From e352da4b981d3391ce02da901c8665875b95ca06 Mon Sep 17 00:00:00 2001
From: Tatu Aalto <tatu.aalto@f-secure.com>
Date: Tue, 7 Jun 2022 16:44:57 +0300
Subject: [PATCH 1/3] fix: Remove not used dependecies from pyproject.toml

---
 poetry.lock    | 2690 ++++++++++++++++++++++++------------------------
 pyproject.toml |  120 ++-
 2 files changed, 1387 insertions(+), 1423 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 96ad1fd..2ab0ed5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,1362 +1,1328 @@
-[[package]]
-name = "atomicwrites"
-version = "1.4.0"
-description = "Atomic file writes."
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
-[[package]]
-name = "attrs"
-version = "21.4.0"
-description = "Classes Without Boilerplate"
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-
-[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"]
-
-[[package]]
-name = "black"
-version = "22.3.0"
-description = "The uncompromising code formatter."
-category = "dev"
-optional = false
-python-versions = ">=3.6.2"
-
-[package.dependencies]
-click = ">=8.0.0"
-mypy-extensions = ">=0.4.3"
-pathspec = ">=0.9.0"
-platformdirs = ">=2"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
-
-[package.extras]
-colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)"]
-jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
-uvloop = ["uvloop (>=0.15.2)"]
-
-[[package]]
-name = "bleach"
-version = "5.0.0"
-description = "An easy safelist-based HTML-sanitizing tool."
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-six = ">=1.9.0"
-webencodings = "*"
-
-[package.extras]
-css = ["tinycss2 (>=1.1.0)"]
-dev = ["pip-tools (==6.5.1)", "pytest (==7.1.1)", "flake8 (==4.0.1)", "tox (==3.24.5)", "sphinx (==4.3.2)", "twine (==4.0.0)", "wheel (==0.37.1)", "hashin (==0.17.0)", "black (==22.3.0)", "mypy (==0.942)"]
-
-[[package]]
-name = "certifi"
-version = "2022.5.18.1"
-description = "Python package for providing Mozilla's CA Bundle."
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[[package]]
-name = "cffi"
-version = "1.15.0"
-description = "Foreign Function Interface for Python calling C code."
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-pycparser = "*"
-
-[[package]]
-name = "charset-normalizer"
-version = "2.0.12"
-description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "dev"
-optional = false
-python-versions = ">=3.5.0"
-
-[package.extras]
-unicode_backport = ["unicodedata2"]
-
-[[package]]
-name = "click"
-version = "8.1.3"
-description = "Composable command line interface toolkit"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-colorama = {version = "*", markers = "platform_system == \"Windows\""}
-
-[[package]]
-name = "click-log"
-version = "0.4.0"
-description = "Logging integration for Click"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-click = "*"
-
-[[package]]
-name = "colorama"
-version = "0.4.4"
-description = "Cross-platform colored terminal text."
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-
-[[package]]
-name = "cryptography"
-version = "37.0.2"
-description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-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)"]
-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)"]
-
-[[package]]
-name = "docutils"
-version = "0.18.1"
-description = "Docutils -- Python Documentation Utilities"
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-
-[[package]]
-name = "dotty-dict"
-version = "1.3.0"
-description = "Dictionary wrapper for quick access to deeply nested keys."
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-setuptools_scm = "*"
-
-[[package]]
-name = "flake8"
-version = "4.0.1"
-description = "the modular source code checker: pep8 pyflakes and co"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-mccabe = ">=0.6.0,<0.7.0"
-pycodestyle = ">=2.8.0,<2.9.0"
-pyflakes = ">=2.4.0,<2.5.0"
-
-[[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 = "3.1.27"
-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"
-
-[[package]]
-name = "idna"
-version = "3.3"
-description = "Internationalized Domain Names in Applications (IDNA)"
-category = "dev"
-optional = false
-python-versions = ">=3.5"
-
-[[package]]
-name = "importlib-metadata"
-version = "4.11.4"
-description = "Read metadata from Python packages"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-zipp = ">=0.5"
-
-[package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
-perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
-
-[[package]]
-name = "iniconfig"
-version = "1.1.1"
-description = "iniconfig: brain-dead simple config-ini parsing"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "invoke"
-version = "1.7.1"
-description = "Pythonic task execution"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "isort"
-version = "5.10.1"
-description = "A Python utility / library to sort Python imports."
-category = "dev"
-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)"]
-plugins = ["setuptools"]
-
-[[package]]
-name = "jeepney"
-version = "0.8.0"
-description = "Low-level, pure Python DBus protocol wrapper."
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.extras]
-test = ["pytest", "pytest-trio", "pytest-asyncio (>=0.17)", "testpath", "trio", "async-timeout"]
-trio = ["trio", "async-generator"]
-
-[[package]]
-name = "jellyfish"
-version = "0.9.0"
-description = "a library for doing approximate and phonetic matching of strings."
-category = "main"
-optional = false
-python-versions = ">3.6"
-
-[[package]]
-name = "joblib"
-version = "1.1.0"
-description = "Lightweight pipelining with Python functions"
-category = "main"
-optional = false
-python-versions = ">=3.6"
-
-[[package]]
-name = "keyring"
-version = "23.5.1"
-description = "Store and access your passwords safely."
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-importlib-metadata = ">=3.6"
-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 (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
-
-[[package]]
-name = "lxml"
-version = "4.9.0"
-description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
-category = "main"
-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 = "mccabe"
-version = "0.6.1"
-description = "McCabe checker, plugin for flake8"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "mypy"
-version = "0.961"
-description = "Optional static typing for Python"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-mypy-extensions = ">=0.4.3"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = ">=3.10"
-
-[package.extras]
-dmypy = ["psutil (>=4.0)"]
-python2 = ["typed-ast (>=1.4.0,<2)"]
-reports = ["lxml"]
-
-[[package]]
-name = "mypy-extensions"
-version = "0.4.3"
-description = "Experimental type system extensions for programs checked with the mypy typechecker."
-category = "dev"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "numpy"
-version = "1.22.4"
-description = "NumPy is the fundamental package for array computing with Python."
-category = "main"
-optional = false
-python-versions = ">=3.8"
-
-[[package]]
-name = "packaging"
-version = "21.3"
-description = "Core utilities for Python packages"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
-
-[[package]]
-name = "pandas"
-version = "1.4.2"
-description = "Powerful data structures for data analysis, time series, and statistics"
-category = "main"
-optional = false
-python-versions = ">=3.8"
-
-[package.dependencies]
-numpy = [
-    {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
-    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
-    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
-]
-python-dateutil = ">=2.8.1"
-pytz = ">=2020.1"
-
-[package.extras]
-test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
-
-[[package]]
-name = "pathspec"
-version = "0.9.0"
-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"
-
-[[package]]
-name = "pkginfo"
-version = "1.8.2"
-description = "Query metadatdata from sdists / bdists / installed packages."
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.extras]
-testing = ["coverage", "nose"]
-
-[[package]]
-name = "platformdirs"
-version = "2.5.2"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
-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)"]
-
-[[package]]
-name = "pluggy"
-version = "1.0.0"
-description = "plugin and hook calling mechanisms for python"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.extras]
-dev = ["pre-commit", "tox"]
-testing = ["pytest", "pytest-benchmark"]
-
-[[package]]
-name = "py"
-version = "1.11.0"
-description = "library with cross-python path, ini-parsing, io, code, log facilities"
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-
-[[package]]
-name = "pycodestyle"
-version = "2.8.0"
-description = "Python style guide checker"
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-
-[[package]]
-name = "pycparser"
-version = "2.21"
-description = "C parser in Python"
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
-[[package]]
-name = "pyflakes"
-version = "2.4.0"
-description = "passive checker of Python programs"
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
-[[package]]
-name = "pygments"
-version = "2.12.0"
-description = "Pygments is a syntax highlighting package written in Python."
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[[package]]
-name = "pyparsing"
-version = "3.0.9"
-description = "pyparsing module - Classes and methods to define and execute parsing grammars"
-category = "dev"
-optional = false
-python-versions = ">=3.6.8"
-
-[package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
-
-[[package]]
-name = "pytest"
-version = "7.1.2"
-description = "pytest: simple powerful testing with Python"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
-attrs = ">=19.2.0"
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-iniconfig = "*"
-packaging = "*"
-pluggy = ">=0.12,<2.0"
-py = ">=1.8.2"
-tomli = ">=1.0.0"
-
-[package.extras]
-testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
-
-[[package]]
-name = "python-dateutil"
-version = "2.8.2"
-description = "Extensions to the standard Python datetime module"
-category = "main"
-optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-
-[package.dependencies]
-six = ">=1.5"
-
-[[package]]
-name = "python-gitlab"
-version = "3.4.0"
-description = "Interact with GitLab API"
-category = "dev"
-optional = false
-python-versions = ">=3.7.0"
-
-[package.dependencies]
-requests = ">=2.25.0"
-requests-toolbelt = ">=0.9.1"
-
-[package.extras]
-autocompletion = ["argcomplete (>=1.10.0,<3)"]
-yaml = ["PyYaml (>=5.2)"]
-
-[[package]]
-name = "python-levenshtein"
-version = "0.12.2"
-description = "Python extension for computing string edit distances and similarities."
-category = "main"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "python-semantic-release"
-version = "7.28.1"
-description = "Automatic Semantic Versioning for Python projects"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-click = ">=7,<9"
-click-log = ">=0.3,<1"
-dotty-dict = ">=1.3.0,<2"
-gitpython = ">=3.0.8,<4"
-invoke = ">=1.4.1,<2"
-python-gitlab = ">=2,<4"
-requests = ">=2.25,<3"
-semver = ">=2.10,<3"
-tomlkit = ">=0.10.0,<0.11.0"
-twine = ">=3,<4"
-
-[package.extras]
-dev = ["tox", "isort", "black"]
-docs = ["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)"]
-
-[[package]]
-name = "pytz"
-version = "2022.1"
-description = "World timezone definitions, modern and historical"
-category = "main"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "pywin32-ctypes"
-version = "0.2.0"
-description = ""
-category = "dev"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "readme-renderer"
-version = "35.0"
-description = "readme_renderer is a library for rendering \"readme\" descriptions for Warehouse"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-bleach = ">=2.1.0"
-docutils = ">=0.13.1"
-Pygments = ">=2.5.1"
-
-[package.extras]
-md = ["cmarkgfm (>=0.8.0)"]
-
-[[package]]
-name = "requests"
-version = "2.27.1"
-description = "Python HTTP for Humans."
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
-
-[package.dependencies]
-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"
-
-[package.extras]
-socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
-
-[[package]]
-name = "requests-toolbelt"
-version = "0.9.1"
-description = "A utility belt for advanced users of python-requests"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-requests = ">=2.0.1,<3.0.0"
-
-[[package]]
-name = "rfc3986"
-version = "2.0.0"
-description = "Validating URI References per RFC 3986"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.extras]
-idna2008 = ["idna"]
-
-[[package]]
-name = "scikit-learn"
-version = "1.1.1"
-description = "A set of python modules for machine learning and data mining"
-category = "main"
-optional = false
-python-versions = ">=3.8"
-
-[package.dependencies]
-joblib = ">=1.0.0"
-numpy = ">=1.17.3"
-scipy = ">=1.3.2"
-threadpoolctl = ">=2.0.0"
-
-[package.extras]
-benchmark = ["matplotlib (>=3.1.2)", "pandas (>=1.0.5)", "memory-profiler (>=0.57.0)"]
-docs = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.2.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
-examples = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)"]
-tests = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=22.3.0)", "mypy (>=0.770)", "pyamg (>=4.0.0)", "numpydoc (>=1.2.0)"]
-
-[[package]]
-name = "scipy"
-version = "1.6.1"
-description = "SciPy: Scientific Library for Python"
-category = "main"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-numpy = ">=1.16.5"
-
-[[package]]
-name = "secretstorage"
-version = "3.3.2"
-description = "Python bindings to FreeDesktop.org Secret Service API"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-cryptography = ">=2.0"
-jeepney = ">=0.6"
-
-[[package]]
-name = "semver"
-version = "2.13.0"
-description = "Python helper for Semantic Versioning (http://semver.org/)"
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
-[[package]]
-name = "setuptools-scm"
-version = "6.4.2"
-description = "the blessed package to manage your versions by scm tags"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-packaging = ">=20.0"
-tomli = ">=1.0.0"
-
-[package.extras]
-test = ["pytest (>=6.2)", "virtualenv (>20)"]
-toml = ["setuptools (>=42)"]
-
-[[package]]
-name = "six"
-version = "1.16.0"
-description = "Python 2 and 3 compatibility utilities"
-category = "main"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
-
-[[package]]
-name = "sklearn"
-version = "0.0"
-description = "A set of python modules for machine learning and data mining"
-category = "main"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-scikit-learn = "*"
-
-[[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 = "threadpoolctl"
-version = "3.1.0"
-description = "threadpoolctl"
-category = "main"
-optional = false
-python-versions = ">=3.6"
-
-[[package]]
-name = "tomli"
-version = "2.0.1"
-description = "A lil' TOML parser"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[[package]]
-name = "tomlkit"
-version = "0.10.2"
-description = "Style preserving TOML library"
-category = "dev"
-optional = false
-python-versions = ">=3.6,<4.0"
-
-[[package]]
-name = "tqdm"
-version = "4.64.0"
-description = "Fast, Extensible Progress Meter"
-category = "dev"
-optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-
-[package.dependencies]
-colorama = {version = "*", markers = "platform_system == \"Windows\""}
-
-[package.extras]
-dev = ["py-make (>=0.1.0)", "twine", "wheel"]
-notebook = ["ipywidgets (>=6)"]
-slack = ["slack-sdk"]
-telegram = ["requests"]
-
-[[package]]
-name = "twine"
-version = "3.8.0"
-description = "Collection of utilities for publishing packages on PyPI"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-colorama = ">=0.4.3"
-importlib-metadata = ">=3.6"
-keyring = ">=15.1"
-pkginfo = ">=1.8.1"
-readme-renderer = ">=21.0"
-requests = ">=2.20"
-requests-toolbelt = ">=0.8.0,<0.9.0 || >0.9.0"
-rfc3986 = ">=1.4.0"
-tqdm = ">=4.14"
-urllib3 = ">=1.26.0"
-
-[[package]]
-name = "typing-extensions"
-version = "4.2.0"
-description = "Backported and Experimental Type Hints for Python 3.7+"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[[package]]
-name = "urllib3"
-version = "1.26.9"
-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.*, <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"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
-
-[[package]]
-name = "webencodings"
-version = "0.5.1"
-description = "Character encoding aliases for legacy web content"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "zipp"
-version = "3.8.0"
-description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[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)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
-
-[metadata]
-lock-version = "1.1"
-python-versions = "^3.8"
-content-hash = "6d1d275ea6ba55d654a05194c31368eac5f1ab230e0d087e506d2149abd0be60"
-
-[metadata.files]
-atomicwrites = [
-    {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"},
-    {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
-]
-attrs = [
-    {file = "attrs-21.4.0-py2.py3-none-any.whl", hash = "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4"},
-    {file = "attrs-21.4.0.tar.gz", hash = "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"},
-]
-black = [
-    {file = "black-22.3.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:2497f9c2386572e28921fa8bec7be3e51de6801f7459dffd6e62492531c47e09"},
-    {file = "black-22.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5795a0375eb87bfe902e80e0c8cfaedf8af4d49694d69161e5bd3206c18618bb"},
-    {file = "black-22.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e3556168e2e5c49629f7b0f377070240bd5511e45e25a4497bb0073d9dda776a"},
-    {file = "black-22.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:67c8301ec94e3bcc8906740fe071391bce40a862b7be0b86fb5382beefecd968"},
-    {file = "black-22.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:fd57160949179ec517d32ac2ac898b5f20d68ed1a9c977346efbac9c2f1e779d"},
-    {file = "black-22.3.0-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:cc1e1de68c8e5444e8f94c3670bb48a2beef0e91dddfd4fcc29595ebd90bb9ce"},
-    {file = "black-22.3.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6d2fc92002d44746d3e7db7cf9313cf4452f43e9ea77a2c939defce3b10b5c82"},
-    {file = "black-22.3.0-cp36-cp36m-win_amd64.whl", hash = "sha256:a6342964b43a99dbc72f72812bf88cad8f0217ae9acb47c0d4f141a6416d2d7b"},
-    {file = "black-22.3.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:328efc0cc70ccb23429d6be184a15ce613f676bdfc85e5fe8ea2a9354b4e9015"},
-    {file = "black-22.3.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:06f9d8846f2340dfac80ceb20200ea5d1b3f181dd0556b47af4e8e0b24fa0a6b"},
-    {file = "black-22.3.0-cp37-cp37m-win_amd64.whl", hash = "sha256:ad4efa5fad66b903b4a5f96d91461d90b9507a812b3c5de657d544215bb7877a"},
-    {file = "black-22.3.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:e8477ec6bbfe0312c128e74644ac8a02ca06bcdb8982d4ee06f209be28cdf163"},
-    {file = "black-22.3.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:637a4014c63fbf42a692d22b55d8ad6968a946b4a6ebc385c5505d9625b6a464"},
-    {file = "black-22.3.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:863714200ada56cbc366dc9ae5291ceb936573155f8bf8e9de92aef51f3ad0f0"},
-    {file = "black-22.3.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:10dbe6e6d2988049b4655b2b739f98785a884d4d6b85bc35133a8fb9a2233176"},
-    {file = "black-22.3.0-cp38-cp38-win_amd64.whl", hash = "sha256:cee3e11161dde1b2a33a904b850b0899e0424cc331b7295f2a9698e79f9a69a0"},
-    {file = "black-22.3.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:5891ef8abc06576985de8fa88e95ab70641de6c1fca97e2a15820a9b69e51b20"},
-    {file = "black-22.3.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:30d78ba6bf080eeaf0b7b875d924b15cd46fec5fd044ddfbad38c8ea9171043a"},
-    {file = "black-22.3.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:ee8f1f7228cce7dffc2b464f07ce769f478968bfb3dd1254a4c2eeed84928aad"},
-    {file = "black-22.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6ee227b696ca60dd1c507be80a6bc849a5a6ab57ac7352aad1ffec9e8b805f21"},
-    {file = "black-22.3.0-cp39-cp39-win_amd64.whl", hash = "sha256:9b542ced1ec0ceeff5b37d69838106a6348e60db7b8fdd245294dc1d26136265"},
-    {file = "black-22.3.0-py3-none-any.whl", hash = "sha256:bc58025940a896d7e5356952228b68f793cf5fcb342be703c3a2669a1488cb72"},
-    {file = "black-22.3.0.tar.gz", hash = "sha256:35020b8886c022ced9282b51b5a875b6d1ab0c387b31a065b84db7c33085ca79"},
-]
-bleach = [
-    {file = "bleach-5.0.0-py3-none-any.whl", hash = "sha256:08a1fe86d253b5c88c92cc3d810fd8048a16d15762e1e5b74d502256e5926aa1"},
-    {file = "bleach-5.0.0.tar.gz", hash = "sha256:c6d6cc054bdc9c83b48b8083e236e5f00f238428666d2ce2e083eaa5fd568565"},
-]
-certifi = [
-    {file = "certifi-2022.5.18.1-py3-none-any.whl", hash = "sha256:f1d53542ee8cbedbe2118b5686372fb33c297fcd6379b050cca0ef13a597382a"},
-    {file = "certifi-2022.5.18.1.tar.gz", hash = "sha256:9c5705e395cd70084351dd8ad5c41e65655e08ce46f2ec9cf6c2c08390f71eb7"},
-]
-cffi = [
-    {file = "cffi-1.15.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:c2502a1a03b6312837279c8c1bd3ebedf6c12c4228ddbad40912d671ccc8a962"},
-    {file = "cffi-1.15.0-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:23cfe892bd5dd8941608f93348c0737e369e51c100d03718f108bf1add7bd6d0"},
-    {file = "cffi-1.15.0-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:41d45de54cd277a7878919867c0f08b0cf817605e4eb94093e7516505d3c8d14"},
-    {file = "cffi-1.15.0-cp27-cp27m-win32.whl", hash = "sha256:4a306fa632e8f0928956a41fa8e1d6243c71e7eb59ffbd165fc0b41e316b2474"},
-    {file = "cffi-1.15.0-cp27-cp27m-win_amd64.whl", hash = "sha256:e7022a66d9b55e93e1a845d8c9eba2a1bebd4966cd8bfc25d9cd07d515b33fa6"},
-    {file = "cffi-1.15.0-cp27-cp27mu-manylinux1_i686.whl", hash = "sha256:14cd121ea63ecdae71efa69c15c5543a4b5fbcd0bbe2aad864baca0063cecf27"},
-    {file = "cffi-1.15.0-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:d4d692a89c5cf08a8557fdeb329b82e7bf609aadfaed6c0d79f5a449a3c7c023"},
-    {file = "cffi-1.15.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0104fb5ae2391d46a4cb082abdd5c69ea4eab79d8d44eaaf79f1b1fd806ee4c2"},
-    {file = "cffi-1.15.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:91ec59c33514b7c7559a6acda53bbfe1b283949c34fe7440bcf917f96ac0723e"},
-    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:f5c7150ad32ba43a07c4479f40241756145a1f03b43480e058cfd862bf5041c7"},
-    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:00c878c90cb53ccfaae6b8bc18ad05d2036553e6d9d1d9dbcf323bbe83854ca3"},
-    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:abb9a20a72ac4e0fdb50dae135ba5e77880518e742077ced47eb1499e29a443c"},
-    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a5263e363c27b653a90078143adb3d076c1a748ec9ecc78ea2fb916f9b861962"},
-    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f54a64f8b0c8ff0b64d18aa76675262e1700f3995182267998c31ae974fbc382"},
-    {file = "cffi-1.15.0-cp310-cp310-win32.whl", hash = "sha256:c21c9e3896c23007803a875460fb786118f0cdd4434359577ea25eb556e34c55"},
