diff --git a/.github/workflows/ci_workflow.yml b/.github/workflows/ci_workflow.yml
index f22b919..e05d312 100644
--- a/.github/workflows/ci_workflow.yml
+++ b/.github/workflows/ci_workflow.yml
@@ -12,24 +12,27 @@ jobs:
     strategy:
       matrix:
         # Only lint using the primary version used for dev
-        python-version: ["3.9"]
+        python-version: ["3.12"]
 
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install Poetry
+    - name: Install tools
+      env:
+        PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         python -m pip install --upgrade pip
-        pip install poetry==1.2.*
+        pipx install poetry
+        pipx install tox
     - name: Install dependencies
       run: |
         poetry install
-    - name: Run lint command from tox.ini
+    - name: Lint
       run: |
-        poetry run tox -e lint
+        tox -e lint
 
   pytest:
 
@@ -37,19 +40,29 @@ jobs:
     env:
       GITHUB_TOKEN: ${{secrets.GITHUB_TOKEN}}
     strategy:
+      fail-fast: false
       matrix:
-        python-version: ["3.7", "3.8", "3.9", "3.10"]
+        python-version:
+        - "3.13"
+        - "3.12"
+        - "3.11"
+        - "3.10"
+        - "3.9"
+        - "3.8"
 
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
-    - name: Install Poetry
+        allow-prereleases: true
+    - name: Install tools
+      env:
+        PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         python -m pip install --upgrade pip
-        pip install poetry==1.2.*
+        pipx install poetry
     - name: Install dependencies
       run: |
         poetry install
diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
new file mode 100644
index 0000000..3796143
--- /dev/null
+++ b/.github/workflows/constraints.txt
@@ -0,0 +1,3 @@
+pip==24.2
+poetry==1.8.3
+tox==4.18.0
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..67d9940
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,29 @@
+ci:
+  autofix_prs: true
+  autofix_commit_msg: '[pre-commit.ci] auto fixes'
+  autoupdate_schedule: weekly
+  autoupdate_commit_msg: 'chore(deps): pre-commit autoupdate'
+  skip:
+  - check-dependabot
+
+repos:
+- repo: https://github.com/pre-commit/pre-commit
+  rev: v3.8.0
+  hooks:
+  - id: validate_manifest
+
+- repo: https://github.com/pre-commit/pre-commit-hooks
+  rev: v4.6.0
+  hooks:
+  - id: check-json
+    exclude: "\\.vscode/.*.json"
+  - id: check-toml
+  - id: check-yaml
+  - id: end-of-file-fixer
+  - id: trailing-whitespace
+
+- repo: https://github.com/astral-sh/ruff-pre-commit
+  rev: v0.5.7
+  hooks:
+  - id: ruff
+  - id: ruff-format
diff --git a/poetry.lock b/poetry.lock
index ad3b8db..0c33c30 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -11,36 +11,24 @@ files = [
     {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
 ]
 
-[[package]]
-name = "atomicwrites"
-version = "1.4.1"
-description = "Atomic file writes."
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "atomicwrites-1.4.1.tar.gz", hash = "sha256:81b2c9071a49367a7f770170e5eec8cb66567cfbbc8c73d20ce5ca4a8d71cf11"},
-]
-
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
+    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
-[package.dependencies]
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
-
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "backoff"
@@ -93,42 +81,6 @@ files = [
     {file = "backports_datetime_fromisoformat-2.0.1-pp39-pypy39_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:91042b53de903e3725209ad6d69b6994ae4819614c0decd62d05dfea23f35e2b"},
 ]
 
