-version = "1.7.1"
+version = "1.10.0"
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-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
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-version = "3.3.5"
+version = "3.3.4"
 description = "Python implementation of Markdown."
-category = "main"
 optional = false
 python-versions = ">=3.6"
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 [package.extras]
 testing = ["coverage", "pyyaml"]
 
+[[package]]
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+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
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 description = "Safely add untrusted strings to HTML/XML markup."
-category = "dev"
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 description = "Inline Matplotlib backend for Jupyter"
-category = "main"
 optional = false
-python-versions = ">=3.5"
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 [package.dependencies]
 traitlets = "*"
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 description = "McCabe checker, plugin for flake8"
-category = "dev"
 optional = false
 python-versions = "*"
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+python-versions = ">=3.7"
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 description = "More routines for operating on iterables, beyond itertools"
-category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
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 description = "Optional static typing for Python"
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 python-versions = ">=3.5"
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 mypy-extensions = ">=0.4.3,<0.5.0"
@@ -756,104 +1432,214 @@ python2 = ["typed-ast (>=1.4.0,<1.5.0)"]
 
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+version = "0.4.4"
 description = "Experimental type system extensions for programs checked with the mypy typechecker."
-category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=2.7"
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+
+[[package]]
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+version = "0.3.2"
+description = "Python binding to Ammonia HTML sanitizer Rust crate"
+optional = false
+python-versions = ">=3.8"
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 [package.extras]
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@@ -861,51 +1647,68 @@ python-dateutil = ">=2.7.3"
 pytz = ">=2017.2"
 
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+
+[package.dependencies]
+typing-extensions = ">=4.2.0"
 
 [package.extras]
 dotenv = ["python-dotenv (>=0.10.4)"]
@@ -1063,69 +2032,85 @@ email = ["email-validator (>=1.0.3)"]
 
 [[package]]
 name = "pydocstyle"
-version = "6.1.1"
+version = "6.3.0"
 description = "Python docstring style checker"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.dependencies]
-snowballstemmer = "*"
+snowballstemmer = ">=2.2.0"
 
 [package.extras]
-toml = ["toml"]
+toml = ["tomli (>=1.2.3)"]
 
 [[package]]
 name = "pyflakes"
 version = "2.2.0"
 description = "passive checker of Python programs"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+]
 
 [[package]]
 name = "pygments"
-version = "2.11.1"
+version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pylint"
-version = "2.12.2"
+version = "2.17.7"
 description = "python code static checker"
-category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7.2"
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 [package.dependencies]
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-colorama = {version = "*", markers = "sys_platform == \"win32\""}
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+colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
+dill = [
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 isort = ">=4.2.5,<6"
-mccabe = ">=0.6,<0.7"
+mccabe = ">=0.6,<0.8"
 platformdirs = ">=2.2.0"
-toml = ">=0.9.2"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+tomlkit = ">=0.10.1"
 typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
 
-[[package]]
-name = "pyparsing"
-version = "3.0.6"
-description = "Python parsing module"
-category = "main"
-optional = false
-python-versions = ">=3.6"
-
 [package.extras]
-diagrams = ["jinja2", "railroad-diagrams"]
+spelling = ["pyenchant (>=3.2,<4.0)"]
+testutils = ["gitpython (>3)"]
 
 [[package]]
 name = "pytest"
 version = "6.0.1"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
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+]
 
 [package.dependencies]
 atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
@@ -1139,108 +2124,146 @@ py = ">=1.8.2"
 toml = "*"
 
 [package.extras]
-checkqa_mypy = ["mypy (==0.780)"]
+checkqa-mypy = ["mypy (==0.780)"]
 testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
 
 [[package]]
 name = "pytest-runner"
 version = "5.2"
 description = "Invoke py.test as distutils command with dependency resolution"
-category = "dev"
 optional = false
 python-versions = ">=2.7"
+files = [
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-testing = ["pytest (>=3.5,!=3.7.3)", "pytest-checkdocs", "pytest-flake8", "pytest-black-multipy", "pytest-cov", "pytest-virtualenv"]
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+testing = ["pytest (>=3.5,!=3.7.3)", "pytest-black-multipy", "pytest-checkdocs", "pytest-cov", "pytest-flake8", "pytest-virtualenv"]
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.2"
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 description = "Extensions to the standard Python datetime module"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
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 six = ">=1.5"
 