-    {file = "cffi-1.15.0-cp310-cp310-win_amd64.whl", hash = "sha256:5e069f72d497312b24fcc02073d70cb989045d1c91cbd53979366077959933e0"},
-    {file = "cffi-1.15.0-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:64d4ec9f448dfe041705426000cc13e34e6e5bb13736e9fd62e34a0b0c41566e"},
-    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2756c88cbb94231c7a147402476be2c4df2f6078099a6f4a480d239a8817ae39"},
-    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3b96a311ac60a3f6be21d2572e46ce67f09abcf4d09344c49274eb9e0bf345fc"},
-    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:75e4024375654472cc27e91cbe9eaa08567f7fbdf822638be2814ce059f58032"},
-    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:59888172256cac5629e60e72e86598027aca6bf01fa2465bdb676d37636573e8"},
-    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:27c219baf94952ae9d50ec19651a687b826792055353d07648a5695413e0c605"},
-    {file = "cffi-1.15.0-cp36-cp36m-win32.whl", hash = "sha256:4958391dbd6249d7ad855b9ca88fae690783a6be9e86df65865058ed81fc860e"},
-    {file = "cffi-1.15.0-cp36-cp36m-win_amd64.whl", hash = "sha256:f6f824dc3bce0edab5f427efcfb1d63ee75b6fcb7282900ccaf925be84efb0fc"},
-    {file = "cffi-1.15.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:06c48159c1abed75c2e721b1715c379fa3200c7784271b3c46df01383b593636"},
-    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:c2051981a968d7de9dd2d7b87bcb9c939c74a34626a6e2f8181455dd49ed69e4"},
-    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:fd8a250edc26254fe5b33be00402e6d287f562b6a5b2152dec302fa15bb3e997"},
-    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:91d77d2a782be4274da750752bb1650a97bfd8f291022b379bb8e01c66b4e96b"},
-    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:45db3a33139e9c8f7c09234b5784a5e33d31fd6907800b316decad50af323ff2"},
-    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:263cc3d821c4ab2213cbe8cd8b355a7f72a8324577dc865ef98487c1aeee2bc7"},
-    {file = "cffi-1.15.0-cp37-cp37m-win32.whl", hash = "sha256:17771976e82e9f94976180f76468546834d22a7cc404b17c22df2a2c81db0c66"},
-    {file = "cffi-1.15.0-cp37-cp37m-win_amd64.whl", hash = "sha256:3415c89f9204ee60cd09b235810be700e993e343a408693e80ce7f6a40108029"},
-    {file = "cffi-1.15.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:4238e6dab5d6a8ba812de994bbb0a79bddbdf80994e4ce802b6f6f3142fcc880"},
-    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:0808014eb713677ec1292301ea4c81ad277b6cdf2fdd90fd540af98c0b101d20"},
-    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:57e9ac9ccc3101fac9d6014fba037473e4358ef4e89f8e181f8951a2c0162024"},
-    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8b6c2ea03845c9f501ed1313e78de148cd3f6cad741a75d43a29b43da27f2e1e"},
-    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:10dffb601ccfb65262a27233ac273d552ddc4d8ae1bf93b21c94b8511bffe728"},
-    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:786902fb9ba7433aae840e0ed609f45c7bcd4e225ebb9c753aa39725bb3e6ad6"},
-    {file = "cffi-1.15.0-cp38-cp38-win32.whl", hash = "sha256:da5db4e883f1ce37f55c667e5c0de439df76ac4cb55964655906306918e7363c"},
-    {file = "cffi-1.15.0-cp38-cp38-win_amd64.whl", hash = "sha256:181dee03b1170ff1969489acf1c26533710231c58f95534e3edac87fff06c443"},
-    {file = "cffi-1.15.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:45e8636704eacc432a206ac7345a5d3d2c62d95a507ec70d62f23cd91770482a"},
-    {file = "cffi-1.15.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:31fb708d9d7c3f49a60f04cf5b119aeefe5644daba1cd2a0fe389b674fd1de37"},
-    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:6dc2737a3674b3e344847c8686cf29e500584ccad76204efea14f451d4cc669a"},
-    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:74fdfdbfdc48d3f47148976f49fab3251e550a8720bebc99bf1483f5bfb5db3e"},
-    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffaa5c925128e29efbde7301d8ecaf35c8c60ffbcd6a1ffd3a552177c8e5e796"},
-    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3f7d084648d77af029acb79a0ff49a0ad7e9d09057a9bf46596dac9514dc07df"},
-    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ef1f279350da2c586a69d32fc8733092fd32cc8ac95139a00377841f59a3f8d8"},
-    {file = "cffi-1.15.0-cp39-cp39-win32.whl", hash = "sha256:2a23af14f408d53d5e6cd4e3d9a24ff9e05906ad574822a10563efcef137979a"},
-    {file = "cffi-1.15.0-cp39-cp39-win_amd64.whl", hash = "sha256:3773c4d81e6e818df2efbc7dd77325ca0dcb688116050fb2b3011218eda36139"},
-    {file = "cffi-1.15.0.tar.gz", hash = "sha256:920f0d66a896c2d99f0adbb391f990a84091179542c205fa53ce5787aff87954"},
-]
-charset-normalizer = [
-    {file = "charset-normalizer-2.0.12.tar.gz", hash = "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597"},
-    {file = "charset_normalizer-2.0.12-py3-none-any.whl", hash = "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"},
-]
-click = [
-    {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
-    {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
-]
-click-log = [
-    {file = "click-log-0.4.0.tar.gz", hash = "sha256:3970f8570ac54491237bcdb3d8ab5e3eef6c057df29f8c3d1151a51a9c23b975"},
-    {file = "click_log-0.4.0-py2.py3-none-any.whl", hash = "sha256:a43e394b528d52112af599f2fc9e4b7cf3c15f94e53581f74fa6867e68c91756"},
-]
-colorama = [
-    {file = "colorama-0.4.4-py2.py3-none-any.whl", hash = "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"},
-    {file = "colorama-0.4.4.tar.gz", hash = "sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b"},
-]
-cryptography = [
-    {file = "cryptography-37.0.2-cp36-abi3-macosx_10_10_universal2.whl", hash = "sha256:ef15c2df7656763b4ff20a9bc4381d8352e6640cfeb95c2972c38ef508e75181"},
-    {file = "cryptography-37.0.2-cp36-abi3-macosx_10_10_x86_64.whl", hash = "sha256:3c81599befb4d4f3d7648ed3217e00d21a9341a9a688ecdd615ff72ffbed7336"},
-    {file = "cryptography-37.0.2-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:2bd1096476aaac820426239ab534b636c77d71af66c547b9ddcd76eb9c79e004"},
-    {file = "cryptography-37.0.2-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:31fe38d14d2e5f787e0aecef831457da6cec68e0bb09a35835b0b44ae8b988fe"},
-    {file = "cryptography-37.0.2-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:093cb351031656d3ee2f4fa1be579a8c69c754cf874206be1d4cf3b542042804"},
-    {file = "cryptography-37.0.2-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:59b281eab51e1b6b6afa525af2bd93c16d49358404f814fe2c2410058623928c"},
-    {file = "cryptography-37.0.2-cp36-abi3-manylinux_2_24_x86_64.whl", hash = "sha256:0cc20f655157d4cfc7bada909dc5cc228211b075ba8407c46467f63597c78178"},
-    {file = "cryptography-37.0.2-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:f8ec91983e638a9bcd75b39f1396e5c0dc2330cbd9ce4accefe68717e6779e0a"},
-    {file = "cryptography-37.0.2-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:46f4c544f6557a2fefa7ac8ac7d1b17bf9b647bd20b16decc8fbcab7117fbc15"},
-    {file = "cryptography-37.0.2-cp36-abi3-win32.whl", hash = "sha256:731c8abd27693323b348518ed0e0705713a36d79fdbd969ad968fbef0979a7e0"},
-    {file = "cryptography-37.0.2-cp36-abi3-win_amd64.whl", hash = "sha256:471e0d70201c069f74c837983189949aa0d24bb2d751b57e26e3761f2f782b8d"},
-    {file = "cryptography-37.0.2-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a68254dd88021f24a68b613d8c51d5c5e74d735878b9e32cc0adf19d1f10aaf9"},
-    {file = "cryptography-37.0.2-pp37-pypy37_pp73-manylinux_2_24_x86_64.whl", hash = "sha256:a7d5137e556cc0ea418dca6186deabe9129cee318618eb1ffecbd35bee55ddc1"},
-    {file = "cryptography-37.0.2-pp38-pypy38_pp73-macosx_10_10_x86_64.whl", hash = "sha256:aeaba7b5e756ea52c8861c133c596afe93dd716cbcacae23b80bc238202dc023"},
-    {file = "cryptography-37.0.2-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:95e590dd70642eb2079d280420a888190aa040ad20f19ec8c6e097e38aa29e06"},
-    {file = "cryptography-37.0.2-pp38-pypy38_pp73-manylinux_2_24_x86_64.whl", hash = "sha256:1b9362d34363f2c71b7853f6251219298124aa4cc2075ae2932e64c91a3e2717"},
-    {file = "cryptography-37.0.2-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:e53258e69874a306fcecb88b7534d61820db8a98655662a3dd2ec7f1afd9132f"},
-    {file = "cryptography-37.0.2-pp39-pypy39_pp73-macosx_10_10_x86_64.whl", hash = "sha256:1f3bfbd611db5cb58ca82f3deb35e83af34bb8cf06043fa61500157d50a70982"},
-    {file = "cryptography-37.0.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:419c57d7b63f5ec38b1199a9521d77d7d1754eb97827bbb773162073ccd8c8d4"},
-    {file = "cryptography-37.0.2-pp39-pypy39_pp73-manylinux_2_24_x86_64.whl", hash = "sha256:dc26bb134452081859aa21d4990474ddb7e863aa39e60d1592800a8865a702de"},
-    {file = "cryptography-37.0.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:3b8398b3d0efc420e777c40c16764d6870bcef2eb383df9c6dbb9ffe12c64452"},
-    {file = "cryptography-37.0.2.tar.gz", hash = "sha256:f224ad253cc9cea7568f49077007d2263efa57396a2f2f78114066fd54b5c68e"},
-]
-docutils = [
-    {file = "docutils-0.18.1-py2.py3-none-any.whl", hash = "sha256:23010f129180089fbcd3bc08cfefccb3b890b0050e1ca00c867036e9d161b98c"},
-    {file = "docutils-0.18.1.tar.gz", hash = "sha256:679987caf361a7539d76e584cbeddc311e3aee937877c87346f31debc63e9d06"},
-]
-dotty-dict = [
-    {file = "dotty_dict-1.3.0.tar.gz", hash = "sha256:eb0035a3629ecd84397a68f1f42f1e94abd1c34577a19cd3eacad331ee7cbaf0"},
-]
-flake8 = [
-    {file = "flake8-4.0.1-py2.py3-none-any.whl", hash = "sha256:479b1304f72536a55948cb40a32dce8bb0ffe3501e26eaf292c7e60eb5e0428d"},
-    {file = "flake8-4.0.1.tar.gz", hash = "sha256:806e034dda44114815e23c16ef92f95c91e4c71100ff52813adf7132a6ad870d"},
-]
-gitdb = [
-    {file = "gitdb-4.0.9-py3-none-any.whl", hash = "sha256:8033ad4e853066ba6ca92050b9df2f89301b8fc8bf7e9324d412a63f8bf1a8fd"},
-    {file = "gitdb-4.0.9.tar.gz", hash = "sha256:bac2fd45c0a1c9cf619e63a90d62bdc63892ef92387424b855792a6cabe789aa"},
-]
-gitpython = [
-    {file = "GitPython-3.1.27-py3-none-any.whl", hash = "sha256:5b68b000463593e05ff2b261acff0ff0972df8ab1b70d3cdbd41b546c8b8fc3d"},
-    {file = "GitPython-3.1.27.tar.gz", hash = "sha256:1c885ce809e8ba2d88a29befeb385fcea06338d3640712b59ca623c220bb5704"},
-]
-idna = [
-    {file = "idna-3.3-py3-none-any.whl", hash = "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff"},
-    {file = "idna-3.3.tar.gz", hash = "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"},
-]
-importlib-metadata = [
-    {file = "importlib_metadata-4.11.4-py3-none-any.whl", hash = "sha256:c58c8eb8a762858f49e18436ff552e83914778e50e9d2f1660535ffb364552ec"},
-    {file = "importlib_metadata-4.11.4.tar.gz", hash = "sha256:5d26852efe48c0a32b0509ffbc583fda1a2266545a78d104a6f4aff3db17d700"},
-]
-iniconfig = [
-    {file = "iniconfig-1.1.1-py2.py3-none-any.whl", hash = "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3"},
-    {file = "iniconfig-1.1.1.tar.gz", hash = "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"},
-]
-invoke = [
-    {file = "invoke-1.7.1-py3-none-any.whl", hash = "sha256:2dc975b4f92be0c0a174ad2d063010c8a1fdb5e9389d69871001118b4fcac4fb"},
-    {file = "invoke-1.7.1.tar.gz", hash = "sha256:7b6deaf585eee0a848205d0b8c0014b9bf6f287a8eb798818a642dff1df14b19"},
-]
-isort = [
-    {file = "isort-5.10.1-py3-none-any.whl", hash = "sha256:6f62d78e2f89b4500b080fe3a81690850cd254227f27f75c3a0c491a1f351ba7"},
-    {file = "isort-5.10.1.tar.gz", hash = "sha256:e8443a5e7a020e9d7f97f1d7d9cd17c88bcb3bc7e218bf9cf5095fe550be2951"},
-]
-jeepney = [
-    {file = "jeepney-0.8.0-py3-none-any.whl", hash = "sha256:c0a454ad016ca575060802ee4d590dd912e35c122fa04e70306de3d076cce755"},
-    {file = "jeepney-0.8.0.tar.gz", hash = "sha256:5efe48d255973902f6badc3ce55e2aa6c5c3b3bc642059ef3a91247bcfcc5806"},
-]
-jellyfish = [
-    {file = "jellyfish-0.9.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:c0cbe9d294f75b4fa05c0a5cb7ca4c8e85297a3ec9bf66d13ed330190a86381f"},
-    {file = "jellyfish-0.9.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a3b9fae0cba82ef5839d8f2e2275387807ccb6c3041fdc8e89bbcadaf09a5837"},
-    {file = "jellyfish-0.9.0-cp310-cp310-win_amd64.whl", hash = "sha256:465a2109e16b87554aec7ddd4ba0c8798f2377f6f957aed30dc64ab46b47e703"},
-    {file = "jellyfish-0.9.0-cp37-cp37m-macosx_10_14_x86_64.whl", hash = "sha256:35eefbbfb93aa82a4a4e5eafc3b866c3ac26418f064c4538c345b11cdebf2b5b"},
-    {file = "jellyfish-0.9.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:96290b1e1acb30b2466112ba4ed9c7b511ac7028d7e9096b38558ea1f0484a98"},
-    {file = "jellyfish-0.9.0-cp37-cp37m-win_amd64.whl", hash = "sha256:c891c1465679bc9c2d114f75364e3b4dadeb6959a37c3e3fa41bc7746a84e060"},
-    {file = "jellyfish-0.9.0-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:cc68f01450290d5ad631f63917834788c178eebaa6efb8196319eea2f146ed70"},
-    {file = "jellyfish-0.9.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3b6ffe2ab3d557892db1f87bb4846dfb7a697eba9248d6f2554555f998f4a265"},
-    {file = "jellyfish-0.9.0-cp38-cp38-win_amd64.whl", hash = "sha256:514c9d9e69170ac2c3eff48ba02d4f03540538d63028b76ebc8a2cb589e8cdd0"},
-    {file = "jellyfish-0.9.0-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:b682a6235d581669e6a9f0a6d716a6606bf42525ab90de4c6a49c36bfbdd73b4"},
-    {file = "jellyfish-0.9.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:954290c165511681aa9627e3c4305acf425942ad64e745ea56865cff8e0661a6"},
-    {file = "jellyfish-0.9.0-cp39-cp39-win_amd64.whl", hash = "sha256:8759c6d34f1bea5860ab5807968399b9dd259c703f6c5071fcd5703bf7a00d99"},
-    {file = "jellyfish-0.9.0.tar.gz", hash = "sha256:40c9a2ffd8bd3016f7611d424120442f627f56d518a106847dc93f0ead6ad79a"},
-]
-joblib = [
-    {file = "joblib-1.1.0-py2.py3-none-any.whl", hash = "sha256:f21f109b3c7ff9d95f8387f752d0d9c34a02aa2f7060c2135f465da0e5160ff6"},
-    {file = "joblib-1.1.0.tar.gz", hash = "sha256:4158fcecd13733f8be669be0683b96ebdbbd38d23559f54dca7205aea1bf1e35"},
-]
-keyring = [
-    {file = "keyring-23.5.1-py3-none-any.whl", hash = "sha256:9ef58314bcc823f426b49ec787539a2d73571b37de4cd498f839803b01acff1e"},
-    {file = "keyring-23.5.1.tar.gz", hash = "sha256:dee502cdf18a98211bef428eea11456a33c00718b2f08524fd5727c7f424bffd"},
-]
-lxml = [
-    {file = "lxml-4.9.0-cp27-cp27m-macosx_10_15_x86_64.whl", hash = "sha256:b5031d151d6147eac53366d6ec87da84cd4d8c5e80b1d9948a667a7164116e39"},
-    {file = "lxml-4.9.0-cp27-cp27m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:5d52e1173f52020392f593f87a6af2d4055dd800574a5cb0af4ea3878801d307"},
-    {file = "lxml-4.9.0-cp27-cp27m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:3af00ee88376022589ceeb8170eb67dacf5f7cd625ea59fa0977d719777d4ae8"},
-    {file = "lxml-4.9.0-cp27-cp27m-win32.whl", hash = "sha256:1057356b808d149bc14eb8f37bb89129f237df488661c1e0fc0376ca90e1d2c3"},
-    {file = "lxml-4.9.0-cp27-cp27m-win_amd64.whl", hash = "sha256:f6d23a01921b741774f35e924d418a43cf03eca1444f3fdfd7978d35a5aaab8b"},
-    {file = "lxml-4.9.0-cp27-cp27mu-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:56e19fb6e4b8bd07fb20028d03d3bc67bcc0621347fbde64f248e44839771756"},
-    {file = "lxml-4.9.0-cp27-cp27mu-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:4cd69bca464e892ea4ed544ba6a7850aaff6f8d792f8055a10638db60acbac18"},
-    {file = "lxml-4.9.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:94b181dd2777890139e49a5336bf3a9a3378ce66132c665fe8db4e8b7683cde2"},
-    {file = "lxml-4.9.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:607224ffae9a0cf0a2f6e14f5f6bce43e83a6fbdaa647891729c103bdd6a5593"},
-    {file = "lxml-4.9.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:11d62c97ceff9bab94b6b29c010ea5fb6831743459bb759c917f49ba75601cd0"},
-    {file = "lxml-4.9.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:70a198030d26f5e569367f0f04509b63256faa76a22886280eea69a4f535dd40"},
-    {file = "lxml-4.9.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:3cf816aed8125cfc9e6e5c6c31ff94278320d591bd7970c4a0233bee0d1c8790"},
-    {file = "lxml-4.9.0-cp310-cp310-win32.whl", hash = "sha256:65b3b5f12c6fb5611e79157214f3cd533083f9b058bf2fc8a1c5cc5ee40fdc5a"},
-    {file = "lxml-4.9.0-cp310-cp310-win_amd64.whl", hash = "sha256:0aa4cce579512c33373ca4c5e23c21e40c1aa1a33533a75e51b654834fd0e4f2"},
-    {file = "lxml-4.9.0-cp35-cp35m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:63419db39df8dc5564f6f103102c4665f7e4d9cb64030e98cf7a74eae5d5760d"},
-    {file = "lxml-4.9.0-cp35-cp35m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:d8e5021e770b0a3084c30dda5901d5fce6d4474feaf0ced8f8e5a82702502fbb"},
-    {file = "lxml-4.9.0-cp35-cp35m-win32.whl", hash = "sha256:f17b9df97c5ecdfb56c5e85b3c9df9831246df698f8581c6e111ac664c7c656e"},
-    {file = "lxml-4.9.0-cp35-cp35m-win_amd64.whl", hash = "sha256:75da29a0752c8f2395df0115ac1681cefbdd4418676015be8178b733704cbff2"},
-    {file = "lxml-4.9.0-cp36-cp36m-macosx_10_15_x86_64.whl", hash = "sha256:e4d020ecf3740b7312bacab2cb966bb720fd4d3490562d373b4ad91dd1857c0d"},
-    {file = "lxml-4.9.0-cp36-cp36m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:b71c52d69b91af7d18c13aef1b0cc3baee36b78607c711eb14a52bf3aa7c815e"},
-    {file = "lxml-4.9.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:28cf04a1a38e961d4a764d2940af9b941b66263ed5584392ef875ee9c1e360a3"},
-    {file = "lxml-4.9.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:915ecf7d486df17cc65aeefdb680d5ad4390cc8c857cf8db3fe241ed234f856a"},
-    {file = "lxml-4.9.0-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:e564d5a771b4015f34166a05ea2165b7e283635c41b1347696117f780084b46d"},
-    {file = "lxml-4.9.0-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:c2a57755e366e0ac7ebdb3e9207f159c3bf1afed02392ab18453ce81f5ee92ee"},
-    {file = "lxml-4.9.0-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:00f3a6f88fd5f4357844dd91a1abac5f466c6799f1b7f1da2df6665253845b11"},
-    {file = "lxml-4.9.0-cp36-cp36m-win32.whl", hash = "sha256:9093a359a86650a3dbd6532c3e4d21a6f58ba2cb60d0e72db0848115d24c10ba"},
-    {file = "lxml-4.9.0-cp36-cp36m-win_amd64.whl", hash = "sha256:d1690c4d37674a5f0cdafbc5ed7e360800afcf06928c2a024c779c046891bf09"},
-    {file = "lxml-4.9.0-cp37-cp37m-macosx_10_15_x86_64.whl", hash = "sha256:6af7f51a6010748fc1bb71917318d953c9673e4ae3f6d285aaf93ef5b2eb11c1"},
-    {file = "lxml-4.9.0-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:eabdbe04ee0a7e760fa6cd9e799d2b020d098c580ba99107d52e1e5e538b1ecb"},
-    {file = "lxml-4.9.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:b1e22f3ee4d75ca261b6bffbf64f6f178cb194b1be3191065a09f8d98828daa9"},
-    {file = "lxml-4.9.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:53b0410b220766321759f7f9066da67b1d0d4a7f6636a477984cbb1d98483955"},
-    {file = "lxml-4.9.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d76da27f5e3e9bc40eba6ed7a9e985f57547e98cf20521d91215707f2fb57e0f"},
-    {file = "lxml-4.9.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:686565ac77ff94a8965c11829af253d9e2ce3bf0d9225b1d2eb5c4d4666d0dca"},
-    {file = "lxml-4.9.0-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:b62d1431b4c40cda43cc986f19b8c86b1d2ae8918cfc00f4776fdf070b65c0c4"},
-    {file = "lxml-4.9.0-cp37-cp37m-win32.whl", hash = "sha256:4becd16750ca5c2a1b1588269322b2cebd10c07738f336c922b658dbab96a61c"},
-    {file = "lxml-4.9.0-cp37-cp37m-win_amd64.whl", hash = "sha256:e35a298691b9e10e5a5631f8f0ba605b30ebe19208dc8f58b670462f53753641"},
-    {file = "lxml-4.9.0-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:aa7447bf7c1a15ef24e2b86a277b585dd3f055e8890ac7f97374d170187daa97"},
-    {file = "lxml-4.9.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:612ef8f2795a89ba3a1d4c8c1af84d8453fd53ee611aa5ad460fdd2cab426fc2"},
-    {file = "lxml-4.9.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:1bfb791a8fcdbf55d1d41b8be940393687bec0e9b12733f0796668086d1a23ff"},
-    {file = "lxml-4.9.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:024684e0c5cfa121c22140d3a0898a3a9b2ea0f0fd2c229b6658af4bdf1155e5"},
-    {file = "lxml-4.9.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:81c29c8741fa07ecec8ec7417c3d8d1e2f18cf5a10a280f4e1c3f8c3590228b2"},
-    {file = "lxml-4.9.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:6467626fa74f96f4d80fc6ec2555799e97fff8f36e0bfc7f67769f83e59cff40"},
-    {file = "lxml-4.9.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:9cae837b988f44925d14d048fa6a8c54f197c8b1223fd9ee9c27084f84606143"},
-    {file = "lxml-4.9.0-cp38-cp38-win32.whl", hash = "sha256:5a49ad78543925e1a4196e20c9c54492afa4f1502c2a563f73097e2044c75190"},
-    {file = "lxml-4.9.0-cp38-cp38-win_amd64.whl", hash = "sha256:bb7c1b029e54e26e01b1d1d912fc21abb65650d16ea9a191d026def4ed0859ed"},
-    {file = "lxml-4.9.0-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:d0d03b9636f1326772e6854459728676354d4c7731dae9902b180e2065ba3da6"},
-    {file = "lxml-4.9.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:9af19eb789d674b59a9bee5005779757aab857c40bf9cc313cb01eafac55ce55"},
-    {file = "lxml-4.9.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:dd00d28d1ab5fa7627f5abc957f29a6338a7395b724571a8cbff8fbed83aaa82"},
-    {file = "lxml-4.9.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:754a1dd04bff8a509a31146bd8f3a5dc8191a8694d582dd5fb71ff09f0722c22"},
-    {file = "lxml-4.9.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:b7679344f2270840dc5babc9ccbedbc04f7473c1f66d4676bb01680c0db85bcc"},
-    {file = "lxml-4.9.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:d882c2f3345261e898b9f604be76b61c901fbfa4ac32e3f51d5dc1edc89da3cb"},
-    {file = "lxml-4.9.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:4e97c8fc761ad63909198acc892f34c20f37f3baa2c50a62d5ec5d7f1efc68a1"},
-    {file = "lxml-4.9.0-cp39-cp39-win32.whl", hash = "sha256:cf9ec915857d260511399ab87e1e70fa13d6b2972258f8e620a3959468edfc32"},
-    {file = "lxml-4.9.0-cp39-cp39-win_amd64.whl", hash = "sha256:1254a79f8a67a3908de725caf59eae62d86738f6387b0a34b32e02abd6ae73db"},
-    {file = "lxml-4.9.0-pp37-pypy37_pp73-macosx_10_15_x86_64.whl", hash = "sha256:03370ec37fe562238d385e2c53089076dee53aabf8325cab964fdb04a9130fa0"},
-    {file = "lxml-4.9.0-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:f386def57742aacc3d864169dfce644a8c396f95aa35b41b69df53f558d56dd0"},
-    {file = "lxml-4.9.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:ea3f2e9eb41f973f73619e88bf7bd950b16b4c2ce73d15f24a11800ce1eaf276"},
-    {file = "lxml-4.9.0-pp38-pypy38_pp73-macosx_10_15_x86_64.whl", hash = "sha256:2d10659e6e5c53298e6d718fd126e793285bff904bb71d7239a17218f6a197b7"},
-    {file = "lxml-4.9.0-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:fcdf70191f0d1761d190a436db06a46f05af60e1410e1507935f0332280c9268"},
-    {file = "lxml-4.9.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:2b9c2341d96926b0d0e132e5c49ef85eb53fa92ae1c3a70f9072f3db0d32bc07"},
-    {file = "lxml-4.9.0-pp39-pypy39_pp73-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:615886ee84b6f42f1bdf1852a9669b5fe3b96b6ff27f1a7a330b67ad9911200a"},
-    {file = "lxml-4.9.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:94f2e45b054dd759bed137b6e14ae8625495f7d90ddd23cf62c7a68f72b62656"},
-    {file = "lxml-4.9.0.tar.gz", hash = "sha256:520461c36727268a989790aef08884347cd41f2d8ae855489ccf40b50321d8d7"},
-]
-mccabe = [
-    {file = "mccabe-0.6.1-py2.py3-none-any.whl", hash = "sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42"},