-[[package]]
-name = "black"
-version = "22.12.0"
-description = "The uncompromising code formatter."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "black-22.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9eedd20838bd5d75b80c9f5487dbcb06836a43833a37846cf1d8c1cc01cef59d"},
-    {file = "black-22.12.0-cp310-cp310-win_amd64.whl", hash = "sha256:159a46a4947f73387b4d83e87ea006dbb2337eab6c879620a3ba52699b1f4351"},
-    {file = "black-22.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d30b212bffeb1e252b31dd269dfae69dd17e06d92b87ad26e23890f3efea366f"},
-    {file = "black-22.12.0-cp311-cp311-win_amd64.whl", hash = "sha256:7412e75863aa5c5411886804678b7d083c7c28421210180d67dfd8cf1221e1f4"},
-    {file = "black-22.12.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c116eed0efb9ff870ded8b62fe9f28dd61ef6e9ddd28d83d7d264a38417dcee2"},
-    {file = "black-22.12.0-cp37-cp37m-win_amd64.whl", hash = "sha256:1f58cbe16dfe8c12b7434e50ff889fa479072096d79f0a7f25e4ab8e94cd8350"},
-    {file = "black-22.12.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77d86c9f3db9b1bf6761244bc0b3572a546f5fe37917a044e02f3166d5aafa7d"},
-    {file = "black-22.12.0-cp38-cp38-win_amd64.whl", hash = "sha256:82d9fe8fee3401e02e79767016b4907820a7dc28d70d137eb397b92ef3cc5bfc"},
-    {file = "black-22.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:101c69b23df9b44247bd88e1d7e90154336ac4992502d4197bdac35dd7ee3320"},
-    {file = "black-22.12.0-cp39-cp39-win_amd64.whl", hash = "sha256:559c7a1ba9a006226f09e4916060982fd27334ae1998e7a38b3f33a37f7a2148"},
-    {file = "black-22.12.0-py3-none-any.whl", hash = "sha256:436cc9167dd28040ad90d3b404aec22cedf24a6e4d7de221bec2730ec0c97bcf"},
-    {file = "black-22.12.0.tar.gz", hash = "sha256:229351e5a18ca30f447bf724d007f890f97e13af070bb6ad4c0a441cd7596a2f"},
-]
-
-[package.dependencies]
-click = ">=8.0.0"
-mypy-extensions = ">=0.4.3"
-pathspec = ">=0.9.0"
-platformdirs = ">=2"
-tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
-typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\" and implementation_name == \"cpython\""}
-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 = "boto3"
 version = "1.33.13"
@@ -172,189 +124,127 @@ crt = ["awscrt (==0.19.17)"]
 
 [[package]]
 name = "certifi"
-version = "2023.5.7"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.5.7-py3-none-any.whl", hash = "sha256:c6c2e98f5c7869efca1f8916fed228dd91539f9f1b444c314c06eef02980c716"},
-    {file = "certifi-2023.5.7.tar.gz", hash = "sha256:0f0d56dc5a6ad56fd4ba36484d6cc34451e1c6548c61daad8c320169f91eddc7"},
+    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
+    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
 ]
 
-[[package]]
-name = "cffi"
-version = "1.15.1"
-description = "Foreign Function Interface for Python calling C code."
-optional = false
-python-versions = "*"
-files = [
-    {file = "cffi-1.15.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:a66d3508133af6e8548451b25058d5812812ec3798c886bf38ed24a98216fab2"},
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 colorama = {version = "*", markers = "platform_system == \"Windows\""}
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 [[package]]
 name = "colorama"
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 ]
 
 [package.extras]
-docs = ["Sphinx", "docutils (<0.18)"]
+docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
 files = [
-    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
-    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
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 ]
 
 [[package]]
 name = "importlib-metadata"
-version = "4.13.0"
+version = "8.2.0"
 description = "Read metadata from Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "importlib-resources"
-version = "5.12.0"
+version = "6.4.0"
 description = "Read resources from Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
+    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
 ]
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
 [[package]]
 name = "inflection"
@@ -731,23 +529,6 @@ files = [
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
 ]
 
-[[package]]
-name = "isort"
-version = "5.11.5"
-description = "A Python utility / library to sort Python imports."
-optional = false
-python-versions = ">=3.7.0"
-files = [
-    {file = "isort-5.11.5-py3-none-any.whl", hash = "sha256:ba1d72fb2595a01c7895a5128f9585a5cc4b6d395f1c8d514989b9a7eb2a8746"},
-    {file = "isort-5.11.5.tar.gz", hash = "sha256:6be1f76a507cb2ecf16c7cf14a37e41609ca082330be4e3436a18ef74add55db"},
-]
-
-[package.extras]
-colors = ["colorama (>=0.4.3,<0.5.0)"]
-pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"]
-plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
-
 [[package]]
 name = "jmespath"
 version = "1.0.1"
@@ -761,184 +542,136 @@ files = [
 