 [[package]]
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+version = "2025.2"
 description = "World timezone definitions, modern and historical"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
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 name = "pyupgrade"
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 description = "A tool to automatically upgrade syntax for newer versions."
-category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7"
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 [[package]]
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-description = ""
-category = "dev"
+version = "0.2.3"
+description = "A (partial) reimplementation of pywin32 using ctypes/cffi"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
+files = [
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-category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = "*"
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+]
 
 [[package]]
 name = "readme-renderer"
-version = "32.0"
-description = "readme_renderer is a library for rendering \"readme\" descriptions for Warehouse"
-category = "dev"
+version = "43.0"
+description = "readme_renderer is a library for rendering readme descriptions for Warehouse"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
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-bleach = ">=2.1.0"
 docutils = ">=0.13.1"
+nh3 = ">=0.2.14"
 Pygments = ">=2.5.1"
 
 [package.extras]
-md = ["cmarkgfm (>=0.5.0,<0.7.0)"]
+md = ["cmarkgfm (>=0.8.0)"]
 
 [[package]]
 name = "requests"
-version = "2.27.0"
+version = "2.32.4"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.8"
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 certifi = ">=2017.4.17"
-charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
-idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
-urllib3 = ">=1.21.1,<1.27"
+charset_normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
 
 [package.extras]
-socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "requests-oauthlib"
-version = "1.3.0"
+version = "2.0.0"
 description = "OAuthlib authentication support for Requests."
-category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.4"
+files = [
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+]
 
 [package.dependencies]
 oauthlib = ">=3.0.0"
@@ -1251,33 +2274,60 @@ rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 
 [[package]]
 name = "requests-toolbelt"
-version = "0.9.1"
+version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
-category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+]
 
 [package.dependencies]
 requests = ">=2.0.1,<3.0.0"
 
 [[package]]
 name = "rfc3986"
-version = "1.5.0"
+version = "2.0.0"
 description = "Validating URI References per RFC 3986"
-category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
+files = [
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+]
 
 [package.extras]
 idna2008 = ["idna"]
 
+[[package]]
+name = "rich"
+version = "14.2.0"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+optional = false
+python-versions = ">=3.8.0"
+files = [
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+]
+
+[package.dependencies]
+markdown-it-py = ">=2.2.0"
+pygments = ">=2.13.0,<3.0.0"
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<9)"]
+
 [[package]]
 name = "rsa"
-version = "4.8"
+version = "4.9.1"
 description = "Pure-Python RSA implementation"
-category = "main"
 optional = false
-python-versions = ">=3.6,<4"
+python-versions = "<4,>=3.6"
+files = [
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+]
 
 [package.dependencies]
 pyasn1 = ">=0.1.3"
@@ -1286,23 +2336,44 @@ pyasn1 = ">=0.1.3"
 name = "safety"
 version = "1.10.3"
 description = "Checks installed dependencies for known vulnerabilities."
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
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+]
 
 [package.dependencies]
 Click = ">=6.0"
 dparse = ">=0.5.1"
 packaging = "*"
 requests = "*"
+setuptools = "*"
 
 [[package]]
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 version = "0.23.2"
 description = "A set of python modules for machine learning and data mining"
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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 [package.dependencies]
 joblib = ">=0.11"
@@ -1315,74 +2386,125 @@ alldeps = ["numpy (>=1.13.3)", "scipy (>=0.19.1)"]
 
 [[package]]
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-version = "1.6.1"
-description = "SciPy: Scientific Library for Python"
-category = "main"
-optional = false
-python-versions = ">=3.7"
+version = "1.9.3"
+description = "Fundamental algorithms for scientific computing in Python"
+optional = false
+python-versions = ">=3.8"
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+    {file = "scipy-1.9.3-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:da8245491d73ed0a994ed9c2e380fd058ce2fa8a18da204681f2fe1f57f98f95"},
+    {file = "scipy-1.9.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4db5b30849606a95dcf519763dd3ab6fe9bd91df49eba517359e450a7d80ce2e"},
+    {file = "scipy-1.9.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c68db6b290cbd4049012990d7fe71a2abd9ffbe82c0056ebe0f01df8be5436b0"},
+    {file = "scipy-1.9.3-cp39-cp39-win_amd64.whl", hash = "sha256:5b88e6d91ad9d59478fafe92a7c757d00c59e3bdc3331be8ada76a4f8d683f58"},
+    {file = "scipy-1.9.3.tar.gz", hash = "sha256:fbc5c05c85c1a02be77b1ff591087c83bc44579c6d2bd9fb798bb64ea5e1a027"},
+]
+
+[package.dependencies]
+numpy = ">=1.18.5,<1.26.0"
 
