diff --git a/.github/workflows/advanced-on-demand.yml b/.github/workflows/advanced-on-demand.yml
index 5e9f22baf..cf22210d8 100644
--- a/.github/workflows/advanced-on-demand.yml
+++ b/.github/workflows/advanced-on-demand.yml
@@ -11,7 +11,7 @@ jobs:
     strategy:
       matrix:
         python-version: [3.8, 3.9]
-        poetry-version: [1.2.1]
+        poetry-version: [1.2.2]
         test-group: [1, 2, 3, 4]
 
     if: ${{ github.event.comment.body == 'test advanced'}}
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 25fe92627..b39f88f20 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -28,11 +28,11 @@ jobs:
     strategy:
       matrix:
         python-version: [3.8, 3.9]
-        poetry-version: [1.2.1]
+        poetry-version: [1.2.2]
         test-group: [1, 2, 3, 4, 5, 6]
 
     steps:
-    - uses: actions/checkout@v2
+    - uses: actions/checkout@v3
 
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v2
diff --git a/.github/workflows/docs-ci.yml b/.github/workflows/docs-ci.yml
new file mode 100644
index 000000000..f72f80ee1
--- /dev/null
+++ b/.github/workflows/docs-ci.yml
@@ -0,0 +1,29 @@
+name: Build Docs (CI)
+
+on:
+  pull_request:
+    branches: [main]
+    paths:
+      - ".github/workflows/docs-ci.yml"
+      - "dowhy/**"
+      - "docs/**"
+      - "pyproject.toml"
+      - "poetry.lock"
+
+jobs:
+  docs:
+    runs-on: ubuntu-latest
+    container:
+      image: "ghcr.io/${{ github.repository_owner }}/dowhy-docs-generation:latest"
+    steps:
+      - uses: actions/checkout@v3
+        with:
+          fetch-depth: 0
+
+      - name: Install Python Dependencies
+        run: poetry install -E plotting -E causalml -E econml -E pydot --with docs
+
+      - run: git config --global --add safe.directory /__w/dowhy/dowhy
+
+      - name: Build
+        run: ./docs/generate_docs.sh
\ No newline at end of file
diff --git a/.github/workflows/docs-on-demand.yml b/.github/workflows/docs-on-demand.yml
deleted file mode 100644
index e8fb60454..000000000
--- a/.github/workflows/docs-on-demand.yml
+++ /dev/null
@@ -1,78 +0,0 @@
-name: Build Docs (on demand)
-
-on:
-  issue_comment:
-    types: [created, edited]
-
-jobs:
-  docs:
-    runs-on: ubuntu-latest
-    container:
-      image: "ghcr.io/${{ github.repository_owner }}/dowhy-docs-generation:latest"
-
-    if: ${{ github.event.comment.body == 'build docs'}}
-    steps:
-      - name: Message Initiating
-        uses: actions/github-script@v4
-        with:
-          script: |
-            github.issues.createComment({
-              issue_number: context.issue.number,
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              body: 'Launching documentation build 🚀',
-            });          
-
-      - name: Get PR SHA
-        id: sha
-        uses: actions/github-script@v4
-        with:
-          result-encoding: string
-          script: |
-            const { owner, repo, number } = context.issue;
-            const pr = await github.pulls.get({
-              owner,
-              repo,
-              pull_number: number,
-            });
-            return pr.data.head.sha   
-
-      - uses: actions/checkout@v2
-        with:
-          ref: ${{ steps.sha.outputs.result }}
-          fetch-depth: 0
-
-      - name: Install Python Dependencies
-        run: poetry install -E plotting -E causalml -E econml -E pydot --with docs
-
-      - name: Build
-        run: |
-          # sphinx-multiversion invokes git internally. Its call to "git rev-parse --show-toplevel" throws the
-          # following error: "fatal: detected dubious ownership in repository at '/__w/dowhy/dowhy'"
-          # The following command avoids this.
-          git config --global --add safe.directory /__w/dowhy/dowhy
-          ./docs/generate_docs.sh
-
-      - name: Message success
-        if: ${{ success() }}
-        uses: actions/github-script@v4
-        with:
-          script: |
-            github.issues.createComment({
-              issue_number: context.issue.number,
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              body: 'Documentation build succeeded! ✅',
-            });
-
-      - name: Message failure
-        if: ${{ failure() }}
-        uses: actions/github-script@v4
-        with:
-          script: |
-            github.issues.createComment({
-              issue_number: context.issue.number,
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              body: 'Documentation build failed! ❌',
-            });
diff --git a/.github/workflows/docs-release.yml b/.github/workflows/docs-release.yml
new file mode 100644
index 000000000..55917f2b7
--- /dev/null
+++ b/.github/workflows/docs-release.yml
@@ -0,0 +1,31 @@
+name: Build & Deploy Docs (For Release)
+
+on:
+  release:
+    types: [created]
+
+jobs:
+  docs:
+    runs-on: ubuntu-latest
+    container:
+      image: "ghcr.io/${{ github.repository_owner }}/dowhy-docs-generation:latest"
+    steps:
+      - uses: actions/checkout@v3
+        with:
+          fetch-depth: 0
+
+      - name: Install Python Dependencies  
+        run: poetry install -E plotting -E causalml -E econml -E pydot --with docs
+
+      - run: git config --global --add safe.directory /__w/dowhy/dowhy
+
+      - name: Build
+        run: ./docs/generate_docs.sh
+        env:
+          DOCS_VERSION: ${{ github.event.release.tag_name }}
+          
+      - name: Commit and push to gh-pages branch
+        uses: peaceiris/actions-gh-pages@v3
+        with:
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+          publish_dir: ./dowhy-docs
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index c74f309ae..3c8e360cb 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -1,8 +1,14 @@
-name: Build Docs
+name: Build & Deploy Docs
 on:
   push:
     branches:
       - main
+    paths:
+      - ".github/workflows/docs.yml"
+      - "dowhy/**"
+      - "docs/**"
+      - "pyproject.toml"
+      - "poetry.lock"
   workflow_run:
     workflows: [ "Build Docker image (docs)" ]
     types:
@@ -14,20 +20,17 @@ jobs:
     container:
       image: "ghcr.io/${{ github.repository_owner }}/dowhy-docs-generation:latest"
     steps:
-      - uses: actions/checkout@main
+      - uses: actions/checkout@v3
         with:
-          fetch-depth: 0 # otherwise, you will failed to push refs to dest repo
+          fetch-depth: 0
 
       - name: Install Python Dependencies  
         run: poetry install -E plotting -E causalml -E econml -E pydot --with docs
 
+      - run: git config --global --add safe.directory /__w/dowhy/dowhy
+
       - name: Build
-        run: |
-          # sphinx-multiversion invokes git internally. Its call to "git rev-parse --show-toplevel" throws the
-          # following error: "fatal: detected dubious ownership in repository at '/__w/dowhy/dowhy'"
-          # The following command avoids this.
-          git config --global --add safe.directory /__w/dowhy/dowhy
-          ./docs/generate_docs.sh
+        run: ./docs/generate_docs.sh
           
       - name: Commit and push to gh-pages branch
         uses: peaceiris/actions-gh-pages@v3
diff --git a/.github/workflows/nightly-tests.yml b/.github/workflows/nightly-tests.yml
index c2e676aa9..f4c7f44c3 100644
--- a/.github/workflows/nightly-tests.yml
+++ b/.github/workflows/nightly-tests.yml
@@ -12,7 +12,7 @@ jobs:
     strategy:
       matrix:
         python-version: [3.8, 3.9]
-        poetry-version: [1.2.1]
+        poetry-version: [1.2.2]
 
     steps:
       - uses: actions/checkout@v2
diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 3083d6268..6b6d1e508 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -20,10 +20,10 @@ jobs:
       with:
         python-version: '3.8'
     
-    - name: Install Poetry 1.2.1
+    - name: Install Poetry 1.2.2
       uses: abatilo/actions-poetry@v2.0.0
       with:
-        poetry-version: '1.2.1'
+        poetry-version: '1.2.2'
 
     - name: Install Poetry Dynamic Versioning Plugin
       run: pip install poetry-dynamic-versioning
diff --git a/.gitignore b/.gitignore
index fcdd90409..4b53e81ac 100644
--- a/.gitignore
+++ b/.gitignore
@@ -107,6 +107,5 @@ venv.bak/
 # custom values
 docs/source/example_notebooks/*.png
 docs/source/example_notebooks/lalonde.csv
-docs/source/_templates/versions.html
 docs/source/example_notebooks/lalonde.csv
 dowhy-docs
diff --git a/docs/Dockerfile b/docs/Dockerfile
index 8e1385543..5c45c81c5 100644
--- a/docs/Dockerfile
+++ b/docs/Dockerfile
@@ -6,5 +6,5 @@ FROM ghcr.io/py-why/dowhy-example-notebooks-deps
 
 RUN apt update
 RUN DEBIAN_FRONTEND=noninteractive apt install --yes --quiet curl
-RUN curl -sSL https://install.python-poetry.org | python3 - --version 1.2.1
+RUN curl -sSL https://install.python-poetry.org | python3 - --version 1.2.2
 ENV PATH=$PATH:/root/.local/share/pypoetry/venv/bin
diff --git a/docs/generate_docs.sh b/docs/generate_docs.sh
index 05a389eaa..9d15e84b6 100755
--- a/docs/generate_docs.sh
+++ b/docs/generate_docs.sh
@@ -1,26 +1,32 @@
-#!/bin/bash -ex
-
+#!/bin/bash -e
 cd $( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
-
-OUTPUT_DIR='../dowhy-docs'
-
-mv source/conf.py source/conf.py.orig
-cp source/conf-rtd.py source/conf.py
-cp source/_templates/versions-rtd.html source/_templates/versions.html
-
-poetry run sphinx-multiversion --dump-metadata source ${OUTPUT_DIR}
-poetry run sphinx-multiversion source ${OUTPUT_DIR}
-
-mv source/conf.py.orig source/conf.py
-cp source/_templates/versions-pydata.html source/_templates/versions.html
-
-poetry run sphinx-multiversion --dump-metadata source ${OUTPUT_DIR}
-poetry run sphinx-multiversion source ${OUTPUT_DIR}
-
+DOCS_ROOT='../dowhy-docs'
+# To change the build target, specify the DOCS_VERSION environment variable. (e.g. DOCS_VERSION=v0.8)
+TARGET_BUILD=${DOCS_VERSION:-main}
+OUTPUT_DIR="${DOCS_ROOT}/${TARGET_BUILD}"
 STABLE_VERSION=$(git describe --tags --abbrev=0 --match='v*')
 