 [[package]]
 name = "joblib"
-version = "1.2.0"
+version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "joblib-1.2.0-py3-none-any.whl", hash = "sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385"},
-    {file = "joblib-1.2.0.tar.gz", hash = "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"},
+    {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
+    {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
 ]
 
 [[package]]
 name = "jsonpath-ng"
-version = "1.5.3"
+version = "1.6.1"
 description = "A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators and providing clear AST for metaprogramming."
 optional = false
 python-versions = "*"
 files = [
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+    {file = "jsonpath-ng-1.6.1.tar.gz", hash = "sha256:086c37ba4917304850bd837aeab806670224d3f038fe2833ff593a672ef0a5fa"},
+    {file = "jsonpath_ng-1.6.1-py3-none-any.whl", hash = "sha256:8f22cd8273d7772eea9aaa84d922e0841aa36fdb8a2c6b7f6c3791a16a9bc0be"},
 ]
 
 [package.dependencies]
-decorator = "*"
 ply = "*"
-six = "*"
 
 [[package]]
 name = "jsonschema"
-version = "4.17.3"
+version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"},
-    {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"},
+    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
 ]
 
 [package.dependencies]
-attrs = ">=17.4.0"
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+attrs = ">=22.2.0"
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+jsonschema-specifications = ">=2023.03.6"
 pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
-pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
+referencing = ">=0.28.4"
+rpds-py = ">=0.7.1"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
-name = "mccabe"
-version = "0.6.1"
-description = "McCabe checker, plugin for flake8"
+name = "jsonschema-specifications"
+version = "2023.12.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
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-
 [[package]]
 name = "pkgutil-resolve-name"
 version = "1.3.10"
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 description = "plugin and hook calling mechanisms for python"
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+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
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 [package.dependencies]
@@ -1156,13 +747,13 @@ six = ">=1.5"
 
 [[package]]
 name = "python-dotenv"
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+version = "1.0.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
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 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
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-joblib = ">=1.0.1"
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 jsonpath-ng = ">=1.5.3"
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 packaging = ">=23.1"
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-python-dateutil = ">=2.8.2"
 python-dotenv = ">=0.20"
-pytz = ">=2022.2.1"
 PyYAML = ">=6.0"
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 requests = ">=2.25.1"
 simpleeval = ">=0.9.13"
 simplejson = ">=3.17.6"
@@ -1443,8 +1192,10 @@ typing-extensions = ">=4.5.0"
 urllib3 = ">=1.26,<2"
 
 [package.extras]
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-parquet = ["numpy (<1.22)", "numpy (>=1.22)", "numpy (>=1.22,<1.25)", "pyarrow (>=11,<13)", "pyarrow (>=13)"]
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+faker = ["faker (>=22.5,<27.0)"]
+jwt = ["PyJWT (>=2.4,<3.0)", "cryptography (>=3.4.6)"]
+parquet = ["numpy (>=1.22)", "numpy (>=1.22,<1.25)", "pyarrow (>=13)"]
 s3 = ["fs-s3fs (>=1.1.1)"]
 testing = ["pytest (>=7.2.1)", "pytest-durations (>=1.2.0)"]
 
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-python-versions = "*"
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-
 [[package]]
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 description = "Database Abstraction Library"
 optional = false
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+typing-extensions = ">=4.6.0"
 
 [package.extras]
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 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
 mssql-pyodbc = ["pyodbc"]
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+mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=7)", "cx-oracle (>=7,<8)"]
+oracle = ["cx_oracle (>=8)"]
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 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
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+postgresql-psycopg = ["psycopg (>=3.0.7)"]
 postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
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-sqlcipher = ["sqlcipher3-binary"]
-
-[[package]]
-name = "toml"
-version = "0.10.2"
-description = "Python Library for Tom's Obvious, Minimal Language"
-optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
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+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "tomli"
@@ -1568,162 +1309,59 @@ files = [
 ]
 