-    {file = "mccabe-0.6.1.tar.gz", hash = "sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f"},
-]
-mypy = [
-    {file = "mypy-0.961-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:697540876638ce349b01b6786bc6094ccdaba88af446a9abb967293ce6eaa2b0"},
-    {file = "mypy-0.961-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b117650592e1782819829605a193360a08aa99f1fc23d1d71e1a75a142dc7e15"},
-    {file = "mypy-0.961-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:bdd5ca340beffb8c44cb9dc26697628d1b88c6bddf5c2f6eb308c46f269bb6f3"},
-    {file = "mypy-0.961-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:3e09f1f983a71d0672bbc97ae33ee3709d10c779beb613febc36805a6e28bb4e"},
-    {file = "mypy-0.961-cp310-cp310-win_amd64.whl", hash = "sha256:e999229b9f3198c0c880d5e269f9f8129c8862451ce53a011326cad38b9ccd24"},
-    {file = "mypy-0.961-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:b24be97351084b11582fef18d79004b3e4db572219deee0212078f7cf6352723"},
-    {file = "mypy-0.961-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:f4a21d01fc0ba4e31d82f0fff195682e29f9401a8bdb7173891070eb260aeb3b"},
-    {file = "mypy-0.961-cp36-cp36m-win_amd64.whl", hash = "sha256:439c726a3b3da7ca84a0199a8ab444cd8896d95012c4a6c4a0d808e3147abf5d"},
-    {file = "mypy-0.961-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:5a0b53747f713f490affdceef835d8f0cb7285187a6a44c33821b6d1f46ed813"},
-    {file = "mypy-0.961-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:0e9f70df36405c25cc530a86eeda1e0867863d9471fe76d1273c783df3d35c2e"},
-    {file = "mypy-0.961-cp37-cp37m-win_amd64.whl", hash = "sha256:b88f784e9e35dcaa075519096dc947a388319cb86811b6af621e3523980f1c8a"},
-    {file = "mypy-0.961-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:d5aaf1edaa7692490f72bdb9fbd941fbf2e201713523bdb3f4038be0af8846c6"},
-    {file = "mypy-0.961-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:9f5f5a74085d9a81a1f9c78081d60a0040c3efb3f28e5c9912b900adf59a16e6"},
-    {file = "mypy-0.961-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:f4b794db44168a4fc886e3450201365c9526a522c46ba089b55e1f11c163750d"},
-    {file = "mypy-0.961-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:64759a273d590040a592e0f4186539858c948302c653c2eac840c7a3cd29e51b"},
-    {file = "mypy-0.961-cp38-cp38-win_amd64.whl", hash = "sha256:63e85a03770ebf403291ec50097954cc5caf2a9205c888ce3a61bd3f82e17569"},
-    {file = "mypy-0.961-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:5f1332964963d4832a94bebc10f13d3279be3ce8f6c64da563d6ee6e2eeda932"},
-    {file = "mypy-0.961-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:006be38474216b833eca29ff6b73e143386f352e10e9c2fbe76aa8549e5554f5"},
-    {file = "mypy-0.961-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:9940e6916ed9371809b35b2154baf1f684acba935cd09928952310fbddaba648"},
-    {file = "mypy-0.961-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:a5ea0875a049de1b63b972456542f04643daf320d27dc592d7c3d9cd5d9bf950"},
-    {file = "mypy-0.961-cp39-cp39-win_amd64.whl", hash = "sha256:1ece702f29270ec6af25db8cf6185c04c02311c6bb21a69f423d40e527b75c56"},
-    {file = "mypy-0.961-py3-none-any.whl", hash = "sha256:03c6cc893e7563e7b2949b969e63f02c000b32502a1b4d1314cabe391aa87d66"},
-    {file = "mypy-0.961.tar.gz", hash = "sha256:f730d56cb924d371c26b8eaddeea3cc07d78ff51c521c6d04899ac6904b75492"},
-]
-mypy-extensions = [
-    {file = "mypy_extensions-0.4.3-py2.py3-none-any.whl", hash = "sha256:090fedd75945a69ae91ce1303b5824f428daf5a028d2f6ab8a299250a846f15d"},
-    {file = "mypy_extensions-0.4.3.tar.gz", hash = "sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8"},
-]
-numpy = [
-    {file = "numpy-1.22.4-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:ba9ead61dfb5d971d77b6c131a9dbee62294a932bf6a356e48c75ae684e635b3"},
-    {file = "numpy-1.22.4-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:1ce7ab2053e36c0a71e7a13a7475bd3b1f54750b4b433adc96313e127b870887"},
-    {file = "numpy-1.22.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:7228ad13744f63575b3a972d7ee4fd61815b2879998e70930d4ccf9ec721dce0"},
-    {file = "numpy-1.22.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:43a8ca7391b626b4c4fe20aefe79fec683279e31e7c79716863b4b25021e0e74"},
-    {file = "numpy-1.22.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a911e317e8c826ea632205e63ed8507e0dc877dcdc49744584dfc363df9ca08c"},
-    {file = "numpy-1.22.4-cp310-cp310-win32.whl", hash = "sha256:9ce7df0abeabe7fbd8ccbf343dc0db72f68549856b863ae3dd580255d009648e"},
-    {file = "numpy-1.22.4-cp310-cp310-win_amd64.whl", hash = "sha256:3e1ffa4748168e1cc8d3cde93f006fe92b5421396221a02f2274aab6ac83b077"},
-    {file = "numpy-1.22.4-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:59d55e634968b8f77d3fd674a3cf0b96e85147cd6556ec64ade018f27e9479e1"},
-    {file = "numpy-1.22.4-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:c1d937820db6e43bec43e8d016b9b3165dcb42892ea9f106c70fb13d430ffe72"},
-    {file = "numpy-1.22.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d4c5d5eb2ec8da0b4f50c9a843393971f31f1d60be87e0fb0917a49133d257d6"},
-    {file = "numpy-1.22.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:64f56fc53a2d18b1924abd15745e30d82a5782b2cab3429aceecc6875bd5add0"},
-    {file = "numpy-1.22.4-cp38-cp38-win32.whl", hash = "sha256:fb7a980c81dd932381f8228a426df8aeb70d59bbcda2af075b627bbc50207cba"},
-    {file = "numpy-1.22.4-cp38-cp38-win_amd64.whl", hash = "sha256:e96d7f3096a36c8754207ab89d4b3282ba7b49ea140e4973591852c77d09eb76"},
-    {file = "numpy-1.22.4-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:4c6036521f11a731ce0648f10c18ae66d7143865f19f7299943c985cdc95afb5"},
-    {file = "numpy-1.22.4-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:b89bf9b94b3d624e7bb480344e91f68c1c6c75f026ed6755955117de00917a7c"},
-    {file = "numpy-1.22.4-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2d487e06ecbf1dc2f18e7efce82ded4f705f4bd0cd02677ffccfb39e5c284c7e"},
-    {file = "numpy-1.22.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f3eb268dbd5cfaffd9448113539e44e2dd1c5ca9ce25576f7c04a5453edc26fa"},
-    {file = "numpy-1.22.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:37431a77ceb9307c28382c9773da9f306435135fae6b80b62a11c53cfedd8802"},
-    {file = "numpy-1.22.4-cp39-cp39-win32.whl", hash = "sha256:cc7f00008eb7d3f2489fca6f334ec19ca63e31371be28fd5dad955b16ec285bd"},
-    {file = "numpy-1.22.4-cp39-cp39-win_amd64.whl", hash = "sha256:f0725df166cf4785c0bc4cbfb320203182b1ecd30fee6e541c8752a92df6aa32"},
-    {file = "numpy-1.22.4-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0791fbd1e43bf74b3502133207e378901272f3c156c4df4954cad833b1380207"},
-    {file = "numpy-1.22.4.zip", hash = "sha256:425b390e4619f58d8526b3dcf656dde069133ae5c240229821f01b5f44ea07af"},
-]
-packaging = [
-    {file = "packaging-21.3-py3-none-any.whl", hash = "sha256:ef103e05f519cdc783ae24ea4e2e0f508a9c99b2d4969652eed6a2e1ea5bd522"},
-    {file = "packaging-21.3.tar.gz", hash = "sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb"},
-]
-pandas = [
-    {file = "pandas-1.4.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:be67c782c4f1b1f24c2f16a157e12c2693fd510f8df18e3287c77f33d124ed07"},
-    {file = "pandas-1.4.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5a206afa84ed20e07603f50d22b5f0db3fb556486d8c2462d8bc364831a4b417"},
-    {file = "pandas-1.4.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0010771bd9223f7afe5f051eb47c4a49534345dfa144f2f5470b27189a4dd3b5"},
-    {file = "pandas-1.4.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3228198333dd13c90b6434ddf61aa6d57deaca98cf7b654f4ad68a2db84f8cfe"},
-    {file = "pandas-1.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5b79af3a69e5175c6fa7b4e046b21a646c8b74e92c6581a9d825687d92071b51"},
-    {file = "pandas-1.4.2-cp310-cp310-win_amd64.whl", hash = "sha256:5586cc95692564b441f4747c47c8a9746792e87b40a4680a2feb7794defb1ce3"},
-    {file = "pandas-1.4.2-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:061609334a8182ab500a90fe66d46f6f387de62d3a9cb9aa7e62e3146c712167"},
-    {file = "pandas-1.4.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:b8134651258bce418cb79c71adeff0a44090c98d955f6953168ba16cc285d9f7"},
-    {file = "pandas-1.4.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:df82739e00bb6daf4bba4479a40f38c718b598a84654cbd8bb498fd6b0aa8c16"},
-    {file = "pandas-1.4.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:385c52e85aaa8ea6a4c600a9b2821181a51f8be0aee3af6f2dcb41dafc4fc1d0"},
-    {file = "pandas-1.4.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:295872bf1a09758aba199992c3ecde455f01caf32266d50abc1a073e828a7b9d"},
-    {file = "pandas-1.4.2-cp38-cp38-win32.whl", hash = "sha256:95c1e422ced0199cf4a34385ff124b69412c4bc912011ce895582bee620dfcaa"},
-    {file = "pandas-1.4.2-cp38-cp38-win_amd64.whl", hash = "sha256:5c54ea4ef3823108cd4ec7fb27ccba4c3a775e0f83e39c5e17f5094cb17748bc"},
-    {file = "pandas-1.4.2-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:c072c7f06b9242c855ed8021ff970c0e8f8b10b35e2640c657d2a541c5950f59"},
-    {file = "pandas-1.4.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:f549097993744ff8c41b5e8f2f0d3cbfaabe89b4ae32c8c08ead6cc535b80139"},
-    {file = "pandas-1.4.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:ff08a14ef21d94cdf18eef7c569d66f2e24e0bc89350bcd7d243dd804e3b5eb2"},
-    {file = "pandas-1.4.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8c5bf555b6b0075294b73965adaafb39cf71c312e38c5935c93d78f41c19828a"},
-    {file = "pandas-1.4.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:51649ef604a945f781105a6d2ecf88db7da0f4868ac5d45c51cb66081c4d9c73"},
-    {file = "pandas-1.4.2-cp39-cp39-win32.whl", hash = "sha256:d0d4f13e4be7ce89d7057a786023c461dd9370040bdb5efa0a7fe76b556867a0"},
-    {file = "pandas-1.4.2-cp39-cp39-win_amd64.whl", hash = "sha256:09d8be7dd9e1c4c98224c4dfe8abd60d145d934e9fc1f5f411266308ae683e6a"},
-    {file = "pandas-1.4.2.tar.gz", hash = "sha256:92bc1fc585f1463ca827b45535957815b7deb218c549b7c18402c322c7549a12"},
-]
-pathspec = [
-    {file = "pathspec-0.9.0-py2.py3-none-any.whl", hash = "sha256:7d15c4ddb0b5c802d161efc417ec1a2558ea2653c2e8ad9c19098201dc1c993a"},
-    {file = "pathspec-0.9.0.tar.gz", hash = "sha256:e564499435a2673d586f6b2130bb5b95f04a3ba06f81b8f895b651a3c76aabb1"},
-]
-pkginfo = [
-    {file = "pkginfo-1.8.2-py2.py3-none-any.whl", hash = "sha256:c24c487c6a7f72c66e816ab1796b96ac6c3d14d49338293d2141664330b55ffc"},
-    {file = "pkginfo-1.8.2.tar.gz", hash = "sha256:542e0d0b6750e2e21c20179803e40ab50598d8066d51097a0e382cba9eb02bff"},
-]
-platformdirs = [
-    {file = "platformdirs-2.5.2-py3-none-any.whl", hash = "sha256:027d8e83a2d7de06bbac4e5ef7e023c02b863d7ea5d079477e722bb41ab25788"},
-    {file = "platformdirs-2.5.2.tar.gz", hash = "sha256:58c8abb07dcb441e6ee4b11d8df0ac856038f944ab98b7be6b27b2a3c7feef19"},
-]
-pluggy = [
-    {file = "pluggy-1.0.0-py2.py3-none-any.whl", hash = "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"},
-    {file = "pluggy-1.0.0.tar.gz", hash = "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159"},
-]
-py = [
-    {file = "py-1.11.0-py2.py3-none-any.whl", hash = "sha256:607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378"},
-    {file = "py-1.11.0.tar.gz", hash = "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719"},
-]
-pycodestyle = [
-    {file = "pycodestyle-2.8.0-py2.py3-none-any.whl", hash = "sha256:720f8b39dde8b293825e7ff02c475f3077124006db4f440dcbc9a20b76548a20"},
-    {file = "pycodestyle-2.8.0.tar.gz", hash = "sha256:eddd5847ef438ea1c7870ca7eb78a9d47ce0cdb4851a5523949f2601d0cbbe7f"},
-]
-pycparser = [
-    {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
-    {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
-]
-pyflakes = [
-    {file = "pyflakes-2.4.0-py2.py3-none-any.whl", hash = "sha256:3bb3a3f256f4b7968c9c788781e4ff07dce46bdf12339dcda61053375426ee2e"},
-    {file = "pyflakes-2.4.0.tar.gz", hash = "sha256:05a85c2872edf37a4ed30b0cce2f6093e1d0581f8c19d7393122da7e25b2b24c"},
-]
-pygments = [
-    {file = "Pygments-2.12.0-py3-none-any.whl", hash = "sha256:dc9c10fb40944260f6ed4c688ece0cd2048414940f1cea51b8b226318411c519"},
-    {file = "Pygments-2.12.0.tar.gz", hash = "sha256:5eb116118f9612ff1ee89ac96437bb6b49e8f04d8a13b514ba26f620208e26eb"},
-]
-pyparsing = [
-    {file = "pyparsing-3.0.9-py3-none-any.whl", hash = "sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc"},
-    {file = "pyparsing-3.0.9.tar.gz", hash = "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb"},
-]
-pytest = [
-    {file = "pytest-7.1.2-py3-none-any.whl", hash = "sha256:13d0e3ccfc2b6e26be000cb6568c832ba67ba32e719443bfe725814d3c42433c"},
-    {file = "pytest-7.1.2.tar.gz", hash = "sha256:a06a0425453864a270bc45e71f783330a7428defb4230fb5e6a731fde06ecd45"},
-]
-python-dateutil = [
-    {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
-    {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
-]
-python-gitlab = [
-    {file = "python-gitlab-3.4.0.tar.gz", hash = "sha256:6180b81ee2f265ad8d8412956a1740b4d3ceca7b28ae2f707dfe62375fed0082"},
-    {file = "python_gitlab-3.4.0-py3-none-any.whl", hash = "sha256:251b63f0589d51f854516948c84e9eb8df26e1e9dea595cf86b43f17c43007dd"},
-]
-python-levenshtein = [
-    {file = "python-Levenshtein-0.12.2.tar.gz", hash = "sha256:dc2395fbd148a1ab31090dd113c366695934b9e85fe5a4b2a032745efd0346f6"},
-]
-python-semantic-release = [
-    {file = "python-semantic-release-7.28.1.tar.gz", hash = "sha256:d7f82b3d4c06b304d07689b8a1c7d0d448ff07c2ab81cd810c4f2f900f24c599"},
-    {file = "python_semantic_release-7.28.1-py3-none-any.whl", hash = "sha256:319c3e811d6e10bc3f0e967419eae0e5e9ba1e6745aa2fd94dd24e3995541ca2"},
-]
-pytz = [
-    {file = "pytz-2022.1-py2.py3-none-any.whl", hash = "sha256:e68985985296d9a66a881eb3193b0906246245294a881e7c8afe623866ac6a5c"},
-    {file = "pytz-2022.1.tar.gz", hash = "sha256:1e760e2fe6a8163bc0b3d9a19c4f84342afa0a2affebfaa84b01b978a02ecaa7"},
-]
-pywin32-ctypes = [
-    {file = "pywin32-ctypes-0.2.0.tar.gz", hash = "sha256:24ffc3b341d457d48e8922352130cf2644024a4ff09762a2261fd34c36ee5942"},
-    {file = "pywin32_ctypes-0.2.0-py2.py3-none-any.whl", hash = "sha256:9dc2d991b3479cc2df15930958b674a48a227d5361d413827a4cfd0b5876fc98"},
-]
-readme-renderer = [
-    {file = "readme_renderer-35.0-py3-none-any.whl", hash = "sha256:73b84905d091c31f36e50b4ae05ae2acead661f6a09a9abb4df7d2ddcdb6a698"},
-    {file = "readme_renderer-35.0.tar.gz", hash = "sha256:a727999acfc222fc21d82a12ed48c957c4989785e5865807c65a487d21677497"},
-]
-requests = [
-    {file = "requests-2.27.1-py2.py3-none-any.whl", hash = "sha256:f22fa1e554c9ddfd16e6e41ac79759e17be9e492b3587efa038054674760e72d"},
-    {file = "requests-2.27.1.tar.gz", hash = "sha256:68d7c56fd5a8999887728ef304a6d12edc7be74f1cfa47714fc8b414525c9a61"},
-]
-requests-toolbelt = [
-    {file = "requests-toolbelt-0.9.1.tar.gz", hash = "sha256:968089d4584ad4ad7c171454f0a5c6dac23971e9472521ea3b6d49d610aa6fc0"},
-    {file = "requests_toolbelt-0.9.1-py2.py3-none-any.whl", hash = "sha256:380606e1d10dc85c3bd47bf5a6095f815ec007be7a8b69c878507068df059e6f"},
-]
-rfc3986 = [
-    {file = "rfc3986-2.0.0-py2.py3-none-any.whl", hash = "sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd"},
-    {file = "rfc3986-2.0.0.tar.gz", hash = "sha256:97aacf9dbd4bfd829baad6e6309fa6573aaf1be3f6fa735c8ab05e46cecb261c"},
-]
-scikit-learn = [
-    {file = "scikit-learn-1.1.1.tar.gz", hash = "sha256:3e77b71e8e644f86c8b5be7f1c285ef597de4c384961389ee3e9ca36c445b256"},
-    {file = "scikit_learn-1.1.1-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:102f51797cd8944bf44a038d106848ddf2804f2c1edf7aea45fba81a4fdc4d80"},
-    {file = "scikit_learn-1.1.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:723cdb278b1fa57a55f68945bc4e501a2f12abe82f76e8d21e1806cbdbef6fc5"},
-    {file = "scikit_learn-1.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:33cf061ed0b79d647a3e4c3f6c52c412172836718a7cd4d11c1318d083300133"},
-    {file = "scikit_learn-1.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47464c110eaa9ed9d1fe108cb403510878c3d3a40f110618d2a19b2190a3e35c"},
-    {file = "scikit_learn-1.1.1-cp310-cp310-win_amd64.whl", hash = "sha256:542ccd2592fe7ad31f5c85fed3a3deb3e252383960a85e4b49a629353fffaba4"},
-    {file = "scikit_learn-1.1.1-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:3be10d8d325821ca366d4fe7083d87c40768f842f54371a9c908d97c45da16fc"},
-    {file = "scikit_learn-1.1.1-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:b2db720e13e697d912a87c1a51194e6fb085dc6d8323caa5ca51369ca6948f78"},
-    {file = "scikit_learn-1.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e851f8874398dcd50d1e174e810e9331563d189356e945b3271c0e19ee6f4d6f"},
-    {file = "scikit_learn-1.1.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b928869072366dc138762fe0929e7dc88413f8a469aebc6a64adc10a9226180c"},
-    {file = "scikit_learn-1.1.1-cp38-cp38-win32.whl", hash = "sha256:e9d228ced1214d67904f26fb820c8abbea12b2889cd4aa8cda20a4ca0ed781c1"},
-    {file = "scikit_learn-1.1.1-cp38-cp38-win_amd64.whl", hash = "sha256:f2d5b5d6e87d482e17696a7bfa03fe9515fdfe27e462a4ad37f3d7774a5e2fd6"},
-    {file = "scikit_learn-1.1.1-cp39-cp39-macosx_10_13_x86_64.whl", hash = "sha256:0403ad13f283e27d43b0ad875f187ec7f5d964903d92d1ed06c51439560ecea0"},
-    {file = "scikit_learn-1.1.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:8fe80df08f5b9cee5dd008eccc672e543976198d790c07e5337f7dfb67eaac05"},
-    {file = "scikit_learn-1.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8ff56d07b9507fbe07ca0f4e5c8f3e171f74a429f998da03e308166251316b34"},
-    {file = "scikit_learn-1.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c2dad2bfc502344b869d4a3f4aa7271b2a5f4fe41f7328f404844c51612e2c58"},
-    {file = "scikit_learn-1.1.1-cp39-cp39-win32.whl", hash = "sha256:22145b60fef02e597a8e7f061ebc7c51739215f11ce7fcd2ca9af22c31aa9f86"},
-    {file = "scikit_learn-1.1.1-cp39-cp39-win_amd64.whl", hash = "sha256:45c0f6ae523353f1d99b85469d746f9c497410adff5ba8b24423705b6956a86e"},
-]
-scipy = [
-    {file = "scipy-1.6.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:a15a1f3fc0abff33e792d6049161b7795909b40b97c6cc2934ed54384017ab76"},
-    {file = "scipy-1.6.1-cp37-cp37m-manylinux1_i686.whl", hash = "sha256:e79570979ccdc3d165456dd62041d9556fb9733b86b4b6d818af7a0afc15f092"},
-    {file = "scipy-1.6.1-cp37-cp37m-manylinux1_x86_64.whl", hash = "sha256:a423533c55fec61456dedee7b6ee7dce0bb6bfa395424ea374d25afa262be261"},
-    {file = "scipy-1.6.1-cp37-cp37m-manylinux2014_aarch64.whl", hash = "sha256:33d6b7df40d197bdd3049d64e8e680227151673465e5d85723b3b8f6b15a6ced"},
-    {file = "scipy-1.6.1-cp37-cp37m-win32.whl", hash = "sha256:6725e3fbb47da428794f243864f2297462e9ee448297c93ed1dcbc44335feb78"},
-    {file = "scipy-1.6.1-cp37-cp37m-win_amd64.whl", hash = "sha256:5fa9c6530b1661f1370bcd332a1e62ca7881785cc0f80c0d559b636567fab63c"},
-    {file = "scipy-1.6.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:bd50daf727f7c195e26f27467c85ce653d41df4358a25b32434a50d8870fc519"},
-    {file = "scipy-1.6.1-cp38-cp38-manylinux1_i686.whl", hash = "sha256:f46dd15335e8a320b0fb4685f58b7471702234cba8bb3442b69a3e1dc329c345"},
-    {file = "scipy-1.6.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:0e5b0ccf63155d90da576edd2768b66fb276446c371b73841e3503be1d63fb5d"},
-    {file = "scipy-1.6.1-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:2481efbb3740977e3c831edfd0bd9867be26387cacf24eb5e366a6a374d3d00d"},
-    {file = "scipy-1.6.1-cp38-cp38-win32.whl", hash = "sha256:68cb4c424112cd4be886b4d979c5497fba190714085f46b8ae67a5e4416c32b4"},
-    {file = "scipy-1.6.1-cp38-cp38-win_amd64.whl", hash = "sha256:5f331eeed0297232d2e6eea51b54e8278ed8bb10b099f69c44e2558c090d06bf"},
-    {file = "scipy-1.6.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:0c8a51d33556bf70367452d4d601d1742c0e806cd0194785914daf19775f0e67"},
-    {file = "scipy-1.6.1-cp39-cp39-manylinux1_i686.whl", hash = "sha256:83bf7c16245c15bc58ee76c5418e46ea1811edcc2e2b03041b804e46084ab627"},
-    {file = "scipy-1.6.1-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:794e768cc5f779736593046c9714e0f3a5940bc6dcc1dba885ad64cbfb28e9f0"},
-    {file = "scipy-1.6.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:5da5471aed911fe7e52b86bf9ea32fb55ae93e2f0fac66c32e58897cfb02fa07"},
-    {file = "scipy-1.6.1-cp39-cp39-win32.whl", hash = "sha256:8e403a337749ed40af60e537cc4d4c03febddcc56cd26e774c9b1b600a70d3e4"},
-    {file = "scipy-1.6.1-cp39-cp39-win_amd64.whl", hash = "sha256:a5193a098ae9f29af283dcf0041f762601faf2e595c0db1da929875b7570353f"},
-    {file = "scipy-1.6.1.tar.gz", hash = "sha256:c4fceb864890b6168e79b0e714c585dbe2fd4222768ee90bc1aa0f8218691b11"},
-]
-secretstorage = [
-    {file = "SecretStorage-3.3.2-py3-none-any.whl", hash = "sha256:755dc845b6ad76dcbcbc07ea3da75ae54bb1ea529eb72d15f83d26499a5df319"},
-    {file = "SecretStorage-3.3.2.tar.gz", hash = "sha256:0a8eb9645b320881c222e827c26f4cfcf55363e8b374a021981ef886657a912f"},
-]
-semver = [
-    {file = "semver-2.13.0-py2.py3-none-any.whl", hash = "sha256:ced8b23dceb22134307c1b8abfa523da14198793d9787ac838e70e29e77458d4"},
-    {file = "semver-2.13.0.tar.gz", hash = "sha256:fa0fe2722ee1c3f57eac478820c3a5ae2f624af8264cbdf9000c980ff7f75e3f"},
-]
-setuptools-scm = [
-    {file = "setuptools_scm-6.4.2-py3-none-any.whl", hash = "sha256:acea13255093849de7ccb11af9e1fb8bde7067783450cee9ef7a93139bddf6d4"},
-    {file = "setuptools_scm-6.4.2.tar.gz", hash = "sha256:6833ac65c6ed9711a4d5d2266f8024cfa07c533a0e55f4c12f6eff280a5a9e30"},
-]
-six = [
-    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
-    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
-]
-sklearn = [
-    {file = "sklearn-0.0.tar.gz", hash = "sha256:e23001573aa194b834122d2b9562459bf5ae494a2d59ca6b8aa22c85a44c0e31"},
-]
-smmap = [
-    {file = "smmap-5.0.0-py3-none-any.whl", hash = "sha256:2aba19d6a040e78d8b09de5c57e96207b09ed71d8e55ce0959eeee6c8e190d94"},
-    {file = "smmap-5.0.0.tar.gz", hash = "sha256:c840e62059cd3be204b0c9c9f74be2c09d5648eddd4580d9314c3ecde0b30936"},
-]
-threadpoolctl = [
-    {file = "threadpoolctl-3.1.0-py3-none-any.whl", hash = "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b"},
-    {file = "threadpoolctl-3.1.0.tar.gz", hash = "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"},
-]
-tomli = [
-    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
-    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
-]
-tomlkit = [
-    {file = "tomlkit-0.10.2-py3-none-any.whl", hash = "sha256:905cf92c2111ef80d355708f47ac24ad1b6fc2adc5107455940088c9bbecaedb"},
-    {file = "tomlkit-0.10.2.tar.gz", hash = "sha256:30d54c0b914e595f3d10a87888599eab5321a2a69abc773bbefff51599b72db6"},
-]
-tqdm = [
-    {file = "tqdm-4.64.0-py2.py3-none-any.whl", hash = "sha256:74a2cdefe14d11442cedf3ba4e21a3b84ff9a2dbdc6cfae2c34addb2a14a5ea6"},
-    {file = "tqdm-4.64.0.tar.gz", hash = "sha256:40be55d30e200777a307a7585aee69e4eabb46b4ec6a4b4a5f2d9f11e7d5408d"},
-]
-twine = [
-    {file = "twine-3.8.0-py3-none-any.whl", hash = "sha256:d0550fca9dc19f3d5e8eadfce0c227294df0a2a951251a4385797c8a6198b7c8"},
-    {file = "twine-3.8.0.tar.gz", hash = "sha256:8efa52658e0ae770686a13b675569328f1fba9837e5de1867bfe5f46a9aefe19"},
