diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..862c9fc
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,152 @@
+# LINT.IfChange
+# Byte-compiled / optimized / DLL files
+__pycache__/
+**/*.py[cod]
+**/*$py.class
+
+# C extensions
+**/*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# Pip package build symlinks for "tfx" / "ml-pipelines-sdk"
+package_build/*/README*.md
+package_build/*/build
+package_build/*/dist
+package_build/*/setup.py
+package_build/*/tfx
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don’t work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# celery beat schedule file
+celerybeat-schedule
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# Intellij project settings
+.idea
+
+# VSCode project settings
+.vscode
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Bazel generated files
+bazel-*
+**/*_pb2.py
+**/*_pb2_grpc.py
+# LINT.ThenChange(.gitignore)
+
+# Github integration settings
+.github
+
+# .dockerignore, Dockerfile and builder script themselves are not needed by
+# docker build.
+.dockerignore
+tfx/tools/docker/Dockerfile*
+tfx/tools/docker/build_docker_image.sh
\ No newline at end of file
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..6e00fe7
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,61 @@
+name: Build and Publish Docker Images
+
+on:
+  push:
+    branches: [main, staging, dev]
+  pull_request:
+    branches: [main, staging, dev]
+
+env:
+  REGISTRY: ghcr.io
+  IMAGE_NAME: ${{ github.repository }}
+  # if branch is main, use prod, else staging or dev as necessary
+  BUILD_NAME: ${{ github.ref == 'refs/heads/main' && 'prod' || github.ref == 'refs/heads/staging' && 'staging' || 'dev' }}
+
+jobs:
+  build:
+    name: Build
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      packages: write
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
+
+      - name: Echo GITHUB_ENV
+        run: |
+          echo $GITHUB_ENV
+
+      # Login against a Docker registry except on PR
+      # https://github.com/docker/login-action
+      - name: Login into registry ${{ env.REGISTRY }}
+        if: github.event_name != 'pull_request'
+        uses: docker/login-action@343f7c4344506bcbf9b4de18042ae17996df046d
+        with:
+          registry: ${{ env.REGISTRY }}
+          username: ${{ github.repository_owner }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      # Extract metadata (tags, labels) for Docker
+      # https://github.com/docker/metadata-action
+      - name: Extract Docker metadata
+        id: meta
+        uses: docker/metadata-action@9dc751fe249ad99385a2583ee0d084c400eee04e
+        with:
+          images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
+          labels: |
+            org.opencontainers.image.description=Slick Telemetry backend ${{ env.BUILD_NAME }} image
+
+      # Build and push Docker image with Buildx (don't push on PR)
+      # https://github.com/docker/build-push-action
+      - name: Build and push
+        id: docker_build
+        uses: docker/build-push-action@4a13e500e55cf31b7a5d59a38ab2040ab0f42f56
+        with:
+          context: .
+          file: ./Dockerfile.${{ env.BUILD_NAME }}
+          push: ${{ github.event_name != 'pull_request' }}
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
index 57a0067..cfe31ab 100644
--- a/.github/workflows/codeql.yml
+++ b/.github/workflows/codeql.yml
@@ -13,9 +13,9 @@ name: "CodeQL"
 
 on:
   push:
-    branches: ["main"]
+    branches: [main, staging, dev]
   pull_request:
-    branches: ["main"]
+    branches: [main, staging, dev]
   schedule:
     - cron: "26 3 * * 6"
 
@@ -45,7 +45,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       # Initializes the CodeQL tools for scanning.
       - name: Initialize CodeQL
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 965a7e7..b416e91 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -2,29 +2,29 @@ name: Run Tests
 
 on:
   push:
-    branches: [ main ]
+    branches: [main, staging, dev]
   pull_request:
-    branches: [ main ]
+    branches: [main, staging, dev]
 
 jobs:
   test:
     name: 📊 PyTest
     runs-on: ubuntu-latest
     steps:
-    - name: ⬇️ Checkout repo
-      uses: actions/checkout@v4
+      - name: ⬇️ Checkout repo
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
 
-    - name: Install poetry
-      run: pipx install poetry
+      - name: Install poetry
+        run: pipx install poetry
 
-    - name: 🐍 Set up Python
-      uses: actions/setup-python@v5
-      with:
-        python-version: 3.12
-        cache: 'poetry'
+      - name: 🐍 Set up Python
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c
+        with:
+          python-version: 3.12
+          cache: "poetry"
 
-    - name: Install dependencies
-      run: poetry install --no-root
+      - name: Install dependencies
+        run: poetry install --no-root
 
-    - name: 📊 Run tests
-      run: poetry run pytest
+      - name: 📊 Run tests
+        run: poetry run pytest
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index dcf6288..e139cc1 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -2,15 +2,16 @@
   "recommendations": [
     "aaron-bond.better-comments",
     "ms-python.black-formatter",
-    "christian-kohler.path-intellisense",
-    "Gruntfuggly.todo-tree",
-    "naumovs.color-highlight",
+    "ms-vscode-remote.remote-containers",
+    "ms-azuretools.vscode-docker",
+    "tamasfe.even-better-toml",
     "kisstkondoros.vscode-gutter-preview",
     "ms-python.isort",
     "yzhang.markdown-all-in-one",
-    "ms-python.black-formatter",
-    "tamasfe.even-better-toml",
+    "christian-kohler.path-intellisense",
+    "esbenp.prettier-vscode",
+    "ms-python.vscode-pylance",
     "ms-python.python",
-    "ms-python.vscode-pylance"
+    "Gruntfuggly.todo-tree"
   ]
 }
diff --git a/Dockerfile.dev b/Dockerfile.dev
new file mode 100644
index 0000000..e275fc5
--- /dev/null
+++ b/Dockerfile.dev
@@ -0,0 +1,31 @@
+FROM python:3.12.1-slim
+
+# Set the working directory to /code.
+WORKDIR /code
+
+# Copy the current directory to the /code directory.
+COPY . /code
+
+# Install gcc and other dependencies
+RUN apt-get update && apt-get install -y \
+    build-essential \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install Poetry
+RUN pip install --no-cache-dir poetry
+
+# Use Poetry to install dependencies
+RUN poetry config virtualenvs.create false \
+    && poetry install --no-interaction --no-ansi
+
+# Make port 80 available to the world outside this container
+EXPOSE 80
+
+# Healthcheck
+HEALTHCHECK --interval=5m --timeout=3s \
+    CMD curl -f http://localhost/health || exit 1
+
+# Run the uvicorn command, telling it to use the app object imported from app.main.
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "80", "--reload"]
+
+# CMD ["uvicorn", "app.main:app", "--proxy-headers", "--host", "0.0.0.0", "--port", "80" "--reload"]
\ No newline at end of file
diff --git a/Dockerfile.prod b/Dockerfile.prod
new file mode 100644
index 0000000..42a2370
--- /dev/null
+++ b/Dockerfile.prod
@@ -0,0 +1,49 @@
+# https://fastapi.tiangolo.com/deployment/docker/#docker-image-with-poetry
+
+# First stage
+FROM python:3.12.1-slim as requirements-stage
+
+# Set /tmp as the current working directory.
+WORKDIR /tmp
+
+# Install Poetry
+RUN pip install poetry
+
+# Copy the pyproject.toml and poetry.lock files to the /tmp directory.
+COPY ./pyproject.toml ./poetry.lock* /tmp/
+
+# Generate the requirements.txt file.
+RUN poetry export -f requirements.txt --output requirements.txt --without-hashes
+
+# This is the final stage, anything here will be preserved in the final container image.
+FROM python:3.12.1-slim
+
+# Install gcc and other dependencies
+RUN apt-get update && apt-get install -y \
+    build-essential \
+    && rm -rf /var/lib/apt/lists/*
+
+# Set the current working directory to /code.
+WORKDIR /code
+
+# Copy the requirements.txt file to the /code directory.
+# This file only lives in the previous Docker stage, that's why we use --from-requirements-stage to copy it.
+COPY --from=requirements-stage /tmp/requirements.txt /code/requirements.txt
+
+# Install the package dependencies in the generated requirements.txt file.
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+# Copy the app directory to the /code directory.
+COPY ./app /code/app
+
+# Make port 80 available to the world outside this container
+EXPOSE 80
+
+# Healthcheck
+HEALTHCHECK --interval=5m --timeout=3s \
+    CMD curl -f http://localhost/health || exit 1
+
+# Run the uvicorn command, telling it to use the app object imported from app.main.
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "80"]
+
+# CMD ["uvicorn", "app.main:app", "--proxy-headers", "--host", "0.0.0.0", "--port", "80"]
\ No newline at end of file
diff --git a/Dockerfile.staging b/Dockerfile.staging
new file mode 100644
index 0000000..42a2370
--- /dev/null
+++ b/Dockerfile.staging
@@ -0,0 +1,49 @@
+# https://fastapi.tiangolo.com/deployment/docker/#docker-image-with-poetry
+
+# First stage
+FROM python:3.12.1-slim as requirements-stage
+
+# Set /tmp as the current working directory.
+WORKDIR /tmp
+
+# Install Poetry
+RUN pip install poetry
+
+# Copy the pyproject.toml and poetry.lock files to the /tmp directory.
+COPY ./pyproject.toml ./poetry.lock* /tmp/
+
+# Generate the requirements.txt file.
+RUN poetry export -f requirements.txt --output requirements.txt --without-hashes
+
+# This is the final stage, anything here will be preserved in the final container image.
+FROM python:3.12.1-slim
+
+# Install gcc and other dependencies
+RUN apt-get update && apt-get install -y \
+    build-essential \
+    && rm -rf /var/lib/apt/lists/*
+
+# Set the current working directory to /code.
+WORKDIR /code
+
+# Copy the requirements.txt file to the /code directory.
+# This file only lives in the previous Docker stage, that's why we use --from-requirements-stage to copy it.
+COPY --from=requirements-stage /tmp/requirements.txt /code/requirements.txt
+
+# Install the package dependencies in the generated requirements.txt file.
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+# Copy the app directory to the /code directory.
+COPY ./app /code/app
+
+# Make port 80 available to the world outside this container
+EXPOSE 80
+
+# Healthcheck
+HEALTHCHECK --interval=5m --timeout=3s \
+    CMD curl -f http://localhost/health || exit 1
+
+# Run the uvicorn command, telling it to use the app object imported from app.main.
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "80"]
+
+# CMD ["uvicorn", "app.main:app", "--proxy-headers", "--host", "0.0.0.0", "--port", "80"]
\ No newline at end of file
diff --git a/README.md b/README.md
index 957d0de..d255650 100644
--- a/README.md
+++ b/README.md
@@ -42,12 +42,12 @@ poetry install --no-root
   - Your IDE should activate the virtual environment for you automatically.
   - If it doesnt, you can execute the `/Scripts/Activate` script from the virtual environment.
 - Run `python run.py` to start the server.
-- Open your browser at `http://0.0.0.0/8000`.
+- Open your browser at `http://0.0.0.0/80`.
 