 [[package]]
-name = "tox"
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-description = "tox is a generic virtualenv management and test command line tool"
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-[package.dependencies]
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-
-[package.extras]
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-
-[[package]]
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-    {file = "typed_ast-1.4.3.tar.gz", hash = "sha256:fb1bbeac803adea29cedd70781399c99138358c26d05fcbd23c13016b7f5ec65"},
-]
-
-[[package]]
-name = "types-requests"
-version = "2.31.0.1"
-description = "Typing stubs for requests"
-optional = false
-python-versions = "*"
-files = [
-    {file = "types-requests-2.31.0.1.tar.gz", hash = "sha256:3de667cffa123ce698591de0ad7db034a5317457a596eb0b4944e5a9d9e8d1ac"},
-    {file = "types_requests-2.31.0.1-py3-none-any.whl", hash = "sha256:afb06ef8f25ba83d59a1d424bd7a5a939082f94b94e90ab5e6116bd2559deaa3"},
-]
-
-[package.dependencies]
-types-urllib3 = "*"
-
-[[package]]
-name = "types-urllib3"
-version = "1.26.25.13"
-description = "Typing stubs for urllib3"
-optional = false
-python-versions = "*"
-files = [
-    {file = "types-urllib3-1.26.25.13.tar.gz", hash = "sha256:3300538c9dc11dad32eae4827ac313f5d986b8b21494801f1bf97a1ac6c03ae5"},
-    {file = "types_urllib3-1.26.25.13-py3-none-any.whl", hash = "sha256:5dbd1d2bef14efee43f5318b5d36d805a489f6600252bb53626d4bfafd95e27c"},
+    {file = "types-pytz-2024.1.0.20240417.tar.gz", hash = "sha256:6810c8a1f68f21fdf0f4f374a432487c77645a0ac0b31de4bf4690cf21ad3981"},
+    {file = "types_pytz-2024.1.0.20240417-py3-none-any.whl", hash = "sha256:8335d443310e2db7b74e007414e74c4f53b67452c0cb0d228ca359ccfba59659"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.6.3"
-description = "Backported and Experimental Type Hints for Python 3.7+"
+version = "4.12.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.6.3-py3-none-any.whl", hash = "sha256:88a4153d8505aabbb4e13aacb7c486c2b4a33ca3b3f807914a9b4c844c471c26"},
-    {file = "typing_extensions-4.6.3.tar.gz", hash = "sha256:d91d5919357fe7f681a9f2b5b4cb2a5f1ef0a1e9f59c4d8ff0d3491e05c0ffd5"},
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
 [[package]]
 name = "urllib3"
-version = "1.26.16"
+version = "1.26.19"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
-    {file = "urllib3-1.26.16-py2.py3-none-any.whl", hash = "sha256:8d36afa7616d8ab714608411b4a3b13e58f463aee519024578e062e141dce20f"},
-    {file = "urllib3-1.26.16.tar.gz", hash = "sha256:8f135f6502756bde6b2a9b28989df5fbe87c9970cecaa69041edcce7f0589b14"},
+    {file = "urllib3-1.26.19-py2.py3-none-any.whl", hash = "sha256:37a0344459b199fce0e80b0d3569837ec6b6937435c5244e7fd73fa6006830f3"},
+    {file = "urllib3-1.26.19.tar.gz", hash = "sha256:3e3d753a8618b86d7de333b4223005f68720bcd6a7d2bcb9fbd2229ec7c1e429"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
 secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
-[[package]]
-name = "virtualenv"
-version = "20.21.1"
-description = "Virtual Python Environment builder"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "virtualenv-20.21.1-py3-none-any.whl", hash = "sha256:09ddbe1af0c8ed2bb4d6ed226b9e6415718ad18aef9fa0ba023d96b7a8356049"},
-    {file = "virtualenv-20.21.1.tar.gz", hash = "sha256:4c104ccde994f8b108163cf9ba58f3d11511d9403de87fb9b4f52bf33dbc8668"},
-]
-
-[package.dependencies]
-distlib = ">=0.3.6,<1"
-filelock = ">=3.4.1,<4"
-importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.8\""}
-platformdirs = ">=2.4,<4"
-
-[package.extras]
-docs = ["furo (>=2023.3.27)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=22.12)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.3.1)", "pytest-env (>=0.8.1)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.10)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)"]
-
 [[package]]
 name = "zipp"
-version = "3.15.0"
+version = "3.20.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
-    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
+    {file = "zipp-3.20.0-py3-none-any.whl", hash = "sha256:58da6168be89f0be59beb194da1250516fdaa062ccebd30127ac65d30045e10d"},
+    {file = "zipp-3.20.0.tar.gz", hash = "sha256:0145e43d89664cfe1a2e533adc75adafed82fe2da404b4bbb6b026c0157bdb31"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
-
-[extras]
-s3 = ["fs-s3fs"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "<3.11,>=3.7.1"
-content-hash = "19d05f96ea08b66db72f9a546c51045546276ae338e1344ac6d0283f6dffe8f6"
+python-versions = ">=3.8"
+content-hash = "05f8a4ab00c1650b1d2b553d0fefa787edc57b2687bfb67d2e27b65225bae296"
diff --git a/pyproject.toml b/pyproject.toml
index fff1080..2c7eea7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,35 +7,35 @@ keywords = [
     "ELT",
     "CloudWatch",
 ]
-license = "Apache 2.0"
+license = "Apache-2.0"
 