+echo "Building docs for version ${TARGET_BUILD} into ${OUTPUT_DIR}, stable version is ${STABLE_VERSION}"
+
+#
+# Cache existing docs
+#
+if [ ! -f "${DOCS_ROOT}/index.html" ]; then
+    git clone --quiet --branch gh-pages https://github.com/py-why/dowhy.git ${DOCS_ROOT}
+    rm -rf ${DOCS_ROOT}/.git
+fi
+
+#
+# Build docs
+echo "Executing sphinx-build"
+poetry run sphinx-build -j auto source ${OUTPUT_DIR}
+
+#
+# Create the top-level index.html
+#
+
 echo "<html>
     <head>
         <meta http-equiv="'"'"refresh"'"'" content="'"'"0; url=./${STABLE_VERSION}"'"'" />
     </head>
-</html>" > ${OUTPUT_DIR}/index.html
+</html>" > ${DOCS_ROOT}/index.html
diff --git a/docs/source/_templates/versions-rtd.html b/docs/source/_templates/versions-rtd.html
deleted file mode 100644
index 400fb0ca0..000000000
--- a/docs/source/_templates/versions-rtd.html
+++ /dev/null
@@ -1,27 +0,0 @@
-{%- if current_version %}
-<div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
-  <span class="rst-current-version" data-toggle="rst-current-version">
-    <span class="fa fa-book"> Other Versions</span>
-    v: {{ current_version.name if current_version.name != "main" else "main-branch" }}
-    <span class="fa fa-caret-down"></span>
-  </span>
-    <div class="rst-other-versions">
-        {%- if versions.tags %}
-        <dl>
-            <dt>Releases</dt>
-            {%- for item in versions.tags %}
-            <dd><a href="{{ item.url }}">{{ item.name }}</a></dd>
-            {%- endfor %}
-            <!-- TODO: add mechanism to add new version here. Probably just render them in from generate_docs.sh. -->
-        </dl>
-        {%- endif %}
-        <dl>
-            <dt>Branches</dt>
-            <!-- hard-coding the link to main -->
-            <!-- It would be nice if this opened the same page on main branch, but that seems to be overkill
-                 right now. Therefore defaulting to the starting page (index). -->
-            <dd><a href="/dowhy/main/index.html">main</a></dd>
-        </dl>
-    </div>
-</div>
-{%- endif %}
diff --git a/docs/source/_templates/versions-pydata.html b/docs/source/_templates/versions.html
similarity index 100%
rename from docs/source/_templates/versions-pydata.html
rename to docs/source/_templates/versions.html
diff --git a/docs/source/conf-rtd.py b/docs/source/conf-rtd.py
deleted file mode 100644
index a100f61b4..000000000
--- a/docs/source/conf-rtd.py
+++ /dev/null
@@ -1,201 +0,0 @@
-# -*- coding: utf-8 -*-
-#
-# Configuration file for the Sphinx documentation builder.
-#
-# This file does only contain a selection of the most common options. For a
-# full list see the documentation:
-# http://www.sphinx-doc.org/en/stable/config
-
-# -- Path setup --------------------------------------------------------------
-
-# If extensions (or modules to document with autodoc) are in another directory,
-# add these directories to sys.path here. If the directory is relative to the
-# documentation root, use os.path.abspath to make it absolute, like shown here.
-#
-import os
-import sys
-
-sys.path.insert(0, os.path.abspath("../../"))
-
-# -- Project information -----------------------------------------------------
-
-project = "DoWhy"
-copyright = "2022, PyWhy contributors"
-author = "PyWhy community"
-
-
-# -- General configuration ---------------------------------------------------
-
-# If your documentation needs a minimal Sphinx version, state it here.
-#
-# needs_sphinx = '1.0'
-
-# Add any Sphinx extension module names here, as strings. They can be
-# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
-# ones.
-extensions = [
-    "sphinx.ext.autodoc",
-    "sphinx.ext.viewcode",
-    "sphinx.ext.todo",
-    "nbsphinx",
-    "sphinx_rtd_theme",
-    "sphinx_multiversion",
-    "sphinxcontrib.googleanalytics",
-    "sphinx_copybutton",
-]
-
-googleanalytics_id = "G-B139P18WHM"
-copybutton_prompt_text = ">>> "
-
-autodoc_mock_imports = ["matplotlib", "causalml", "pymc3", "econml"]
-
-# Add any paths that contain templates here, relative to this directory.
-templates_path = ["_templates"]
-
-# The suffix(es) of source filenames.
-# You can specify multiple suffix as a list of string:
-#
-# source_suffix = ['.rst', '.md']
-source_suffix = ".rst"
-
-# The master toctree document.
-master_doc = "index"
-
-# The language for content autogenerated by Sphinx. Refer to documentation
-# for a list of supported languages.
-#
-# This is also used if you do content translation via gettext catalogs.
-# Usually you set "language" from the command line for these cases.
-language = "en"
-
-# List of patterns, relative to source directory, that match files and
-# directories to ignore when looking for source files.
-# This pattern also affects html_static_path and html_extra_path .
-exclude_patterns = [
-    "_build",
-    "Thumbs.db",
-    ".DS_Store",
-    ".ipynb_checkpoints",
-    "example_notebooks/dowhy_ranking_methods.ipynb",
-    "example_notebooks/dowhy_optimize_backdoor_example.ipynb",  # need to check why str_to_dot fails here
-    "example_notebooks/dowhy_causal_discovery_example.ipynb",  # need to check why str_to_dot fails here
-    "example_notebooks/dowhy_twins_example.ipynb",
-]
-
-# The name of the Pygments (syntax highlighting) style to use.
-pygments_style = "sphinx"
-
-
-# -- Options for HTML output -------------------------------------------------
-
-# The theme to use for HTML and HTML Help pages.  See the documentation for
-# a list of builtin themes.
-#
-# html_theme = "pydata_sphinx_theme"
-# import sphinx_rtd_theme
-html_theme = "sphinx_rtd_theme"
-# html_theme_path = [sphinx_rtd_theme.get_html_theme_path()]
-
-# Theme options are theme-specific and customize the look and feel of a theme
-# further.  For a list of options available for each theme, see the
-# documentation.
-#
-
-# Add any paths that contain custom static files (such as style sheets) here,
-# relative to this directory. They are copied after the builtin static files,
-# so a file named "default.css" will overwrite the builtin "default.css".
-html_static_path = ["_static"]
-
-# Custom sidebar templates, must be a dictionary that maps document names
-# to template names.
-#
-# The default sidebars (for documents that don't match any pattern) are
-# defined by theme itself.  Builtin themes are using these templates by
-# default: ``['localtoc.html', 'relations.html', 'sourcelink.html',
-# 'searchbox.html']``.
-#
-# html_sidebars = {}
-
-
-# -- Options for HTMLHelp output ---------------------------------------------
-
-# Output file base name for HTML help builder.
-htmlhelp_basename = "dowhydoc"
-
-
-# -- Options for LaTeX output ------------------------------------------------
-
-latex_elements = {
-    # The paper size ('letterpaper' or 'a4paper').
-    #
-    # 'papersize': 'letterpaper',
-    # The font size ('10pt', '11pt' or '12pt').
-    #
-    # 'pointsize': '10pt',
-    # Additional stuff for the LaTeX preamble.
-    #
-    # 'preamble': '',
-    # Latex figure (float) alignment
-    #
-    # 'figure_align': 'htbp',
-}
-
-# Grouping the document tree into LaTeX files. List of tuples
-# (source start file, target name, title,
-#  author, documentclass [howto, manual, or own class]).
-latex_documents = [
-    (master_doc, "dowhy.tex", "dowhy Documentation", "Author", "manual"),
-]
-
-
-# -- Options for manual page output ------------------------------------------
-
-# One entry per manual page. List of tuples
-# (source start file, name, description, authors, manual section).
-man_pages = [(master_doc, "dowhy", "dowhy Documentation", [author], 1)]
-
-
-# -- Options for Texinfo output ----------------------------------------------
-
-# Grouping the document tree into Texinfo files. List of tuples
-# (source start file, target name, title, author,
-#  dir menu entry, description, category)
-texinfo_documents = [
-    (master_doc, "dowhy", "dowhy Documentation", author, "dowhy", "One line description of project.", "Miscellaneous"),
-]
-
-
-# -- Options for Epub output -------------------------------------------------
-
-# Bibliographic Dublin Core info.
-epub_title = project
-epub_author = author
-epub_publisher = author
-epub_copyright = copyright
-
-# The unique identifier of the text. This can be a ISBN number
-# or the project homepage.
-#
-# epub_identifier = ''
-
-# A unique identification for the text.
-#
-# epub_uid = ''
-
-# A list of files that should not be packed into the epub file.
-epub_exclude_files = ["search.html"]
-
-
-# -- Extension configuration -------------------------------------------------
-
-# -- Options for todo extension ----------------------------------------------
-
-# If true, `todo` and `todoList` produce output, else they produce nothing.
-todo_include_todos = True
-
-# init docstrings should also be included in class
-autoclass_content = "both"
-
-smv_tag_whitelist = r"^v0\.[0-8](\..*)?$"
-smv_branch_whitelist = None
-smv_released_pattern = r"refs/tags/v.*"
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 2805a8940..5806d4f31 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -39,7 +39,6 @@ extensions = [
     "sphinx.ext.todo",
     "nbsphinx",
     "sphinx_rtd_theme",
-    "sphinx_multiversion",
     "sphinxcontrib.googleanalytics",
     "sphinx_copybutton",
 ]
@@ -193,7 +192,3 @@ todo_include_todos = True
 
 # init docstrings should also be included in class
 autoclass_content = "both"
-
-smv_tag_whitelist = r"^v\d*\.(9|\d{2,})(\..*)?$"
-smv_branch_whitelist = "main"
-smv_released_pattern = r"refs/tags/v.*"
diff --git a/poetry.lock b/poetry.lock
index 13af63ba9..25e211ef2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -450,7 +450,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "exceptiongroup"
-version = "1.0.0"
+version = "1.0.1"
 description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
@@ -562,7 +562,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "google-auth"
-version = "2.14.0"
+version = "2.14.1"
 description = "Google Authentication Library"
 category = "dev"
 optional = false
@@ -577,7 +577,7 @@ six = ">=1.9.0"
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)", "requests (>=2.20.0,<3.0.0dev)"]
 enterprise-cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"]
-pyopenssl = ["pyopenssl (>=20.0.0)"]
+pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 
 [[package]]
@@ -838,7 +838,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "jsonschema"
-version = "4.16.0"
+version = "4.17.0"
 description = "An implementation of JSON Schema validation for Python"
 category = "dev"
 optional = false
@@ -926,8 +926,8 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-server"
-version = "1.21.0"
-description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
+version = "1.23.0"
+description = "=?utf-8?q?The_backend=E2=80=94i=2Ee=2E_core_services=2C_APIs=2C_and_REST_endpoints=E2=80=94to_Jupyter_web_applications=2E?="
 category = "dev"
 optional = false
 python-versions = ">=3.7"
@@ -1059,7 +1059,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib"
-version = "3.6.1"
+version = "3.6.2"
 description = "Python plotting package"
 category = "main"
 optional = false
@@ -1155,7 +1155,7 @@ python-versions = "*"
 
 [[package]]
 name = "nbclassic"
-version = "0.4.7"
+version = "0.4.8"
 description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
@@ -1183,7 +1183,7 @@ traitlets = ">=4.2.1"
 [package.extras]
 docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 json-logging = ["json-logging"]
-test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-tornasync", "requests", "requests-unixsocket", "selenium (==4.1.5)", "testpath"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-playwright", "pytest-tornasync", "requests", "requests-unixsocket", "testpath"]
 
 [[package]]
 name = "nbclient"
@@ -1279,7 +1279,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "networkx"
-version = "2.8.7"
+version = "2.8.8"
 description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
@@ -1287,10 +1287,10 @@ python-versions = ">=3.8"
 
 [package.extras]
 default = ["matplotlib (>=3.4)", "numpy (>=1.19)", "pandas (>=1.3)", "scipy (>=1.8)"]
-developer = ["mypy (>=0.981)", "pre-commit (>=2.20)"]
-doc = ["nb2plots (>=0.6)", "numpydoc (>=1.4)", "pillow (>=9.1)", "pydata-sphinx-theme (>=0.9)", "sphinx (>=5)", "sphinx-gallery (>=0.10)", "texext (>=0.6.6)"]
+developer = ["mypy (>=0.982)", "pre-commit (>=2.20)"]
+doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.2)", "pydata-sphinx-theme (>=0.11)", "sphinx (>=5.2)", "sphinx-gallery (>=0.11)", "texext (>=0.6.6)"]
 extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.9)", "sympy (>=1.10)"]
-test = ["codecov (>=2.1)", "pytest (>=7.1)", "pytest-cov (>=3.0)"]
+test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "notebook"
@@ -1325,7 +1325,7 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixs
 
 [[package]]
 name = "notebook-shim"
-version = "0.2.0"
+version = "0.2.2"
 description = "A shim layer for notebook traits and config"
 category = "dev"
 optional = false
@@ -1559,7 +1559,7 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
 
 [[package]]
 name = "pip"
-version = "22.3"
+version = "22.3.1"
 description = "The PyPA recommended tool for installing Python packages."
 category = "main"
 optional = true
@@ -1575,15 +1575,15 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "platformdirs"
-version = "2.5.2"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "2.5.3"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
-test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
+docs = ["furo (>=2022.9.29)", "proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.4)"]
+test = ["appdirs (==1.4.4)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
 
 [[package]]
 name = "pluggy"
@@ -1659,7 +1659,7 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.31"
+version = "3.0.32"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -1678,7 +1678,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "psutil"
-version = "5.9.3"
+version = "5.9.4"
 description = "Cross-platform lib for process and system monitoring in Python."
 category = "dev"
 optional = false
@@ -1880,7 +1880,7 @@ test = ["black (>=21.4b0)", "flake8", "graphviz (>=0.8)", "jupyter (>=1.0.0)", "
 
 [[package]]
 name = "pyrsistent"
-version = "0.19.1"
+version = "0.19.2"
 description = "Persistent/Functional/Immutable data structures"
 category = "dev"
 optional = false
@@ -1978,7 +1978,7 @@ tzdata = {version = "*", markers = "python_version >= \"3.6\""}
 
 [[package]]
 name = "pywin32"
-version = "304"
+version = "305"
 description = "Python for Window Extensions"
 category = "dev"
 optional = false
@@ -2006,7 +2006,7 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "qtconsole"
-version = "5.3.2"
+version = "5.4.0"
 description = "Jupyter Qt console"
 category = "dev"
 optional = false
@@ -2028,7 +2028,7 @@ test = ["flaky", "pytest", "pytest-qt"]
 
 [[package]]
 name = "qtpy"
-version = "2.2.1"
+version = "2.3.0"
 description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
 category = "dev"
 optional = false
@@ -2155,18 +2155,20 @@ test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "sciki
 
 [[package]]
 name = "seaborn"
-version = "0.12.0"
+version = "0.12.1"
 description = "Statistical data visualization"
 category = "main"
 optional = true
 python-versions = ">=3.7"
 