 ### Interactive API docs
 
-- Once the server is running, open your browser at `http://0.0.0.0:8000/docs`.
-- Alternate docs can be found at `http://0.0.0.0:8000/redoc`, provided by [redoc](https://github.com/Redocly/redoc).
+- Once the server is running, open your browser at `http://0.0.0.0:80/docs`.
+- Alternate docs can be found at `http://0.0.0.0:80/redoc`, provided by [redoc](https://github.com/Redocly/redoc).
 
 ### Interactive Jupyter notebook
 
@@ -67,26 +67,35 @@ poetry install --no-root
 
 - **Always pull latest changes**
 
-  - There are several developers working on this project. Always pull the latest from the line you intend to commit your changes to. Since we are using `Rebase and merge` PR merge strategy (more information below), there would be times when `git pull` will fail.
-  - If there are no local staged/unstaged changes, you can use `git pull --force`.
-  - If there are local staged/unstaged changes, please stash or discard them as appropriate and then use `git pull --force`.
+  - There are several developers working on this project. Always pull/pull-rebase the latest, as necessary, from the branch you intend to commit your changes to.
+  - If there are local staged/unstaged changes, please stash or discard them as appropriate and then use `git pull --rebase`.
   - If you don't want to use git CLI, to simplify these operations and have a visual representation of the git tree, we suggest to use a git GUI -
     - [Github Desktop](https://desktop.github.com/) (free)
     - [GitKraken](https://www.gitkraken.com/) (paid)
+    - [Fork](https://git-fork.com/) (paid)
     - [GitLens](https://marketplace.visualstudio.com/items?itemName=eamodio.gitlens) (freemium)
     - [Git Graph](https://marketplace.visualstudio.com/items?itemName=mhutchie.git-graph) (free)
 
 - **Branches**:
 
   - `main` is the production mainline.
-  - `dev` is the development line.
+  - `staging` is the staging line.
+  - `dev` is the development line (_**default branch**_).
 
 - **PR merge strategy on Github**
 
-  - We'll be keeping a clean commit history and so only using `Rebase and merge` and `Squash and merge` merge strategies.
-  - Opt for `Rebase and merge` as the _**default**_ one to ensure all commits from the branch to be merged are brought in individually to the target branch.
-  - `Squash and merge` can be used when the commits _**DON'T**_ need to be individually brought in to the target branch.
-  - [More information](https://docs.github.com/en/repositories/configuring-branches-and-merges-in-your-repository/configuring-pull-request-merges/about-merge-methods-on-github).
+  - Code should flow in the following direction through branches:
+    ```
+    feature/bug fix -> dev -> staging -> main
+    ```
+  - We'll be keeping a linear commit history and so using a combination of `Rebase and merge` and `Squash and merge` merge strategies.
+  - Use `Rebase and merge` as _**default**_ to ensure all commits from the branch to be merged are brought in individually to the target branch.
+  - `Squash and merge` may be used _**ONLY**_ when bringing in changes from a feature/bug fix branch into `dev`.
+  - To maintain linear commit history, ensure to use `push force` when:
+    - Bringing `dev` on the same commit as `staging` (ie rebasing `dev` onto `staging`).
+    - Bringing `staging` on the same commit as `main` (ie rebasing `staging` onto `main`).
+  - [More information on git rebase](https://www.atlassian.com/git/tutorials/rewriting-history/git-rebase).
+  - [More information on PR merge strategies](https://docs.github.com/en/repositories/configuring-branches-and-merges-in-your-repository/configuring-pull-request-merges/about-merge-methods-on-github).
 
 ## Deployment
 
diff --git a/app/main.py b/app/main.py
index 39a8b19..8bb7d2b 100644
--- a/app/main.py
+++ b/app/main.py
@@ -58,6 +58,7 @@ def get_health() -> HealthCheck:
     return HealthCheck(status="OK")
 
 
+# TODO make {year} optional
 @app.get(
     "/schedule/{year}",
     tags=["schedule"],
diff --git a/poetry.lock b/poetry.lock
index 8943d09..5a325a4 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -149,21 +149,22 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 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-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
+dev = ["attrs[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]"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "babel"
@@ -483,13 +484,13 @@ files = [
 
 [[package]]
 name = "comm"
-version = "0.2.0"
+version = "0.2.1"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "comm-0.2.0-py3-none-any.whl", hash = "sha256:2da8d9ebb8dd7bfc247adaff99f24dce705638a8042b85cb995066793e391001"},
-    {file = "comm-0.2.0.tar.gz", hash = "sha256:a517ea2ca28931c7007a7a99c562a0fa5883cfb48963140cf642c41c948498be"},
+    {file = "comm-0.2.1-py3-none-any.whl", hash = "sha256:87928485c0dfc0e7976fd89fc1e187023cf587e7c353e4a9b417555b44adf021"},
+    {file = "comm-0.2.1.tar.gz", hash = "sha256:0bc91edae1344d39d3661dcbc36937181fdaddb304790458f8b044dbc064b89a"},
 ]
 
 [package.dependencies]
@@ -1121,13 +1122,13 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt
 
 [[package]]
 name = "jupyter-core"
-version = "5.5.1"
+version = "5.6.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_core-5.5.1-py3-none-any.whl", hash = "sha256:220dfb00c45f0d780ce132bb7976b58263f81a3ada6e90a9b6823785a424f739"},
-    {file = "jupyter_core-5.5.1.tar.gz", hash = "sha256:1553311a97ccd12936037f36b9ab4d6ae8ceea6ad2d5c90d94a909e752178e40"},
+    {file = "jupyter_core-5.6.1-py3-none-any.whl", hash = "sha256:3d16aec2e1ec84b69f7794e49c32830c1d950ad149526aec954c100047c5f3a7"},
+    {file = "jupyter_core-5.6.1.tar.gz", hash = "sha256:5139be639404f7f80f3db6f687f47b8a8ec97286b4fa063c984024720e7224dc"},
 ]
 