-[package.dependencies]
-numpy = ">=1.16.5"
+[package.extras]
+dev = ["flake8", "mypy", "pycodestyle", "typing_extensions"]
+doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-panels (>=0.5.2)", "sphinx-tabs"]
+test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "secretstorage"
-version = "3.3.1"
+version = "3.3.3"
 description = "Python bindings to FreeDesktop.org Secret Service API"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "SecretStorage-3.3.3-py3-none-any.whl", hash = "sha256:f356e6628222568e3af06f2eba8df495efa13b3b63081dafd4f7d9a7b7bc9f99"},
+    {file = "SecretStorage-3.3.3.tar.gz", hash = "sha256:2403533ef369eca6d2ba81718576c5e0f564d5cca1b58f73a8b23e7d4eeebd77"},
+]
 
 [package.dependencies]
 cryptography = ">=2.0"
 jeepney = ">=0.6"
 
+[[package]]
+name = "setuptools"
+version = "75.3.2"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "setuptools-75.3.2-py3-none-any.whl", hash = "sha256:90ab613b6583fc02d5369cbca13ea26ea0e182d1df2d943ee9cbe81d4c61add9"},
+    {file = "setuptools-75.3.2.tar.gz", hash = "sha256:3c1383e1038b68556a382c1e8ded8887cd20141b0eb5708a6c8d277de49364f5"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.5.2)"]
+core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.collections", "jaraco.functools", "jaraco.text (>=3.7)", "more-itertools", "more-itertools (>=8.8)", "packaging", "packaging (>=24)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "ruff (<=0.7.1)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.12.*)", "pytest-mypy"]
+
 [[package]]
 name = "six"
-version = "1.16.0"
+version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
-category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
+    {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
+    {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
+]
 
 [[package]]
 name = "skl2onnx"
-version = "1.10.3"
+version = "1.16.0"
 description = "Convert scikit-learn models to ONNX"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "skl2onnx-1.16.0-py2.py3-none-any.whl", hash = "sha256:7de548580c625bfa5893fe79c9dd3213c3720b12e1ff8e3fd28967da0698242d"},
+    {file = "skl2onnx-1.16.0.tar.gz", hash = "sha256:3370b3d4065ce2dc5933878c3273f4aea41f945cc6514543b13ad2d57f369ce5"},
+]
 
 [package.dependencies]
-numpy = ">=1.15"
 onnx = ">=1.2.1"
 onnxconverter-common = ">=1.7.0"
-protobuf = "*"
 scikit-learn = ">=0.19"
-scipy = ">=1.0"
-
-[[package]]
-name = "smmap"
-version = "5.0.0"
-description = "A pure Python implementation of a sliding window memory map manager"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
 
 [[package]]
 name = "snowballstemmer"
-version = "2.2.0"
-description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
-category = "dev"
+version = "3.0.1"
+description = "This package provides 32 stemmers for 30 languages generated from Snowball algorithms."
 optional = false
-python-versions = "*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*"
+files = [
+    {file = "snowballstemmer-3.0.1-py3-none-any.whl", hash = "sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064"},
+    {file = "snowballstemmer-3.0.1.tar.gz", hash = "sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895"},
+]
 
 [[package]]
 name = "sphinx"
 version = "3.2.1"
 description = "Python documentation generator"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "Sphinx-3.2.1-py3-none-any.whl", hash = "sha256:ce6fd7ff5b215af39e2fcd44d4a321f6694b4530b6f2b2109b64d120773faea0"},
+    {file = "Sphinx-3.2.1.tar.gz", hash = "sha256:321d6d9b16fa381a5306e5a0b76cd48ffbc588e6340059a729c6fdd66087e0e8"},
+]
 