 [package.dependencies]
-matplotlib = ">=3.1"
+matplotlib = ">=3.1,<3.6.1 || >3.6.1"
 numpy = ">=1.17"
 pandas = ">=0.25"
 
 [package.extras]
+dev = ["flake8", "mypy", "pandas-stubs", "pre-commit", "pytest", "pytest-cov", "pytest-xdist"]
+docs = ["ipykernel", "nbconvert", "numpydoc", "pydata_sphinx_theme (==0.10.0rc2)", "pyyaml", "sphinx-copybutton", "sphinx-design", "sphinx-issues"]
 stats = ["scipy (>=1.3)", "statsmodels (>=0.10)"]
 
 [[package]]
@@ -2184,7 +2186,7 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "65.5.0"
+version = "65.5.1"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "main"
 optional = false
@@ -2192,7 +2194,7 @@ python-versions = ">=3.7"
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mock", "pip (>=19.1)", "pip-run (>=8.8)", "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", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "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", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
@@ -2345,27 +2347,9 @@ sphinx = ">=1.8"
 code-style = ["pre-commit (==2.12.1)"]
 rtd = ["ipython", "myst-nb", "sphinx", "sphinx-book-theme"]
 
-[[package]]
-name = "sphinx-multiversion"
-version = "0.2.4"
-description = "Add support for multiple versions to sphinx"
-category = "dev"
-optional = false
-python-versions = "*"
-develop = false
-
-[package.dependencies]
-sphinx = ">=2.1"
-
-[package.source]
-type = "git"
-url = "https://github.com/petergtz/sphinx-multiversion.git"
-reference = "override-version-with-refname"
-resolved_reference = "cd3a67e7998c5205e2456e7cb1026bd3b9f36253"
-
 [[package]]
 name = "sphinx-rtd-theme"
-version = "1.1.0"
+version = "1.1.1"
 description = "Read the Docs theme for Sphinx"
 category = "dev"
 optional = false
@@ -2485,7 +2469,7 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "statsmodels"
-version = "0.13.3"
+version = "0.13.5"
 description = "Statistical computations and models for Python"
 category = "main"
 optional = false
@@ -2497,14 +2481,14 @@ packaging = ">=21.3"
 pandas = ">=0.25"
 patsy = ">=0.5.2"
 scipy = [
-    {version = ">=1.3", markers = "(python_version > \"3.7\" or platform_system != \"Windows\" or platform_machine != \"x86\") and python_version < \"3.12\""},
+    {version = ">=1.3", markers = "(python_version > \"3.9\" or platform_system != \"Windows\" or platform_machine != \"x86\") and python_version < \"3.12\""},
     {version = ">=1.3,<1.9", markers = "python_version == \"3.8\" and platform_system == \"Windows\" and platform_machine == \"x86\" or python_version == \"3.9\" and platform_system == \"Windows\" and platform_machine == \"x86\""},
 ]
 
 [package.extras]
 build = ["cython (>=0.29.32)"]
-develop = ["Jinja2", "colorama", "cython (>=0.29.32)", "cython (>=0.29.32,<3.0.0)", "flake8", "isort", "joblib", "matplotlib (>=3)", "oldest-supported-numpy (>=2022.4.18)", "pytest (>=7.0.1,<7.1.0)", "pytest-randomly", "pytest-xdist", "pywinpty", "setuptools_scm[toml] (>=7.0.0,<7.1.0)"]
-docs = ["ipykernel", "jupyter_client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"]
+develop = ["Jinja2", "colorama", "cython (>=0.29.32)", "cython (>=0.29.32,<3.0.0)", "flake8", "isort", "joblib", "matplotlib (>=3)", "oldest-supported-numpy (>=2022.4.18)", "pytest (>=7.0.1,<7.1.0)", "pytest-randomly", "pytest-xdist", "pywinpty", "setuptools-scm[toml] (>=7.0.0,<7.1.0)"]
+docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"]
 
 [[package]]
 name = "sympy"
@@ -2797,7 +2781,7 @@ python-versions = "*"
 
 [[package]]
 name = "websocket-client"
-version = "1.4.1"
+version = "1.4.2"
 description = "WebSocket client for Python with low level API options"
 category = "dev"
 optional = false
@@ -2824,14 +2808,14 @@ watchdog = ["watchdog"]
 
 [[package]]
 name = "wheel"
-version = "0.37.1"
+version = "0.38.3"
 description = "A built-package format for Python"
 category = "main"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.7"
 
 [package.extras]
-test = ["pytest (>=3.0.0)", "pytest-cov"]
+test = ["pytest (>=3.0.0)"]
 
 [[package]]
 name = "widgetsnbextension"
@@ -2851,7 +2835,7 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [[package]]
 name = "xgboost"
-version = "1.7.0"
+version = "1.7.1"
 description = "XGBoost Python Package"
 category = "main"
 optional = false
@@ -2891,7 +2875,7 @@ pygraphviz = ["pygraphviz"]
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.8,<3.10"
-content-hash = "65377d0833479708f8868b4e3f2489f99f318f5451a3a14d5344373ca26612e0"
+content-hash = "50a89406d20f33ba3a343750abd88663e01b6b8af6bd7a65b18808d84f8c5a16"
 