 [package.dependencies]
@@ -1235,13 +1236,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.0.9"
+version = "4.0.10"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.0.9-py3-none-any.whl", hash = "sha256:9f6f8e36d543fdbcc3df961a1d6a3f524b4a4001be0327a398f68fa4e534107c"},
-    {file = "jupyterlab-4.0.9.tar.gz", hash = "sha256:9ebada41d52651f623c0c9f069ddb8a21d6848e4c887d8e5ddc0613166ed5c0b"},
+    {file = "jupyterlab-4.0.10-py3-none-any.whl", hash = "sha256:fe010ad9e37017488b468632ef2ead255fc7c671c5b64d9ca13e1f7b7e665c37"},
+    {file = "jupyterlab-4.0.10.tar.gz", hash = "sha256:46177eb8ede70dc73be922ac99f8ef943bdc2dfbc6a31b353c4bde848a35dee1"},
 ]
 
 [package.dependencies]
@@ -1258,7 +1259,7 @@ tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["black[jupyter] (==23.10.1)", "build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.1.4)"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.1.6)"]
 docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-tornasync", "sphinx (>=1.8,<7.2.0)", "sphinx-copybutton"]
 docs-screenshots = ["altair (==5.0.1)", "ipython (==8.14.0)", "ipywidgets (==8.0.6)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.0.post0)", "matplotlib (==3.7.1)", "nbconvert (>=7.0.0)", "pandas (==2.0.2)", "scipy (==1.10.1)", "vega-datasets (==0.9.0)"]
 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
@@ -1608,13 +1609,13 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 
 [[package]]
 name = "nbconvert"
-version = "7.13.1"
+version = "7.14.0"
 description = "Converting Jupyter Notebooks"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "nbconvert-7.13.1-py3-none-any.whl", hash = "sha256:3c50eb2d326478cc90b8759cf2ab9dde3d892c6537cd6a5bc0991db8ef734bcc"},
-    {file = "nbconvert-7.13.1.tar.gz", hash = "sha256:2dc8267dbdfeedce2dcd34c9e3f1b51af18f43cb105549d1c5a18189ec23ba85"},
+    {file = "nbconvert-7.14.0-py3-none-any.whl", hash = "sha256:483dde47facdaa4875903d651305ad53cd76e2255ae3c61efe412a95f2d22a24"},
+    {file = "nbconvert-7.14.0.tar.gz", hash = "sha256:92b9a44b63e5a7fb4f6fa0ef41261e35c16925046ccd1c04a5c8099bf100476e"},
 ]
 