 [package.dependencies]
 alabaster = ">=0.7,<0.8"
@@ -1394,6 +2516,7 @@ Jinja2 = ">=2.3"
 packaging = "*"
 Pygments = ">=2.0"
 requests = ">=2.5.0"
+setuptools = "*"
 snowballstemmer = ">=1.1"
 sphinxcontrib-applehelp = "*"
 sphinxcontrib-devhelp = "*"
@@ -1404,146 +2527,198 @@ sphinxcontrib-serializinghtml = "*"
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
-lint = ["flake8 (>=3.5.0)", "flake8-import-order", "mypy (>=0.780)", "docutils-stubs"]
-test = ["pytest", "pytest-cov", "html5lib", "typed-ast", "cython"]
+lint = ["docutils-stubs", "flake8 (>=3.5.0)", "flake8-import-order", "mypy (>=0.780)"]
+test = ["cython", "html5lib", "pytest", "pytest-cov", "typed-ast"]
 
 [[package]]
 name = "sphinxcontrib-applehelp"
-version = "1.0.2"
-description = "sphinxcontrib-applehelp is a sphinx extension which outputs Apple help books"
-category = "dev"
+version = "1.0.4"
+description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
+files = [
+    {file = "sphinxcontrib-applehelp-1.0.4.tar.gz", hash = "sha256:828f867945bbe39817c210a1abfd1bc4895c8b73fcaade56d45357a348a07d7e"},
+    {file = "sphinxcontrib_applehelp-1.0.4-py3-none-any.whl", hash = "sha256:29d341f67fb0f6f586b23ad80e072c8e6ad0b48417db2bde114a4c9746feb228"},
+]
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-devhelp"
 version = "1.0.2"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document."
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "sphinxcontrib-devhelp-1.0.2.tar.gz", hash = "sha256:ff7f1afa7b9642e7060379360a67e9c41e8f3121f2ce9164266f61b9f4b338e4"},
+    {file = "sphinxcontrib_devhelp-1.0.2-py2.py3-none-any.whl", hash = "sha256:8165223f9a335cc1af7ffe1ed31d2871f325254c0423bc0c4c7cd1c1e4734a2e"},
+]
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-htmlhelp"
-version = "2.0.0"
+version = "2.0.1"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "sphinxcontrib-htmlhelp-2.0.1.tar.gz", hash = "sha256:0cbdd302815330058422b98a113195c9249825d681e18f11e8b1f78a2f11efff"},
+    {file = "sphinxcontrib_htmlhelp-2.0.1-py3-none-any.whl", hash = "sha256:c38cb46dccf316c79de6e5515e1770414b797162b23cd3d06e67020e1d2a6903"},
+]
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
-test = ["pytest", "html5lib"]
+lint = ["docutils-stubs", "flake8", "mypy"]
+test = ["html5lib", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-jsmath"
 version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"},
+    {file = "sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178"},
+]
 
 [package.extras]
-test = ["pytest", "flake8", "mypy"]
+test = ["flake8", "mypy", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-qthelp"
 version = "1.0.3"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document."
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "sphinxcontrib-qthelp-1.0.3.tar.gz", hash = "sha256:4c33767ee058b70dba89a6fc5c1892c0d57a54be67ddd3e7875a18d14cba5a72"},
+    {file = "sphinxcontrib_qthelp-1.0.3-py2.py3-none-any.whl", hash = "sha256:bd9fc24bcb748a8d51fd4ecaade681350aa63009a347a8c14e637895444dfab6"},
+]
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-serializinghtml"
 version = "1.1.5"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)."
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "sphinxcontrib-serializinghtml-1.1.5.tar.gz", hash = "sha256:aa5f6de5dfdf809ef505c4895e51ef5c9eac17d0f287933eb49ec495280b6952"},
+    {file = "sphinxcontrib_serializinghtml-1.1.5-py2.py3-none-any.whl", hash = "sha256:352a9a00ae864471d3a7ead8d7d79f5fc0b57e8b3f95e9867eb9eb28999b92fd"},
+]
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
+[[package]]
+name = "stack-data"
+version = "0.6.3"
+description = "Extract data from python stack frames and tracebacks for informative displays"
+optional = false
+python-versions = "*"
+files = [
+    {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
+    {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
+]
+
+[package.dependencies]
+asttokens = ">=2.1.0"
+executing = ">=1.2.0"
+pure-eval = "*"
+
+[package.extras]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
+
 [[package]]
 name = "starlette"
 version = "0.14.2"
 description = "The little ASGI library that shines."
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "starlette-0.14.2-py3-none-any.whl", hash = "sha256:3c8e48e52736b3161e34c9f0e8153b4f32ec5d8995a3ee1d59410d92f75162ed"},
+    {file = "starlette-0.14.2.tar.gz", hash = "sha256:7d49f4a27f8742262ef1470608c59ddbc66baf37c148e938c7038e6bc7a998aa"},
+]
 