-]
-typing-extensions = [
-    {file = "typing_extensions-4.2.0-py3-none-any.whl", hash = "sha256:6657594ee297170d19f67d55c05852a874e7eb634f4f753dbd667855e07c1708"},
-    {file = "typing_extensions-4.2.0.tar.gz", hash = "sha256:f1c24655a0da0d1b67f07e17a5e6b2a105894e6824b92096378bb3668ef02376"},
-]
-urllib3 = [
-    {file = "urllib3-1.26.9-py2.py3-none-any.whl", hash = "sha256:44ece4d53fb1706f667c9bd1c648f5469a2ec925fcf3a776667042d645472c14"},
-    {file = "urllib3-1.26.9.tar.gz", hash = "sha256:aabaf16477806a5e1dd19aa41f8c2b7950dd3c746362d7e3223dbe6de6ac448e"},
-]
-webencodings = [
-    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
-    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
-]
-zipp = [
-    {file = "zipp-3.8.0-py3-none-any.whl", hash = "sha256:c4f6e5bbf48e74f7a38e7cc5b0480ff42b0ae5178957d564d18932525d5cf099"},
-    {file = "zipp-3.8.0.tar.gz", hash = "sha256:56bf8aadb83c24db6c4b577e13de374ccfb67da2078beba1d037c17980bf43ad"},
-]
+[[package]]
+name = "atomicwrites"
+version = "1.4.0"
+description = "Atomic file writes."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "attrs"
+version = "21.4.0"
+description = "Classes Without Boilerplate"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[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"]
+
+[[package]]
+name = "black"
+version = "22.3.0"
+description = "The uncompromising code formatter."
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+click = ">=8.0.0"
+mypy-extensions = ">=0.4.3"
+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.7.4)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+uvloop = ["uvloop (>=0.15.2)"]
+
+[[package]]
+name = "bleach"
+version = "5.0.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+six = ">=1.9.0"
+webencodings = "*"
+
+[package.extras]
+css = ["tinycss2 (>=1.1.0)"]
+dev = ["pip-tools (==6.5.1)", "pytest (==7.1.1)", "flake8 (==4.0.1)", "tox (==3.24.5)", "sphinx (==4.3.2)", "twine (==4.0.0)", "wheel (==0.37.1)", "hashin (==0.17.0)", "black (==22.3.0)", "mypy (==0.942)"]
+
+[[package]]
+name = "certifi"
+version = "2022.5.18.1"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "cffi"
+version = "1.15.0"
+description = "Foreign Function Interface for Python calling C code."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
+name = "charset-normalizer"
+version = "2.0.12"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "dev"
+optional = false
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
+[[package]]
+name = "click"
+version = "8.1.3"
+description = "Composable command line interface toolkit"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+name = "click-log"
+version = "0.4.0"
+description = "Logging integration for Click"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+click = "*"
+
+[[package]]
+name = "colorama"
+version = "0.4.4"
+description = "Cross-platform colored terminal text."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "cryptography"
+version = "37.0.2"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+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)"]
+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)"]
+
+[[package]]
+name = "docutils"
+version = "0.18.1"
+description = "Docutils -- Python Documentation Utilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "dotty-dict"
+version = "1.3.0"
+description = "Dictionary wrapper for quick access to deeply nested keys."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+setuptools_scm = "*"
+
+[[package]]
+name = "flake8"
+version = "4.0.1"
+description = "the modular source code checker: pep8 pyflakes and co"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+mccabe = ">=0.6.0,<0.7.0"
+pycodestyle = ">=2.8.0,<2.9.0"
+pyflakes = ">=2.4.0,<2.5.0"
+
+[[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 = "3.1.27"
+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"
+
+[[package]]
+name = "idna"
+version = "3.3"
+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "importlib-metadata"
+version = "4.11.4"
+description = "Read metadata from Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+perf = ["ipython"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+
+[[package]]
+name = "iniconfig"
+version = "1.1.1"
+description = "iniconfig: brain-dead simple config-ini parsing"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "invoke"
+version = "1.7.1"
+description = "Pythonic task execution"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "isort"
+version = "5.10.1"
+description = "A Python utility / library to sort Python imports."
+category = "dev"
+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)"]
+plugins = ["setuptools"]
+
+[[package]]
+name = "jeepney"
+version = "0.8.0"
+description = "Low-level, pure Python DBus protocol wrapper."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+test = ["pytest", "pytest-trio", "pytest-asyncio (>=0.17)", "testpath", "trio", "async-timeout"]
+trio = ["trio", "async-generator"]
+
+[[package]]
+name = "joblib"
+version = "1.1.0"
+description = "Lightweight pipelining with Python functions"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "keyring"
+version = "23.5.1"
+description = "Store and access your passwords safely."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+importlib-metadata = ">=3.6"
+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 (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+
+[[package]]
+name = "lxml"
+version = "4.9.0"
+description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
+category = "main"
+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 = "mccabe"
+version = "0.6.1"
+description = "McCabe checker, plugin for flake8"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "mypy"
+version = "0.961"
+description = "Optional static typing for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+mypy-extensions = ">=0.4.3"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = ">=3.10"
+
+[package.extras]
+dmypy = ["psutil (>=4.0)"]
+python2 = ["typed-ast (>=1.4.0,<2)"]
+reports = ["lxml"]
+
+[[package]]
+name = "mypy-extensions"
+version = "0.4.3"
+description = "Experimental type system extensions for programs checked with the mypy typechecker."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "numpy"
+version = "1.22.4"
+description = "NumPy is the fundamental package for array computing with Python."
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[[package]]
+name = "packaging"
+version = "21.3"
+description = "Core utilities for Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
+
+[[package]]
+name = "pandas"
+version = "1.4.2"
+description = "Powerful data structures for data analysis, time series, and statistics"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+numpy = [
+    {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
+    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+]
+python-dateutil = ">=2.8.1"
+pytz = ">=2020.1"
+
+[package.extras]
+test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+
+[[package]]
+name = "pathspec"
+version = "0.9.0"
+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"
+
+[[package]]
+name = "pkginfo"
+version = "1.8.2"
+description = "Query metadatdata from sdists / bdists / installed packages."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+testing = ["coverage", "nose"]
+
+[[package]]
+name = "platformdirs"
+version = "2.5.2"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+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)"]
+
+[[package]]
+name = "pluggy"
+version = "1.0.0"
+description = "plugin and hook calling mechanisms for python"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
+
+[[package]]
+name = "py"
+version = "1.11.0"
+description = "library with cross-python path, ini-parsing, io, code, log facilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "pycodestyle"
+version = "2.8.0"
+description = "Python style guide checker"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "pycparser"
+version = "2.21"
+description = "C parser in Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "pyflakes"
+version = "2.4.0"
+description = "passive checker of Python programs"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "pygments"
+version = "2.12.0"
+description = "Pygments is a syntax highlighting package written in Python."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "pyparsing"
+version = "3.0.9"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+category = "dev"
+optional = false
+python-versions = ">=3.6.8"
+
+[package.extras]
+diagrams = ["railroad-diagrams", "jinja2"]
+
+[[package]]
+name = "pytest"
+version = "7.1.2"
+description = "pytest: simple powerful testing with Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
+attrs = ">=19.2.0"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+iniconfig = "*"
+packaging = "*"
+pluggy = ">=0.12,<2.0"
+py = ">=1.8.2"
+tomli = ">=1.0.0"
+
+[package.extras]
+testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
+
+[[package]]
+name = "python-dateutil"
+version = "2.8.2"
+description = "Extensions to the standard Python datetime module"
+category = "main"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+
+[package.dependencies]
+six = ">=1.5"
+
+[[package]]
+name = "python-gitlab"
+version = "3.4.0"
+description = "Interact with GitLab API"
+category = "dev"
+optional = false
+python-versions = ">=3.7.0"
+
+[package.dependencies]
+requests = ">=2.25.0"
+requests-toolbelt = ">=0.9.1"
+
+[package.extras]
+autocompletion = ["argcomplete (>=1.10.0,<3)"]
+yaml = ["PyYaml (>=5.2)"]
+
+[[package]]
+name = "python-semantic-release"
+version = "7.28.1"
+description = "Automatic Semantic Versioning for Python projects"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+click = ">=7,<9"
+click-log = ">=0.3,<1"
+dotty-dict = ">=1.3.0,<2"
+gitpython = ">=3.0.8,<4"
+invoke = ">=1.4.1,<2"
+python-gitlab = ">=2,<4"
+requests = ">=2.25,<3"
+semver = ">=2.10,<3"
+tomlkit = ">=0.10.0,<0.11.0"
+twine = ">=3,<4"
+
+[package.extras]
+dev = ["tox", "isort", "black"]
+docs = ["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)"]
+
+[[package]]
+name = "pytz"
+version = "2022.1"
+description = "World timezone definitions, modern and historical"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pywin32-ctypes"
+version = "0.2.0"
+description = ""
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "readme-renderer"
+version = "35.0"
+description = "readme_renderer is a library for rendering \"readme\" descriptions for Warehouse"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+bleach = ">=2.1.0"
+docutils = ">=0.13.1"
+Pygments = ">=2.5.1"
+
+[package.extras]
+md = ["cmarkgfm (>=0.8.0)"]
+
+[[package]]
+name = "requests"
+version = "2.27.1"
+description = "Python HTTP for Humans."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+
+[package.dependencies]
+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"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+
+[[package]]
+name = "requests-toolbelt"
+version = "0.9.1"
+description = "A utility belt for advanced users of python-requests"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+requests = ">=2.0.1,<3.0.0"
+
+[[package]]
+name = "rfc3986"
+version = "2.0.0"
+description = "Validating URI References per RFC 3986"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+idna2008 = ["idna"]
+
+[[package]]
+name = "scikit-learn"
+version = "1.1.1"
+description = "A set of python modules for machine learning and data mining"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+joblib = ">=1.0.0"
+numpy = ">=1.17.3"
+scipy = ">=1.3.2"
+threadpoolctl = ">=2.0.0"
+
+[package.extras]
+benchmark = ["matplotlib (>=3.1.2)", "pandas (>=1.0.5)", "memory-profiler (>=0.57.0)"]
+docs = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.2.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
+examples = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)"]
+tests = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=22.3.0)", "mypy (>=0.770)", "pyamg (>=4.0.0)", "numpydoc (>=1.2.0)"]
+
+[[package]]
+name = "scipy"
+version = "1.6.1"
+description = "SciPy: Scientific Library for Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = ">=1.16.5"
+
+[[package]]
+name = "secretstorage"
+version = "3.3.2"
+description = "Python bindings to FreeDesktop.org Secret Service API"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cryptography = ">=2.0"
+jeepney = ">=0.6"
+
+[[package]]
+name = "semver"
+version = "2.13.0"
+description = "Python helper for Semantic Versioning (http://semver.org/)"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "setuptools-scm"
+version = "6.4.2"
+description = "the blessed package to manage your versions by scm tags"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+packaging = ">=20.0"
+tomli = ">=1.0.0"
+
+[package.extras]
+test = ["pytest (>=6.2)", "virtualenv (>20)"]
+toml = ["setuptools (>=42)"]
+
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
+name = "sklearn"
+version = "0.0"
+description = "A set of python modules for machine learning and data mining"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+scikit-learn = "*"
+
+[[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 = "threadpoolctl"
+version = "3.1.0"
+description = "threadpoolctl"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "tomlkit"
+version = "0.10.2"
+description = "Style preserving TOML library"
+category = "dev"
+optional = false
+python-versions = ">=3.6,<4.0"
+
+[[package]]
+name = "tqdm"
+version = "4.64.0"
+description = "Fast, Extensible Progress Meter"
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["py-make (>=0.1.0)", "twine", "wheel"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
+[[package]]
+name = "twine"
+version = "3.8.0"
+description = "Collection of utilities for publishing packages on PyPI"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+colorama = ">=0.4.3"
+importlib-metadata = ">=3.6"
+keyring = ">=15.1"
+pkginfo = ">=1.8.1"
+readme-renderer = ">=21.0"
+requests = ">=2.20"
+requests-toolbelt = ">=0.8.0,<0.9.0 || >0.9.0"
+rfc3986 = ">=1.4.0"
+tqdm = ">=4.14"
+urllib3 = ">=1.26.0"
+
+[[package]]
+name = "typing-extensions"
+version = "4.2.0"
+description = "Backported and Experimental Type Hints for Python 3.7+"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "urllib3"
+version = "1.26.9"
+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.*, <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"]
+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "zipp"
+version = "3.8.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[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)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+
+[metadata]
+lock-version = "1.1"
+python-versions = "^3.8"
+content-hash = "4353d240684c7b236a0f85ba0746704ddb79005832676733f36fe2de4a6101fc"
+
+[metadata.files]
+atomicwrites = [
+    {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"},
+    {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
+]
+attrs = [
+    {file = "attrs-21.4.0-py2.py3-none-any.whl", hash = "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4"},
+    {file = "attrs-21.4.0.tar.gz", hash = "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"},
+]
+black = [
+    {file = "black-22.3.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:2497f9c2386572e28921fa8bec7be3e51de6801f7459dffd6e62492531c47e09"},
+    {file = "black-22.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5795a0375eb87bfe902e80e0c8cfaedf8af4d49694d69161e5bd3206c18618bb"},
+    {file = "black-22.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e3556168e2e5c49629f7b0f377070240bd5511e45e25a4497bb0073d9dda776a"},
+    {file = "black-22.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:67c8301ec94e3bcc8906740fe071391bce40a862b7be0b86fb5382beefecd968"},
+    {file = "black-22.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:fd57160949179ec517d32ac2ac898b5f20d68ed1a9c977346efbac9c2f1e779d"},
+    {file = "black-22.3.0-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:cc1e1de68c8e5444e8f94c3670bb48a2beef0e91dddfd4fcc29595ebd90bb9ce"},
+    {file = "black-22.3.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6d2fc92002d44746d3e7db7cf9313cf4452f43e9ea77a2c939defce3b10b5c82"},
+    {file = "black-22.3.0-cp36-cp36m-win_amd64.whl", hash = "sha256:a6342964b43a99dbc72f72812bf88cad8f0217ae9acb47c0d4f141a6416d2d7b"},
+    {file = "black-22.3.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:328efc0cc70ccb23429d6be184a15ce613f676bdfc85e5fe8ea2a9354b4e9015"},
+    {file = "black-22.3.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:06f9d8846f2340dfac80ceb20200ea5d1b3f181dd0556b47af4e8e0b24fa0a6b"},
+    {file = "black-22.3.0-cp37-cp37m-win_amd64.whl", hash = "sha256:ad4efa5fad66b903b4a5f96d91461d90b9507a812b3c5de657d544215bb7877a"},
+    {file = "black-22.3.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:e8477ec6bbfe0312c128e74644ac8a02ca06bcdb8982d4ee06f209be28cdf163"},
+    {file = "black-22.3.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:637a4014c63fbf42a692d22b55d8ad6968a946b4a6ebc385c5505d9625b6a464"},
+    {file = "black-22.3.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:863714200ada56cbc366dc9ae5291ceb936573155f8bf8e9de92aef51f3ad0f0"},
+    {file = "black-22.3.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:10dbe6e6d2988049b4655b2b739f98785a884d4d6b85bc35133a8fb9a2233176"},
+    {file = "black-22.3.0-cp38-cp38-win_amd64.whl", hash = "sha256:cee3e11161dde1b2a33a904b850b0899e0424cc331b7295f2a9698e79f9a69a0"},
+    {file = "black-22.3.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:5891ef8abc06576985de8fa88e95ab70641de6c1fca97e2a15820a9b69e51b20"},
+    {file = "black-22.3.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:30d78ba6bf080eeaf0b7b875d924b15cd46fec5fd044ddfbad38c8ea9171043a"},
+    {file = "black-22.3.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:ee8f1f7228cce7dffc2b464f07ce769f478968bfb3dd1254a4c2eeed84928aad"},
+    {file = "black-22.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6ee227b696ca60dd1c507be80a6bc849a5a6ab57ac7352aad1ffec9e8b805f21"},
+    {file = "black-22.3.0-cp39-cp39-win_amd64.whl", hash = "sha256:9b542ced1ec0ceeff5b37d69838106a6348e60db7b8fdd245294dc1d26136265"},
+    {file = "black-22.3.0-py3-none-any.whl", hash = "sha256:bc58025940a896d7e5356952228b68f793cf5fcb342be703c3a2669a1488cb72"},
+    {file = "black-22.3.0.tar.gz", hash = "sha256:35020b8886c022ced9282b51b5a875b6d1ab0c387b31a065b84db7c33085ca79"},
+]
+bleach = [
+    {file = "bleach-5.0.0-py3-none-any.whl", hash = "sha256:08a1fe86d253b5c88c92cc3d810fd8048a16d15762e1e5b74d502256e5926aa1"},
+    {file = "bleach-5.0.0.tar.gz", hash = "sha256:c6d6cc054bdc9c83b48b8083e236e5f00f238428666d2ce2e083eaa5fd568565"},
+]
+certifi = [
+    {file = "certifi-2022.5.18.1-py3-none-any.whl", hash = "sha256:f1d53542ee8cbedbe2118b5686372fb33c297fcd6379b050cca0ef13a597382a"},
+    {file = "certifi-2022.5.18.1.tar.gz", hash = "sha256:9c5705e395cd70084351dd8ad5c41e65655e08ce46f2ec9cf6c2c08390f71eb7"},
+]
+cffi = [
+    {file = "cffi-1.15.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:c2502a1a03b6312837279c8c1bd3ebedf6c12c4228ddbad40912d671ccc8a962"},
+    {file = "cffi-1.15.0-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:23cfe892bd5dd8941608f93348c0737e369e51c100d03718f108bf1add7bd6d0"},
+    {file = "cffi-1.15.0-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:41d45de54cd277a7878919867c0f08b0cf817605e4eb94093e7516505d3c8d14"},
+    {file = "cffi-1.15.0-cp27-cp27m-win32.whl", hash = "sha256:4a306fa632e8f0928956a41fa8e1d6243c71e7eb59ffbd165fc0b41e316b2474"},
+    {file = "cffi-1.15.0-cp27-cp27m-win_amd64.whl", hash = "sha256:e7022a66d9b55e93e1a845d8c9eba2a1bebd4966cd8bfc25d9cd07d515b33fa6"},
+    {file = "cffi-1.15.0-cp27-cp27mu-manylinux1_i686.whl", hash = "sha256:14cd121ea63ecdae71efa69c15c5543a4b5fbcd0bbe2aad864baca0063cecf27"},
+    {file = "cffi-1.15.0-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:d4d692a89c5cf08a8557fdeb329b82e7bf609aadfaed6c0d79f5a449a3c7c023"},
+    {file = "cffi-1.15.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0104fb5ae2391d46a4cb082abdd5c69ea4eab79d8d44eaaf79f1b1fd806ee4c2"},
+    {file = "cffi-1.15.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:91ec59c33514b7c7559a6acda53bbfe1b283949c34fe7440bcf917f96ac0723e"},
+    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:f5c7150ad32ba43a07c4479f40241756145a1f03b43480e058cfd862bf5041c7"},
+    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:00c878c90cb53ccfaae6b8bc18ad05d2036553e6d9d1d9dbcf323bbe83854ca3"},
+    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:abb9a20a72ac4e0fdb50dae135ba5e77880518e742077ced47eb1499e29a443c"},
+    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a5263e363c27b653a90078143adb3d076c1a748ec9ecc78ea2fb916f9b861962"},
+    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f54a64f8b0c8ff0b64d18aa76675262e1700f3995182267998c31ae974fbc382"},
+    {file = "cffi-1.15.0-cp310-cp310-win32.whl", hash = "sha256:c21c9e3896c23007803a875460fb786118f0cdd4434359577ea25eb556e34c55"},
+    {file = "cffi-1.15.0-cp310-cp310-win_amd64.whl", hash = "sha256:5e069f72d497312b24fcc02073d70cb989045d1c91cbd53979366077959933e0"},
+    {file = "cffi-1.15.0-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:64d4ec9f448dfe041705426000cc13e34e6e5bb13736e9fd62e34a0b0c41566e"},
+    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2756c88cbb94231c7a147402476be2c4df2f6078099a6f4a480d239a8817ae39"},
+    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3b96a311ac60a3f6be21d2572e46ce67f09abcf4d09344c49274eb9e0bf345fc"},
+    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:75e4024375654472cc27e91cbe9eaa08567f7fbdf822638be2814ce059f58032"},
+    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:59888172256cac5629e60e72e86598027aca6bf01fa2465bdb676d37636573e8"},
+    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:27c219baf94952ae9d50ec19651a687b826792055353d07648a5695413e0c605"},
+    {file = "cffi-1.15.0-cp36-cp36m-win32.whl", hash = "sha256:4958391dbd6249d7ad855b9ca88fae690783a6be9e86df65865058ed81fc860e"},
+    {file = "cffi-1.15.0-cp36-cp36m-win_amd64.whl", hash = "sha256:f6f824dc3bce0edab5f427efcfb1d63ee75b6fcb7282900ccaf925be84efb0fc"},
+    {file = "cffi-1.15.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:06c48159c1abed75c2e721b1715c379fa3200c7784271b3c46df01383b593636"},
+    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:c2051981a968d7de9dd2d7b87bcb9c939c74a34626a6e2f8181455dd49ed69e4"},
+    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:fd8a250edc26254fe5b33be00402e6d287f562b6a5b2152dec302fa15bb3e997"},
+    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:91d77d2a782be4274da750752bb1650a97bfd8f291022b379bb8e01c66b4e96b"},
+    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:45db3a33139e9c8f7c09234b5784a5e33d31fd6907800b316decad50af323ff2"},
+    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:263cc3d821c4ab2213cbe8cd8b355a7f72a8324577dc865ef98487c1aeee2bc7"},
+    {file = "cffi-1.15.0-cp37-cp37m-win32.whl", hash = "sha256:17771976e82e9f94976180f76468546834d22a7cc404b17c22df2a2c81db0c66"},