 [package.dependencies]
@@ -1875,70 +1876,88 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "pillow"
-version = "10.1.0"
+version = "10.2.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Pillow-10.1.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1ab05f3db77e98f93964697c8efc49c7954b08dd61cff526b7f2531a22410106"},
-    {file = "Pillow-10.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6932a7652464746fcb484f7fc3618e6503d2066d853f68a4bd97193a3996e273"},
-    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a5f63b5a68daedc54c7c3464508d8c12075e56dcfbd42f8c1bf40169061ae666"},
-    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0949b55eb607898e28eaccb525ab104b2d86542a85c74baf3a6dc24002edec2"},
-    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:ae88931f93214777c7a3aa0a8f92a683f83ecde27f65a45f95f22d289a69e593"},
-    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:b0eb01ca85b2361b09480784a7931fc648ed8b7836f01fb9241141b968feb1db"},
-    {file = "Pillow-10.1.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:d27b5997bdd2eb9fb199982bb7eb6164db0426904020dc38c10203187ae2ff2f"},
-    {file = "Pillow-10.1.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:7df5608bc38bd37ef585ae9c38c9cd46d7c81498f086915b0f97255ea60c2818"},
-    {file = "Pillow-10.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:41f67248d92a5e0a2076d3517d8d4b1e41a97e2df10eb8f93106c89107f38b57"},
-    {file = "Pillow-10.1.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:1fb29c07478e6c06a46b867e43b0bcdb241b44cc52be9bc25ce5944eed4648e7"},
-    {file = "Pillow-10.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:2cdc65a46e74514ce742c2013cd4a2d12e8553e3a2563c64879f7c7e4d28bce7"},
-    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:50d08cd0a2ecd2a8657bd3d82c71efd5a58edb04d9308185d66c3a5a5bed9610"},
-    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:062a1610e3bc258bff2328ec43f34244fcec972ee0717200cb1425214fe5b839"},
-    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:61f1a9d247317fa08a308daaa8ee7b3f760ab1809ca2da14ecc88ae4257d6172"},
-    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:a646e48de237d860c36e0db37ecaecaa3619e6f3e9d5319e527ccbc8151df061"},
-    {file = "Pillow-10.1.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:47e5bf85b80abc03be7455c95b6d6e4896a62f6541c1f2ce77a7d2bb832af262"},
-    {file = "Pillow-10.1.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:a92386125e9ee90381c3369f57a2a50fa9e6aa8b1cf1d9c4b200d41a7dd8e992"},
-    {file = "Pillow-10.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:0f7c276c05a9767e877a0b4c5050c8bee6a6d960d7f0c11ebda6b99746068c2a"},
-    {file = "Pillow-10.1.0-cp312-cp312-macosx_10_10_x86_64.whl", hash = "sha256:a89b8312d51715b510a4fe9fc13686283f376cfd5abca8cd1c65e4c76e21081b"},
-    {file = "Pillow-10.1.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:00f438bb841382b15d7deb9a05cc946ee0f2c352653c7aa659e75e592f6fa17d"},
-    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3d929a19f5469b3f4df33a3df2983db070ebb2088a1e145e18facbc28cae5b27"},
-    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9a92109192b360634a4489c0c756364c0c3a2992906752165ecb50544c251312"},
-    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:0248f86b3ea061e67817c47ecbe82c23f9dd5d5226200eb9090b3873d3ca32de"},
-    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:9882a7451c680c12f232a422730f986a1fcd808da0fd428f08b671237237d651"},
-    {file = "Pillow-10.1.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:1c3ac5423c8c1da5928aa12c6e258921956757d976405e9467c5f39d1d577a4b"},
-    {file = "Pillow-10.1.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:806abdd8249ba3953c33742506fe414880bad78ac25cc9a9b1c6ae97bedd573f"},
-    {file = "Pillow-10.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:eaed6977fa73408b7b8a24e8b14e59e1668cfc0f4c40193ea7ced8e210adf996"},
-    {file = "Pillow-10.1.0-cp38-cp38-macosx_10_10_x86_64.whl", hash = "sha256:fe1e26e1ffc38be097f0ba1d0d07fcade2bcfd1d023cda5b29935ae8052bd793"},
-    {file = "Pillow-10.1.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:7a7e3daa202beb61821c06d2517428e8e7c1aab08943e92ec9e5755c2fc9ba5e"},
-    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:24fadc71218ad2b8ffe437b54876c9382b4a29e030a05a9879f615091f42ffc2"},
-    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fa1d323703cfdac2036af05191b969b910d8f115cf53093125e4058f62012c9a"},
-    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_28_aarch64.whl", hash = "sha256:912e3812a1dbbc834da2b32299b124b5ddcb664ed354916fd1ed6f193f0e2d01"},
-    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_28_x86_64.whl", hash = "sha256:7dbaa3c7de82ef37e7708521be41db5565004258ca76945ad74a8e998c30af8d"},
-    {file = "Pillow-10.1.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:9d7bc666bd8c5a4225e7ac71f2f9d12466ec555e89092728ea0f5c0c2422ea80"},
-    {file = "Pillow-10.1.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:baada14941c83079bf84c037e2d8b7506ce201e92e3d2fa0d1303507a8538212"},
-    {file = "Pillow-10.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:2ef6721c97894a7aa77723740a09547197533146fba8355e86d6d9a4a1056b14"},
-    {file = "Pillow-10.1.0-cp39-cp39-macosx_10_10_x86_64.whl", hash = "sha256:0a026c188be3b443916179f5d04548092e253beb0c3e2ee0a4e2cdad72f66099"},
-    {file = "Pillow-10.1.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:04f6f6149f266a100374ca3cc368b67fb27c4af9f1cc8cb6306d849dcdf12616"},
-    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bb40c011447712d2e19cc261c82655f75f32cb724788df315ed992a4d65696bb"},
-    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1a8413794b4ad9719346cd9306118450b7b00d9a15846451549314a58ac42219"},
-    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:c9aeea7b63edb7884b031a35305629a7593272b54f429a9869a4f63a1bf04c34"},
-    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:b4005fee46ed9be0b8fb42be0c20e79411533d1fd58edabebc0dd24626882cfd"},
-    {file = "Pillow-10.1.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:4d0152565c6aa6ebbfb1e5d8624140a440f2b99bf7afaafbdbf6430426497f28"},
-    {file = "Pillow-10.1.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:d921bc90b1defa55c9917ca6b6b71430e4286fc9e44c55ead78ca1a9f9eba5f2"},
-    {file = "Pillow-10.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:cfe96560c6ce2f4c07d6647af2d0f3c54cc33289894ebd88cfbb3bcd5391e256"},
-    {file = "Pillow-10.1.0-pp310-pypy310_pp73-macosx_10_10_x86_64.whl", hash = "sha256:937bdc5a7f5343d1c97dc98149a0be7eb9704e937fe3dc7140e229ae4fc572a7"},
-    {file = "Pillow-10.1.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b1c25762197144e211efb5f4e8ad656f36c8d214d390585d1d21281f46d556ba"},
-    {file = "Pillow-10.1.0-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:afc8eef765d948543a4775f00b7b8c079b3321d6b675dde0d02afa2ee23000b4"},
-    {file = "Pillow-10.1.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:883f216eac8712b83a63f41b76ddfb7b2afab1b74abbb413c5df6680f071a6b9"},
-    {file = "Pillow-10.1.0-pp39-pypy39_pp73-macosx_10_10_x86_64.whl", hash = "sha256:b920e4d028f6442bea9a75b7491c063f0b9a3972520731ed26c83e254302eb1e"},
-    {file = "Pillow-10.1.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1c41d960babf951e01a49c9746f92c5a7e0d939d1652d7ba30f6b3090f27e412"},
-    {file = "Pillow-10.1.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:1fafabe50a6977ac70dfe829b2d5735fd54e190ab55259ec8aea4aaea412fa0b"},
-    {file = "Pillow-10.1.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:3b834f4b16173e5b92ab6566f0473bfb09f939ba14b23b8da1f54fa63e4b623f"},
-    {file = "Pillow-10.1.0.tar.gz", hash = "sha256:e6bf8de6c36ed96c86ea3b6e1d5273c53f46ef518a062464cd7ef5dd2cf92e38"},
+    {file = "pillow-10.2.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:7823bdd049099efa16e4246bdf15e5a13dbb18a51b68fa06d6c1d4d8b99a796e"},
+    {file = "pillow-10.2.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:83b2021f2ade7d1ed556bc50a399127d7fb245e725aa0113ebd05cfe88aaf588"},
+    {file = "pillow-10.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6fad5ff2f13d69b7e74ce5b4ecd12cc0ec530fcee76356cac6742785ff71c452"},
+    {file = "pillow-10.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:da2b52b37dad6d9ec64e653637a096905b258d2fc2b984c41ae7d08b938a67e4"},
+    {file = "pillow-10.2.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:47c0995fc4e7f79b5cfcab1fc437ff2890b770440f7696a3ba065ee0fd496563"},
+    {file = "pillow-10.2.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:322bdf3c9b556e9ffb18f93462e5f749d3444ce081290352c6070d014c93feb2"},
+    {file = "pillow-10.2.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:51f1a1bffc50e2e9492e87d8e09a17c5eea8409cda8d3f277eb6edc82813c17c"},