 [package.extras]
 full = ["aiofiles", "graphene", "itsdangerous", "jinja2", "python-multipart", "pyyaml", "requests"]
 
 [[package]]
 name = "stevedore"
-version = "3.5.0"
+version = "5.3.0"
 description = "Manage dynamic plugins for Python applications"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "stevedore-5.3.0-py3-none-any.whl", hash = "sha256:1efd34ca08f474dad08d9b19e934a22c68bb6fe416926479ba29e5013bcc8f78"},
+    {file = "stevedore-5.3.0.tar.gz", hash = "sha256:9a64265f4060312828151c204efbe9b7a9852a0d9228756344dbc7e4023e375a"},
+]
 
 [package.dependencies]
-pbr = ">=2.0.0,<2.1.0 || >2.1.0"
+pbr = ">=2.0.0"
 
 [[package]]
 name = "tensorboard"
-version = "2.7.0"
+version = "2.14.0"
 description = "TensorBoard lets you watch Tensors Flow"
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "tensorboard-2.14.0-py3-none-any.whl", hash = "sha256:3667f9745d99280836ad673022362c840f60ed8fefd5a3e30bf071f5a8fd0017"},
+]
 
 [package.dependencies]
 absl-py = ">=0.4"
 google-auth = ">=1.6.3,<3"
-google-auth-oauthlib = ">=0.4.1,<0.5"
-grpcio = ">=1.24.3"
+google-auth-oauthlib = ">=0.5,<1.1"
+grpcio = ">=1.48.2"
 markdown = ">=2.6.8"
 numpy = ">=1.12.0"
-protobuf = ">=3.6.0"
+protobuf = ">=3.19.6"
 requests = ">=2.21.0,<3"
-tensorboard-data-server = ">=0.6.0,<0.7.0"
-tensorboard-plugin-wit = ">=1.6.0"
-werkzeug = ">=0.11.15"
+setuptools = ">=41.0.0"
+tensorboard-data-server = ">=0.7.0,<0.8.0"
+werkzeug = ">=1.0.1"
+wheel = ">=0.26"
 
 [[package]]
 name = "tensorboard-data-server"
-version = "0.6.1"
+version = "0.7.2"
 description = "Fast data loading for TensorBoard"
-category = "main"
-optional = false
-python-versions = ">=3.6"
-
-[[package]]
-name = "tensorboard-plugin-wit"
-version = "1.8.0"
-description = "What-If Tool TensorBoard plugin."
-category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
+files = [
+    {file = "tensorboard_data_server-0.7.2-py3-none-any.whl", hash = "sha256:7e0610d205889588983836ec05dc098e80f97b7e7bbff7e994ebb78f578d0ddb"},
+    {file = "tensorboard_data_server-0.7.2-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:9fe5d24221b29625dbc7328b0436ca7fc1c23de4acf4d272f1180856e32f9f60"},
+    {file = "tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl", hash = "sha256:ef687163c24185ae9754ed5650eb5bc4d84ff257aabdc33f0cc6f74d8ba54530"},
+]
 