 [tool.poetry.dependencies]
-python = "<3.11,>=3.7.1"
-requests = "^2.28.2"
-singer-sdk = "^0"
-fs-s3fs = { version = "^1.1.1", optional = true}
-boto3 = "^1.33.13"
-pytz = "^2024.1"
-
-[tool.poetry.extras]
-s3 = ["fs-s3fs"]
+python = ">=3.8"
+boto3 = "~=1.33.13"
+singer-sdk = "~=0.39.0"
+pytz = "==2024.1"
 
 [tool.poetry.group.dev.dependencies]
-pytest = "^6.2.5"
-tox = "^3.28.0"
-flake8 = "^3.9.2"
-pydocstyle = "^6.3.0"
-mypy = "^0.910"
-types-requests = "^2.28.11"
-isort = "^5.11.5"
-freezegun = "^1.2.2"
-black = "^22.12.0"
 coverage = "^7.2.1"
+freezegun = "^1.2.2"
+mypy = ">=1"
+pytest = ">=8"
+ruff = ">=0.5.7"
+types-pytz = "^2024.1.0.20240417"
 
-[tool.isort]
-profile = "black"
-multi_line_output = 3 # Vertical Hanging Indent
-src_paths = "tap_cloudwatch"
+[tool.ruff]
+line-length = 88
+
+[tool.ruff.lint]
+select = [
+    "B",   # flake8-bugbear
+    "E",   # pycodestyle errors
+    "F",   # Pyflakes
+    "FA",  # flake8-future-annotations
+    "I",   # isort
+    "UP",  # pyupgrade
+    "W",   # pycodestyle warnings
+]
 
 [build-system]
 requires = ["poetry-core>=1.0.8"]
diff --git a/tap_cloudwatch/client.py b/tap_cloudwatch/client.py
index 693e824..1b94f59 100644
--- a/tap_cloudwatch/client.py
+++ b/tap_cloudwatch/client.py
@@ -1,11 +1,16 @@
 """Custom client handling, including CloudWatchStream base class."""
 
-from typing import Iterable, Optional
+from __future__ import annotations
+
+import typing as t
 
 from singer_sdk.streams import Stream
 
 from tap_cloudwatch.cloudwatch_api import CloudwatchAPI
 
+if t.TYPE_CHECKING:
+    from singer_sdk.helpers.types import Context
+
 
 class CloudWatchStream(Stream):
     """Stream class for CloudWatch streams."""
@@ -47,7 +52,7 @@ def check_sorted(self) -> bool:
         # `2023-02-20 06:01:57.009`. For that reason it is disabled.
         return False
 
-    def get_records(self, context: Optional[dict]) -> Iterable[dict]:
+    def get_records(self, context: Context | None) -> t.Iterable[dict]:
         """Return a generator of record-type dictionary objects.
 