+    {file = "pillow-10.2.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:69ffdd6120a4737710a9eee73e1d2e37db89b620f702754b8f6e62594471dee0"},
+    {file = "pillow-10.2.0-cp310-cp310-win32.whl", hash = "sha256:c6dafac9e0f2b3c78df97e79af707cdc5ef8e88208d686a4847bab8266870023"},
+    {file = "pillow-10.2.0-cp310-cp310-win_amd64.whl", hash = "sha256:aebb6044806f2e16ecc07b2a2637ee1ef67a11840a66752751714a0d924adf72"},
+    {file = "pillow-10.2.0-cp310-cp310-win_arm64.whl", hash = "sha256:7049e301399273a0136ff39b84c3678e314f2158f50f517bc50285fb5ec847ad"},
+    {file = "pillow-10.2.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:35bb52c37f256f662abdfa49d2dfa6ce5d93281d323a9af377a120e89a9eafb5"},
+    {file = "pillow-10.2.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:9c23f307202661071d94b5e384e1e1dc7dfb972a28a2310e4ee16103e66ddb67"},
+    {file = "pillow-10.2.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:773efe0603db30c281521a7c0214cad7836c03b8ccff897beae9b47c0b657d61"},
+    {file = "pillow-10.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:11fa2e5984b949b0dd6d7a94d967743d87c577ff0b83392f17cb3990d0d2fd6e"},
+    {file = "pillow-10.2.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:716d30ed977be8b37d3ef185fecb9e5a1d62d110dfbdcd1e2a122ab46fddb03f"},
+    {file = "pillow-10.2.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:a086c2af425c5f62a65e12fbf385f7c9fcb8f107d0849dba5839461a129cf311"},
+    {file = "pillow-10.2.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:c8de2789052ed501dd829e9cae8d3dcce7acb4777ea4a479c14521c942d395b1"},
+    {file = "pillow-10.2.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:609448742444d9290fd687940ac0b57fb35e6fd92bdb65386e08e99af60bf757"},
+    {file = "pillow-10.2.0-cp311-cp311-win32.whl", hash = "sha256:823ef7a27cf86df6597fa0671066c1b596f69eba53efa3d1e1cb8b30f3533068"},
+    {file = "pillow-10.2.0-cp311-cp311-win_amd64.whl", hash = "sha256:1da3b2703afd040cf65ec97efea81cfba59cdbed9c11d8efc5ab09df9509fc56"},
+    {file = "pillow-10.2.0-cp311-cp311-win_arm64.whl", hash = "sha256:edca80cbfb2b68d7b56930b84a0e45ae1694aeba0541f798e908a49d66b837f1"},
+    {file = "pillow-10.2.0-cp312-cp312-macosx_10_10_x86_64.whl", hash = "sha256:1b5e1b74d1bd1b78bc3477528919414874748dd363e6272efd5abf7654e68bef"},
+    {file = "pillow-10.2.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0eae2073305f451d8ecacb5474997c08569fb4eb4ac231ffa4ad7d342fdc25ac"},
+    {file = "pillow-10.2.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b7c2286c23cd350b80d2fc9d424fc797575fb16f854b831d16fd47ceec078f2c"},
+    {file = "pillow-10.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1e23412b5c41e58cec602f1135c57dfcf15482013ce6e5f093a86db69646a5aa"},
+    {file = "pillow-10.2.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:52a50aa3fb3acb9cf7213573ef55d31d6eca37f5709c69e6858fe3bc04a5c2a2"},
+    {file = "pillow-10.2.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:127cee571038f252a552760076407f9cff79761c3d436a12af6000cd182a9d04"},
+    {file = "pillow-10.2.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:8d12251f02d69d8310b046e82572ed486685c38f02176bd08baf216746eb947f"},
+    {file = "pillow-10.2.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:54f1852cd531aa981bc0965b7d609f5f6cc8ce8c41b1139f6ed6b3c54ab82bfb"},
+    {file = "pillow-10.2.0-cp312-cp312-win32.whl", hash = "sha256:257d8788df5ca62c980314053197f4d46eefedf4e6175bc9412f14412ec4ea2f"},
+    {file = "pillow-10.2.0-cp312-cp312-win_amd64.whl", hash = "sha256:154e939c5f0053a383de4fd3d3da48d9427a7e985f58af8e94d0b3c9fcfcf4f9"},
+    {file = "pillow-10.2.0-cp312-cp312-win_arm64.whl", hash = "sha256:f379abd2f1e3dddb2b61bc67977a6b5a0a3f7485538bcc6f39ec76163891ee48"},
+    {file = "pillow-10.2.0-cp38-cp38-macosx_10_10_x86_64.whl", hash = "sha256:8373c6c251f7ef8bda6675dd6d2b3a0fcc31edf1201266b5cf608b62a37407f9"},
+    {file = "pillow-10.2.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:870ea1ada0899fd0b79643990809323b389d4d1d46c192f97342eeb6ee0b8483"},
+    {file = "pillow-10.2.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b4b6b1e20608493548b1f32bce8cca185bf0480983890403d3b8753e44077129"},
+    {file = "pillow-10.2.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3031709084b6e7852d00479fd1d310b07d0ba82765f973b543c8af5061cf990e"},
+    {file = "pillow-10.2.0-cp38-cp38-manylinux_2_28_aarch64.whl", hash = "sha256:3ff074fc97dd4e80543a3e91f69d58889baf2002b6be64347ea8cf5533188213"},
+    {file = "pillow-10.2.0-cp38-cp38-manylinux_2_28_x86_64.whl", hash = "sha256:cb4c38abeef13c61d6916f264d4845fab99d7b711be96c326b84df9e3e0ff62d"},
+    {file = "pillow-10.2.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:b1b3020d90c2d8e1dae29cf3ce54f8094f7938460fb5ce8bc5c01450b01fbaf6"},
+    {file = "pillow-10.2.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:170aeb00224ab3dc54230c797f8404507240dd868cf52066f66a41b33169bdbe"},
+    {file = "pillow-10.2.0-cp38-cp38-win32.whl", hash = "sha256:c4225f5220f46b2fde568c74fca27ae9771536c2e29d7c04f4fb62c83275ac4e"},
+    {file = "pillow-10.2.0-cp38-cp38-win_amd64.whl", hash = "sha256:0689b5a8c5288bc0504d9fcee48f61a6a586b9b98514d7d29b840143d6734f39"},
+    {file = "pillow-10.2.0-cp39-cp39-macosx_10_10_x86_64.whl", hash = "sha256:b792a349405fbc0163190fde0dc7b3fef3c9268292586cf5645598b48e63dc67"},
+    {file = "pillow-10.2.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:c570f24be1e468e3f0ce7ef56a89a60f0e05b30a3669a459e419c6eac2c35364"},
+    {file = "pillow-10.2.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d8ecd059fdaf60c1963c58ceb8997b32e9dc1b911f5da5307aab614f1ce5c2fb"},
+    {file = "pillow-10.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c365fd1703040de1ec284b176d6af5abe21b427cb3a5ff68e0759e1e313a5e7e"},
+    {file = "pillow-10.2.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:70c61d4c475835a19b3a5aa42492409878bbca7438554a1f89d20d58a7c75c01"},
+    {file = "pillow-10.2.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:b6f491cdf80ae540738859d9766783e3b3c8e5bd37f5dfa0b76abdecc5081f13"},
+    {file = "pillow-10.2.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:9d189550615b4948f45252d7f005e53c2040cea1af5b60d6f79491a6e147eef7"},
+    {file = "pillow-10.2.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:49d9ba1ed0ef3e061088cd1e7538a0759aab559e2e0a80a36f9fd9d8c0c21591"},
+    {file = "pillow-10.2.0-cp39-cp39-win32.whl", hash = "sha256:babf5acfede515f176833ed6028754cbcd0d206f7f614ea3447d67c33be12516"},
+    {file = "pillow-10.2.0-cp39-cp39-win_amd64.whl", hash = "sha256:0304004f8067386b477d20a518b50f3fa658a28d44e4116970abfcd94fac34a8"},
+    {file = "pillow-10.2.0-cp39-cp39-win_arm64.whl", hash = "sha256:0fb3e7fc88a14eacd303e90481ad983fd5b69c761e9e6ef94c983f91025da869"},
+    {file = "pillow-10.2.0-pp310-pypy310_pp73-macosx_10_10_x86_64.whl", hash = "sha256:322209c642aabdd6207517e9739c704dc9f9db943015535783239022002f054a"},
+    {file = "pillow-10.2.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3eedd52442c0a5ff4f887fab0c1c0bb164d8635b32c894bc1faf4c618dd89df2"},
+    {file = "pillow-10.2.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cb28c753fd5eb3dd859b4ee95de66cc62af91bcff5db5f2571d32a520baf1f04"},
+    {file = "pillow-10.2.0-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:33870dc4653c5017bf4c8873e5488d8f8d5f8935e2f1fb9a2208c47cdd66efd2"},
+    {file = "pillow-10.2.0-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:3c31822339516fb3c82d03f30e22b1d038da87ef27b6a78c9549888f8ceda39a"},
+    {file = "pillow-10.2.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:a2b56ba36e05f973d450582fb015594aaa78834fefe8dfb8fcd79b93e64ba4c6"},
+    {file = "pillow-10.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:d8e6aeb9201e655354b3ad049cb77d19813ad4ece0df1249d3c793de3774f8c7"},
+    {file = "pillow-10.2.0-pp39-pypy39_pp73-macosx_10_10_x86_64.whl", hash = "sha256:2247178effb34a77c11c0e8ac355c7a741ceca0a732b27bf11e747bbc950722f"},
+    {file = "pillow-10.2.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:15587643b9e5eb26c48e49a7b33659790d28f190fc514a322d55da2fb5c2950e"},
+    {file = "pillow-10.2.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:753cd8f2086b2b80180d9b3010dd4ed147efc167c90d3bf593fe2af21265e5a5"},
+    {file = "pillow-10.2.0-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:7c8f97e8e7a9009bcacbe3766a36175056c12f9a44e6e6f2d5caad06dcfbf03b"},
+    {file = "pillow-10.2.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:d1b35bcd6c5543b9cb547dee3150c93008f8dd0f1fef78fc0cd2b141c5baf58a"},
+    {file = "pillow-10.2.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:fe4c15f6c9285dc54ce6553a3ce908ed37c8f3825b5a51a15c91442bb955b868"},
+    {file = "pillow-10.2.0.tar.gz", hash = "sha256:e87f0b2c78157e12d7686b27d63c070fd65d994e8ddae6f328e0dcf4a0cd007e"},
 ]
 