 [[package]]
 name = "tensorflow"
 version = "2.3.4"
 description = "TensorFlow is an open source machine learning framework for everyone."
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "tensorflow-2.3.4-cp36-cp36m-macosx_10_11_x86_64.whl", hash = "sha256:8e5cb20ad3cbb30a603eb27ec3e1baee9bc4fc8360f8ce2b8ebc9ee1d2592cfb"},
+    {file = "tensorflow-2.3.4-cp36-cp36m-manylinux2010_x86_64.whl", hash = "sha256:b6d068cbdf53809688d8eff3fb5bea030f350ff7f507035832a743b4efa4094b"},
+    {file = "tensorflow-2.3.4-cp36-cp36m-win_amd64.whl", hash = "sha256:dcc337db41a55038b2ba7b24266ff5704e36b0666263d3f906027eb9e651466d"},
+    {file = "tensorflow-2.3.4-cp37-cp37m-macosx_10_11_x86_64.whl", hash = "sha256:807cf068ad5fb5ac70ff290425117df8751cd91c41a8e8884453185005ef4401"},
+    {file = "tensorflow-2.3.4-cp37-cp37m-manylinux2010_x86_64.whl", hash = "sha256:f118f2fe8a116063ebfac6e67777a6b70e0179907c61d13b60fc2192005a6d8f"},
+    {file = "tensorflow-2.3.4-cp37-cp37m-win_amd64.whl", hash = "sha256:3075f16868e710b244924ef1a1b31447b665e3b35ccc43717358709dc1d4b6a0"},
+    {file = "tensorflow-2.3.4-cp38-cp38-macosx_10_11_x86_64.whl", hash = "sha256:7be77c2ca170d75b7b5c0abbf8f332facf33d1d9e6c500dd12117f75626c6ace"},
+    {file = "tensorflow-2.3.4-cp38-cp38-manylinux2010_x86_64.whl", hash = "sha256:348090e6a86eee4b75eef5f72786da440c5fbf7b31bbd189758436025c0a23a9"},
+    {file = "tensorflow-2.3.4-cp38-cp38-win_amd64.whl", hash = "sha256:48135c40a6c4a01eed131bc11b9b2e44cd0c2e78adb85f3b4bd51d730af06e8e"},
+]
 
 [package.dependencies]
 absl-py = ">=0.7.0"
@@ -1560,63 +2735,98 @@ six = ">=1.12.0"
 tensorboard = ">=2.3.0,<3"
 tensorflow-estimator = ">=2.3.0,<2.4.0"
 termcolor = ">=1.1.0"
+wheel = ">=0.26"
 wrapt = ">=1.11.1"
 
 [[package]]
 name = "tensorflow-estimator"
 version = "2.3.0"
 description = "TensorFlow Estimator."
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "tensorflow_estimator-2.3.0-py2.py3-none-any.whl", hash = "sha256:b75e034300ccb169403cf2695adf3368da68863aeb0c14c3760064c713d5c486"},
+]
 
 [[package]]
 name = "termcolor"
-version = "1.1.0"
-description = "ANSII Color formatting for output in terminal."
-category = "main"
+version = "2.4.0"
+description = "ANSI color formatting for output in terminal"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
+files = [
+    {file = "termcolor-2.4.0-py3-none-any.whl", hash = "sha256:9297c0df9c99445c2412e832e882a7884038a25617c60cea2ad69488d4040d63"},
+    {file = "termcolor-2.4.0.tar.gz", hash = "sha256:aab9e56047c8ac41ed798fa36d892a37aca6b3e9159f3e0c24bc64a9b3ac7b7a"},
+]
+
+[package.extras]
+tests = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "threadpoolctl"
-version = "3.0.0"
+version = "3.5.0"
 description = "threadpoolctl"
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"},
+    {file = "threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107"},
+]
 
 [[package]]
 name = "tokenize-rt"
 version = "4.2.1"
 description = "A wrapper around the stdlib `tokenize` which roundtrips."
-category = "dev"
 optional = false
 python-versions = ">=3.6.1"
+files = [
+    {file = "tokenize_rt-4.2.1-py2.py3-none-any.whl", hash = "sha256:08a27fa032a81cf45e8858d0ac706004fcd523e8463415ddf1442be38e204ea8"},
+    {file = "tokenize_rt-4.2.1.tar.gz", hash = "sha256:0d4f69026fed520f8a1e0103aa36c406ef4661417f20ca643f913e33531b3b94"},
+]
 
 [[package]]
 name = "toml"
 version = "0.10.2"
 description = "Python Library for Tom's Obvious, Minimal Language"
-category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
+    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
+]
 