 [metadata.files]
 absl-py = [
@@ -3334,8 +3318,8 @@ entrypoints = [
     {file = "entrypoints-0.4.tar.gz", hash = "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4"},
 ]
 exceptiongroup = [
-    {file = "exceptiongroup-1.0.0-py3-none-any.whl", hash = "sha256:2ac84b496be68464a2da60da518af3785fff8b7ec0d090a581604bc870bdee41"},
-    {file = "exceptiongroup-1.0.0.tar.gz", hash = "sha256:affbabf13fb6e98988c38d9c5650e701569fe3c1de3233cfb61c5f33774690ad"},
+    {file = "exceptiongroup-1.0.1-py3-none-any.whl", hash = "sha256:4d6c0aa6dd825810941c792f53d7b8d71da26f5e5f84f20f9508e8f2d33b140a"},
+    {file = "exceptiongroup-1.0.1.tar.gz", hash = "sha256:73866f7f842ede6cb1daa42c4af078e2035e5f7607f0e2c762cc51bb31bbe7b2"},
 ]
 executing = [
     {file = "executing-1.2.0-py2.py3-none-any.whl", hash = "sha256:0314a69e37426e3608aada02473b4161d4caf5a4b244d1d0c48072b8fee7bacc"},
@@ -3373,8 +3357,8 @@ gast = [
     {file = "gast-0.4.0.tar.gz", hash = "sha256:40feb7b8b8434785585ab224d1568b857edb18297e5a3047f1ba012bc83b42c1"},
 ]
 google-auth = [
-    {file = "google-auth-2.14.0.tar.gz", hash = "sha256:cf24817855d874ede2efd071aa22125445f555de1685b739a9782fcf408c2a3d"},
-    {file = "google_auth-2.14.0-py2.py3-none-any.whl", hash = "sha256:1ad5b0e6eba5f69645971abb3d2c197537d5914070a8c6d30299dfdb07c5c700"},
+    {file = "google-auth-2.14.1.tar.gz", hash = "sha256:ccaa901f31ad5cbb562615eb8b664b3dd0bf5404a67618e642307f00613eda4d"},
+    {file = "google_auth-2.14.1-py2.py3-none-any.whl", hash = "sha256:f5d8701633bebc12e0deea4df8abd8aff31c28b355360597f7f2ee60f2e4d016"},
 ]
 google-auth-oauthlib = [
     {file = "google-auth-oauthlib-0.4.6.tar.gz", hash = "sha256:a90a072f6993f2c327067bf65270046384cda5a8ecb20b94ea9a687f1f233a7a"},
@@ -3511,8 +3495,8 @@ joblib = [
     {file = "joblib-1.2.0.tar.gz", hash = "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"},
 ]
 jsonschema = [
-    {file = "jsonschema-4.16.0-py3-none-any.whl", hash = "sha256:9e74b8f9738d6a946d70705dc692b74b5429cd0960d58e79ffecfc43b2221eb9"},
-    {file = "jsonschema-4.16.0.tar.gz", hash = "sha256:165059f076eff6971bae5b742fc029a7b4ef3f9bcf04c14e4776a7605de14b23"},
+    {file = "jsonschema-4.17.0-py3-none-any.whl", hash = "sha256:f660066c3966db7d6daeaea8a75e0b68237a48e51cf49882087757bb59916248"},
+    {file = "jsonschema-4.17.0.tar.gz", hash = "sha256:5bfcf2bca16a087ade17e02b282d34af7ccd749ef76241e7f9bd7c0cb8a9424d"},
 ]
 jupyter = [
     {file = "jupyter-1.0.0-py2.py3-none-any.whl", hash = "sha256:5b290f93b98ffbc21c0c7e749f054b3267782166d72fa5e3ed1ed4eaf34a2b78"},
@@ -3532,8 +3516,8 @@ jupyter-core = [
     {file = "jupyter_core-4.11.2.tar.gz", hash = "sha256:c2909b9bc7dca75560a6c5ae78c34fd305ede31cd864da3c0d0bb2ed89aa9337"},
 ]
 jupyter-server = [
-    {file = "jupyter_server-1.21.0-py3-none-any.whl", hash = "sha256:992531008544d77e05a16251cdfbd0bdff1b1efa14760c79b9cc776ac9214cf1"},
-    {file = "jupyter_server-1.21.0.tar.gz", hash = "sha256:d0adca19913a3763359be7f0b8c2ea8bfde356f4b8edd8e3149d7d0fbfaa248b"},
+    {file = "jupyter_server-1.23.0-py3-none-any.whl", hash = "sha256:0adbb94fc41bc5d7217a17c51003fea7d0defb87d8a6aff4b95fa45fa029e129"},
+    {file = "jupyter_server-1.23.0.tar.gz", hash = "sha256:45d706e049ca2486491b1bb459c04f34966a606018be5b16287c91e33689e359"},
 ]
 jupyterlab-pygments = [
     {file = "jupyterlab_pygments-0.2.2-py2.py3-none-any.whl", hash = "sha256:2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f"},
@@ -3709,47 +3693,47 @@ markupsafe = [
     {file = "MarkupSafe-2.1.1.tar.gz", hash = "sha256:7f91197cc9e48f989d12e4e6fbc46495c446636dfc81b9ccf50bb0ec74b91d4b"},
 ]
 matplotlib = [
-    {file = "matplotlib-3.6.1-cp310-cp310-macosx_10_12_universal2.whl", hash = "sha256:7730e60e751cfcfe7fcb223cf03c0b979e9a064c239783ad37929d340a364cef"},
-    {file = "matplotlib-3.6.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:9dd40505ccc526acaf9a5db1b3029e237c64b58f1249983b28a291c2d6a1d0fa"},
-    {file = "matplotlib-3.6.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:85948b303534b69fd771126764cf883fde2af9b003eb5778cb60f3b46f93d3f6"},
-    {file = "matplotlib-3.6.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:71eced071825005011cdc64efbae2e2c76b8209c18aa487dedf69796fe4b1e40"},
-    {file = "matplotlib-3.6.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:220314c2d6b9ca11570d7cd4b841c9f3137546f188336003b9fb8def4dcb804d"},
-    {file = "matplotlib-3.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2cc5d726d4d42865f909c5208a7841109d76584950dd0587b01a77cc279d4ab7"},
-    {file = "matplotlib-3.6.1-cp310-cp310-win32.whl", hash = "sha256:183bf3ac6a6023ee590aa4b677f391ceed65ec0d6b930901a8483c267bd12995"},
-    {file = "matplotlib-3.6.1-cp310-cp310-win_amd64.whl", hash = "sha256:a68b91ac7e6bb26100a540a033f54c95fe06d9c0aa51312c2a52d07d1bde78f4"},
-    {file = "matplotlib-3.6.1-cp311-cp311-macosx_10_12_universal2.whl", hash = "sha256:4648f0d79a87bf50ee740058305c91091ee5e1fbb71a7d2f5fe6707bfe328d1c"},
-    {file = "matplotlib-3.6.1-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:9403764017d20ff570f7ce973a8b9637f08a6109118f4e0ce6c7493d8849a0d3"},
-    {file = "matplotlib-3.6.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e4c8b5a243dd29d50289d694e931bd6cb6ae0b5bd654d12c647543d63862540c"},
-    {file = "matplotlib-3.6.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c1effccef0cea2d4da9feeed22079adf6786f92c800a7d0d2ef2104318a1c66c"},
-    {file = "matplotlib-3.6.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8dc25473319afabe49150267e54648ac559c33b0fc2a80c8caecfbbc2948a820"},
-    {file = "matplotlib-3.6.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47cb088bbce82ae9fc2edf3c25e56a5c6142ce2553fea2b781679f960a70c207"},
-    {file = "matplotlib-3.6.1-cp311-cp311-win32.whl", hash = "sha256:4d3b0e0a4611bd22065bbf47e9b2f689ac9e575bcb850a9f0ae2bbed75cab956"},
-    {file = "matplotlib-3.6.1-cp311-cp311-win_amd64.whl", hash = "sha256:e3c116e779fbbf421a9e4d3060db259a9bb486d98f4e3c5a0877c599bd173582"},
-    {file = "matplotlib-3.6.1-cp38-cp38-macosx_10_12_universal2.whl", hash = "sha256:565f514dec81a41cbed10eb6011501879695087fc2787fb89423a466508abbbd"},
-    {file = "matplotlib-3.6.1-cp38-cp38-macosx_10_12_x86_64.whl", hash = "sha256:05e86446562063d6186ff6d700118c0dbd5dccc403a6187351ee526c48878f10"},
-    {file = "matplotlib-3.6.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:8245e85fd793f58edf29b8a9e3be47e8ecf76ea1a1e8240545f2746181ca5787"},
-    {file = "matplotlib-3.6.1-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:1e2c75d5d1ff6b7ef9870360bfa23bea076b8dc0945a60d19453d7619ed9ea8f"},
-    {file = "matplotlib-3.6.1-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:c9756a8e69f6e1f76d47eb42132175b6814da1fbeae0545304c6d0fc2aae252a"},
-    {file = "matplotlib-3.6.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6f5788168da2661b42f7468063b725cc73fdbeeb80f2704cb2d8c415e9a57c50"},
-    {file = "matplotlib-3.6.1-cp38-cp38-win32.whl", hash = "sha256:0bab7564aafd5902128d54b68dca04f5755413fb6b502100bb0235a545882c48"},
-    {file = "matplotlib-3.6.1-cp38-cp38-win_amd64.whl", hash = "sha256:3c53486278a0629fd892783271dc994b962fba8dfe207445d039e14f1928ea46"},
-    {file = "matplotlib-3.6.1-cp39-cp39-macosx_10_12_universal2.whl", hash = "sha256:27337bcb38d5db7430c14f350924542d75416ec1546d5d9d9f39b362b71db3fb"},
-    {file = "matplotlib-3.6.1-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:fad858519bd6d52dbfeebdbe04d00dd8e932ed436f1c535e61bcc970a96c11e4"},
-    {file = "matplotlib-3.6.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:4a3d903588b519b38ed085d0ae762a1dcd4b70164617292175cfd91b90d6c415"},
-    {file = "matplotlib-3.6.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:87bdbd37d0a41e025879863fe9b17bab15c0421313bc33e77e5e1aa54215c9c5"},
-    {file = "matplotlib-3.6.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e632f66218811d4cf8b7a2a649e25ec15406c3c498f72d19e2bcf8377f38445d"},
-    {file = "matplotlib-3.6.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8ddd58324dc9a77e2e56d7b7aea7dbd0575b6f7cd1333c3ca9d388ac70978344"},
-    {file = "matplotlib-3.6.1-cp39-cp39-win32.whl", hash = "sha256:12ab21d0cad122f5b23688d453a0280676e7c42f634f0dbd093d15d42d142b1f"},
-    {file = "matplotlib-3.6.1-cp39-cp39-win_amd64.whl", hash = "sha256:563896ba269324872ace436a57775dcc8322678a9496b28a8c25cdafa5ec2b92"},
-    {file = "matplotlib-3.6.1-pp38-pypy38_pp73-macosx_10_12_x86_64.whl", hash = "sha256:52935b7d4ccbf0dbc9cf454dbb10ca99c11cbe8da9467596b96e5e21fd4dfc5c"},
-    {file = "matplotlib-3.6.1-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:87027ff7b2edeb14476900261ef04d4beae949e1dfa0a3eb3ad6a6efbf9d0e1d"},
-    {file = "matplotlib-3.6.1-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a4de03085afb3b80fab341afaf8e60dfe06ce439b6dfed55d657cf34a7bc3c40"},
-    {file = "matplotlib-3.6.1-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:b53387d4e59432ff221540a4ffb5ee9669c69417805e4faf0148a00d701c61f9"},
-    {file = "matplotlib-3.6.1-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:02561141c434154f7bae8e5449909d152367cb40aa57bfb2a27f2748b9c5f95f"},
-    {file = "matplotlib-3.6.1-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d0161ebf87518ecfe0980c942d5f0d5df0e080c1746ebaab2027a969967014b7"},
-    {file = "matplotlib-3.6.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2469f57e4c5cc0e85eddc7b30995ea9c404a78c0b1856da75d1a5887156ca350"},
-    {file = "matplotlib-3.6.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:5f97141e05baf160c3ec125f06ceb2a44c9bb62f42fcb8ee1c05313c73e99432"},
-    {file = "matplotlib-3.6.1.tar.gz", hash = "sha256:e2d1b7225666f7e1bcc94c0bc9c587a82e3e8691da4757e357e5c2515222ee37"},
+    {file = "matplotlib-3.6.2-cp310-cp310-macosx_10_12_universal2.whl", hash = "sha256:8d0068e40837c1d0df6e3abf1cdc9a34a6d2611d90e29610fa1d2455aeb4e2e5"},
+    {file = "matplotlib-3.6.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:252957e208c23db72ca9918cb33e160c7833faebf295aaedb43f5b083832a267"},
+    {file = "matplotlib-3.6.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d50e8c1e571ee39b5dfbc295c11ad65988879f68009dd281a6e1edbc2ff6c18c"},
+    {file = "matplotlib-3.6.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d840adcad7354be6f2ec28d0706528b0026e4c3934cc6566b84eac18633eab1b"},
+    {file = "matplotlib-3.6.2-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:78ec3c3412cf277e6252764ee4acbdbec6920cc87ad65862272aaa0e24381eee"},
+    {file = "matplotlib-3.6.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9347cc6822f38db2b1d1ce992f375289670e595a2d1c15961aacbe0977407dfc"},
+    {file = "matplotlib-3.6.2-cp310-cp310-win32.whl", hash = "sha256:e0bbee6c2a5bf2a0017a9b5e397babb88f230e6f07c3cdff4a4c4bc75ed7c617"},
+    {file = "matplotlib-3.6.2-cp310-cp310-win_amd64.whl", hash = "sha256:8a0ae37576ed444fe853709bdceb2be4c7df6f7acae17b8378765bd28e61b3ae"},
+    {file = "matplotlib-3.6.2-cp311-cp311-macosx_10_12_universal2.whl", hash = "sha256:5ecfc6559132116dedfc482d0ad9df8a89dc5909eebffd22f3deb684132d002f"},