 [package.extras]
 docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+fpx = ["olefile"]
+mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+typing = ["typing-extensions"]
+xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
@@ -2229,13 +2248,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
-version = "7.4.3"
+version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pytest-7.4.3-py3-none-any.whl", hash = "sha256:0d009c083ea859a71b76adf7c1d502e4bc170b80a8ef002da5806527b9591fac"},
-    {file = "pytest-7.4.3.tar.gz", hash = "sha256:d989d136982de4e3b29dabcc838ad581c64e8ed52c11fbe86ddebd9da0818cd5"},
+    {file = "pytest-7.4.4-py3-none-any.whl", hash = "sha256:b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8"},
+    {file = "pytest-7.4.4.tar.gz", hash = "sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280"},
 ]
 
 [package.dependencies]
@@ -2501,101 +2520,101 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "rapidfuzz"
-version = "3.6.0"
+version = "3.6.1"
 description = "rapid fuzzy string matching"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "rapidfuzz-3.6.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b21e65818a7e4846bacfa1bd77bc337b02107cc88a7b262dbaeb7944e0c8958d"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:3bf1f610954ec936d87d58eb0247af61e35c41a92c30f3cfe0478baf764558bf"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d7a4b458096be3b39bf5778e26ac96ac10399b8e4fd40a03fd55a155c093acf5"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a09cdfd9c1a11a91e207df138aa2e20a9267cf5f7cde6e9a53a4551454b06333"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:514b15338b7f59b80bbe014d1ffc0093d17abf96f82eb20d8bb573ce24d84a12"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e4ba08ba184e530a770b0fc8897f4ce77ae0863039e139ef3180502b37586fec"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:195cc2a216223ff6118a1eb6cddb077cd264bc828ba7064ebb6e3bc61dd9d864"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9a743db763cba0aad39e8c8c6a6d1210247cb468f514891632211adad3935a29"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:2a317f1a7c318957bd5ca54bf8258263936320c49857fac69c5ed0b10c81ef0d"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:96d46e9664c53b07f446ceb0f09973a46766e0fd4a26904e75f067ed78f07db2"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:12eaf1aed5b0ded8c4b638a892b4fda53bf6f9f2d8597d8507ba6d697a34170a"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:b9b7baab3245df24447c5dbd6d6ca4ce400e3bb088ffe6c994407c16852157b6"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:7927fff9dd2a34522704c665f9846e0f13e1824f014af8f14294858921bed731"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-win32.whl", hash = "sha256:9557792003addc7e141e63fd60edc8d77bbd983c212f0f1683bf542cb0d396d9"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-win_amd64.whl", hash = "sha256:4c1de6260975d5589374abca04a76c3e968907ccdc6daf5f9dd2b4cca1a7a64d"},
-    {file = "rapidfuzz-3.6.0-cp310-cp310-win_arm64.whl", hash = "sha256:ac328c83d49811b36e2699d5132193c5a82139e1a3d0b340babc1bce7428754e"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:8b6205e8d730e0ad3e0472b4fde8f93c740c2165a198ab0ad457e35371b28e08"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:7c1eccce1125676537322d7bc14ecb917b6464700ea222703e131ccb9d165658"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:68dd5912a1b0cc145a674aa45513d595fd6691b263f860d00ac71388ebde09bc"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bc6604d6f1be13d9fb6b01442805ae2ec3bcccc54247ecabba8d3712aff9685a"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1ed25d6d7b184725bd26ecfe64dfe6a17d261705435e7c38415499b1316120a9"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:187751b2b5c4e5b53ea4c30bcbdf6f545dbd985808c0750f990152e95357638f"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2e96db4dfd4bf853898438dbf821c5017229aa8064b4b9a12a4bc7ff3112aa1e"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:25d98d242e7626c577ab702902040afb87e257ee93c9575884f82e6e7b4aaec0"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:b54cd11ee89b606252c90c5eb711eb6735e2b63305cc8c2e70479166017733a3"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:5d7e82a29af3c8052f78c9b2d98a0586ebd6bf41f27298b92b80293c6506e1d7"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:a0271e194a5c811db02c7350a119cabde6757587312c70247f6e50984ce36144"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:2a31a6f6442219bb494a4d5293abb106f95adfdbad3fef597377f7344883afa9"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:48314743e61394e6418cec38a5389dd3ad6c1b33fc15d525898a303450f958e7"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-win32.whl", hash = "sha256:fcf2ab337b7d331c6cbe7a5296b9f703666e7c1b00771a1dbac6e2d62e46b9a4"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-win_amd64.whl", hash = "sha256:a3aec96905badee77915f6cd791019aa06376b252ca4da3676339c4f8dd64e8f"},
-    {file = "rapidfuzz-3.6.0-cp311-cp311-win_arm64.whl", hash = "sha256:4d67f9f180faf341bc04be4f633707b773844a9c07f21dd2eabc27ea54591c8e"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:583f9cca4e53b5ff93f86a9cf5ca15a6fed3094a2b49acaa3851b4eb00ea04f9"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:90fb0e1f931031a0fa967d77d8be21220d5b8e626546d3e774dc28c5a0aea10d"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:62be08cdd370cc491b594b80493850cf83aafec938b3ca2c98fc4d45667baac8"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4ea93d044eaf0d0204a088dbaab18ce2cda1bb0738062c8d2834a8b3832f496c"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a99dc8dc8c2d6da1f5b15c9364bcad262f23da098e7bbd54056bee087423d74d"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:88813871a373dc600a8ac831b6900ff57c9ed72e61128e065190e30c502b2e7a"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4c9c495ebe81a2996cb737060181703822215360abdd60a619839397667f8e4e"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:708457ab87c6eb2aec6f278697b03e088744623c63f450bae2571ce8f29e37d2"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:2dfba991ea3e9963a1d24946f7932893384a64369bf3c28c6d07eb8ee4c4fc86"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:346422d616bdc9d90c2d800f963cde370c4bdc3b99ea1d9bd7b16d43f88d4313"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:17b23ef8fae6aa08fe0a02b9e171ef6443ad876bebfdab8d491e07942e36bca6"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-musllinux_1_1_s390x.whl", hash = "sha256:6be8fd7b7a39cb2655a0d216da8fc424bc334cfe43f1dcf00fbc3e0426252a35"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:ac480cdef530a5a9c8e560e5f77783f3dccd65373e0a09dabe32446e212ea3c4"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-win32.whl", hash = "sha256:a6ae64784f0e8a7f989e0d24a401fce68fbe37b9e0d61c24ec983828b1dee768"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-win_amd64.whl", hash = "sha256:a0938400bb41f738809aae6cd9b4d9985ec2c8cfb34c4931c5a16dba76edf58c"},
-    {file = "rapidfuzz-3.6.0-cp312-cp312-win_arm64.whl", hash = "sha256:9a09731ed953126ac3f89f5a8d4998f93eca8a81e41e57b173edc3e44f0afd20"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:606eb61b04f1f023048dae46e9a002354bde304a192d3b7f6fcc6e75d3910879"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:40e381099e36df52e073abe18aa24e9ace17b7800c2b38d7818b9c77ba22a622"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:8ee4151e1ca81cdc8247847d8e041f2ed9e087d550bc21088506b1599c4c842a"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a829e8486988889d6a316f528d92364a88c11a10fb53a8b981ae9cd52ab5846b"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4d58f3fd98495d3597137056eb88372ac9360b74a46ab298115230f259e1efa2"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:76e3d6507ce10696765709093cdedfc814e64960535dcd4f684564c02b6e6d07"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f70743f5626743dfab402697953ce0e9458d52000a2d5f52ae0e110facfd62bd"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a40e52fcd1b61421de465113624bc802546b106fa02aa28b001b0db493651fd1"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:cb2ddc1afe32fc8d70dc37d825a04ab1df98a91f40ad6b17d976c5b6fbd99130"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:67a97425abac462e0cb6be02a9adf581577d72e18aa922ef121400e203273657"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:0c8d8e72030c7ad2b486a6cdcb0af7b51c0041db1e9e0e6c41fa3e3d244df284"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:5475ea451df17a802c3f78c58f63701c2e99762ce71b9953c2a8da574f450807"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:19159a69f9d1132cffeb5fcea344f09ec02212654b92a913c9d3deaf3d387f46"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-win32.whl", hash = "sha256:da1f2cff6f0128f1ff7c2745051a87f3cd8946036d4036a9dc464868ad5d3a53"},
-    {file = "rapidfuzz-3.6.0-cp38-cp38-win_amd64.whl", hash = "sha256:d920bead489ff2f02893261dd180f2c24afa4f0d00ec24b6b31311966e02f66f"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:82db5d39f9d87b639a23d700200fea379916114d5352e9574d1a11f82b9d8bca"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:1f2ecf1e23ee64a7cdce01be1350b977169ac866d27f7301a3add21993163b68"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:f916630b388d465ab54bb205398abbb38b3f8eeed8f224accee534271ca52fba"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:52ecaa0619248cc0faa098cc8fa96a65296a9b734f2e8cd509a2cf1358041ae5"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a5801f45fb585c21b6dbe08658a0d38e08ddca7b1ffb3825f39a59bb78998529"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a14ebea5e14b3b8c91c02be8adf9397247397f1f2be7e9cb6962ded9cc4d2cba"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b89591f5eb1c3a7509a5294bfd65b3eaca7ee7e0583bdd84122e2fc2e37e6973"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:029ae17bbe55671884702adc16225ca25ca447f86c1dba95b564fcd51eb82d44"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:23b278a7d8f2cdc1a54cf9b72a48f76dc9f1b68373f2a3299f8b6cc5e796c160"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:8a5087f5c0b4e8584cd6044c279b4a6df15420a0074bf914e50bdebc9ac4db77"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:a1d8640e1cad1757378a810c363695822462f331c40b23f30c1bbbc477d77c68"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:2a3c44bafd6d919ccf3f36d454c3e70cafc4c1aa8557970befbb9ae4930e32d7"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:863c6ee97d156026bc1685fb7878c440833c221e935474e5b0ffb255b0888356"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-win32.whl", hash = "sha256:834d9bd0fca92fb5cd92a7027df5d0492c3d3c2111f365dc8168f5a2f2582a36"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-win_amd64.whl", hash = "sha256:26c671bd3f2954df7e3d9635d5870177ba7d7433ec610bc3d4ba75648d89b9e9"},
-    {file = "rapidfuzz-3.6.0-cp39-cp39-win_arm64.whl", hash = "sha256:f4378ad75d176c067dc9f79898a8b767305cfac97712f769859b118164852893"},
-    {file = "rapidfuzz-3.6.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:a5a76e488060fde32bfd2dc789821da95ca172a718752d0e65a2b168c7742612"},
-    {file = "rapidfuzz-3.6.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:454ecaf9bd547b8a7ff8f461f5b25bd60ec15800ff2fab562e663732f53f0829"},
-    {file = "rapidfuzz-3.6.0-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:392effa32f235b2b30c9f00ece8002e21255fbbffa0ce0d4a1cbcbb88e02d019"},
-    {file = "rapidfuzz-3.6.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fad2c70768f83a1f202c191f0e4a3ef3d376659728a4602b22dc62bd7f118973"},
-    {file = "rapidfuzz-3.6.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:3fce2489072ae2362abeabdc7745a5b9eb0ff4291c7a69be2318025e1184f016"},
-    {file = "rapidfuzz-3.6.0-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:c715df0f21116e830c666d35ea413d528501c50079079ecaa5904ec244661992"},
-    {file = "rapidfuzz-3.6.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:be2e2b96ea1fcefe0a2ed2560fd33a510dc8afe8e93062e111b40d1cb0e34b6a"},