+    {file = "cffi-1.15.0-cp37-cp37m-win_amd64.whl", hash = "sha256:3415c89f9204ee60cd09b235810be700e993e343a408693e80ce7f6a40108029"},
+    {file = "cffi-1.15.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:4238e6dab5d6a8ba812de994bbb0a79bddbdf80994e4ce802b6f6f3142fcc880"},
+    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:0808014eb713677ec1292301ea4c81ad277b6cdf2fdd90fd540af98c0b101d20"},
+    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:57e9ac9ccc3101fac9d6014fba037473e4358ef4e89f8e181f8951a2c0162024"},
+    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8b6c2ea03845c9f501ed1313e78de148cd3f6cad741a75d43a29b43da27f2e1e"},
+    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:10dffb601ccfb65262a27233ac273d552ddc4d8ae1bf93b21c94b8511bffe728"},
+    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:786902fb9ba7433aae840e0ed609f45c7bcd4e225ebb9c753aa39725bb3e6ad6"},
+    {file = "cffi-1.15.0-cp38-cp38-win32.whl", hash = "sha256:da5db4e883f1ce37f55c667e5c0de439df76ac4cb55964655906306918e7363c"},
+    {file = "cffi-1.15.0-cp38-cp38-win_amd64.whl", hash = "sha256:181dee03b1170ff1969489acf1c26533710231c58f95534e3edac87fff06c443"},
+    {file = "cffi-1.15.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:45e8636704eacc432a206ac7345a5d3d2c62d95a507ec70d62f23cd91770482a"},
+    {file = "cffi-1.15.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:31fb708d9d7c3f49a60f04cf5b119aeefe5644daba1cd2a0fe389b674fd1de37"},
+    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:6dc2737a3674b3e344847c8686cf29e500584ccad76204efea14f451d4cc669a"},
+    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:74fdfdbfdc48d3f47148976f49fab3251e550a8720bebc99bf1483f5bfb5db3e"},
+    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffaa5c925128e29efbde7301d8ecaf35c8c60ffbcd6a1ffd3a552177c8e5e796"},
+    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3f7d084648d77af029acb79a0ff49a0ad7e9d09057a9bf46596dac9514dc07df"},
+    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ef1f279350da2c586a69d32fc8733092fd32cc8ac95139a00377841f59a3f8d8"},
+    {file = "cffi-1.15.0-cp39-cp39-win32.whl", hash = "sha256:2a23af14f408d53d5e6cd4e3d9a24ff9e05906ad574822a10563efcef137979a"},
+    {file = "cffi-1.15.0-cp39-cp39-win_amd64.whl", hash = "sha256:3773c4d81e6e818df2efbc7dd77325ca0dcb688116050fb2b3011218eda36139"},
+    {file = "cffi-1.15.0.tar.gz", hash = "sha256:920f0d66a896c2d99f0adbb391f990a84091179542c205fa53ce5787aff87954"},
+]
+charset-normalizer = [
+    {file = "charset-normalizer-2.0.12.tar.gz", hash = "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597"},
+    {file = "charset_normalizer-2.0.12-py3-none-any.whl", hash = "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"},
+]
+click = [
+    {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
+    {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
+]
+click-log = [
+    {file = "click-log-0.4.0.tar.gz", hash = "sha256:3970f8570ac54491237bcdb3d8ab5e3eef6c057df29f8c3d1151a51a9c23b975"},
+    {file = "click_log-0.4.0-py2.py3-none-any.whl", hash = "sha256:a43e394b528d52112af599f2fc9e4b7cf3c15f94e53581f74fa6867e68c91756"},
+]
+colorama = [
+    {file = "colorama-0.4.4-py2.py3-none-any.whl", hash = "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"},
+    {file = "colorama-0.4.4.tar.gz", hash = "sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b"},
+]
+cryptography = [
+    {file = "cryptography-37.0.2-cp36-abi3-macosx_10_10_universal2.whl", hash = "sha256:ef15c2df7656763b4ff20a9bc4381d8352e6640cfeb95c2972c38ef508e75181"},
+    {file = "cryptography-37.0.2-cp36-abi3-macosx_10_10_x86_64.whl", hash = "sha256:3c81599befb4d4f3d7648ed3217e00d21a9341a9a688ecdd615ff72ffbed7336"},
+    {file = "cryptography-37.0.2-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:2bd1096476aaac820426239ab534b636c77d71af66c547b9ddcd76eb9c79e004"},
+    {file = "cryptography-37.0.2-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:31fe38d14d2e5f787e0aecef831457da6cec68e0bb09a35835b0b44ae8b988fe"},
+    {file = "cryptography-37.0.2-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:093cb351031656d3ee2f4fa1be579a8c69c754cf874206be1d4cf3b542042804"},
+    {file = "cryptography-37.0.2-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:59b281eab51e1b6b6afa525af2bd93c16d49358404f814fe2c2410058623928c"},
+    {file = "cryptography-37.0.2-cp36-abi3-manylinux_2_24_x86_64.whl", hash = "sha256:0cc20f655157d4cfc7bada909dc5cc228211b075ba8407c46467f63597c78178"},
+    {file = "cryptography-37.0.2-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:f8ec91983e638a9bcd75b39f1396e5c0dc2330cbd9ce4accefe68717e6779e0a"},
+    {file = "cryptography-37.0.2-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:46f4c544f6557a2fefa7ac8ac7d1b17bf9b647bd20b16decc8fbcab7117fbc15"},
+    {file = "cryptography-37.0.2-cp36-abi3-win32.whl", hash = "sha256:731c8abd27693323b348518ed0e0705713a36d79fdbd969ad968fbef0979a7e0"},
+    {file = "cryptography-37.0.2-cp36-abi3-win_amd64.whl", hash = "sha256:471e0d70201c069f74c837983189949aa0d24bb2d751b57e26e3761f2f782b8d"},
+    {file = "cryptography-37.0.2-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a68254dd88021f24a68b613d8c51d5c5e74d735878b9e32cc0adf19d1f10aaf9"},
+    {file = "cryptography-37.0.2-pp37-pypy37_pp73-manylinux_2_24_x86_64.whl", hash = "sha256:a7d5137e556cc0ea418dca6186deabe9129cee318618eb1ffecbd35bee55ddc1"},
+    {file = "cryptography-37.0.2-pp38-pypy38_pp73-macosx_10_10_x86_64.whl", hash = "sha256:aeaba7b5e756ea52c8861c133c596afe93dd716cbcacae23b80bc238202dc023"},
+    {file = "cryptography-37.0.2-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:95e590dd70642eb2079d280420a888190aa040ad20f19ec8c6e097e38aa29e06"},
+    {file = "cryptography-37.0.2-pp38-pypy38_pp73-manylinux_2_24_x86_64.whl", hash = "sha256:1b9362d34363f2c71b7853f6251219298124aa4cc2075ae2932e64c91a3e2717"},
+    {file = "cryptography-37.0.2-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:e53258e69874a306fcecb88b7534d61820db8a98655662a3dd2ec7f1afd9132f"},
+    {file = "cryptography-37.0.2-pp39-pypy39_pp73-macosx_10_10_x86_64.whl", hash = "sha256:1f3bfbd611db5cb58ca82f3deb35e83af34bb8cf06043fa61500157d50a70982"},
+    {file = "cryptography-37.0.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:419c57d7b63f5ec38b1199a9521d77d7d1754eb97827bbb773162073ccd8c8d4"},
+    {file = "cryptography-37.0.2-pp39-pypy39_pp73-manylinux_2_24_x86_64.whl", hash = "sha256:dc26bb134452081859aa21d4990474ddb7e863aa39e60d1592800a8865a702de"},
+    {file = "cryptography-37.0.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:3b8398b3d0efc420e777c40c16764d6870bcef2eb383df9c6dbb9ffe12c64452"},
+    {file = "cryptography-37.0.2.tar.gz", hash = "sha256:f224ad253cc9cea7568f49077007d2263efa57396a2f2f78114066fd54b5c68e"},
+]
+docutils = [
+    {file = "docutils-0.18.1-py2.py3-none-any.whl", hash = "sha256:23010f129180089fbcd3bc08cfefccb3b890b0050e1ca00c867036e9d161b98c"},
+    {file = "docutils-0.18.1.tar.gz", hash = "sha256:679987caf361a7539d76e584cbeddc311e3aee937877c87346f31debc63e9d06"},
+]
+dotty-dict = [
+    {file = "dotty_dict-1.3.0.tar.gz", hash = "sha256:eb0035a3629ecd84397a68f1f42f1e94abd1c34577a19cd3eacad331ee7cbaf0"},
+]
+flake8 = [
+    {file = "flake8-4.0.1-py2.py3-none-any.whl", hash = "sha256:479b1304f72536a55948cb40a32dce8bb0ffe3501e26eaf292c7e60eb5e0428d"},
+    {file = "flake8-4.0.1.tar.gz", hash = "sha256:806e034dda44114815e23c16ef92f95c91e4c71100ff52813adf7132a6ad870d"},
+]
+gitdb = [
+    {file = "gitdb-4.0.9-py3-none-any.whl", hash = "sha256:8033ad4e853066ba6ca92050b9df2f89301b8fc8bf7e9324d412a63f8bf1a8fd"},
+    {file = "gitdb-4.0.9.tar.gz", hash = "sha256:bac2fd45c0a1c9cf619e63a90d62bdc63892ef92387424b855792a6cabe789aa"},
+]
+gitpython = [
+    {file = "GitPython-3.1.27-py3-none-any.whl", hash = "sha256:5b68b000463593e05ff2b261acff0ff0972df8ab1b70d3cdbd41b546c8b8fc3d"},
+    {file = "GitPython-3.1.27.tar.gz", hash = "sha256:1c885ce809e8ba2d88a29befeb385fcea06338d3640712b59ca623c220bb5704"},
+]
+idna = [
+    {file = "idna-3.3-py3-none-any.whl", hash = "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff"},
+    {file = "idna-3.3.tar.gz", hash = "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"},
+]
+importlib-metadata = [
+    {file = "importlib_metadata-4.11.4-py3-none-any.whl", hash = "sha256:c58c8eb8a762858f49e18436ff552e83914778e50e9d2f1660535ffb364552ec"},
+    {file = "importlib_metadata-4.11.4.tar.gz", hash = "sha256:5d26852efe48c0a32b0509ffbc583fda1a2266545a78d104a6f4aff3db17d700"},
+]
+iniconfig = [
+    {file = "iniconfig-1.1.1-py2.py3-none-any.whl", hash = "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3"},
+    {file = "iniconfig-1.1.1.tar.gz", hash = "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"},
+]
+invoke = [
+    {file = "invoke-1.7.1-py3-none-any.whl", hash = "sha256:2dc975b4f92be0c0a174ad2d063010c8a1fdb5e9389d69871001118b4fcac4fb"},
+    {file = "invoke-1.7.1.tar.gz", hash = "sha256:7b6deaf585eee0a848205d0b8c0014b9bf6f287a8eb798818a642dff1df14b19"},
+]
+isort = [
+    {file = "isort-5.10.1-py3-none-any.whl", hash = "sha256:6f62d78e2f89b4500b080fe3a81690850cd254227f27f75c3a0c491a1f351ba7"},
+    {file = "isort-5.10.1.tar.gz", hash = "sha256:e8443a5e7a020e9d7f97f1d7d9cd17c88bcb3bc7e218bf9cf5095fe550be2951"},
+]
+jeepney = [
+    {file = "jeepney-0.8.0-py3-none-any.whl", hash = "sha256:c0a454ad016ca575060802ee4d590dd912e35c122fa04e70306de3d076cce755"},
+    {file = "jeepney-0.8.0.tar.gz", hash = "sha256:5efe48d255973902f6badc3ce55e2aa6c5c3b3bc642059ef3a91247bcfcc5806"},
+]
+joblib = [
+    {file = "joblib-1.1.0-py2.py3-none-any.whl", hash = "sha256:f21f109b3c7ff9d95f8387f752d0d9c34a02aa2f7060c2135f465da0e5160ff6"},
+    {file = "joblib-1.1.0.tar.gz", hash = "sha256:4158fcecd13733f8be669be0683b96ebdbbd38d23559f54dca7205aea1bf1e35"},
+]
+keyring = [
+    {file = "keyring-23.5.1-py3-none-any.whl", hash = "sha256:9ef58314bcc823f426b49ec787539a2d73571b37de4cd498f839803b01acff1e"},
+    {file = "keyring-23.5.1.tar.gz", hash = "sha256:dee502cdf18a98211bef428eea11456a33c00718b2f08524fd5727c7f424bffd"},
+]
+lxml = [
+    {file = "lxml-4.9.0-cp27-cp27m-macosx_10_15_x86_64.whl", hash = "sha256:b5031d151d6147eac53366d6ec87da84cd4d8c5e80b1d9948a667a7164116e39"},
+    {file = "lxml-4.9.0-cp27-cp27m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:5d52e1173f52020392f593f87a6af2d4055dd800574a5cb0af4ea3878801d307"},
+    {file = "lxml-4.9.0-cp27-cp27m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:3af00ee88376022589ceeb8170eb67dacf5f7cd625ea59fa0977d719777d4ae8"},
+    {file = "lxml-4.9.0-cp27-cp27m-win32.whl", hash = "sha256:1057356b808d149bc14eb8f37bb89129f237df488661c1e0fc0376ca90e1d2c3"},
+    {file = "lxml-4.9.0-cp27-cp27m-win_amd64.whl", hash = "sha256:f6d23a01921b741774f35e924d418a43cf03eca1444f3fdfd7978d35a5aaab8b"},
+    {file = "lxml-4.9.0-cp27-cp27mu-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:56e19fb6e4b8bd07fb20028d03d3bc67bcc0621347fbde64f248e44839771756"},
+    {file = "lxml-4.9.0-cp27-cp27mu-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:4cd69bca464e892ea4ed544ba6a7850aaff6f8d792f8055a10638db60acbac18"},
+    {file = "lxml-4.9.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:94b181dd2777890139e49a5336bf3a9a3378ce66132c665fe8db4e8b7683cde2"},
+    {file = "lxml-4.9.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:607224ffae9a0cf0a2f6e14f5f6bce43e83a6fbdaa647891729c103bdd6a5593"},
+    {file = "lxml-4.9.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:11d62c97ceff9bab94b6b29c010ea5fb6831743459bb759c917f49ba75601cd0"},
+    {file = "lxml-4.9.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:70a198030d26f5e569367f0f04509b63256faa76a22886280eea69a4f535dd40"},
+    {file = "lxml-4.9.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:3cf816aed8125cfc9e6e5c6c31ff94278320d591bd7970c4a0233bee0d1c8790"},
+    {file = "lxml-4.9.0-cp310-cp310-win32.whl", hash = "sha256:65b3b5f12c6fb5611e79157214f3cd533083f9b058bf2fc8a1c5cc5ee40fdc5a"},
+    {file = "lxml-4.9.0-cp310-cp310-win_amd64.whl", hash = "sha256:0aa4cce579512c33373ca4c5e23c21e40c1aa1a33533a75e51b654834fd0e4f2"},
+    {file = "lxml-4.9.0-cp35-cp35m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:63419db39df8dc5564f6f103102c4665f7e4d9cb64030e98cf7a74eae5d5760d"},
+    {file = "lxml-4.9.0-cp35-cp35m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:d8e5021e770b0a3084c30dda5901d5fce6d4474feaf0ced8f8e5a82702502fbb"},
+    {file = "lxml-4.9.0-cp35-cp35m-win32.whl", hash = "sha256:f17b9df97c5ecdfb56c5e85b3c9df9831246df698f8581c6e111ac664c7c656e"},
+    {file = "lxml-4.9.0-cp35-cp35m-win_amd64.whl", hash = "sha256:75da29a0752c8f2395df0115ac1681cefbdd4418676015be8178b733704cbff2"},
+    {file = "lxml-4.9.0-cp36-cp36m-macosx_10_15_x86_64.whl", hash = "sha256:e4d020ecf3740b7312bacab2cb966bb720fd4d3490562d373b4ad91dd1857c0d"},
+    {file = "lxml-4.9.0-cp36-cp36m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:b71c52d69b91af7d18c13aef1b0cc3baee36b78607c711eb14a52bf3aa7c815e"},
+    {file = "lxml-4.9.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:28cf04a1a38e961d4a764d2940af9b941b66263ed5584392ef875ee9c1e360a3"},
+    {file = "lxml-4.9.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:915ecf7d486df17cc65aeefdb680d5ad4390cc8c857cf8db3fe241ed234f856a"},
+    {file = "lxml-4.9.0-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:e564d5a771b4015f34166a05ea2165b7e283635c41b1347696117f780084b46d"},
+    {file = "lxml-4.9.0-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:c2a57755e366e0ac7ebdb3e9207f159c3bf1afed02392ab18453ce81f5ee92ee"},
+    {file = "lxml-4.9.0-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:00f3a6f88fd5f4357844dd91a1abac5f466c6799f1b7f1da2df6665253845b11"},
+    {file = "lxml-4.9.0-cp36-cp36m-win32.whl", hash = "sha256:9093a359a86650a3dbd6532c3e4d21a6f58ba2cb60d0e72db0848115d24c10ba"},
+    {file = "lxml-4.9.0-cp36-cp36m-win_amd64.whl", hash = "sha256:d1690c4d37674a5f0cdafbc5ed7e360800afcf06928c2a024c779c046891bf09"},
+    {file = "lxml-4.9.0-cp37-cp37m-macosx_10_15_x86_64.whl", hash = "sha256:6af7f51a6010748fc1bb71917318d953c9673e4ae3f6d285aaf93ef5b2eb11c1"},
+    {file = "lxml-4.9.0-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:eabdbe04ee0a7e760fa6cd9e799d2b020d098c580ba99107d52e1e5e538b1ecb"},
+    {file = "lxml-4.9.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:b1e22f3ee4d75ca261b6bffbf64f6f178cb194b1be3191065a09f8d98828daa9"},
+    {file = "lxml-4.9.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:53b0410b220766321759f7f9066da67b1d0d4a7f6636a477984cbb1d98483955"},
+    {file = "lxml-4.9.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d76da27f5e3e9bc40eba6ed7a9e985f57547e98cf20521d91215707f2fb57e0f"},
+    {file = "lxml-4.9.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:686565ac77ff94a8965c11829af253d9e2ce3bf0d9225b1d2eb5c4d4666d0dca"},
+    {file = "lxml-4.9.0-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:b62d1431b4c40cda43cc986f19b8c86b1d2ae8918cfc00f4776fdf070b65c0c4"},
+    {file = "lxml-4.9.0-cp37-cp37m-win32.whl", hash = "sha256:4becd16750ca5c2a1b1588269322b2cebd10c07738f336c922b658dbab96a61c"},
+    {file = "lxml-4.9.0-cp37-cp37m-win_amd64.whl", hash = "sha256:e35a298691b9e10e5a5631f8f0ba605b30ebe19208dc8f58b670462f53753641"},
+    {file = "lxml-4.9.0-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:aa7447bf7c1a15ef24e2b86a277b585dd3f055e8890ac7f97374d170187daa97"},
+    {file = "lxml-4.9.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:612ef8f2795a89ba3a1d4c8c1af84d8453fd53ee611aa5ad460fdd2cab426fc2"},
+    {file = "lxml-4.9.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:1bfb791a8fcdbf55d1d41b8be940393687bec0e9b12733f0796668086d1a23ff"},
+    {file = "lxml-4.9.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:024684e0c5cfa121c22140d3a0898a3a9b2ea0f0fd2c229b6658af4bdf1155e5"},
+    {file = "lxml-4.9.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:81c29c8741fa07ecec8ec7417c3d8d1e2f18cf5a10a280f4e1c3f8c3590228b2"},
+    {file = "lxml-4.9.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:6467626fa74f96f4d80fc6ec2555799e97fff8f36e0bfc7f67769f83e59cff40"},
+    {file = "lxml-4.9.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:9cae837b988f44925d14d048fa6a8c54f197c8b1223fd9ee9c27084f84606143"},
+    {file = "lxml-4.9.0-cp38-cp38-win32.whl", hash = "sha256:5a49ad78543925e1a4196e20c9c54492afa4f1502c2a563f73097e2044c75190"},
+    {file = "lxml-4.9.0-cp38-cp38-win_amd64.whl", hash = "sha256:bb7c1b029e54e26e01b1d1d912fc21abb65650d16ea9a191d026def4ed0859ed"},
+    {file = "lxml-4.9.0-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:d0d03b9636f1326772e6854459728676354d4c7731dae9902b180e2065ba3da6"},
+    {file = "lxml-4.9.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:9af19eb789d674b59a9bee5005779757aab857c40bf9cc313cb01eafac55ce55"},
+    {file = "lxml-4.9.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:dd00d28d1ab5fa7627f5abc957f29a6338a7395b724571a8cbff8fbed83aaa82"},
+    {file = "lxml-4.9.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:754a1dd04bff8a509a31146bd8f3a5dc8191a8694d582dd5fb71ff09f0722c22"},
+    {file = "lxml-4.9.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:b7679344f2270840dc5babc9ccbedbc04f7473c1f66d4676bb01680c0db85bcc"},
+    {file = "lxml-4.9.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:d882c2f3345261e898b9f604be76b61c901fbfa4ac32e3f51d5dc1edc89da3cb"},
+    {file = "lxml-4.9.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:4e97c8fc761ad63909198acc892f34c20f37f3baa2c50a62d5ec5d7f1efc68a1"},
+    {file = "lxml-4.9.0-cp39-cp39-win32.whl", hash = "sha256:cf9ec915857d260511399ab87e1e70fa13d6b2972258f8e620a3959468edfc32"},
+    {file = "lxml-4.9.0-cp39-cp39-win_amd64.whl", hash = "sha256:1254a79f8a67a3908de725caf59eae62d86738f6387b0a34b32e02abd6ae73db"},
+    {file = "lxml-4.9.0-pp37-pypy37_pp73-macosx_10_15_x86_64.whl", hash = "sha256:03370ec37fe562238d385e2c53089076dee53aabf8325cab964fdb04a9130fa0"},
+    {file = "lxml-4.9.0-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:f386def57742aacc3d864169dfce644a8c396f95aa35b41b69df53f558d56dd0"},
+    {file = "lxml-4.9.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:ea3f2e9eb41f973f73619e88bf7bd950b16b4c2ce73d15f24a11800ce1eaf276"},
+    {file = "lxml-4.9.0-pp38-pypy38_pp73-macosx_10_15_x86_64.whl", hash = "sha256:2d10659e6e5c53298e6d718fd126e793285bff904bb71d7239a17218f6a197b7"},
+    {file = "lxml-4.9.0-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:fcdf70191f0d1761d190a436db06a46f05af60e1410e1507935f0332280c9268"},
+    {file = "lxml-4.9.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:2b9c2341d96926b0d0e132e5c49ef85eb53fa92ae1c3a70f9072f3db0d32bc07"},
+    {file = "lxml-4.9.0-pp39-pypy39_pp73-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_24_i686.whl", hash = "sha256:615886ee84b6f42f1bdf1852a9669b5fe3b96b6ff27f1a7a330b67ad9911200a"},
+    {file = "lxml-4.9.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:94f2e45b054dd759bed137b6e14ae8625495f7d90ddd23cf62c7a68f72b62656"},
+    {file = "lxml-4.9.0.tar.gz", hash = "sha256:520461c36727268a989790aef08884347cd41f2d8ae855489ccf40b50321d8d7"},
+]
+mccabe = [
+    {file = "mccabe-0.6.1-py2.py3-none-any.whl", hash = "sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42"},
+    {file = "mccabe-0.6.1.tar.gz", hash = "sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f"},
+]
+mypy = [
+    {file = "mypy-0.961-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:697540876638ce349b01b6786bc6094ccdaba88af446a9abb967293ce6eaa2b0"},
+    {file = "mypy-0.961-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b117650592e1782819829605a193360a08aa99f1fc23d1d71e1a75a142dc7e15"},
+    {file = "mypy-0.961-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:bdd5ca340beffb8c44cb9dc26697628d1b88c6bddf5c2f6eb308c46f269bb6f3"},
+    {file = "mypy-0.961-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:3e09f1f983a71d0672bbc97ae33ee3709d10c779beb613febc36805a6e28bb4e"},
+    {file = "mypy-0.961-cp310-cp310-win_amd64.whl", hash = "sha256:e999229b9f3198c0c880d5e269f9f8129c8862451ce53a011326cad38b9ccd24"},
+    {file = "mypy-0.961-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:b24be97351084b11582fef18d79004b3e4db572219deee0212078f7cf6352723"},
+    {file = "mypy-0.961-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:f4a21d01fc0ba4e31d82f0fff195682e29f9401a8bdb7173891070eb260aeb3b"},
+    {file = "mypy-0.961-cp36-cp36m-win_amd64.whl", hash = "sha256:439c726a3b3da7ca84a0199a8ab444cd8896d95012c4a6c4a0d808e3147abf5d"},
+    {file = "mypy-0.961-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:5a0b53747f713f490affdceef835d8f0cb7285187a6a44c33821b6d1f46ed813"},
+    {file = "mypy-0.961-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:0e9f70df36405c25cc530a86eeda1e0867863d9471fe76d1273c783df3d35c2e"},
+    {file = "mypy-0.961-cp37-cp37m-win_amd64.whl", hash = "sha256:b88f784e9e35dcaa075519096dc947a388319cb86811b6af621e3523980f1c8a"},
+    {file = "mypy-0.961-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:d5aaf1edaa7692490f72bdb9fbd941fbf2e201713523bdb3f4038be0af8846c6"},
+    {file = "mypy-0.961-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:9f5f5a74085d9a81a1f9c78081d60a0040c3efb3f28e5c9912b900adf59a16e6"},
+    {file = "mypy-0.961-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:f4b794db44168a4fc886e3450201365c9526a522c46ba089b55e1f11c163750d"},
+    {file = "mypy-0.961-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:64759a273d590040a592e0f4186539858c948302c653c2eac840c7a3cd29e51b"},
+    {file = "mypy-0.961-cp38-cp38-win_amd64.whl", hash = "sha256:63e85a03770ebf403291ec50097954cc5caf2a9205c888ce3a61bd3f82e17569"},
+    {file = "mypy-0.961-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:5f1332964963d4832a94bebc10f13d3279be3ce8f6c64da563d6ee6e2eeda932"},
+    {file = "mypy-0.961-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:006be38474216b833eca29ff6b73e143386f352e10e9c2fbe76aa8549e5554f5"},
+    {file = "mypy-0.961-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:9940e6916ed9371809b35b2154baf1f684acba935cd09928952310fbddaba648"},
+    {file = "mypy-0.961-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:a5ea0875a049de1b63b972456542f04643daf320d27dc592d7c3d9cd5d9bf950"},
+    {file = "mypy-0.961-cp39-cp39-win_amd64.whl", hash = "sha256:1ece702f29270ec6af25db8cf6185c04c02311c6bb21a69f423d40e527b75c56"},
+    {file = "mypy-0.961-py3-none-any.whl", hash = "sha256:03c6cc893e7563e7b2949b969e63f02c000b32502a1b4d1314cabe391aa87d66"},
+    {file = "mypy-0.961.tar.gz", hash = "sha256:f730d56cb924d371c26b8eaddeea3cc07d78ff51c521c6d04899ac6904b75492"},
+]
+mypy-extensions = [
+    {file = "mypy_extensions-0.4.3-py2.py3-none-any.whl", hash = "sha256:090fedd75945a69ae91ce1303b5824f428daf5a028d2f6ab8a299250a846f15d"},
+    {file = "mypy_extensions-0.4.3.tar.gz", hash = "sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8"},
+]
+numpy = [
+    {file = "numpy-1.22.4-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:ba9ead61dfb5d971d77b6c131a9dbee62294a932bf6a356e48c75ae684e635b3"},