+    {file = "matplotlib-3.6.2-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:9f335e5625feb90e323d7e3868ec337f7b9ad88b5d633f876e3b778813021dab"},
+    {file = "matplotlib-3.6.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:b2604c6450f9dd2c42e223b1f5dca9643a23cfecc9fde4a94bb38e0d2693b136"},
+    {file = "matplotlib-3.6.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e5afe0a7ea0e3a7a257907060bee6724a6002b7eec55d0db16fd32409795f3e1"},
+    {file = "matplotlib-3.6.2-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ca0e7a658fbafcddcaefaa07ba8dae9384be2343468a8e011061791588d839fa"},
+    {file = "matplotlib-3.6.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:32d29c8c26362169c80c5718ce367e8c64f4dd068a424e7110df1dd2ed7bd428"},
+    {file = "matplotlib-3.6.2-cp311-cp311-win32.whl", hash = "sha256:5024b8ed83d7f8809982d095d8ab0b179bebc07616a9713f86d30cf4944acb73"},
+    {file = "matplotlib-3.6.2-cp311-cp311-win_amd64.whl", hash = "sha256:52c2bdd7cd0bf9d5ccdf9c1816568fd4ccd51a4d82419cc5480f548981b47dd0"},
+    {file = "matplotlib-3.6.2-cp38-cp38-macosx_10_12_universal2.whl", hash = "sha256:8a8dbe2cb7f33ff54b16bb5c500673502a35f18ac1ed48625e997d40c922f9cc"},
+    {file = "matplotlib-3.6.2-cp38-cp38-macosx_10_12_x86_64.whl", hash = "sha256:380d48c15ec41102a2b70858ab1dedfa33eb77b2c0982cb65a200ae67a48e9cb"},
+    {file = "matplotlib-3.6.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:0844523dfaaff566e39dbfa74e6f6dc42e92f7a365ce80929c5030b84caa563a"},
+    {file = "matplotlib-3.6.2-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:7f716b6af94dc1b6b97c46401774472f0867e44595990fe80a8ba390f7a0a028"},
+    {file = "matplotlib-3.6.2-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:74153008bd24366cf099d1f1e83808d179d618c4e32edb0d489d526523a94d9f"},
+    {file = "matplotlib-3.6.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f41e57ad63d336fe50d3a67bb8eaa26c09f6dda6a59f76777a99b8ccd8e26aec"},
+    {file = "matplotlib-3.6.2-cp38-cp38-win32.whl", hash = "sha256:d0e9ac04065a814d4cf2c6791a2ad563f739ae3ae830d716d54245c2b96fead6"},
+    {file = "matplotlib-3.6.2-cp38-cp38-win_amd64.whl", hash = "sha256:8a9d899953c722b9afd7e88dbefd8fb276c686c3116a43c577cfabf636180558"},
+    {file = "matplotlib-3.6.2-cp39-cp39-macosx_10_12_universal2.whl", hash = "sha256:f04f97797df35e442ed09f529ad1235d1f1c0f30878e2fe09a2676b71a8801e0"},
+    {file = "matplotlib-3.6.2-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:3964934731fd7a289a91d315919cf757f293969a4244941ab10513d2351b4e83"},
+    {file = "matplotlib-3.6.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:168093410b99f647ba61361b208f7b0d64dde1172b5b1796d765cd243cadb501"},
+    {file = "matplotlib-3.6.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5e16dcaecffd55b955aa5e2b8a804379789c15987e8ebd2f32f01398a81e975b"},
+    {file = "matplotlib-3.6.2-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:83dc89c5fd728fdb03b76f122f43b4dcee8c61f1489e232d9ad0f58020523e1c"},
+    {file = "matplotlib-3.6.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:795ad83940732b45d39b82571f87af0081c120feff2b12e748d96bb191169e33"},
+    {file = "matplotlib-3.6.2-cp39-cp39-win32.whl", hash = "sha256:19d61ee6414c44a04addbe33005ab1f87539d9f395e25afcbe9a3c50ce77c65c"},
+    {file = "matplotlib-3.6.2-cp39-cp39-win_amd64.whl", hash = "sha256:5ba73aa3aca35d2981e0b31230d58abb7b5d7ca104e543ae49709208d8ce706a"},
+    {file = "matplotlib-3.6.2-pp38-pypy38_pp73-macosx_10_12_x86_64.whl", hash = "sha256:1836f366272b1557a613f8265db220eb8dd883202bbbabe01bad5a4eadfd0c95"},
+    {file = "matplotlib-3.6.2-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0eda9d1b43f265da91fb9ae10d6922b5a986e2234470a524e6b18f14095b20d2"},
+    {file = "matplotlib-3.6.2-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ec9be0f4826cdb3a3a517509dcc5f87f370251b76362051ab59e42b6b765f8c4"},
+    {file = "matplotlib-3.6.2-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:3cef89888a466228fc4e4b2954e740ce8e9afde7c4315fdd18caa1b8de58ca17"},
+    {file = "matplotlib-3.6.2-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:54fa9fe27f5466b86126ff38123261188bed568c1019e4716af01f97a12fe812"},
+    {file = "matplotlib-3.6.2-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e68be81cd8c22b029924b6d0ee814c337c0e706b8d88495a617319e5dd5441c3"},
+    {file = "matplotlib-3.6.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b0ca2c60d3966dfd6608f5f8c49b8a0fcf76de6654f2eda55fc6ef038d5a6f27"},
+    {file = "matplotlib-3.6.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:4426c74761790bff46e3d906c14c7aab727543293eed5a924300a952e1a3a3c1"},
+    {file = "matplotlib-3.6.2.tar.gz", hash = "sha256:b03fd10a1709d0101c054883b550f7c4c5e974f751e2680318759af005964990"},
 ]
 matplotlib-inline = [
     {file = "matplotlib-inline-0.1.6.tar.gz", hash = "sha256:f887e5f10ba98e8d2b150ddcf4702c1e5f8b3a20005eb0f74bfdbd360ee6f304"},
@@ -3813,8 +3797,8 @@ mypy-extensions = [
     {file = "mypy_extensions-0.4.3.tar.gz", hash = "sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8"},
 ]
 nbclassic = [
-    {file = "nbclassic-0.4.7-py3-none-any.whl", hash = "sha256:d71d18aa6605eaf59e9b99b34c96360af45847f2a30ee2fefbe2f7bed4bc3df2"},
-    {file = "nbclassic-0.4.7.tar.gz", hash = "sha256:1e0470583b55089c427940ed31b8a866ffef7ccab101494e409efe5ac7ba9897"},
+    {file = "nbclassic-0.4.8-py3-none-any.whl", hash = "sha256:cbf05df5842b420d5cece0143462380ea9d308ff57c2dc0eb4d6e035b18fbfb3"},
+    {file = "nbclassic-0.4.8.tar.gz", hash = "sha256:c74d8a500f8e058d46b576a41e5bc640711e1032cf7541dde5f73ea49497e283"},
 ]
 nbclient = [
     {file = "nbclient-0.7.0-py3-none-any.whl", hash = "sha256:434c91385cf3e53084185334d675a0d33c615108b391e260915d1aa8e86661b8"},
@@ -3837,16 +3821,16 @@ nest-asyncio = [
     {file = "nest_asyncio-1.5.6.tar.gz", hash = "sha256:d267cc1ff794403f7df692964d1d2a3fa9418ffea2a3f6859a439ff482fef290"},
 ]
 networkx = [
-    {file = "networkx-2.8.7-py3-none-any.whl", hash = "sha256:15cdf7f7c157637107ea690cabbc488018f8256fa28242aed0fb24c93c03a06d"},
-    {file = "networkx-2.8.7.tar.gz", hash = "sha256:815383fd52ece0a7024b5fd8408cc13a389ea350cd912178b82eed8b96f82cd3"},
+    {file = "networkx-2.8.8-py3-none-any.whl", hash = "sha256:e435dfa75b1d7195c7b8378c3859f0445cd88c6b0375c181ed66823a9ceb7524"},
+    {file = "networkx-2.8.8.tar.gz", hash = "sha256:230d388117af870fce5647a3c52401fcf753e94720e6ea6b4197a5355648885e"},
 ]
 notebook = [
     {file = "notebook-6.5.2-py3-none-any.whl", hash = "sha256:e04f9018ceb86e4fa841e92ea8fb214f8d23c1cedfde530cc96f92446924f0e4"},
     {file = "notebook-6.5.2.tar.gz", hash = "sha256:c1897e5317e225fc78b45549a6ab4b668e4c996fd03a04e938fe5e7af2bfffd0"},
 ]
 notebook-shim = [
-    {file = "notebook_shim-0.2.0-py3-none-any.whl", hash = "sha256:481711abddfb2e5305b83cf0efe18475824eb47d1ba9f87f66a8c574b8b5c9e4"},
-    {file = "notebook_shim-0.2.0.tar.gz", hash = "sha256:fdb81febb05932c6d19e44e10382ce05469cac5e1b6e99b49be6159ddb5e4804"},
+    {file = "notebook_shim-0.2.2-py3-none-any.whl", hash = "sha256:9c6c30f74c4fbea6fce55c1be58e7fd0409b1c681b075dcedceb005db5026949"},
+    {file = "notebook_shim-0.2.2.tar.gz", hash = "sha256:090e0baf9a5582ff59b607af523ca2db68ff216da0c69956b62cab2ef4fc9c3f"},
 ]
 numba = [
     {file = "numba-0.53.1-cp36-cp36m-macosx_10_14_x86_64.whl", hash = "sha256:b23de6b6837c132087d06b8b92d343edb54b885873b824a037967fbd5272ebb7"},
@@ -4054,16 +4038,16 @@ pillow = [
     {file = "Pillow-9.3.0.tar.gz", hash = "sha256:c935a22a557a560108d780f9a0fc426dd7459940dc54faa49d83249c8d3e760f"},
 ]
 pip = [
-    {file = "pip-22.3-py3-none-any.whl", hash = "sha256:1daab4b8d3b97d1d763caeb01a4640a2250a0ea899e257b1e44b9eded91e15ab"},
-    {file = "pip-22.3.tar.gz", hash = "sha256:8182aec21dad6c0a49a2a3d121a87cd524b950e0b6092b181625f07ebdde7530"},
+    {file = "pip-22.3.1-py3-none-any.whl", hash = "sha256:908c78e6bc29b676ede1c4d57981d490cb892eb45cd8c214ab6298125119e077"},
+    {file = "pip-22.3.1.tar.gz", hash = "sha256:65fd48317359f3af8e593943e6ae1506b66325085ea64b706a998c6e83eeaf38"},
 ]
 pkgutil-resolve-name = [
     {file = "pkgutil_resolve_name-1.3.10-py3-none-any.whl", hash = "sha256:ca27cc078d25c5ad71a9de0a7a330146c4e014c2462d9af19c6b828280649c5e"},
     {file = "pkgutil_resolve_name-1.3.10.tar.gz", hash = "sha256:357d6c9e6a755653cfd78893817c0853af365dd51ec97f3d358a819373bbd174"},
 ]
 platformdirs = [
-    {file = "platformdirs-2.5.2-py3-none-any.whl", hash = "sha256:027d8e83a2d7de06bbac4e5ef7e023c02b863d7ea5d079477e722bb41ab25788"},
-    {file = "platformdirs-2.5.2.tar.gz", hash = "sha256:58c8abb07dcb441e6ee4b11d8df0ac856038f944ab98b7be6b27b2a3c7feef19"},
+    {file = "platformdirs-2.5.3-py3-none-any.whl", hash = "sha256:0cb405749187a194f444c25c82ef7225232f11564721eabffc6ec70df83b11cb"},
+    {file = "platformdirs-2.5.3.tar.gz", hash = "sha256:6e52c21afff35cb659c6e52d8b4d61b9bd544557180440538f255d9382c8cbe0"},
 ]
 pluggy = [
     {file = "pluggy-1.0.0-py2.py3-none-any.whl", hash = "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"},
@@ -4090,8 +4074,8 @@ prometheus-client = [
     {file = "prometheus_client-0.15.0.tar.gz", hash = "sha256:be26aa452490cfcf6da953f9436e95a9f2b4d578ca80094b4458930e5f584ab1"},
 ]
 prompt-toolkit = [
-    {file = "prompt_toolkit-3.0.31-py3-none-any.whl", hash = "sha256:9696f386133df0fc8ca5af4895afe5d78f5fcfe5258111c2a79a1c3e41ffa96d"},
-    {file = "prompt_toolkit-3.0.31.tar.gz", hash = "sha256:9ada952c9d1787f52ff6d5f3484d0b4df8952787c087edf6a1f7c2cb1ea88148"},
+    {file = "prompt_toolkit-3.0.32-py3-none-any.whl", hash = "sha256:24becda58d49ceac4dc26232eb179ef2b21f133fecda7eed6018d341766ed76e"},
+    {file = "prompt_toolkit-3.0.32.tar.gz", hash = "sha256:e7f2129cba4ff3b3656bbdda0e74ee00d2f874a8bcdb9dd16f5fec7b3e173cae"},
 ]
 protobuf = [
     {file = "protobuf-3.19.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:5e2e5d83c75fb61be40c001cfbcb0e5f912a30e147b369e0ed3744406098a779"},
@@ -4122,42 +4106,20 @@ protobuf = [
     {file = "protobuf-3.19.6.tar.gz", hash = "sha256:5f5540d57a43042389e87661c6eaa50f47c19c6176e8cf1c4f287aeefeccb5c4"},
 ]
 psutil = [
-    {file = "psutil-5.9.3-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:b4a247cd3feaae39bb6085fcebf35b3b8ecd9b022db796d89c8f05067ca28e71"},
-    {file = "psutil-5.9.3-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:5fa88e3d5d0b480602553d362c4b33a63e0c40bfea7312a7bf78799e01e0810b"},
-    {file = "psutil-5.9.3-cp27-cp27m-manylinux2010_x86_64.whl", hash = "sha256:767ef4fa33acda16703725c0473a91e1832d296c37c63896c7153ba81698f1ab"},
-    {file = "psutil-5.9.3-cp27-cp27m-win32.whl", hash = "sha256:9a4af6ed1094f867834f5f07acd1250605a0874169a5fcadbcec864aec2496a6"},
-    {file = "psutil-5.9.3-cp27-cp27m-win_amd64.whl", hash = "sha256:fa5e32c7d9b60b2528108ade2929b115167fe98d59f89555574715054f50fa31"},
-    {file = "psutil-5.9.3-cp27-cp27mu-manylinux2010_i686.whl", hash = "sha256:fe79b4ad4836e3da6c4650cb85a663b3a51aef22e1a829c384e18fae87e5e727"},
-    {file = "psutil-5.9.3-cp27-cp27mu-manylinux2010_x86_64.whl", hash = "sha256:db8e62016add2235cc87fb7ea000ede9e4ca0aa1f221b40cef049d02d5d2593d"},