-    {file = "rapidfuzz-3.6.0-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:adbc4686e7252b97ef344fb9fb05080c8524ac2e77a20e835d166b8330024ac3"},
-    {file = "rapidfuzz-3.6.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:306ca0358fc7d2e4660de3fce782bfea9c6bf443d60f9134ea8d4b8e8f1869e3"},
-    {file = "rapidfuzz-3.6.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:db23d692ba27f58e5b97c724005e6a478168cb41af5d793bbc5478cb52842306"},
-    {file = "rapidfuzz-3.6.0.tar.gz", hash = "sha256:4cdf564c3eeb2d95148bd7199e7869fa927f47cc3aea42f299aa836cfb2b6cfd"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ac434fc71edda30d45db4a92ba5e7a42c7405e1a54cb4ec01d03cc668c6dcd40"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2a791168e119cfddf4b5a40470620c872812042f0621e6a293983a2d52372db0"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5a2f3e9df346145c2be94e4d9eeffb82fab0cbfee85bd4a06810e834fe7c03fa"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:23de71e7f05518b0bbeef55d67b5dbce3bcd3e2c81e7e533051a2e9401354eb0"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d056e342989248d2bdd67f1955bb7c3b0ecfa239d8f67a8dfe6477b30872c607"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:01835d02acd5d95c1071e1da1bb27fe213c84a013b899aba96380ca9962364bc"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ed0f712e0bb5fea327e92aec8a937afd07ba8de4c529735d82e4c4124c10d5a0"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:96cd19934f76a1264e8ecfed9d9f5291fde04ecb667faef5f33bdbfd95fe2d1f"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:e06c4242a1354cf9d48ee01f6f4e6e19c511d50bb1e8d7d20bcadbb83a2aea90"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:d73dcfe789d37c6c8b108bf1e203e027714a239e50ad55572ced3c004424ed3b"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:06e98ff000e2619e7cfe552d086815671ed09b6899408c2c1b5103658261f6f3"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:08b6fb47dd889c69fbc0b915d782aaed43e025df6979b6b7f92084ba55edd526"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:a1788ebb5f5b655a15777e654ea433d198f593230277e74d51a2a1e29a986283"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-win32.whl", hash = "sha256:c65f92881753aa1098c77818e2b04a95048f30edbe9c3094dc3707d67df4598b"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-win_amd64.whl", hash = "sha256:4243a9c35667a349788461aae6471efde8d8800175b7db5148a6ab929628047f"},
+    {file = "rapidfuzz-3.6.1-cp310-cp310-win_arm64.whl", hash = "sha256:f59d19078cc332dbdf3b7b210852ba1f5db8c0a2cd8cc4c0ed84cc00c76e6802"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:fbc07e2e4ac696497c5f66ec35c21ddab3fc7a406640bffed64c26ab2f7ce6d6"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:40cced1a8852652813f30fb5d4b8f9b237112a0bbaeebb0f4cc3611502556764"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:82300e5f8945d601c2daaaac139d5524d7c1fdf719aa799a9439927739917460"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:edf97c321fd641fea2793abce0e48fa4f91f3c202092672f8b5b4e781960b891"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7420e801b00dee4a344ae2ee10e837d603461eb180e41d063699fb7efe08faf0"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:060bd7277dc794279fa95522af355034a29c90b42adcb7aa1da358fc839cdb11"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b7e3375e4f2bfec77f907680328e4cd16cc64e137c84b1886d547ab340ba6928"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a490cd645ef9d8524090551016f05f052e416c8adb2d8b85d35c9baa9d0428ab"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:2e03038bfa66d2d7cffa05d81c2f18fd6acbb25e7e3c068d52bb7469e07ff382"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:2b19795b26b979c845dba407fe79d66975d520947b74a8ab6cee1d22686f7967"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:064c1d66c40b3a0f488db1f319a6e75616b2e5fe5430a59f93a9a5e40a656d15"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:3c772d04fb0ebeece3109d91f6122b1503023086a9591a0b63d6ee7326bd73d9"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:841eafba6913c4dfd53045835545ba01a41e9644e60920c65b89c8f7e60c00a9"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-win32.whl", hash = "sha256:266dd630f12696ea7119f31d8b8e4959ef45ee2cbedae54417d71ae6f47b9848"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-win_amd64.whl", hash = "sha256:d79aec8aeee02ab55d0ddb33cea3ecd7b69813a48e423c966a26d7aab025cdfe"},
+    {file = "rapidfuzz-3.6.1-cp311-cp311-win_arm64.whl", hash = "sha256:484759b5dbc5559e76fefaa9170147d1254468f555fd9649aea3bad46162a88b"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:b2ef4c0fd3256e357b70591ffb9e8ed1d439fb1f481ba03016e751a55261d7c1"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:588c4b20fa2fae79d60a4e438cf7133d6773915df3cc0a7f1351da19eb90f720"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:7142ee354e9c06e29a2636b9bbcb592bb00600a88f02aa5e70e4f230347b373e"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1dfc557c0454ad22382373ec1b7df530b4bbd974335efe97a04caec936f2956a"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:03f73b381bdeccb331a12c3c60f1e41943931461cdb52987f2ecf46bfc22f50d"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6b0ccc2ec1781c7e5370d96aef0573dd1f97335343e4982bdb3a44c133e27786"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:da3e8c9f7e64bb17faefda085ff6862ecb3ad8b79b0f618a6cf4452028aa2222"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fde9b14302a31af7bdafbf5cfbb100201ba21519be2b9dedcf4f1048e4fbe65d"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:c1a23eee225dfb21c07f25c9fcf23eb055d0056b48e740fe241cbb4b22284379"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:e49b9575d16c56c696bc7b06a06bf0c3d4ef01e89137b3ddd4e2ce709af9fe06"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:0a9fc714b8c290261669f22808913aad49553b686115ad0ee999d1cb3df0cd66"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-musllinux_1_1_s390x.whl", hash = "sha256:a3ee4f8f076aa92184e80308fc1a079ac356b99c39408fa422bbd00145be9854"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:f056ba42fd2f32e06b2c2ba2443594873cfccc0c90c8b6327904fc2ddf6d5799"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-win32.whl", hash = "sha256:5d82b9651e3d34b23e4e8e201ecd3477c2baa17b638979deeabbb585bcb8ba74"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-win_amd64.whl", hash = "sha256:dad55a514868dae4543ca48c4e1fc0fac704ead038dafedf8f1fc0cc263746c1"},
+    {file = "rapidfuzz-3.6.1-cp312-cp312-win_arm64.whl", hash = "sha256:3c84294f4470fcabd7830795d754d808133329e0a81d62fcc2e65886164be83b"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:e19d519386e9db4a5335a4b29f25b8183a1c3f78cecb4c9c3112e7f86470e37f"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:01eb03cd880a294d1bf1a583fdd00b87169b9cc9c9f52587411506658c864d73"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:be368573255f8fbb0125a78330a1a40c65e9ba3c5ad129a426ff4289099bfb41"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b3e5af946f419c30f5cb98b69d40997fe8580efe78fc83c2f0f25b60d0e56efb"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f382f7ffe384ce34345e1c0b2065451267d3453cadde78946fbd99a59f0cc23c"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:be156f51f3a4f369e758505ed4ae64ea88900dcb2f89d5aabb5752676d3f3d7e"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1936d134b6c513fbe934aeb668b0fee1ffd4729a3c9d8d373f3e404fbb0ce8a0"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:12ff8eaf4a9399eb2bebd838f16e2d1ded0955230283b07376d68947bbc2d33d"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:ae598a172e3a95df3383634589660d6b170cc1336fe7578115c584a99e0ba64d"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:cd4ba4c18b149da11e7f1b3584813159f189dc20833709de5f3df8b1342a9759"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:0402f1629e91a4b2e4aee68043a30191e5e1b7cd2aa8dacf50b1a1bcf6b7d3ab"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:1e12319c6b304cd4c32d5db00b7a1e36bdc66179c44c5707f6faa5a889a317c0"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:0bbfae35ce4de4c574b386c43c78a0be176eeddfdae148cb2136f4605bebab89"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-win32.whl", hash = "sha256:7fec74c234d3097612ea80f2a80c60720eec34947066d33d34dc07a3092e8105"},
+    {file = "rapidfuzz-3.6.1-cp38-cp38-win_amd64.whl", hash = "sha256:a553cc1a80d97459d587529cc43a4c7c5ecf835f572b671107692fe9eddf3e24"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:757dfd7392ec6346bd004f8826afb3bf01d18a723c97cbe9958c733ab1a51791"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2963f4a3f763870a16ee076796be31a4a0958fbae133dbc43fc55c3968564cf5"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:d2f0274595cc5b2b929c80d4e71b35041104b577e118cf789b3fe0a77b37a4c5"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42f211e366e026de110a4246801d43a907cd1a10948082f47e8a4e6da76fef52"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a59472b43879012b90989603aa5a6937a869a72723b1bf2ff1a0d1edee2cc8e6"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a03863714fa6936f90caa7b4b50ea59ea32bb498cc91f74dc25485b3f8fccfe9"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5dd95b6b7bfb1584f806db89e1e0c8dbb9d25a30a4683880c195cc7f197eaf0c"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7183157edf0c982c0b8592686535c8b3e107f13904b36d85219c77be5cefd0d8"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:ad9d74ef7c619b5b0577e909582a1928d93e07d271af18ba43e428dc3512c2a1"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:b53137d81e770c82189e07a8f32722d9e4260f13a0aec9914029206ead38cac3"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:49b9ed2472394d306d5dc967a7de48b0aab599016aa4477127b20c2ed982dbf9"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:dec307b57ec2d5054d77d03ee4f654afcd2c18aee00c48014cb70bfed79597d6"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:4381023fa1ff32fd5076f5d8321249a9aa62128eb3f21d7ee6a55373e672b261"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-win32.whl", hash = "sha256:8d7a072f10ee57c8413c8ab9593086d42aaff6ee65df4aa6663eecdb7c398dca"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-win_amd64.whl", hash = "sha256:ebcfb5bfd0a733514352cfc94224faad8791e576a80ffe2fd40b2177bf0e7198"},
+    {file = "rapidfuzz-3.6.1-cp39-cp39-win_arm64.whl", hash = "sha256:1c47d592e447738744905c18dda47ed155620204714e6df20eb1941bb1ba315e"},
+    {file = "rapidfuzz-3.6.1-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:eef8b346ab331bec12bbc83ac75641249e6167fab3d84d8f5ca37fd8e6c7a08c"},
+    {file = "rapidfuzz-3.6.1-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:53251e256017e2b87f7000aee0353ba42392c442ae0bafd0f6b948593d3f68c6"},
+    {file = "rapidfuzz-3.6.1-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6dede83a6b903e3ebcd7e8137e7ff46907ce9316e9d7e7f917d7e7cdc570ee05"},
+    {file = "rapidfuzz-3.6.1-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8e4da90e4c2b444d0a171d7444ea10152e07e95972bb40b834a13bdd6de1110c"},
+    {file = "rapidfuzz-3.6.1-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:ca3dfcf74f2b6962f411c33dd95b0adf3901266e770da6281bc96bb5a8b20de9"},
+    {file = "rapidfuzz-3.6.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:bcc957c0a8bde8007f1a8a413a632a1a409890f31f73fe764ef4eac55f59ca87"},
+    {file = "rapidfuzz-3.6.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:692c9a50bea7a8537442834f9bc6b7d29d8729a5b6379df17c31b6ab4df948c2"},
+    {file = "rapidfuzz-3.6.1-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:76c23ceaea27e790ddd35ef88b84cf9d721806ca366199a76fd47cfc0457a81b"},
+    {file = "rapidfuzz-3.6.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2b155e67fff215c09f130555002e42f7517d0ea72cbd58050abb83cb7c880cec"},
+    {file = "rapidfuzz-3.6.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:3028ee8ecc48250607fa8a0adce37b56275ec3b1acaccd84aee1f68487c8557b"},
+    {file = "rapidfuzz-3.6.1.tar.gz", hash = "sha256:35660bee3ce1204872574fa041c7ad7ec5175b3053a4cb6e181463fc07013de7"},
 ]
 