 [[package]]
 name = "tomli"
 version = "1.2.3"
 description = "A lil' TOML parser"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "tomli-1.2.3-py3-none-any.whl", hash = "sha256:e3069e4be3ead9668e21cb9b074cd948f7b3113fd9c8bba083f48247aab8b11c"},
+    {file = "tomli-1.2.3.tar.gz", hash = "sha256:05b6166bff487dc068d322585c7ea4ef78deed501cc124060e0f238e89a9231f"},
+]
+
+[[package]]
+name = "tomlkit"
+version = "0.13.3"
+description = "Style preserving TOML library"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tomlkit-0.13.3-py3-none-any.whl", hash = "sha256:c89c649d79ee40629a9fda55f8ace8c6a1b42deb912b2a8fd8d942ddadb606b0"},
+    {file = "tomlkit-0.13.3.tar.gz", hash = "sha256:430cf247ee57df2b94ee3fbe588e71d362a941ebb545dec29b53961d61add2a1"},
+]
 
 [[package]]
 name = "tox"
 version = "3.19.0"
 description = "tox is a generic virtualenv management and test command line tool"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+files = [
+    {file = "tox-3.19.0-py2.py3-none-any.whl", hash = "sha256:3d94b6921a0b6dc90fd8128df83741f30bb41ccd6cd52d131a6a6944ca8f16e6"},
+    {file = "tox-3.19.0.tar.gz", hash = "sha256:17e61a93afe5c49281fb969ab71f7a3f22d7586d1c56f9a74219910f356fe7d3"},
+]
 
 [package.dependencies]
 colorama = {version = ">=0.4.1", markers = "platform_system == \"Windows\""}
@@ -1634,38 +2844,50 @@ testing = ["flaky (>=3.4.0)", "freezegun (>=0.3.11)", "pathlib2 (>=2.3.3)", "psu
 
 [[package]]
 name = "tqdm"
-version = "4.62.3"
+version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
-category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+python-versions = ">=3.7"
+files = [
+    {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
+    {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
-dev = ["py-make (>=0.1.0)", "twine", "wheel"]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
 notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
 telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.1.1"
+version = "5.14.3"
 description = "Traitlets Python configuration system"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
+    {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
+]
 
 [package.extras]
-test = ["pytest"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "twine"
 version = "3.2.0"
 description = "Collection of utilities for publishing packages on PyPI"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "twine-3.2.0-py3-none-any.whl", hash = "sha256:ba9ff477b8d6de0c89dd450e70b2185da190514e91c42cc62f96850025c10472"},
+    {file = "twine-3.2.0.tar.gz", hash = "sha256:34352fd52ec3b9d29837e6072d5a2a7c6fe4290e97bba46bb8d478b5c598f7ab"},
+]
 
 [package.dependencies]
 colorama = ">=0.4.3"
@@ -1675,36 +2897,47 @@ readme-renderer = ">=21.0"
 requests = ">=2.20"
 requests-toolbelt = ">=0.8.0,<0.9.0 || >0.9.0"
 rfc3986 = ">=1.4.0"
+setuptools = ">=0.7.0"
 tqdm = ">=4.14"
 
 [[package]]
 name = "typing-extensions"
-version = "4.0.1"
-description = "Backported and Experimental Type Hints for Python 3.6+"
-category = "main"
+version = "4.13.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
+    {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
+]
 
 [[package]]
 name = "urllib3"
-version = "1.26.7"
+version = "2.2.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+python-versions = ">=3.8"
+files = [
+    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
+    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
+]
 
 [package.extras]
-brotli = ["brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
 version = "0.14.0"
 description = "The lightning-fast ASGI server."
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "uvicorn-0.14.0-py3-none-any.whl", hash = "sha256:2a76bb359171a504b3d1c853409af3adbfa5cef374a4a59e5881945a97a93eae"},
+    {file = "uvicorn-0.14.0.tar.gz", hash = "sha256:45ad7dfaaa7d55cab4cd1e85e03f27e9d60bc067ddc59db52a2b0aeca8870292"},
+]
 
 [package.dependencies]
 asgiref = ">=3.3.4"
@@ -1712,33 +2945,38 @@ click = ">=7"
 h11 = ">=0.8"
 