-    {file = "psutil-5.9.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:941a6c2c591da455d760121b44097781bc970be40e0e43081b9139da485ad5b7"},
-    {file = "psutil-5.9.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:71b1206e7909792d16933a0d2c1c7f04ae196186c51ba8567abae1d041f06dcb"},
-    {file = "psutil-5.9.3-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f57d63a2b5beaf797b87024d018772439f9d3103a395627b77d17a8d72009543"},
-    {file = "psutil-5.9.3-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e7507f6c7b0262d3e7b0eeda15045bf5881f4ada70473b87bc7b7c93b992a7d7"},
-    {file = "psutil-5.9.3-cp310-cp310-win32.whl", hash = "sha256:1b540599481c73408f6b392cdffef5b01e8ff7a2ac8caae0a91b8222e88e8f1e"},
-    {file = "psutil-5.9.3-cp310-cp310-win_amd64.whl", hash = "sha256:547ebb02031fdada635452250ff39942db8310b5c4a8102dfe9384ee5791e650"},
-    {file = "psutil-5.9.3-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:d8c3cc6bb76492133474e130a12351a325336c01c96a24aae731abf5a47fe088"},
-    {file = "psutil-5.9.3-cp36-cp36m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:07d880053c6461c9b89cd5d4808f3b8336665fa3acdefd6777662c5ed73a851a"},
-    {file = "psutil-5.9.3-cp36-cp36m-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5e8b50241dd3c2ed498507f87a6602825073c07f3b7e9560c58411c14fe1e1c9"},
-    {file = "psutil-5.9.3-cp36-cp36m-win32.whl", hash = "sha256:828c9dc9478b34ab96be75c81942d8df0c2bb49edbb481f597314d92b6441d89"},
-    {file = "psutil-5.9.3-cp36-cp36m-win_amd64.whl", hash = "sha256:ed15edb14f52925869250b1375f0ff58ca5c4fa8adefe4883cfb0737d32f5c02"},
-    {file = "psutil-5.9.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:d266cd05bd4a95ca1c2b9b5aac50d249cf7c94a542f47e0b22928ddf8b80d1ef"},
-    {file = "psutil-5.9.3-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7e4939ff75149b67aef77980409f156f0082fa36accc475d45c705bb00c6c16a"},
-    {file = "psutil-5.9.3-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:68fa227c32240c52982cb931801c5707a7f96dd8927f9102d6c7771ea1ff5698"},
-    {file = "psutil-5.9.3-cp37-cp37m-win32.whl", hash = "sha256:beb57d8a1ca0ae0eb3d08ccaceb77e1a6d93606f0e1754f0d60a6ebd5c288837"},
-    {file = "psutil-5.9.3-cp37-cp37m-win_amd64.whl", hash = "sha256:12500d761ac091f2426567f19f95fd3f15a197d96befb44a5c1e3cbe6db5752c"},
-    {file = "psutil-5.9.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:ba38cf9984d5462b506e239cf4bc24e84ead4b1d71a3be35e66dad0d13ded7c1"},
-    {file = "psutil-5.9.3-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:46907fa62acaac364fff0b8a9da7b360265d217e4fdeaca0a2397a6883dffba2"},
-    {file = "psutil-5.9.3-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a04a1836894c8279e5e0a0127c0db8e198ca133d28be8a2a72b4db16f6cf99c1"},
-    {file = "psutil-5.9.3-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8a4e07611997acf178ad13b842377e3d8e9d0a5bac43ece9bfc22a96735d9a4f"},
-    {file = "psutil-5.9.3-cp38-cp38-win32.whl", hash = "sha256:6ced1ad823ecfa7d3ce26fe8aa4996e2e53fb49b7fed8ad81c80958501ec0619"},
-    {file = "psutil-5.9.3-cp38-cp38-win_amd64.whl", hash = "sha256:35feafe232d1aaf35d51bd42790cbccb882456f9f18cdc411532902370d660df"},
-    {file = "psutil-5.9.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:538fcf6ae856b5e12d13d7da25ad67f02113c96f5989e6ad44422cb5994ca7fc"},
-    {file = "psutil-5.9.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:a3d81165b8474087bb90ec4f333a638ccfd1d69d34a9b4a1a7eaac06648f9fbe"},
-    {file = "psutil-5.9.3-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3a7826e68b0cf4ce2c1ee385d64eab7d70e3133171376cac53d7c1790357ec8f"},
-    {file = "psutil-5.9.3-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9ec296f565191f89c48f33d9544d8d82b0d2af7dd7d2d4e6319f27a818f8d1cc"},
-    {file = "psutil-5.9.3-cp39-cp39-win32.whl", hash = "sha256:9ec95df684583b5596c82bb380c53a603bb051cf019d5c849c47e117c5064395"},
-    {file = "psutil-5.9.3-cp39-cp39-win_amd64.whl", hash = "sha256:4bd4854f0c83aa84a5a40d3b5d0eb1f3c128f4146371e03baed4589fe4f3c931"},
-    {file = "psutil-5.9.3.tar.gz", hash = "sha256:7ccfcdfea4fc4b0a02ca2c31de7fcd186beb9cff8207800e14ab66f79c773af6"},
+    {file = "psutil-5.9.4-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:c1ca331af862803a42677c120aff8a814a804e09832f166f226bfd22b56feee8"},
+    {file = "psutil-5.9.4-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:68908971daf802203f3d37e78d3f8831b6d1014864d7a85937941bb35f09aefe"},
+    {file = "psutil-5.9.4-cp27-cp27m-manylinux2010_x86_64.whl", hash = "sha256:3ff89f9b835100a825b14c2808a106b6fdcc4b15483141482a12c725e7f78549"},
+    {file = "psutil-5.9.4-cp27-cp27m-win32.whl", hash = "sha256:852dd5d9f8a47169fe62fd4a971aa07859476c2ba22c2254d4a1baa4e10b95ad"},
+    {file = "psutil-5.9.4-cp27-cp27m-win_amd64.whl", hash = "sha256:9120cd39dca5c5e1c54b59a41d205023d436799b1c8c4d3ff71af18535728e94"},
+    {file = "psutil-5.9.4-cp27-cp27mu-manylinux2010_i686.whl", hash = "sha256:6b92c532979bafc2df23ddc785ed116fced1f492ad90a6830cf24f4d1ea27d24"},
+    {file = "psutil-5.9.4-cp27-cp27mu-manylinux2010_x86_64.whl", hash = "sha256:efeae04f9516907be44904cc7ce08defb6b665128992a56957abc9b61dca94b7"},
+    {file = "psutil-5.9.4-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:54d5b184728298f2ca8567bf83c422b706200bcbbfafdc06718264f9393cfeb7"},
+    {file = "psutil-5.9.4-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:16653106f3b59386ffe10e0bad3bb6299e169d5327d3f187614b1cb8f24cf2e1"},
+    {file = "psutil-5.9.4-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:54c0d3d8e0078b7666984e11b12b88af2db11d11249a8ac8920dd5ef68a66e08"},
+    {file = "psutil-5.9.4-cp36-abi3-win32.whl", hash = "sha256:149555f59a69b33f056ba1c4eb22bb7bf24332ce631c44a319cec09f876aaeff"},
+    {file = "psutil-5.9.4-cp36-abi3-win_amd64.whl", hash = "sha256:fd8522436a6ada7b4aad6638662966de0d61d241cb821239b2ae7013d41a43d4"},
+    {file = "psutil-5.9.4-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:6001c809253a29599bc0dfd5179d9f8a5779f9dffea1da0f13c53ee568115e1e"},
+    {file = "psutil-5.9.4.tar.gz", hash = "sha256:3d7f9739eb435d4b1338944abe23f49584bde5395f27487d2ee25ad9a8774a62"},
 ]
 ptyprocess = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
@@ -4248,28 +4210,28 @@ pyro-ppl = [
     {file = "pyro_ppl-1.8.2-py3-none-any.whl", hash = "sha256:246f580fca1f0ae5b1453b319a4ee932048dbbfadaf23673c7ea1c0966daec78"},
 ]
 pyrsistent = [
-    {file = "pyrsistent-0.19.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:8a34a2a8b220247658f7ced871197c390b3a6371d796a5869ab1c62abe0be527"},
-    {file = "pyrsistent-0.19.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:73b2db09fe15b6e444c0bd566a125a385ca6493456224ce8b367d734f079f576"},
-    {file = "pyrsistent-0.19.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4c58bd93c4d502f52938fccdbe6c9d70df3a585c6b39d900fab5f76b604282aa"},
-    {file = "pyrsistent-0.19.1-cp310-cp310-win32.whl", hash = "sha256:bc33fc20ddfd89b86b7710142963490d8c4ee8307ed6cc5e189a58fa72390eb9"},
-    {file = "pyrsistent-0.19.1-cp310-cp310-win_amd64.whl", hash = "sha256:06579d46d8ad69529b28f88711191a7fe7103c92d04a9f338dc754f71b92efa0"},
-    {file = "pyrsistent-0.19.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:1d0620474d509172e1c50b79d5626bfe1899f174bf650186a50c6ce31289ff52"},
-    {file = "pyrsistent-0.19.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:945297fc344fef4d540135180ce7babeb2291d124698cc6282f3eac624aa5e82"},
-    {file = "pyrsistent-0.19.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d16ac5ab3d9db78fed40c884d67079524e4cf8276639211ad9e6fa73e727727e"},
-    {file = "pyrsistent-0.19.1-cp37-cp37m-win32.whl", hash = "sha256:327f99800d04a9abcf580daecfd6dd4bfdb4a7e61c71bf2cd1189ef1ca44bade"},
-    {file = "pyrsistent-0.19.1-cp37-cp37m-win_amd64.whl", hash = "sha256:39f15ad754384e744ac8b00805913bfa66c41131faaa3e4c45c4af0731f3e8f6"},
-    {file = "pyrsistent-0.19.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:73d4ec2997716af3c8f28f7e3d3a565d273a598982d2fe95639e07ce4db5da45"},
-    {file = "pyrsistent-0.19.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:62a41037387ae849a493cd945e22b34d167a843d57f75b07dbfad6d96cef485c"},
-    {file = "pyrsistent-0.19.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6df99c3578dc4eb33f3eb26bc28277ab40a720b71649d940bff9c1f704377772"},
-    {file = "pyrsistent-0.19.1-cp38-cp38-win32.whl", hash = "sha256:aaa869d9199d7d4c70a57678aff21654cc179c0c32bcfde87f1d65d0ff47e520"},
-    {file = "pyrsistent-0.19.1-cp38-cp38-win_amd64.whl", hash = "sha256:2032d971711643049b4f2c3ca5155a855d507d73bad26dac8d4349e5c5dd6758"},
-    {file = "pyrsistent-0.19.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:6ef7430e45c5fa0bb6c361cada4a08ed9c184b5ed086815a85c3bc8c5054566b"},
-    {file = "pyrsistent-0.19.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:73e3e2fd9da009d558050697cc22ad689f89a14a2ef2e67304628a913e59c947"},
-    {file = "pyrsistent-0.19.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2c641111c3f110379bb9001dbb26b34eb8cafab3d0fa855dc161c391461a4aab"},
-    {file = "pyrsistent-0.19.1-cp39-cp39-win32.whl", hash = "sha256:62b704f18526a8fc243152de8f3f40ae39c5172baff10f50c0c5d5331d6f2342"},
-    {file = "pyrsistent-0.19.1-cp39-cp39-win_amd64.whl", hash = "sha256:890f577aec554f142e01daf890221d10e4f93a9b1107998d631d3f075b55e8f8"},
-    {file = "pyrsistent-0.19.1-py3-none-any.whl", hash = "sha256:8bc23e9ddcb523c3ffb4d712aa0bd5bc67b34ff4e2b23fb557012171bdb4013a"},
-    {file = "pyrsistent-0.19.1.tar.gz", hash = "sha256:cfe6d8b293d123255fd3b475b5f4e851eb5cbaee2064c8933aa27344381744ae"},
+    {file = "pyrsistent-0.19.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d6982b5a0237e1b7d876b60265564648a69b14017f3b5f908c5be2de3f9abb7a"},
+    {file = "pyrsistent-0.19.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:187d5730b0507d9285a96fca9716310d572e5464cadd19f22b63a6976254d77a"},
+    {file = "pyrsistent-0.19.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:055ab45d5911d7cae397dc418808d8802fb95262751872c841c170b0dbf51eed"},
+    {file = "pyrsistent-0.19.2-cp310-cp310-win32.whl", hash = "sha256:456cb30ca8bff00596519f2c53e42c245c09e1a4543945703acd4312949bfd41"},
+    {file = "pyrsistent-0.19.2-cp310-cp310-win_amd64.whl", hash = "sha256:b39725209e06759217d1ac5fcdb510e98670af9e37223985f330b611f62e7425"},
+    {file = "pyrsistent-0.19.2-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:2aede922a488861de0ad00c7630a6e2d57e8023e4be72d9d7147a9fcd2d30712"},
+    {file = "pyrsistent-0.19.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:879b4c2f4d41585c42df4d7654ddffff1239dc4065bc88b745f0341828b83e78"},
+    {file = "pyrsistent-0.19.2-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c43bec251bbd10e3cb58ced80609c5c1eb238da9ca78b964aea410fb820d00d6"},
+    {file = "pyrsistent-0.19.2-cp37-cp37m-win32.whl", hash = "sha256:d690b18ac4b3e3cab73b0b7aa7dbe65978a172ff94970ff98d82f2031f8971c2"},
+    {file = "pyrsistent-0.19.2-cp37-cp37m-win_amd64.whl", hash = "sha256:3ba4134a3ff0fc7ad225b6b457d1309f4698108fb6b35532d015dca8f5abed73"},