 [package.extras]
@@ -3017,13 +3036,13 @@ files = [
 
 [[package]]
 name = "traitlets"
-version = "5.14.0"
+version = "5.14.1"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "traitlets-5.14.0-py3-none-any.whl", hash = "sha256:f14949d23829023013c47df20b4a76ccd1a85effb786dc060f34de7948361b33"},
-    {file = "traitlets-5.14.0.tar.gz", hash = "sha256:fcdaa8ac49c04dfa0ed3ee3384ef6dfdb5d6f3741502be247279407679296772"},
+    {file = "traitlets-5.14.1-py3-none-any.whl", hash = "sha256:2e5a030e6eff91737c643231bfcf04a65b0132078dad75e4936700b213652e74"},
+    {file = "traitlets-5.14.1.tar.gz", hash = "sha256:8585105b371a04b8316a43d5ce29c098575c2e477850b62b848b964f1444527e"},
 ]
 
 [package.extras]
@@ -3054,13 +3073,13 @@ files = [
 
 [[package]]
 name = "tzdata"
-version = "2023.3"
+version = "2023.4"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
-    {file = "tzdata-2023.3-py2.py3-none-any.whl", hash = "sha256:7e65763eef3120314099b6939b5546db7adce1e7d6f2e179e3df563c70511eda"},
-    {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
+    {file = "tzdata-2023.4-py2.py3-none-any.whl", hash = "sha256:aa3ace4329eeacda5b7beb7ea08ece826c28d761cda36e747cfbf97996d39bf3"},
+    {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"},
 ]
 
 [[package]]
diff --git a/pyproject.toml b/pyproject.toml
index f9a62a2..9de6796 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -2,7 +2,7 @@
 name = "backend"
 version = "0.1.0"
 description = "Slick Telemetry backend written in python"
-authors = ["Slick Telemetry <devs.@slicktelemetry.com>"]
+authors = ["Slick Telemetry <contact.@slicktelemetry.com>"]
 readme = "README.md"
 
 [tool.poetry.dependencies]
diff --git a/run.py b/run.py
index 1b0c287..4f55c96 100644
--- a/run.py
+++ b/run.py
@@ -2,9 +2,7 @@
 
 
 def start_server():
-    uvicorn.run(
-        "app.main:app", host="0.0.0.0", port=8000, reload=True, log_level="info"
-    )
+    uvicorn.run("app.main:app", host="0.0.0.0", port=80, reload=True, log_level="info")
 
 
 if __name__ == "__main__":
diff --git a/useful_commands.md b/useful_commands.md
index 93848b2..b749f15 100644
--- a/useful_commands.md
+++ b/useful_commands.md
@@ -1,12 +1,50 @@
 # Useful Commands <!-- omit from toc -->
 
-- [1. Poetry](#1-poetry)
-  - [1.1. Export python dependencies from poetry to requirements.txt](#11-export-python-dependencies-from-poetry-to-requirementstxt)
+- [Poetry](#poetry)
+  - [Export python dependencies from poetry to requirements.txt](#export-python-dependencies-from-poetry-to-requirementstxt)
+  - [Show outated packages](#show-outated-packages)
+- [Jupyter Lab](#jupyter-lab)
+  - [Opening jupyter lab](#opening-jupyter-lab)
+- [Docker](#docker)
+  - [Building the images](#building-the-images)
+  - [Starting the containers](#starting-the-containers)
 
-## 1. Poetry
+## Poetry
 
-### 1.1. Export python dependencies from poetry to requirements.txt
+### Export python dependencies from poetry to requirements.txt
 
 ```sh
 poetry export --without-hashes --format=requirements.txt > requirements.txt
 ```
+
+### Show outated packages
+
+```sh
+poetry show --outdated
+```
+
+## Jupyter Lab
+
+### Opening jupyter lab
+
+```sh
+jupyter lab
+```
+
+## Docker
+
+### Building the images
+
+```sh
+docker build --file Dockerfile.dev --tag backend-dev .
+docker build --file Dockerfile.staging --tag backend-staging .
+docker build --file Dockerfile.prod --tag backend-prod .
+```
+
+### Starting the containers
+
+```sh
+docker run --detach --name backend-dev-container --publish 80:80 backend-dev
+docker run --detach --name backend-staging-container --publish 80:80 backend-staging
+docker run --detach --name backend-prod-container --publish 80:80 backend-prod
+```