         The optional `context` argument is used to identify a specific slice of the
diff --git a/tap_cloudwatch/cloudwatch_api.py b/tap_cloudwatch/cloudwatch_api.py
index 4181405..6a51fe8 100644
--- a/tap_cloudwatch/cloudwatch_api.py
+++ b/tap_cloudwatch/cloudwatch_api.py
@@ -1,10 +1,11 @@
 """Class for interacting with Cloudwatch API."""
 
+from __future__ import annotations
+
 import os
 from collections import deque
 from datetime import datetime, timedelta, timezone
 from math import ceil
-from typing import Deque
 
 import boto3
 
@@ -106,7 +107,7 @@ def _get_completed_query(queue):
         return queue.popleft()
 
     def _iterate_batches(self, batch_windows, log_group, query):
-        queue: Deque["Subquery"] = deque()
+        queue: deque[Subquery] = deque()
 
         for start_ts, end_ts in batch_windows:
             if self._queue_is_full(queue):
diff --git a/tap_cloudwatch/streams.py b/tap_cloudwatch/streams.py
index fbeb7f5..be4769a 100644
--- a/tap_cloudwatch/streams.py
+++ b/tap_cloudwatch/streams.py
@@ -1,6 +1,6 @@
 """Stream type classes for tap-cloudwatch."""
 
-from typing import List
+from __future__ import annotations
 
 from singer_sdk import typing as th
 
@@ -11,13 +11,13 @@ class LogStream(CloudWatchStream):
     """Log stream."""
 
     name = "log"
-    primary_keys: List[str] = ["ptr"]
+    primary_keys: list[str] = ["ptr"]
     replication_key = "timestamp"
 
     @property
     def schema(self):
         """Dynamically detect the json schema for the stream."""
-        properties: List[th.Property] = []
+        properties: list[th.Property] = []
 
         # TODO: handle parse and unmask syntax
         # | parse @message "[*] *" as loggingType, loggingMessage
diff --git a/tap_cloudwatch/subquery.py b/tap_cloudwatch/subquery.py
index bf27cf0..944dcf9 100644
--- a/tap_cloudwatch/subquery.py
+++ b/tap_cloudwatch/subquery.py
@@ -1,4 +1,7 @@
 """Class for managing a Subquery."""
+
+from __future__ import annotations
+
 import logging
 import time
 from datetime import datetime
@@ -23,11 +26,9 @@ def __init__(self, client, start_ts, end_ts, log_group, query):
     def execute(self):
         """Run the query."""
         self.logger.info(
-            (
-                "Submitting query for batch from:"
-                f" `{datetime.utcfromtimestamp(self.start_ts).isoformat()} UTC` -"
-                f" `{datetime.utcfromtimestamp(self.end_ts).isoformat()} UTC`"
-            )
+            "Submitting query for batch from:"
+            f" `{datetime.utcfromtimestamp(self.start_ts).isoformat()} UTC` -"
+            f" `{datetime.utcfromtimestamp(self.end_ts).isoformat()} UTC`"
         )
         start_query_response = self.client.start_query(
             logGroupName=self.log_group,
@@ -42,11 +43,9 @@ def execute(self):
     def get_results(self, prev_start=None):
         """Get results from query and recurse if needed."""
         self.logger.info(
-            (
-                "Retrieving results for batch from:"
-                f" `{datetime.utcfromtimestamp(self.start_ts).isoformat()} UTC` -"
-                f" `{datetime.utcfromtimestamp(self.end_ts).isoformat()} UTC`"
-            )
+            "Retrieving results for batch from:"
+            f" `{datetime.utcfromtimestamp(self.start_ts).isoformat()} UTC` -"
+            f" `{datetime.utcfromtimestamp(self.end_ts).isoformat()} UTC`"
         )
         response = None
         retry = True
diff --git a/tap_cloudwatch/tap.py b/tap_cloudwatch/tap.py
index babbd8f..f053720 100644
--- a/tap_cloudwatch/tap.py
+++ b/tap_cloudwatch/tap.py
@@ -1,6 +1,6 @@
 """CloudWatch tap class."""
 