+    {file = "pyrsistent-0.19.2-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:a178209e2df710e3f142cbd05313ba0c5ebed0a55d78d9945ac7a4e09d923308"},
+    {file = "pyrsistent-0.19.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e371b844cec09d8dc424d940e54bba8f67a03ebea20ff7b7b0d56f526c71d584"},
+    {file = "pyrsistent-0.19.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:111156137b2e71f3a9936baf27cb322e8024dac3dc54ec7fb9f0bcf3249e68bb"},
+    {file = "pyrsistent-0.19.2-cp38-cp38-win32.whl", hash = "sha256:e5d8f84d81e3729c3b506657dddfe46e8ba9c330bf1858ee33108f8bb2adb38a"},
+    {file = "pyrsistent-0.19.2-cp38-cp38-win_amd64.whl", hash = "sha256:9cd3e9978d12b5d99cbdc727a3022da0430ad007dacf33d0bf554b96427f33ab"},
+    {file = "pyrsistent-0.19.2-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:f1258f4e6c42ad0b20f9cfcc3ada5bd6b83374516cd01c0960e3cb75fdca6770"},
+    {file = "pyrsistent-0.19.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:21455e2b16000440e896ab99e8304617151981ed40c29e9507ef1c2e4314ee95"},
+    {file = "pyrsistent-0.19.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bfd880614c6237243ff53a0539f1cb26987a6dc8ac6e66e0c5a40617296a045e"},
+    {file = "pyrsistent-0.19.2-cp39-cp39-win32.whl", hash = "sha256:71d332b0320642b3261e9fee47ab9e65872c2bd90260e5d225dabeed93cbd42b"},
+    {file = "pyrsistent-0.19.2-cp39-cp39-win_amd64.whl", hash = "sha256:dec3eac7549869365fe263831f576c8457f6c833937c68542d08fde73457d291"},
+    {file = "pyrsistent-0.19.2-py3-none-any.whl", hash = "sha256:ea6b79a02a28550c98b6ca9c35b9f492beaa54d7c5c9e9949555893c8a9234d0"},
+    {file = "pyrsistent-0.19.2.tar.gz", hash = "sha256:bfa0351be89c9fcbcb8c9879b826f4353be10f58f8a677efab0c017bf7137ec2"},
 ]
 pytest = [
     {file = "pytest-7.2.0-py3-none-any.whl", hash = "sha256:892f933d339f068883b6fd5a459f03d85bfcb355e4981e146d2c7616c21fef71"},
@@ -4300,20 +4262,20 @@ pytz-deprecation-shim = [
     {file = "pytz_deprecation_shim-0.1.0.post0.tar.gz", hash = "sha256:af097bae1b616dde5c5744441e2ddc69e74dfdcb0c263129610d85b87445a59d"},
 ]
 pywin32 = [
-    {file = "pywin32-304-cp310-cp310-win32.whl", hash = "sha256:3c7bacf5e24298c86314f03fa20e16558a4e4138fc34615d7de4070c23e65af3"},
-    {file = "pywin32-304-cp310-cp310-win_amd64.whl", hash = "sha256:4f32145913a2447736dad62495199a8e280a77a0ca662daa2332acf849f0be48"},
-    {file = "pywin32-304-cp310-cp310-win_arm64.whl", hash = "sha256:d3ee45adff48e0551d1aa60d2ec066fec006083b791f5c3527c40cd8aefac71f"},
-    {file = "pywin32-304-cp311-cp311-win32.whl", hash = "sha256:30c53d6ce44c12a316a06c153ea74152d3b1342610f1b99d40ba2795e5af0269"},
-    {file = "pywin32-304-cp311-cp311-win_amd64.whl", hash = "sha256:7ffa0c0fa4ae4077e8b8aa73800540ef8c24530057768c3ac57c609f99a14fd4"},
-    {file = "pywin32-304-cp311-cp311-win_arm64.whl", hash = "sha256:cbbe34dad39bdbaa2889a424d28752f1b4971939b14b1bb48cbf0182a3bcfc43"},
-    {file = "pywin32-304-cp36-cp36m-win32.whl", hash = "sha256:be253e7b14bc601718f014d2832e4c18a5b023cbe72db826da63df76b77507a1"},
-    {file = "pywin32-304-cp36-cp36m-win_amd64.whl", hash = "sha256:de9827c23321dcf43d2f288f09f3b6d772fee11e809015bdae9e69fe13213988"},
-    {file = "pywin32-304-cp37-cp37m-win32.whl", hash = "sha256:f64c0377cf01b61bd5e76c25e1480ca8ab3b73f0c4add50538d332afdf8f69c5"},
-    {file = "pywin32-304-cp37-cp37m-win_amd64.whl", hash = "sha256:bb2ea2aa81e96eee6a6b79d87e1d1648d3f8b87f9a64499e0b92b30d141e76df"},
-    {file = "pywin32-304-cp38-cp38-win32.whl", hash = "sha256:94037b5259701988954931333aafd39cf897e990852115656b014ce72e052e96"},
-    {file = "pywin32-304-cp38-cp38-win_amd64.whl", hash = "sha256:ead865a2e179b30fb717831f73cf4373401fc62fbc3455a0889a7ddac848f83e"},
-    {file = "pywin32-304-cp39-cp39-win32.whl", hash = "sha256:25746d841201fd9f96b648a248f731c1dec851c9a08b8e33da8b56148e4c65cc"},
-    {file = "pywin32-304-cp39-cp39-win_amd64.whl", hash = "sha256:d24a3382f013b21aa24a5cfbfad5a2cd9926610c0affde3e8ab5b3d7dbcf4ac9"},
+    {file = "pywin32-305-cp310-cp310-win32.whl", hash = "sha256:421f6cd86e84bbb696d54563c48014b12a23ef95a14e0bdba526be756d89f116"},
+    {file = "pywin32-305-cp310-cp310-win_amd64.whl", hash = "sha256:73e819c6bed89f44ff1d690498c0a811948f73777e5f97c494c152b850fad478"},
+    {file = "pywin32-305-cp310-cp310-win_arm64.whl", hash = "sha256:742eb905ce2187133a29365b428e6c3b9001d79accdc30aa8969afba1d8470f4"},
+    {file = "pywin32-305-cp311-cp311-win32.whl", hash = "sha256:19ca459cd2e66c0e2cc9a09d589f71d827f26d47fe4a9d09175f6aa0256b51c2"},
+    {file = "pywin32-305-cp311-cp311-win_amd64.whl", hash = "sha256:326f42ab4cfff56e77e3e595aeaf6c216712bbdd91e464d167c6434b28d65990"},
+    {file = "pywin32-305-cp311-cp311-win_arm64.whl", hash = "sha256:4ecd404b2c6eceaca52f8b2e3e91b2187850a1ad3f8b746d0796a98b4cea04db"},
+    {file = "pywin32-305-cp36-cp36m-win32.whl", hash = "sha256:48d8b1659284f3c17b68587af047d110d8c44837736b8932c034091683e05863"},
+    {file = "pywin32-305-cp36-cp36m-win_amd64.whl", hash = "sha256:13362cc5aa93c2beaf489c9c9017c793722aeb56d3e5166dadd5ef82da021fe1"},
+    {file = "pywin32-305-cp37-cp37m-win32.whl", hash = "sha256:a55db448124d1c1484df22fa8bbcbc45c64da5e6eae74ab095b9ea62e6d00496"},
+    {file = "pywin32-305-cp37-cp37m-win_amd64.whl", hash = "sha256:109f98980bfb27e78f4df8a51a8198e10b0f347257d1e265bb1a32993d0c973d"},
+    {file = "pywin32-305-cp38-cp38-win32.whl", hash = "sha256:9dd98384da775afa009bc04863426cb30596fd78c6f8e4e2e5bbf4edf8029504"},
+    {file = "pywin32-305-cp38-cp38-win_amd64.whl", hash = "sha256:56d7a9c6e1a6835f521788f53b5af7912090674bb84ef5611663ee1595860fc7"},
+    {file = "pywin32-305-cp39-cp39-win32.whl", hash = "sha256:9d968c677ac4d5cbdaa62fd3014ab241718e619d8e36ef8e11fb930515a1e918"},
+    {file = "pywin32-305-cp39-cp39-win_amd64.whl", hash = "sha256:50768c6b7c3f0b38b7fb14dd4104da93ebced5f1a50dc0e834594bff6fbe1271"},
 ]
 pywinpty = [
     {file = "pywinpty-2.0.9-cp310-none-win_amd64.whl", hash = "sha256:30a7b371446a694a6ce5ef906d70ac04e569de5308c42a2bdc9c3bc9275ec51f"},
@@ -4400,12 +4362,12 @@ pyzmq = [
     {file = "pyzmq-24.0.1.tar.gz", hash = "sha256:216f5d7dbb67166759e59b0479bca82b8acf9bed6015b526b8eb10143fb08e77"},
 ]
 qtconsole = [
-    {file = "qtconsole-5.3.2-py3-none-any.whl", hash = "sha256:c29d24464f57cdbaa17d6f6060be6e6d5e29126e7feb57eebc1747433382b3d1"},
-    {file = "qtconsole-5.3.2.tar.gz", hash = "sha256:8eadf012e83ab018295803c247c6ab7eacd3d5ab1e1d88a0f37fdcfdab9295a3"},
+    {file = "qtconsole-5.4.0-py3-none-any.whl", hash = "sha256:be13560c19bdb3b54ed9741a915aa701a68d424519e8341ac479a91209e694b2"},
+    {file = "qtconsole-5.4.0.tar.gz", hash = "sha256:57748ea2fd26320a0b77adba20131cfbb13818c7c96d83fafcb110ff55f58b35"},
 ]
 qtpy = [
-    {file = "QtPy-2.2.1-py3-none-any.whl", hash = "sha256:268cf5328f41353be1b127e04a81bc74ec9a9b54c9ac75dd8fe0ff48d8ad6ead"},
-    {file = "QtPy-2.2.1.tar.gz", hash = "sha256:7d5231133b772e40b4ee514b6673aca558331e4b88ca038b26c9e16c5c95524f"},
+    {file = "QtPy-2.3.0-py3-none-any.whl", hash = "sha256:8d6d544fc20facd27360ea189592e6135c614785f0dec0b4f083289de6beb408"},
+    {file = "QtPy-2.3.0.tar.gz", hash = "sha256:0603c9c83ccc035a4717a12908bf6bc6cb22509827ea2ec0e94c2da7c9ed57c5"},
 ]
 requests = [
     {file = "requests-2.28.1-py3-none-any.whl", hash = "sha256:8fefa2a1a1365bf5520aac41836fbee479da67864514bdb821f31ce07ce65349"},
@@ -4506,16 +4468,16 @@ scipy = [
     {file = "scipy-1.9.3.tar.gz", hash = "sha256:fbc5c05c85c1a02be77b1ff591087c83bc44579c6d2bd9fb798bb64ea5e1a027"},
 ]
 seaborn = [
-    {file = "seaborn-0.12.0-py3-none-any.whl", hash = "sha256:cbeff3deef7c2515aa0af99b2c7e02dc5bf8b42c936a74d8e4b416905b549db0"},
-    {file = "seaborn-0.12.0.tar.gz", hash = "sha256:893f17292d8baca616c1578ddb58eb25c72d622f54fc5ee329c8207dc9b57b23"},
+    {file = "seaborn-0.12.1-py3-none-any.whl", hash = "sha256:a9eb39cba095fcb1e4c89a7fab1c57137d70a715a7f2eefcd41c9913c4d4ed65"},
+    {file = "seaborn-0.12.1.tar.gz", hash = "sha256:bb1eb1d51d3097368c187c3ef089c0288ec1fe8aa1c69fb324c68aa1d02df4c1"},
 ]
 send2trash = [
     {file = "Send2Trash-1.8.0-py3-none-any.whl", hash = "sha256:f20eaadfdb517eaca5ce077640cb261c7d2698385a6a0f072a4a5447fd49fa08"},
     {file = "Send2Trash-1.8.0.tar.gz", hash = "sha256:d2c24762fd3759860a0aff155e45871447ea58d2be6bdd39b5c8f966a0c99c2d"},
 ]
 setuptools = [
-    {file = "setuptools-65.5.0-py3-none-any.whl", hash = "sha256:f62ea9da9ed6289bfe868cd6845968a2c854d1427f8548d52cae02a42b4f0356"},
-    {file = "setuptools-65.5.0.tar.gz", hash = "sha256:512e5536220e38146176efb833d4a62aa726b7bbff82cfbc8ba9eaa3996e0b17"},
+    {file = "setuptools-65.5.1-py3-none-any.whl", hash = "sha256:d0b9a8433464d5800cbe05094acf5c6d52a91bfac9b52bcfc4d41382be5d5d31"},
+    {file = "setuptools-65.5.1.tar.gz", hash = "sha256:e197a19aa8ec9722928f2206f8de752def0e4c9fc6953527360d1c36d94ddb2f"},
 ]
 setuptools-scm = [
     {file = "setuptools_scm-7.0.5-py3-none-any.whl", hash = "sha256:7930f720905e03ccd1e1d821db521bff7ec2ac9cf0ceb6552dd73d24a45d3b02"},
@@ -4576,10 +4538,9 @@ sphinx-copybutton = [
     {file = "sphinx-copybutton-0.5.0.tar.gz", hash = "sha256:a0c059daadd03c27ba750da534a92a63e7a36a7736dcf684f26ee346199787f6"},
     {file = "sphinx_copybutton-0.5.0-py3-none-any.whl", hash = "sha256:9684dec7434bd73f0eea58dda93f9bb879d24bff2d8b187b1f2ec08dfe7b5f48"},
 ]
-sphinx-multiversion = []
 sphinx-rtd-theme = [
-    {file = "sphinx_rtd_theme-1.1.0-py2.py3-none-any.whl", hash = "sha256:36da4267c804b98197419df8aa415d245449b8945301fce8c961038e0ba79ec5"},
-    {file = "sphinx_rtd_theme-1.1.0.tar.gz", hash = "sha256:6e20f00f62b2c05434a33c5116bc3348a41ca94af03d3d7d1714c63457073bb3"},
+    {file = "sphinx_rtd_theme-1.1.1-py2.py3-none-any.whl", hash = "sha256:31faa07d3e97c8955637fc3f1423a5ab2c44b74b8cc558a51498c202ce5cbda7"},
+    {file = "sphinx_rtd_theme-1.1.1.tar.gz", hash = "sha256:6146c845f1e1947b3c3dd4432c28998a1693ccc742b4f9ad7c63129f0757c103"},
 ]
 sphinxcontrib-applehelp = [
     {file = "sphinxcontrib-applehelp-1.0.2.tar.gz", hash = "sha256:a072735ec80e7675e3f432fcae8610ecf509c5f1869d17e2eecff44389cdbc58"},
@@ -4611,31 +4572,31 @@ stack-data = [
     {file = "stack_data-0.6.0.tar.gz", hash = "sha256:8e515439f818efaa251036af72d89e4026e2b03993f3453c000b200fb4f2d6aa"},
 ]
 statsmodels = [
-    {file = "statsmodels-0.13.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b71bb64c6d4087dd6192eadfad390fbeb4074f676ef34c7e56579cead8c478e7"},
-    {file = "statsmodels-0.13.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:658b634c273c2f287a0086e56a5d6b95ec3ddac991cbb020b34f731e932de0bd"},
-    {file = "statsmodels-0.13.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ab9f63f432889b179967ab645aea7480e28731823a3b99850d7f7a561b624f93"},
-    {file = "statsmodels-0.13.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1f432fb7f54ce5edccc83aa36566653cd04ee35bbbefdf0a2b7bd9c97c5da443"},
-    {file = "statsmodels-0.13.3-cp310-cp310-win_amd64.whl", hash = "sha256:4cd64076c3ad366b10fd4e6f8ca6aeb1e398ec5480bddb65fba8889dd9eb550d"},