+    {file = "numpy-1.22.4-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:1ce7ab2053e36c0a71e7a13a7475bd3b1f54750b4b433adc96313e127b870887"},
+    {file = "numpy-1.22.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:7228ad13744f63575b3a972d7ee4fd61815b2879998e70930d4ccf9ec721dce0"},
+    {file = "numpy-1.22.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:43a8ca7391b626b4c4fe20aefe79fec683279e31e7c79716863b4b25021e0e74"},
+    {file = "numpy-1.22.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a911e317e8c826ea632205e63ed8507e0dc877dcdc49744584dfc363df9ca08c"},
+    {file = "numpy-1.22.4-cp310-cp310-win32.whl", hash = "sha256:9ce7df0abeabe7fbd8ccbf343dc0db72f68549856b863ae3dd580255d009648e"},
+    {file = "numpy-1.22.4-cp310-cp310-win_amd64.whl", hash = "sha256:3e1ffa4748168e1cc8d3cde93f006fe92b5421396221a02f2274aab6ac83b077"},
+    {file = "numpy-1.22.4-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:59d55e634968b8f77d3fd674a3cf0b96e85147cd6556ec64ade018f27e9479e1"},
+    {file = "numpy-1.22.4-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:c1d937820db6e43bec43e8d016b9b3165dcb42892ea9f106c70fb13d430ffe72"},
+    {file = "numpy-1.22.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d4c5d5eb2ec8da0b4f50c9a843393971f31f1d60be87e0fb0917a49133d257d6"},
+    {file = "numpy-1.22.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:64f56fc53a2d18b1924abd15745e30d82a5782b2cab3429aceecc6875bd5add0"},
+    {file = "numpy-1.22.4-cp38-cp38-win32.whl", hash = "sha256:fb7a980c81dd932381f8228a426df8aeb70d59bbcda2af075b627bbc50207cba"},
+    {file = "numpy-1.22.4-cp38-cp38-win_amd64.whl", hash = "sha256:e96d7f3096a36c8754207ab89d4b3282ba7b49ea140e4973591852c77d09eb76"},
+    {file = "numpy-1.22.4-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:4c6036521f11a731ce0648f10c18ae66d7143865f19f7299943c985cdc95afb5"},
+    {file = "numpy-1.22.4-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:b89bf9b94b3d624e7bb480344e91f68c1c6c75f026ed6755955117de00917a7c"},
+    {file = "numpy-1.22.4-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2d487e06ecbf1dc2f18e7efce82ded4f705f4bd0cd02677ffccfb39e5c284c7e"},
+    {file = "numpy-1.22.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f3eb268dbd5cfaffd9448113539e44e2dd1c5ca9ce25576f7c04a5453edc26fa"},
+    {file = "numpy-1.22.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:37431a77ceb9307c28382c9773da9f306435135fae6b80b62a11c53cfedd8802"},
+    {file = "numpy-1.22.4-cp39-cp39-win32.whl", hash = "sha256:cc7f00008eb7d3f2489fca6f334ec19ca63e31371be28fd5dad955b16ec285bd"},
+    {file = "numpy-1.22.4-cp39-cp39-win_amd64.whl", hash = "sha256:f0725df166cf4785c0bc4cbfb320203182b1ecd30fee6e541c8752a92df6aa32"},
+    {file = "numpy-1.22.4-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0791fbd1e43bf74b3502133207e378901272f3c156c4df4954cad833b1380207"},
+    {file = "numpy-1.22.4.zip", hash = "sha256:425b390e4619f58d8526b3dcf656dde069133ae5c240229821f01b5f44ea07af"},
+]
+packaging = [
+    {file = "packaging-21.3-py3-none-any.whl", hash = "sha256:ef103e05f519cdc783ae24ea4e2e0f508a9c99b2d4969652eed6a2e1ea5bd522"},
+    {file = "packaging-21.3.tar.gz", hash = "sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb"},
+]
+pandas = [
+    {file = "pandas-1.4.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:be67c782c4f1b1f24c2f16a157e12c2693fd510f8df18e3287c77f33d124ed07"},
+    {file = "pandas-1.4.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5a206afa84ed20e07603f50d22b5f0db3fb556486d8c2462d8bc364831a4b417"},
+    {file = "pandas-1.4.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0010771bd9223f7afe5f051eb47c4a49534345dfa144f2f5470b27189a4dd3b5"},
+    {file = "pandas-1.4.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3228198333dd13c90b6434ddf61aa6d57deaca98cf7b654f4ad68a2db84f8cfe"},
+    {file = "pandas-1.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5b79af3a69e5175c6fa7b4e046b21a646c8b74e92c6581a9d825687d92071b51"},
+    {file = "pandas-1.4.2-cp310-cp310-win_amd64.whl", hash = "sha256:5586cc95692564b441f4747c47c8a9746792e87b40a4680a2feb7794defb1ce3"},
+    {file = "pandas-1.4.2-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:061609334a8182ab500a90fe66d46f6f387de62d3a9cb9aa7e62e3146c712167"},
+    {file = "pandas-1.4.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:b8134651258bce418cb79c71adeff0a44090c98d955f6953168ba16cc285d9f7"},
+    {file = "pandas-1.4.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:df82739e00bb6daf4bba4479a40f38c718b598a84654cbd8bb498fd6b0aa8c16"},
+    {file = "pandas-1.4.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:385c52e85aaa8ea6a4c600a9b2821181a51f8be0aee3af6f2dcb41dafc4fc1d0"},
+    {file = "pandas-1.4.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:295872bf1a09758aba199992c3ecde455f01caf32266d50abc1a073e828a7b9d"},
+    {file = "pandas-1.4.2-cp38-cp38-win32.whl", hash = "sha256:95c1e422ced0199cf4a34385ff124b69412c4bc912011ce895582bee620dfcaa"},
+    {file = "pandas-1.4.2-cp38-cp38-win_amd64.whl", hash = "sha256:5c54ea4ef3823108cd4ec7fb27ccba4c3a775e0f83e39c5e17f5094cb17748bc"},
+    {file = "pandas-1.4.2-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:c072c7f06b9242c855ed8021ff970c0e8f8b10b35e2640c657d2a541c5950f59"},
+    {file = "pandas-1.4.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:f549097993744ff8c41b5e8f2f0d3cbfaabe89b4ae32c8c08ead6cc535b80139"},
+    {file = "pandas-1.4.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:ff08a14ef21d94cdf18eef7c569d66f2e24e0bc89350bcd7d243dd804e3b5eb2"},
+    {file = "pandas-1.4.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8c5bf555b6b0075294b73965adaafb39cf71c312e38c5935c93d78f41c19828a"},
+    {file = "pandas-1.4.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:51649ef604a945f781105a6d2ecf88db7da0f4868ac5d45c51cb66081c4d9c73"},
+    {file = "pandas-1.4.2-cp39-cp39-win32.whl", hash = "sha256:d0d4f13e4be7ce89d7057a786023c461dd9370040bdb5efa0a7fe76b556867a0"},
+    {file = "pandas-1.4.2-cp39-cp39-win_amd64.whl", hash = "sha256:09d8be7dd9e1c4c98224c4dfe8abd60d145d934e9fc1f5f411266308ae683e6a"},
+    {file = "pandas-1.4.2.tar.gz", hash = "sha256:92bc1fc585f1463ca827b45535957815b7deb218c549b7c18402c322c7549a12"},
+]
+pathspec = [
+    {file = "pathspec-0.9.0-py2.py3-none-any.whl", hash = "sha256:7d15c4ddb0b5c802d161efc417ec1a2558ea2653c2e8ad9c19098201dc1c993a"},
+    {file = "pathspec-0.9.0.tar.gz", hash = "sha256:e564499435a2673d586f6b2130bb5b95f04a3ba06f81b8f895b651a3c76aabb1"},
+]
+pkginfo = [
+    {file = "pkginfo-1.8.2-py2.py3-none-any.whl", hash = "sha256:c24c487c6a7f72c66e816ab1796b96ac6c3d14d49338293d2141664330b55ffc"},
+    {file = "pkginfo-1.8.2.tar.gz", hash = "sha256:542e0d0b6750e2e21c20179803e40ab50598d8066d51097a0e382cba9eb02bff"},
+]
+platformdirs = [
+    {file = "platformdirs-2.5.2-py3-none-any.whl", hash = "sha256:027d8e83a2d7de06bbac4e5ef7e023c02b863d7ea5d079477e722bb41ab25788"},
+    {file = "platformdirs-2.5.2.tar.gz", hash = "sha256:58c8abb07dcb441e6ee4b11d8df0ac856038f944ab98b7be6b27b2a3c7feef19"},
+]
+pluggy = [
+    {file = "pluggy-1.0.0-py2.py3-none-any.whl", hash = "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"},
+    {file = "pluggy-1.0.0.tar.gz", hash = "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159"},
+]
+py = [
+    {file = "py-1.11.0-py2.py3-none-any.whl", hash = "sha256:607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378"},
+    {file = "py-1.11.0.tar.gz", hash = "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719"},
+]
+pycodestyle = [
+    {file = "pycodestyle-2.8.0-py2.py3-none-any.whl", hash = "sha256:720f8b39dde8b293825e7ff02c475f3077124006db4f440dcbc9a20b76548a20"},
+    {file = "pycodestyle-2.8.0.tar.gz", hash = "sha256:eddd5847ef438ea1c7870ca7eb78a9d47ce0cdb4851a5523949f2601d0cbbe7f"},
+]
+pycparser = [
+    {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
+    {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
+]
+pyflakes = [
+    {file = "pyflakes-2.4.0-py2.py3-none-any.whl", hash = "sha256:3bb3a3f256f4b7968c9c788781e4ff07dce46bdf12339dcda61053375426ee2e"},
+    {file = "pyflakes-2.4.0.tar.gz", hash = "sha256:05a85c2872edf37a4ed30b0cce2f6093e1d0581f8c19d7393122da7e25b2b24c"},
+]
+pygments = [
+    {file = "Pygments-2.12.0-py3-none-any.whl", hash = "sha256:dc9c10fb40944260f6ed4c688ece0cd2048414940f1cea51b8b226318411c519"},
+    {file = "Pygments-2.12.0.tar.gz", hash = "sha256:5eb116118f9612ff1ee89ac96437bb6b49e8f04d8a13b514ba26f620208e26eb"},
+]
+pyparsing = [
+    {file = "pyparsing-3.0.9-py3-none-any.whl", hash = "sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc"},
+    {file = "pyparsing-3.0.9.tar.gz", hash = "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb"},
+]
+pytest = [
+    {file = "pytest-7.1.2-py3-none-any.whl", hash = "sha256:13d0e3ccfc2b6e26be000cb6568c832ba67ba32e719443bfe725814d3c42433c"},
+    {file = "pytest-7.1.2.tar.gz", hash = "sha256:a06a0425453864a270bc45e71f783330a7428defb4230fb5e6a731fde06ecd45"},
+]
+python-dateutil = [
+    {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
+    {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
+]
+python-gitlab = [
+    {file = "python-gitlab-3.4.0.tar.gz", hash = "sha256:6180b81ee2f265ad8d8412956a1740b4d3ceca7b28ae2f707dfe62375fed0082"},
+    {file = "python_gitlab-3.4.0-py3-none-any.whl", hash = "sha256:251b63f0589d51f854516948c84e9eb8df26e1e9dea595cf86b43f17c43007dd"},
+]
+python-semantic-release = [
+    {file = "python-semantic-release-7.28.1.tar.gz", hash = "sha256:d7f82b3d4c06b304d07689b8a1c7d0d448ff07c2ab81cd810c4f2f900f24c599"},
+    {file = "python_semantic_release-7.28.1-py3-none-any.whl", hash = "sha256:319c3e811d6e10bc3f0e967419eae0e5e9ba1e6745aa2fd94dd24e3995541ca2"},
+]
+pytz = [
+    {file = "pytz-2022.1-py2.py3-none-any.whl", hash = "sha256:e68985985296d9a66a881eb3193b0906246245294a881e7c8afe623866ac6a5c"},
+    {file = "pytz-2022.1.tar.gz", hash = "sha256:1e760e2fe6a8163bc0b3d9a19c4f84342afa0a2affebfaa84b01b978a02ecaa7"},
+]
+pywin32-ctypes = [
+    {file = "pywin32-ctypes-0.2.0.tar.gz", hash = "sha256:24ffc3b341d457d48e8922352130cf2644024a4ff09762a2261fd34c36ee5942"},
+    {file = "pywin32_ctypes-0.2.0-py2.py3-none-any.whl", hash = "sha256:9dc2d991b3479cc2df15930958b674a48a227d5361d413827a4cfd0b5876fc98"},
+]
+readme-renderer = [
+    {file = "readme_renderer-35.0-py3-none-any.whl", hash = "sha256:73b84905d091c31f36e50b4ae05ae2acead661f6a09a9abb4df7d2ddcdb6a698"},
+    {file = "readme_renderer-35.0.tar.gz", hash = "sha256:a727999acfc222fc21d82a12ed48c957c4989785e5865807c65a487d21677497"},
+]
+requests = [
+    {file = "requests-2.27.1-py2.py3-none-any.whl", hash = "sha256:f22fa1e554c9ddfd16e6e41ac79759e17be9e492b3587efa038054674760e72d"},
+    {file = "requests-2.27.1.tar.gz", hash = "sha256:68d7c56fd5a8999887728ef304a6d12edc7be74f1cfa47714fc8b414525c9a61"},
+]
+requests-toolbelt = [
+    {file = "requests-toolbelt-0.9.1.tar.gz", hash = "sha256:968089d4584ad4ad7c171454f0a5c6dac23971e9472521ea3b6d49d610aa6fc0"},
+    {file = "requests_toolbelt-0.9.1-py2.py3-none-any.whl", hash = "sha256:380606e1d10dc85c3bd47bf5a6095f815ec007be7a8b69c878507068df059e6f"},
+]
+rfc3986 = [
+    {file = "rfc3986-2.0.0-py2.py3-none-any.whl", hash = "sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd"},
+    {file = "rfc3986-2.0.0.tar.gz", hash = "sha256:97aacf9dbd4bfd829baad6e6309fa6573aaf1be3f6fa735c8ab05e46cecb261c"},
+]
+scikit-learn = [
+    {file = "scikit-learn-1.1.1.tar.gz", hash = "sha256:3e77b71e8e644f86c8b5be7f1c285ef597de4c384961389ee3e9ca36c445b256"},
+    {file = "scikit_learn-1.1.1-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:102f51797cd8944bf44a038d106848ddf2804f2c1edf7aea45fba81a4fdc4d80"},
+    {file = "scikit_learn-1.1.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:723cdb278b1fa57a55f68945bc4e501a2f12abe82f76e8d21e1806cbdbef6fc5"},
+    {file = "scikit_learn-1.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:33cf061ed0b79d647a3e4c3f6c52c412172836718a7cd4d11c1318d083300133"},
+    {file = "scikit_learn-1.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47464c110eaa9ed9d1fe108cb403510878c3d3a40f110618d2a19b2190a3e35c"},
+    {file = "scikit_learn-1.1.1-cp310-cp310-win_amd64.whl", hash = "sha256:542ccd2592fe7ad31f5c85fed3a3deb3e252383960a85e4b49a629353fffaba4"},
+    {file = "scikit_learn-1.1.1-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:3be10d8d325821ca366d4fe7083d87c40768f842f54371a9c908d97c45da16fc"},
+    {file = "scikit_learn-1.1.1-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:b2db720e13e697d912a87c1a51194e6fb085dc6d8323caa5ca51369ca6948f78"},
+    {file = "scikit_learn-1.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e851f8874398dcd50d1e174e810e9331563d189356e945b3271c0e19ee6f4d6f"},
+    {file = "scikit_learn-1.1.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b928869072366dc138762fe0929e7dc88413f8a469aebc6a64adc10a9226180c"},
+    {file = "scikit_learn-1.1.1-cp38-cp38-win32.whl", hash = "sha256:e9d228ced1214d67904f26fb820c8abbea12b2889cd4aa8cda20a4ca0ed781c1"},
+    {file = "scikit_learn-1.1.1-cp38-cp38-win_amd64.whl", hash = "sha256:f2d5b5d6e87d482e17696a7bfa03fe9515fdfe27e462a4ad37f3d7774a5e2fd6"},
+    {file = "scikit_learn-1.1.1-cp39-cp39-macosx_10_13_x86_64.whl", hash = "sha256:0403ad13f283e27d43b0ad875f187ec7f5d964903d92d1ed06c51439560ecea0"},
+    {file = "scikit_learn-1.1.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:8fe80df08f5b9cee5dd008eccc672e543976198d790c07e5337f7dfb67eaac05"},
+    {file = "scikit_learn-1.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8ff56d07b9507fbe07ca0f4e5c8f3e171f74a429f998da03e308166251316b34"},
+    {file = "scikit_learn-1.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c2dad2bfc502344b869d4a3f4aa7271b2a5f4fe41f7328f404844c51612e2c58"},
+    {file = "scikit_learn-1.1.1-cp39-cp39-win32.whl", hash = "sha256:22145b60fef02e597a8e7f061ebc7c51739215f11ce7fcd2ca9af22c31aa9f86"},
+    {file = "scikit_learn-1.1.1-cp39-cp39-win_amd64.whl", hash = "sha256:45c0f6ae523353f1d99b85469d746f9c497410adff5ba8b24423705b6956a86e"},
+]
+scipy = [
+    {file = "scipy-1.6.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:a15a1f3fc0abff33e792d6049161b7795909b40b97c6cc2934ed54384017ab76"},
+    {file = "scipy-1.6.1-cp37-cp37m-manylinux1_i686.whl", hash = "sha256:e79570979ccdc3d165456dd62041d9556fb9733b86b4b6d818af7a0afc15f092"},
+    {file = "scipy-1.6.1-cp37-cp37m-manylinux1_x86_64.whl", hash = "sha256:a423533c55fec61456dedee7b6ee7dce0bb6bfa395424ea374d25afa262be261"},
+    {file = "scipy-1.6.1-cp37-cp37m-manylinux2014_aarch64.whl", hash = "sha256:33d6b7df40d197bdd3049d64e8e680227151673465e5d85723b3b8f6b15a6ced"},
+    {file = "scipy-1.6.1-cp37-cp37m-win32.whl", hash = "sha256:6725e3fbb47da428794f243864f2297462e9ee448297c93ed1dcbc44335feb78"},
+    {file = "scipy-1.6.1-cp37-cp37m-win_amd64.whl", hash = "sha256:5fa9c6530b1661f1370bcd332a1e62ca7881785cc0f80c0d559b636567fab63c"},
+    {file = "scipy-1.6.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:bd50daf727f7c195e26f27467c85ce653d41df4358a25b32434a50d8870fc519"},
+    {file = "scipy-1.6.1-cp38-cp38-manylinux1_i686.whl", hash = "sha256:f46dd15335e8a320b0fb4685f58b7471702234cba8bb3442b69a3e1dc329c345"},
+    {file = "scipy-1.6.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:0e5b0ccf63155d90da576edd2768b66fb276446c371b73841e3503be1d63fb5d"},
+    {file = "scipy-1.6.1-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:2481efbb3740977e3c831edfd0bd9867be26387cacf24eb5e366a6a374d3d00d"},
+    {file = "scipy-1.6.1-cp38-cp38-win32.whl", hash = "sha256:68cb4c424112cd4be886b4d979c5497fba190714085f46b8ae67a5e4416c32b4"},
+    {file = "scipy-1.6.1-cp38-cp38-win_amd64.whl", hash = "sha256:5f331eeed0297232d2e6eea51b54e8278ed8bb10b099f69c44e2558c090d06bf"},
+    {file = "scipy-1.6.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:0c8a51d33556bf70367452d4d601d1742c0e806cd0194785914daf19775f0e67"},
+    {file = "scipy-1.6.1-cp39-cp39-manylinux1_i686.whl", hash = "sha256:83bf7c16245c15bc58ee76c5418e46ea1811edcc2e2b03041b804e46084ab627"},
+    {file = "scipy-1.6.1-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:794e768cc5f779736593046c9714e0f3a5940bc6dcc1dba885ad64cbfb28e9f0"},
+    {file = "scipy-1.6.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:5da5471aed911fe7e52b86bf9ea32fb55ae93e2f0fac66c32e58897cfb02fa07"},
+    {file = "scipy-1.6.1-cp39-cp39-win32.whl", hash = "sha256:8e403a337749ed40af60e537cc4d4c03febddcc56cd26e774c9b1b600a70d3e4"},
+    {file = "scipy-1.6.1-cp39-cp39-win_amd64.whl", hash = "sha256:a5193a098ae9f29af283dcf0041f762601faf2e595c0db1da929875b7570353f"},
+    {file = "scipy-1.6.1.tar.gz", hash = "sha256:c4fceb864890b6168e79b0e714c585dbe2fd4222768ee90bc1aa0f8218691b11"},
+]
+secretstorage = [
+    {file = "SecretStorage-3.3.2-py3-none-any.whl", hash = "sha256:755dc845b6ad76dcbcbc07ea3da75ae54bb1ea529eb72d15f83d26499a5df319"},
+    {file = "SecretStorage-3.3.2.tar.gz", hash = "sha256:0a8eb9645b320881c222e827c26f4cfcf55363e8b374a021981ef886657a912f"},
+]
+semver = [
+    {file = "semver-2.13.0-py2.py3-none-any.whl", hash = "sha256:ced8b23dceb22134307c1b8abfa523da14198793d9787ac838e70e29e77458d4"},
+    {file = "semver-2.13.0.tar.gz", hash = "sha256:fa0fe2722ee1c3f57eac478820c3a5ae2f624af8264cbdf9000c980ff7f75e3f"},
+]
+setuptools-scm = [
+    {file = "setuptools_scm-6.4.2-py3-none-any.whl", hash = "sha256:acea13255093849de7ccb11af9e1fb8bde7067783450cee9ef7a93139bddf6d4"},
+    {file = "setuptools_scm-6.4.2.tar.gz", hash = "sha256:6833ac65c6ed9711a4d5d2266f8024cfa07c533a0e55f4c12f6eff280a5a9e30"},
+]
+six = [
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
+sklearn = [
+    {file = "sklearn-0.0.tar.gz", hash = "sha256:e23001573aa194b834122d2b9562459bf5ae494a2d59ca6b8aa22c85a44c0e31"},
+]
+smmap = [
+    {file = "smmap-5.0.0-py3-none-any.whl", hash = "sha256:2aba19d6a040e78d8b09de5c57e96207b09ed71d8e55ce0959eeee6c8e190d94"},
+    {file = "smmap-5.0.0.tar.gz", hash = "sha256:c840e62059cd3be204b0c9c9f74be2c09d5648eddd4580d9314c3ecde0b30936"},
+]
+threadpoolctl = [
+    {file = "threadpoolctl-3.1.0-py3-none-any.whl", hash = "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b"},
+    {file = "threadpoolctl-3.1.0.tar.gz", hash = "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"},
+]
+tomli = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
+tomlkit = [
+    {file = "tomlkit-0.10.2-py3-none-any.whl", hash = "sha256:905cf92c2111ef80d355708f47ac24ad1b6fc2adc5107455940088c9bbecaedb"},
+    {file = "tomlkit-0.10.2.tar.gz", hash = "sha256:30d54c0b914e595f3d10a87888599eab5321a2a69abc773bbefff51599b72db6"},
+]
+tqdm = [
+    {file = "tqdm-4.64.0-py2.py3-none-any.whl", hash = "sha256:74a2cdefe14d11442cedf3ba4e21a3b84ff9a2dbdc6cfae2c34addb2a14a5ea6"},
+    {file = "tqdm-4.64.0.tar.gz", hash = "sha256:40be55d30e200777a307a7585aee69e4eabb46b4ec6a4b4a5f2d9f11e7d5408d"},
+]
+twine = [
+    {file = "twine-3.8.0-py3-none-any.whl", hash = "sha256:d0550fca9dc19f3d5e8eadfce0c227294df0a2a951251a4385797c8a6198b7c8"},
+    {file = "twine-3.8.0.tar.gz", hash = "sha256:8efa52658e0ae770686a13b675569328f1fba9837e5de1867bfe5f46a9aefe19"},
+]
+typing-extensions = [
+    {file = "typing_extensions-4.2.0-py3-none-any.whl", hash = "sha256:6657594ee297170d19f67d55c05852a874e7eb634f4f753dbd667855e07c1708"},
+    {file = "typing_extensions-4.2.0.tar.gz", hash = "sha256:f1c24655a0da0d1b67f07e17a5e6b2a105894e6824b92096378bb3668ef02376"},
+]
+urllib3 = [
+    {file = "urllib3-1.26.9-py2.py3-none-any.whl", hash = "sha256:44ece4d53fb1706f667c9bd1c648f5469a2ec925fcf3a776667042d645472c14"},
+    {file = "urllib3-1.26.9.tar.gz", hash = "sha256:aabaf16477806a5e1dd19aa41f8c2b7950dd3c746362d7e3223dbe6de6ac448e"},
+]
+webencodings = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+zipp = [
+    {file = "zipp-3.8.0-py3-none-any.whl", hash = "sha256:c4f6e5bbf48e74f7a38e7cc5b0480ff42b0ae5178957d564d18932525d5cf099"},
+    {file = "zipp-3.8.0.tar.gz", hash = "sha256:56bf8aadb83c24db6c4b577e13de374ccfb67da2078beba1d037c17980bf43ad"},
+]
diff --git a/pyproject.toml b/pyproject.toml
index d39131d..ba8e5c8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,61 +1,59 @@
-[tool.poetry]
-name = "failures-analysis"
-version = "1.0.2"
-description = " failures-analysis package provides fast and reliable way to find and group similar failures in test automation."
-authors = ["Tatu Aalto"]
-license = "Apache-2.0"
-readme = "README.md"
-homepage = "https://github.com/F-Secure/failures-analysis"
-classifiers = [
-    "Development Status :: 3 - Alpha",
-    "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.8",
-    "Programming Language :: Python :: 3.9",
-    "Programming Language :: Python :: 3.10",
-    "License :: OSI Approved :: Apache Software License",
-    "Operating System :: OS Independent",
-    "Topic :: Software Development :: Testing",
-]
-packages = [
-    { include = "failure_analysis", from="."}
-]
-
-[tool.poetry.scripts]
-failures-analysis = "failure_analysis.failure_analysis:main"
-
-[tool.poetry.urls]
-"Change log" = "https://github.com/F-Secure/failures-analysis/blob/main/CHANGELOG.md"
-
-[tool.poetry.dependencies]
-python = "^3.8"
-jellyfish = "^0.9.0"
-numpy = "^1.22.4"
-pandas = "^1.4.2"
-sklearn = "^0.0"
-lxml = "^4.9.0"
-python-Levenshtein = "^0.12.2"
-
-[tool.poetry.dev-dependencies]
-pytest = "^7.1.2"
-black = "^22.3.0"
-isort = "^5.10.1"
-invoke = "^1.7.1"
-mypy = "^0.961"
-flake8 = "^4.0.1"
-python-semantic-release = "7.28.1"
-
-[build-system]
-requires = ["poetry-core>=1.0.0"]
-build-backend = "poetry.core.masonry.api"
-
-[tool.black]
-line-length = 120
-target-version = ['py38']
-
-[tool.semantic_release]
-version_toml  = [
-    "pyproject.toml:tool.poetry.version",
-    "failure_analysis/__init__.py:__version__"
-]
-branch = "main"
-build_command = "poetry build"
+[tool.poetry]
+name = "failures-analysis"
+version = "1.0.2"
+description = " failures-analysis package provides fast and reliable way to find and group similar failures in test automation."
+authors = ["Tatu Aalto"]
+license = "Apache-2.0"
+readme = "README.md"
+homepage = "https://github.com/F-Secure/failures-analysis"
+classifiers = [
+    "Development Status :: 3 - Alpha",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "License :: OSI Approved :: Apache Software License",
+    "Operating System :: OS Independent",
+    "Topic :: Software Development :: Testing",
+]
+packages = [
+    { include = "failure_analysis", from="."}
+]
+
+[tool.poetry.scripts]
+failures-analysis = "failure_analysis.failure_analysis:main"
+
+[tool.poetry.urls]
+"Change log" = "https://github.com/F-Secure/failures-analysis/blob/main/CHANGELOG.md"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+numpy = "^1.22.4"
+pandas = "^1.4.2"
+sklearn = "^0.0"
+lxml = "^4.9.0"
+
+[tool.poetry.dev-dependencies]
+pytest = "^7.1.2"
+black = "^22.3.0"
+isort = "^5.10.1"
+invoke = "^1.7.1"
+mypy = "^0.961"
+flake8 = "^4.0.1"
+python-semantic-release = "7.28.1"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.black]
+line-length = 120
+target-version = ['py38']
+
+[tool.semantic_release]
+version_toml  = [
+    "pyproject.toml:tool.poetry.version",
+    "failure_analysis/__init__.py:__version__"
+]
+branch = "main"
+build_command = "poetry build"