-from typing import List
+from __future__ import annotations
 
 from singer_sdk import Stream, Tap
 from singer_sdk import typing as th
@@ -109,7 +109,7 @@ class TapCloudWatch(Tap):
         ),
     ).to_dict()
 
-    def discover_streams(self) -> List[Stream]:
+    def discover_streams(self) -> list[Stream]:
         """Return a list of discovered streams."""
         return [stream_class(tap=self) for stream_class in STREAM_TYPES]
 
diff --git a/tap_cloudwatch/tests/__init__.py b/tests/__init__.py
similarity index 100%
rename from tap_cloudwatch/tests/__init__.py
rename to tests/__init__.py
diff --git a/tap_cloudwatch/tests/test_cloudwatch_api.py b/tests/test_cloudwatch_api.py
similarity index 100%
rename from tap_cloudwatch/tests/test_cloudwatch_api.py
rename to tests/test_cloudwatch_api.py
diff --git a/tap_cloudwatch/tests/test_core.py b/tests/test_core.py
similarity index 100%
rename from tap_cloudwatch/tests/test_core.py
rename to tests/test_core.py
diff --git a/tap_cloudwatch/tests/test_query.py b/tests/test_query.py
similarity index 100%
rename from tap_cloudwatch/tests/test_query.py
rename to tests/test_query.py
diff --git a/tap_cloudwatch/tests/utils.py b/tests/utils.py
similarity index 100%
rename from tap_cloudwatch/tests/utils.py
rename to tests/utils.py
diff --git a/tox.ini b/tox.ini
index 8426348..d2c9783 100644
--- a/tox.ini
+++ b/tox.ini
@@ -2,55 +2,42 @@
 
 [tox]
 envlist = py38
-; envlist = py37, py38, py39
 isolated_build = true
 
 [testenv]
-whitelist_externals = poetry
+allowlist_externals = poetry
 
 commands =
     poetry install -v
     poetry run coverage run -m pytest --capture=no
-    poetry run coverage html -d tap_cloudwatch/tests/codecoverage
-    poetry run black --check tap_cloudwatch/
-    poetry run isort --check tap_cloudwatch
-    poetry run flake8 tap_cloudwatch
-    poetry run pydocstyle tap_cloudwatch
-    poetry run mypy tap_cloudwatch --exclude='tap_cloudwatch/tests'
+    poetry run coverage html -d tests/codecoverage
+    poetry run ruff check .
+    poetry run ruff format --check .
+    poetry run mypy . --exclude='tests'
 
 [testenv:pytest]
 # Run the python tests.
 # To execute, run `tox -e pytest`
-envlist = py37, py38, py39, py310
+envlist = py{38,39,310,311,312,313}
 commands =
     poetry install -v
     poetry run coverage run -m pytest --capture=no
-    poetry run coverage html -d tap_cloudwatch/tests/codecoverage
+    poetry run coverage html -d tests/codecoverage
 
 [testenv:format]
 # Attempt to auto-resolve lint errors before they are raised.
 # To execute, run `tox -e format`
 commands =
     poetry install -v
-    poetry run black tap_cloudwatch/
-    poetry run isort tap_cloudwatch
+    poetry run ruff check --fix .
+    poetry run ruff format .
 
 [testenv:lint]
 # Raise an error if lint and style standards are not met.
 # To execute, run `tox -e lint`
 commands =
     poetry install -v
-    poetry run black --check --diff tap_cloudwatch/
-    poetry run isort --check tap_cloudwatch
-    poetry run flake8 tap_cloudwatch
-    poetry run pydocstyle tap_cloudwatch
+    poetry run ruff format --check --diff .
+    poetry run ruff check --diff .
     # refer to mypy.ini for specific settings
-    poetry run mypy tap_cloudwatch --exclude='tap_cloudwatch/tests'
-
-[flake8]
-ignore = W503
-max-line-length = 88
-max-complexity = 10
-
-[pydocstyle]
-ignore = D105,D203,D213
+    poetry run mypy . --exclude='tests'