-    {file = "statsmodels-0.13.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:33f9caff2dbdfef22505678407d2f549b32a4a2729eb8675b60eb2932fc0e883"},
-    {file = "statsmodels-0.13.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:393f6a7ec85f65be9ac1a13be152dd14c65084436c48bcdf94cb21ef0b6cb79c"},
-    {file = "statsmodels-0.13.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:12b56d13d9a2af7a1aadc3fe9f3d3c18a5727a651323d94e7c2047177adfb9ce"},
-    {file = "statsmodels-0.13.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a61e0652f62b01981d8e857aa77550b42cf316c9d8e569b559869c248e3de834"},
-    {file = "statsmodels-0.13.3-cp311-cp311-win_amd64.whl", hash = "sha256:5368bccd471bb8cef0a8957ba5f2a3e5b5ecc433b0783d9f602039df45c780d3"},
-    {file = "statsmodels-0.13.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:1ecfb191958de187ba44b93316f4953b8b6588b5f68dcab218f76498a862dd7c"},
-    {file = "statsmodels-0.13.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2ea2b481b15e9e501904a1c36efc5f9a202f87529e600a99c364fd7e4598ae88"},
-    {file = "statsmodels-0.13.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d270a11aac6720a8024e1136ab44036d0878f62995617bb5b9fc5c77ea3d3b8"},
-    {file = "statsmodels-0.13.3-cp37-cp37m-win_amd64.whl", hash = "sha256:2185ed356823cd1c258c09b790f0c21d2fd49321e82c79f8f6dc546f1c671d7a"},
-    {file = "statsmodels-0.13.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:9da39a36d114abcdcf8ebd351ed69229e23cb12b8a607996cb6511fa88e78b4d"},
-    {file = "statsmodels-0.13.3-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:3b3a9942d0b462af4c68c3895095d304869cbec9d97f3c268f19a6ba7ba294dc"},
-    {file = "statsmodels-0.13.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7fff0316420bc4f6fbd80dd77eb74f3834fcd0e4ca98ba9611b8a6d41ebbb979"},
-    {file = "statsmodels-0.13.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:352041bc04eaf90232e54a86861a460365ef45f34f58529578487e6f640dadf3"},
-    {file = "statsmodels-0.13.3-cp38-cp38-win_amd64.whl", hash = "sha256:61a0f39848ebacf5560e1539ca0037b8fc25cc9d1d7444bbef5bdc0a3c56087b"},
-    {file = "statsmodels-0.13.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:78cd12b0ee543fa955d2bace18518fc7d2b57f13c65929b54445bf3e54955b08"},
-    {file = "statsmodels-0.13.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:afccb80e3ddc969bfb5285f846ac2622861ffe192423087214d60e4c6e40e384"},
-    {file = "statsmodels-0.13.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d3609824e1ced44722bd905564d8ce94df29d24e32a6dd67cc9255932aedcd7b"},
-    {file = "statsmodels-0.13.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:81f8e71963a7bd169338fbb1472e34ec85ae4447414ac37bdae5cf6d1ac223bb"},
-    {file = "statsmodels-0.13.3-cp39-cp39-win_amd64.whl", hash = "sha256:000c7a1ce6780834f5fbb63f9ae07a00863a00f602c7c470c942153692f5bbc3"},
-    {file = "statsmodels-0.13.3.tar.gz", hash = "sha256:ed71df887334b1d332e71d33215122bdd54494dcb2248606b30bcfa6112e860a"},
+    {file = "statsmodels-0.13.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c75319fddded9507cc310fc3980e4ae4d64e3ff37b322ad5e203a84f89d85203"},
+    {file = "statsmodels-0.13.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6f148920ef27c7ba69a5735724f65de9422c0c8bcef71b50c846b823ceab8840"},
+    {file = "statsmodels-0.13.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5cc4d3e866bfe0c4f804bca362d0e7e29d24b840aaba8d35a754387e16d2a119"},
+    {file = "statsmodels-0.13.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:072950d6f7820a6b0bd6a27b2d792a6d6f952a1d2f62f0dcf8dd808799475855"},
+    {file = "statsmodels-0.13.5-cp310-cp310-win_amd64.whl", hash = "sha256:159ae9962c61b31dcffe6356d72ae3d074bc597ad9273ec93ae653fe607b8516"},
+    {file = "statsmodels-0.13.5-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:9061c0d5ee4f3038b590afedd527a925e5de27195dc342381bac7675b2c5efe4"},
+    {file = "statsmodels-0.13.5-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e1d89cba5fafc1bf8e75296fdfad0b619de2bfb5e6c132913991d207f3ead675"},
+    {file = "statsmodels-0.13.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:01bc16e7c66acb30cd3dda6004c43212c758223d1966131226024a5c99ec5a7e"},
+    {file = "statsmodels-0.13.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d5cd9ab5de2c7489b890213cba2aec3d6468eaaec547041c2dfcb1e03411f7e"},
+    {file = "statsmodels-0.13.5-cp311-cp311-win_amd64.whl", hash = "sha256:857d5c0564a68a7ef77dc2252bb43c994c0699919b4e1f06a9852c2fbb588765"},
+    {file = "statsmodels-0.13.5-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:5a5348b2757ab31c5c31b498f25eff2ea3c42086bef3d3b88847c25a30bdab9c"},
+    {file = "statsmodels-0.13.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9b21648e3a8e7514839ba000a48e495cdd8bb55f1b71c608cf314b05541e283b"},
+    {file = "statsmodels-0.13.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1b829eada6cec07990f5e6820a152af4871c601fd458f76a896fb79ae2114985"},
+    {file = "statsmodels-0.13.5-cp37-cp37m-win_amd64.whl", hash = "sha256:872b3a8186ef20f647c7ab5ace512a8fc050148f3c2f366460ab359eec3d9695"},
+    {file = "statsmodels-0.13.5-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:bc1abb81d24f56425febd5a22bb852a1b98e53b80c4a67f50938f9512f154141"},
+    {file = "statsmodels-0.13.5-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:a2c46f1b0811a9736db37badeb102c0903f33bec80145ced3aa54df61aee5c2b"},
+    {file = "statsmodels-0.13.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:947f79ba9662359f1cfa6e943851f17f72b06e55f4a7c7a2928ed3bc57ed6cb8"},
+    {file = "statsmodels-0.13.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:046251c939c51e7632bcc8c6d6f31b8ca0eaffdf726d2498463f8de3735c9a82"},
+    {file = "statsmodels-0.13.5-cp38-cp38-win_amd64.whl", hash = "sha256:84f720e8d611ef8f297e6d2ffa7248764e223ef7221a3fc136e47ae089609611"},
+    {file = "statsmodels-0.13.5-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:b0d1d24e4adf96ec3c64d9a027dcee2c5d5096bb0dad33b4d91034c0a3c40371"},
+    {file = "statsmodels-0.13.5-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:0f0e5c9c58fb6cba41db01504ec8dd018c96a95152266b7d5d67e0de98840474"},
+    {file = "statsmodels-0.13.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5b034aa4b9ad4f4d21abc4dd4841be0809a446db14c7aa5c8a65090aea9f1143"},
+    {file = "statsmodels-0.13.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:73f97565c29241e839ffcef74fa995afdfe781910ccc27c189e5890193085958"},
+    {file = "statsmodels-0.13.5-cp39-cp39-win_amd64.whl", hash = "sha256:2ff331e508f2d1a53d3a188305477f4cf05cd8c52beb6483885eb3d51c8be3ad"},
+    {file = "statsmodels-0.13.5.tar.gz", hash = "sha256:593526acae1c0fda0ea6c48439f67c3943094c542fe769f8b90fe9e6c6cc4871"},
 ]
 sympy = [
     {file = "sympy-1.11.1-py3-none-any.whl", hash = "sha256:938f984ee2b1e8eae8a07b884c8b7a1146010040fccddc6539c54f401c8f6fcf"},
@@ -4780,16 +4741,16 @@ webencodings = [
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
 websocket-client = [
-    {file = "websocket-client-1.4.1.tar.gz", hash = "sha256:f9611eb65c8241a67fb373bef040b3cf8ad377a9f6546a12b620b6511e8ea9ef"},
-    {file = "websocket_client-1.4.1-py3-none-any.whl", hash = "sha256:398909eb7e261f44b8f4bd474785b6ec5f5b499d4953342fe9755e01ef624090"},
+    {file = "websocket-client-1.4.2.tar.gz", hash = "sha256:d6e8f90ca8e2dd4e8027c4561adeb9456b54044312dba655e7cae652ceb9ae59"},
+    {file = "websocket_client-1.4.2-py3-none-any.whl", hash = "sha256:d6b06432f184438d99ac1f456eaf22fe1ade524c3dd16e661142dc54e9cba574"},
 ]
 werkzeug = [
     {file = "Werkzeug-2.2.2-py3-none-any.whl", hash = "sha256:f979ab81f58d7318e064e99c4506445d60135ac5cd2e177a2de0089bfd4c9bd5"},
     {file = "Werkzeug-2.2.2.tar.gz", hash = "sha256:7ea2d48322cc7c0f8b3a215ed73eabd7b5d75d0b50e31ab006286ccff9e00b8f"},
 ]
 wheel = [
-    {file = "wheel-0.37.1-py2.py3-none-any.whl", hash = "sha256:4bdcd7d840138086126cd09254dc6195fb4fc6f01c050a1d7236f2630db1d22a"},
-    {file = "wheel-0.37.1.tar.gz", hash = "sha256:e9a504e793efbca1b8e0e9cb979a249cf4a0a7b5b8c9e8b65a5e39d49529c1c4"},
+    {file = "wheel-0.38.3-py3-none-any.whl", hash = "sha256:f3c99240da8d26989dca2d67a7a431015eb91fb301eecacc6e452133689d9d59"},
+    {file = "wheel-0.38.3.tar.gz", hash = "sha256:4066646ef77d0e56cc44004c100381ee1957955cfc3151345dda96886f9896a5"},
 ]
 widgetsnbextension = [
     {file = "widgetsnbextension-4.0.3-py3-none-any.whl", hash = "sha256:7f3b0de8fda692d31ef03743b598620e31c2668b835edbd3962d080ccecf31eb"},
@@ -4862,12 +4823,12 @@ wrapt = [
     {file = "wrapt-1.14.1.tar.gz", hash = "sha256:380a85cf89e0e69b7cfbe2ea9f765f004ff419f34194018a6827ac0e3edfed4d"},
 ]
 xgboost = [
-    {file = "xgboost-1.7.0-py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.macosx_12_0_x86_64.whl", hash = "sha256:f3a2bd1a00aa44e882f816e3c537676446a4f0179c4aa4fdc5c3354705c7c23b"},
-    {file = "xgboost-1.7.0-py3-none-macosx_12_0_arm64.whl", hash = "sha256:ef7483c7b1c9ebebd92f242d20ed5c2361b0e4a5ad974fc6ebdd072d3725bf64"},
-    {file = "xgboost-1.7.0-py3-none-manylinux2014_aarch64.whl", hash = "sha256:489c8e3ef59f68ed7d9ff5b49667a42cc4cb22911240f33b1ac5a4dcc77f4182"},
-    {file = "xgboost-1.7.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:200484dba3bc18830b0c9c41a2ee5754268dd58cdad122b9414e1081f1c25d9f"},
-    {file = "xgboost-1.7.0-py3-none-win_amd64.whl", hash = "sha256:43a4fdb5a2c05b1af1468242f3f1448f0f5826e90383e7096844ac24e017ee66"},
-    {file = "xgboost-1.7.0.tar.gz", hash = "sha256:334f9eb0dd9a54b7f873a5d4eb44e2a5371fcc0f15695fa733488949cba7012f"},
+    {file = "xgboost-1.7.1-py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.macosx_12_0_x86_64.whl", hash = "sha256:373d8e95f2f0c0a680ee625a96141b0009f334e132be8493e0f6c69026221bbd"},
+    {file = "xgboost-1.7.1-py3-none-macosx_12_0_arm64.whl", hash = "sha256:91dfd4af12c01c6e683b0412f48744d2d30d6754e33b297e40845e2d136b3d30"},
+    {file = "xgboost-1.7.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:18b9fbad68d2af60737618072e77a43f88eec1113a143f9498698eb5db0d9c41"},
+    {file = "xgboost-1.7.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:e96305eb8c8b6061d83ac9fef25437e8ebc8d9c9300e75b8d07f35de1031166b"},
+    {file = "xgboost-1.7.1-py3-none-win_amd64.whl", hash = "sha256:fbe06896e1b12843c7f428ae56da6ac1c5975545d8785f137f73fd591c54e5f5"},
+    {file = "xgboost-1.7.1.tar.gz", hash = "sha256:bb302c5c33e14bab94603940987940f29203ecb8767a7a719daf579fbfaace64"},
 ]
 zipp = [
     {file = "zipp-3.10.0-py3-none-any.whl", hash = "sha256:4fcb6f278987a6605757302a6e40e896257570d11c51628968ccb2a47e80c6c1"},
diff --git a/pyproject.toml b/pyproject.toml
index 15714838c..c25917324 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -103,7 +103,7 @@ optional = true
 # Dependencies for Documentation Generation
 #
 rpy2 = "^3.5.2"
-sphinx-multiversion = { git = "https://github.com/petergtz/sphinx-multiversion.git", branch = "override-version-with-refname" }
+sphinx = "^5.3.0"
 sphinxcontrib-googleanalytics = { git = "https://github.com/sphinx-contrib/googleanalytics.git", branch = "master" }
 nbsphinx = "^0.8.9"
 sphinx-rtd-theme = "^1.0.0"