From da4436309d8fd445a0e03809fe38546f215557cb Mon Sep 17 00:00:00 2001
From: Tatu Aalto <tatu.aalto@f-secure.com>
Date: Tue, 7 Jun 2022 17:18:57 +0300
Subject: [PATCH 2/3] test: make test easier to understand

---
 failure_analysis/failure_analysis.py          | 15 +--
 poetry.lock                                   | 98 ++++++++++++++++++-
 pyproject.toml                                |  1 +
 utest/test_similarity.py                      | 19 ++--
 ...imilarity.test_console_output.approved.txt | 13 +++
 ...similarity.test_finding_files.approved.txt | 12 +++
 6 files changed, 130 insertions(+), 28 deletions(-)
 create mode 100644 utest/test_similarity.test_console_output.approved.txt
 create mode 100644 utest/test_similarity.test_finding_files.approved.txt

diff --git a/failure_analysis/failure_analysis.py b/failure_analysis/failure_analysis.py
index a9d3742..f412df2 100644
--- a/failure_analysis/failure_analysis.py
+++ b/failure_analysis/failure_analysis.py
@@ -35,12 +35,6 @@ def parse_xml(path: Path):
     return failure, testname, filename, classname
 
 
-def jaccard_similarity(list1, list2):
-    s1 = set(list1)
-    s2 = set(list2)
-    return float(len(s1.intersection(s2)) / len(s1.union(s2)))
-
-
 def cosine_sim_vectors(vec1, vec2):
     """Takes in 2 vectors and returns a cosine similiarity between two vectors."""
     vec1 = vec1.reshape(1, -1)
@@ -49,19 +43,14 @@ def cosine_sim_vectors(vec1, vec2):
 