 [package.extras]
-standard = ["websockets (>=9.1)", "httptools (>=0.2.0,<0.3.0)", "watchgod (>=0.6)", "python-dotenv (>=0.13)", "PyYAML (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "colorama (>=0.4)"]
+standard = ["PyYAML (>=5.1)", "colorama (>=0.4)", "httptools (==0.2.*)", "python-dotenv (>=0.13)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchgod (>=0.6)", "websockets (>=9.1)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.13.0"
+version = "20.35.4"
 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 = ">=3.8"
+files = [
+    {file = "virtualenv-20.35.4-py3-none-any.whl", hash = "sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b"},
+    {file = "virtualenv-20.35.4.tar.gz", hash = "sha256:643d3914d73d3eeb0c552cbb12d7e82adf0e504dbf86a3182f8771a153a1971c"},
+]
 
 [package.dependencies]
-distlib = ">=0.3.1,<1"
-filelock = ">=3.2,<4"
-platformdirs = ">=2,<3"
-six = ">=1.9.0,<2"
+distlib = ">=0.3.7,<1"
+filelock = ">=3.12.2,<4"
+platformdirs = ">=3.9.1,<5"
+typing-extensions = {version = ">=4.13.2", markers = "python_version < \"3.11\""}
 
 [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 = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
 [[package]]
 name = "watchdog"
 version = "0.10.3"
 description = "Filesystem events monitoring"
-category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "watchdog-0.10.3.tar.gz", hash = "sha256:4214e1379d128b0588021880ccaf40317ee156d4603ac388b9adcf29165e0c04"},
+]
 
 [package.dependencies]
 pathtools = ">=0.1.1"
@@ -1748,1215 +2986,156 @@ watchmedo = ["PyYAML (>=3.10)", "argh (>=0.24.1)"]
 
 [[package]]
 name = "wcwidth"
-version = "0.2.5"
+version = "0.2.14"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
+files = [
+    {file = "wcwidth-0.2.14-py2.py3-none-any.whl", hash = "sha256:a7bb560c8aee30f9957e5f9895805edd20602f2d7f720186dfd906e82b4982e1"},
+    {file = "wcwidth-0.2.14.tar.gz", hash = "sha256:4d478375d31bc5395a3c55c40ccdf3354688364cd61c4f6adacaa9215d0b3605"},
+]
 
 [[package]]
-name = "webencodings"
-version = "0.5.1"
-description = "Character encoding aliases for legacy web content"
-category = "dev"
+name = "werkzeug"
+version = "3.0.6"
+description = "The comprehensive WSGI web application library."
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
+files = [
+    {file = "werkzeug-3.0.6-py3-none-any.whl", hash = "sha256:1bc0c2310d2fbb07b1dd1105eba2f7af72f322e1e455f2f93c993bee8c8a5f17"},
+    {file = "werkzeug-3.0.6.tar.gz", hash = "sha256:a8dd59d4de28ca70471a34cba79bed5f7ef2e036a76b3ab0835474246eb41f8d"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
-name = "werkzeug"
-version = "2.0.2"
-description = "The comprehensive WSGI web application library."
-category = "main"
+name = "wheel"
+version = "0.35.1"
+description = "A built-package format for Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+files = [
+    {file = "wheel-0.35.1-py2.py3-none-any.whl", hash = "sha256:497add53525d16c173c2c1c733b8f655510e909ea78cc0e29d374243544b77a2"},
+    {file = "wheel-0.35.1.tar.gz", hash = "sha256:99a22d87add3f634ff917310a3d87e499f19e663413a52eb9232c447aa646c9f"},
+]
 
 [package.extras]
-watchdog = ["watchdog"]
+test = ["pytest (>=3.0.0)", "pytest-cov"]
 
 [[package]]
 name = "wrapt"
-version = "1.13.3"
+version = "1.17.3"
 description = "Module for decorators, wrappers and monkey patching."
-category = "main"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.8"
+files = [
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diff --git a/pyproject.toml b/pyproject.toml
index fbdf44f..075a4cb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,6 +17,7 @@ classifiers = [  # Update me
 [tool.poetry.dependencies]
 python = "^3.8"
 importlib_metadata = {version = "^1.6.0", python = ">=3.8"}
+docutils = "0.16"
 pandas = "1.1.1"
 PyYAML = "5.3.1"
 scikit-learn = "0.23.2"