 
 def score_failures(failures):
-    """takes in a list of tuples of failures and returns 5 lists of 5 different string similiarity algorithms.
+    """takes in a list of tuples of failures and returns a lists of cosine similarity.
 
-    sm_ratios, list of similiarity scores between two items in a tuple
     coss, a list of cosine similiarity scores between two items in a tuple
-    jaccards, a list of jaccard scores between two items in a tuple
-    jaros, a list of jaro scores between two items in a tuple
-    levens, a list of levenshtein ratio scores between two items in a tuple
     """
     coss = []
     for failure in failures:
         str1 = failure[0]
         str2 = failure[1]
-
         vectorizer = CountVectorizer().fit_transform([str1, str2])
         vectors = vectorizer.toarray()
         cos = cosine_sim_vectors(vectors[0], vectors[1])
@@ -83,8 +72,6 @@ def run(path: str):
     failures = list(itertools.permutations(failure, 2))
     filenames = list(itertools.permutations(filename, 2))
     classnames = list(itertools.permutations(classname, 2))
-
-    # sm_ratios, coss, jaccards, jaros, levens = score_failures(failures)
     coss = score_failures(failures)
 
     items = [
diff --git a/poetry.lock b/poetry.lock
index 2ab0ed5..1421fe2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,34 @@
+[[package]]
+name = "allpairspy"
+version = "2.5.0"
+description = "Pairwise test combinations generator"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.dependencies]
+six = ">=1.10.0,<2.0.0"
+
+[package.extras]
+build = ["twine", "wheel"]
+release = ["releasecmd (>=0.0.18,<0.1.0)"]
+test = ["pytest"]
+
+[[package]]
+name = "approvaltests"
+version = "5.2.0"
+description = "Assertion/verification library to aid testing"
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+allpairspy = ">=2.1.0"
+beautifulsoup4 = ">=4.4.0"
+empty-files = ">=0.0.3"
+pyperclip = ">=1.5.29"
+pytest = ">=4.0.0"
+
 [[package]]
 name = "atomicwrites"
 version = "1.4.0"
@@ -20,6 +51,21 @@ 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"]
 
+[[package]]
+name = "beautifulsoup4"
+version = "4.11.1"
+description = "Screen-scraping library"
+category = "dev"
+optional = false
+python-versions = ">=3.6.0"
+
+[package.dependencies]
+soupsieve = ">1.2"
+
+[package.extras]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
 [[package]]
 name = "black"
 version = "22.3.0"
@@ -156,6 +202,17 @@ python-versions = "*"
 [package.dependencies]
 setuptools_scm = "*"
 
+[[package]]
+name = "empty-files"
+version = "0.0.3"
+description = "Serves empty files of many types"
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+requests = "*"
+
 [[package]]
 name = "flake8"
 version = "4.0.1"
@@ -465,6 +522,14 @@ python-versions = ">=3.6.8"
 [package.extras]
 diagrams = ["railroad-diagrams", "jinja2"]
 
+[[package]]
+name = "pyperclip"
+version = "1.8.2"
+description = "A cross-platform clipboard module for Python. (Only handles plain text for now.)"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "pytest"
 version = "7.1.2"
@@ -705,6 +770,14 @@ category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "soupsieve"
+version = "2.3.2.post1"
+description = "A modern CSS selector implementation for Beautiful Soup."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "threadpoolctl"
 version = "3.1.0"
@@ -810,9 +883,17 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8"
-content-hash = "4353d240684c7b236a0f85ba0746704ddb79005832676733f36fe2de4a6101fc"
+content-hash = "7b6ac9ae759a0c18e388a395495d026de08a057973a44b722928259c68388c93"
 
 [metadata.files]
+allpairspy = [
+    {file = "allpairspy-2.5.0-py2.py3-none-any.whl", hash = "sha256:66dbcb30c22a2c73e1cccae9ae7093f8e18bdf542e4ba2864ce822463735b5b4"},
+    {file = "allpairspy-2.5.0.tar.gz", hash = "sha256:9358484c91abe74ba18daf9d6d6904c5be7cc8818397d05248c9d336023c28b1"},
+]
+approvaltests = [
+    {file = "approvaltests-5.2.0-py3-none-any.whl", hash = "sha256:ecc11325e23e647079c01795d9e482570244c893fce89dc7baa8676721796423"},
+    {file = "approvaltests-5.2.0.tar.gz", hash = "sha256:a3a6bd2abb4e675d297af6949388dd08ad5d9617db81d89ffa7abb9dbce45b8f"},
+]
 atomicwrites = [
     {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"},
     {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
@@ -821,6 +902,10 @@ attrs = [
     {file = "attrs-21.4.0-py2.py3-none-any.whl", hash = "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4"},
     {file = "attrs-21.4.0.tar.gz", hash = "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"},
 ]
+beautifulsoup4 = [
+    {file = "beautifulsoup4-4.11.1-py3-none-any.whl", hash = "sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30"},
+    {file = "beautifulsoup4-4.11.1.tar.gz", hash = "sha256:ad9aa55b65ef2808eb405f46cf74df7fcb7044d5cbc26487f96eb2ef2e436693"},
+]
 black = [
     {file = "black-22.3.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:2497f9c2386572e28921fa8bec7be3e51de6801f7459dffd6e62492531c47e09"},
     {file = "black-22.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5795a0375eb87bfe902e80e0c8cfaedf8af4d49694d69161e5bd3206c18618bb"},
@@ -953,6 +1038,10 @@ docutils = [
 dotty-dict = [
     {file = "dotty_dict-1.3.0.tar.gz", hash = "sha256:eb0035a3629ecd84397a68f1f42f1e94abd1c34577a19cd3eacad331ee7cbaf0"},
 ]
+empty-files = [
+    {file = "empty-files-0.0.3.tar.gz", hash = "sha256:87277db100a3bfdafc2ba18f6094cd37090e257058fb1c0b15873a89e1003149"},
+    {file = "empty_files-0.0.3-py3-none-any.whl", hash = "sha256:ec464f7f88a028d4567b380d57983fc4ffb79147538626690cd94c33090cd216"},
+]
 flake8 = [
     {file = "flake8-4.0.1-py2.py3-none-any.whl", hash = "sha256:479b1304f72536a55948cb40a32dce8bb0ffe3501e26eaf292c7e60eb5e0428d"},
     {file = "flake8-4.0.1.tar.gz", hash = "sha256:806e034dda44114815e23c16ef92f95c91e4c71100ff52813adf7132a6ad870d"},
@@ -1186,6 +1275,9 @@ pyparsing = [
     {file = "pyparsing-3.0.9-py3-none-any.whl", hash = "sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc"},
     {file = "pyparsing-3.0.9.tar.gz", hash = "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb"},
 ]
+pyperclip = [
+    {file = "pyperclip-1.8.2.tar.gz", hash = "sha256:105254a8b04934f0bc84e9c24eb360a591aaf6535c9def5f29d92af107a9bf57"},
+]
 pytest = [
     {file = "pytest-7.1.2-py3-none-any.whl", hash = "sha256:13d0e3ccfc2b6e26be000cb6568c832ba67ba32e719443bfe725814d3c42433c"},
     {file = "pytest-7.1.2.tar.gz", hash = "sha256:a06a0425453864a270bc45e71f783330a7428defb4230fb5e6a731fde06ecd45"},
@@ -1290,6 +1382,10 @@ smmap = [
     {file = "smmap-5.0.0-py3-none-any.whl", hash = "sha256:2aba19d6a040e78d8b09de5c57e96207b09ed71d8e55ce0959eeee6c8e190d94"},
     {file = "smmap-5.0.0.tar.gz", hash = "sha256:c840e62059cd3be204b0c9c9f74be2c09d5648eddd4580d9314c3ecde0b30936"},
 ]
+soupsieve = [
+    {file = "soupsieve-2.3.2.post1-py3-none-any.whl", hash = "sha256:3b2503d3c7084a42b1ebd08116e5f81aadfaea95863628c80a3b774a11b7c759"},
+    {file = "soupsieve-2.3.2.post1.tar.gz", hash = "sha256:fc53893b3da2c33de295667a0e19f078c14bf86544af307354de5fcf12a3f30d"},
+]
 threadpoolctl = [
     {file = "threadpoolctl-3.1.0-py3-none-any.whl", hash = "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b"},
     {file = "threadpoolctl-3.1.0.tar.gz", hash = "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"},
diff --git a/pyproject.toml b/pyproject.toml
index ba8e5c8..2a82a7a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -41,6 +41,7 @@ invoke = "^1.7.1"
 mypy = "^0.961"
 flake8 = "^4.0.1"
 python-semantic-release = "7.28.1"
+approvaltests = "^5.2.0"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
diff --git a/utest/test_similarity.py b/utest/test_similarity.py
index 0525074..2cfdada 100644
--- a/utest/test_similarity.py
+++ b/utest/test_similarity.py
@@ -6,8 +6,9 @@
 import itertools
 
 import pytest
+from approvaltests import verify
 
-from failure_analysis.failure_analysis import jaccard_similarity, cosine_sim_vectors, score_failures, run
+from failure_analysis.failure_analysis import cosine_sim_vectors, score_failures, run
 
 UTEST_ROOT = Path(__file__).resolve().parent
 XUNIT_FILES_DIR = UTEST_ROOT / "resources"
@@ -34,14 +35,6 @@ def test_02():
 """  # noqa: W291
 
 
-def test_jaccard_similarity():
-    list1 = ["one", "two"]
-    list2 = ["one", "two"]
-    list3 = ["three", "four"]
-    assert jaccard_similarity(list1, list2) == 1
-    assert jaccard_similarity(list1, list3) == 0
-
-
 def test_cosine_sim_vectors():
     vector1 = np.array([1, 1, 1])
     vector2 = np.array([1, 1, 1])
@@ -63,9 +56,7 @@ def test_invalid_path():
 def test_console_output(capsys):
     run(str(XUNIT_FILES_DIR))
     captured = capsys.readouterr()
-    assert EXPECTED_OUTPUT_START in captured.out
-    assert EXPECTED_OUTPUT_END in captured.out
-    assert "test_me.py:6: AssertionError\n" in captured.out
+    verify(captured.out)
 
 
 def test_no_failures(capsys):
@@ -83,7 +74,7 @@ def test_no_failures(capsys):
             assert captured.out == "NO FAILURES FOUND"
 
 
-def test_finding_files():
+def test_finding_files(capsys):
     with tempfile.TemporaryDirectory() as temp_folder:
         folder_match_filter_patters = Path(temp_folder) / "xmlxml"
         folder_match_filter_patters.mkdir(parents=True)
@@ -91,3 +82,5 @@ def test_finding_files():
         shutil.copy(FAIL_01_FILE_PATH, folder_match_filter_patters / FAIL_01_FILE_NAME)
         shutil.copy(FAIL_02_FILE_PATH, folder_match_filter_patters / FAIL_02_FILE_NAME)
         run(temp_folder)
+        captured = capsys.readouterr()
+        verify(captured.out)
diff --git a/utest/test_similarity.test_console_output.approved.txt b/utest/test_similarity.test_console_output.approved.txt
new file mode 100644
index 0000000..12f2005
--- /dev/null
+++ b/utest/test_similarity.test_console_output.approved.txt
@@ -0,0 +1,13 @@
+============== FAILURE START =================
+def test_02():
+>       assert False
+E       assert False
+
+
+tests\test_me.py:6: AssertionError
+============== FAILURE END =================
+                                         cos
+suitename2    testname2 filename2           
+tests.test_me test_02   failing_01_.xml  1.0
+                        failing_02_.xml  1.0
+                        failing_03_.xml  1.0
diff --git a/utest/test_similarity.test_finding_files.approved.txt b/utest/test_similarity.test_finding_files.approved.txt
new file mode 100644
index 0000000..7132c0a
--- /dev/null
+++ b/utest/test_similarity.test_finding_files.approved.txt
@@ -0,0 +1,12 @@
+============== FAILURE START =================
+def test_02():
+>       assert False
+E       assert False
+
+
+tests\test_me.py:6: AssertionError
+============== FAILURE END =================
+                                         cos
+suitename2    testname2 filename2           
+tests.test_me test_02   failing_01_.xml  1.0
+                        failing_02_.xml  1.0

From e5e0a956a8f6813839628101fc7b229abb3ad502 Mon Sep 17 00:00:00 2001
From: Tatu Aalto <tatu.aalto@f-secure.com>
Date: Tue, 7 Jun 2022 17:24:20 +0300
Subject: [PATCH 3/3] test: fix test import

---
 utest/test_similarity.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utest/test_similarity.py b/utest/test_similarity.py
index 2cfdada..1c07ce0 100644
--- a/utest/test_similarity.py
+++ b/utest/test_similarity.py
@@ -6,7 +6,7 @@
 import itertools
 
 import pytest
-from approvaltests import verify
+from approvaltests import verify  # type: ignore
 
 from failure_analysis.failure_analysis import cosine_sim_vectors, score_failures, run