--- a
+++ b/requirements.txt
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+#
+# This file is autogenerated by pip-compile with python 3.9
+# To update, run:
+#
+#    pip-compile requirements.in
+#
+anyio==3.6.2
+    # via jupyter-server
+appnope==0.1.3
+    # via
+    #   ipykernel
+    #   ipython
+argon2-cffi==21.3.0
+    # via
+    #   jupyter-server
+    #   nbclassic
+    #   notebook
+argon2-cffi-bindings==21.2.0
+    # via argon2-cffi
+arrow==1.2.3
+    # via isoduration
+asttokens==2.2.1
+    # via stack-data
+attrs==22.2.0
+    # via jsonschema
+backcall==0.2.0
+    # via ipython
+beautifulsoup4==4.12.2
+    # via nbconvert
+bleach==6.0.0
+    # via nbconvert
+cffi==1.15.1
+    # via argon2-cffi-bindings
+comm==0.1.3
+    # via ipykernel
+contourpy==1.0.7
+    # via matplotlib
+cycler==0.11.0
+    # via matplotlib
+debugpy==1.6.7
+    # via ipykernel
+decorator==5.1.1
+    # via ipython
+defusedxml==0.7.1
+    # via nbconvert
+executing==1.2.0
+    # via stack-data
+fastjsonschema==2.16.3
+    # via nbformat
+fonttools==4.39.3
+    # via matplotlib
+fqdn==1.5.1
+    # via jsonschema
+idna==3.4
+    # via
+    #   anyio
+    #   jsonschema
+importlib-metadata==6.3.0
+    # via
+    #   jupyter-client
+    #   nbconvert
+importlib-resources==5.12.0
+    # via matplotlib
+ipykernel==6.22.0
+    # via
+    #   ipywidgets
+    #   jupyter
+    #   jupyter-console
+    #   nbclassic
+    #   notebook
+    #   qtconsole
+ipython==8.12.0
+    # via
+    #   ipykernel
+    #   ipywidgets
+    #   jupyter-console
+ipython-genutils==0.2.0
+    # via
+    #   jupyter-contrib-nbextensions
+    #   nbclassic
+    #   notebook
+    #   qtconsole
+ipywidgets==8.0.6
+    # via jupyter
+isoduration==20.11.0
+    # via jsonschema
+jedi==0.18.2
+    # via ipython
+jinja2==3.1.2
+    # via
+    #   jupyter-server
+    #   nbclassic
+    #   nbconvert
+    #   notebook
+joblib==1.2.0
+    # via scikit-learn
+jsonpointer==2.3
+    # via jsonschema
+jsonschema[format-nongpl]==4.17.3
+    # via
+    #   jupyter-events
+    #   nbformat
+jupyter==1.0.0
+    # via -r requirements.in
+jupyter-client==8.1.0
+    # via
+    #   ipykernel
+    #   jupyter-console
+    #   jupyter-server
+    #   nbclassic
+    #   nbclient
+    #   notebook
+    #   qtconsole
+jupyter-console==6.6.3
+    # via jupyter
+jupyter-contrib-core==0.4.2
+    # via
+    #   jupyter-contrib-nbextensions
+    #   jupyter-nbextensions-configurator
+jupyter-contrib-nbextensions==0.7.0
+    # via -r requirements.in
+jupyter-core==5.3.0
+    # via
+    #   ipykernel
+    #   jupyter-client
+    #   jupyter-console
+    #   jupyter-contrib-core
+    #   jupyter-contrib-nbextensions
+    #   jupyter-nbextensions-configurator
+    #   jupyter-server
+    #   nbclassic
+    #   nbclient
+    #   nbconvert
+    #   nbformat
+    #   notebook
+    #   qtconsole
+jupyter-events==0.6.3
+    # via jupyter-server
+jupyter-highlight-selected-word==0.2.0
+    # via jupyter-contrib-nbextensions
+jupyter-nbextensions-configurator==0.6.1
+    # via jupyter-contrib-nbextensions
+jupyter-server==2.5.0
+    # via
+    #   nbclassic
+    #   notebook-shim
+jupyter-server-terminals==0.4.4
+    # via jupyter-server
+jupyterlab-pygments==0.2.2
+    # via nbconvert
+jupyterlab-widgets==3.0.7
+    # via ipywidgets
+kiwisolver==1.4.4
+    # via matplotlib
+lxml==4.9.2
+    # via jupyter-contrib-nbextensions
+markupsafe==2.1.2
+    # via
+    #   jinja2
+    #   nbconvert
+matplotlib==3.7.1
+    # via
+    #   -r requirements.in
+    #   seaborn
+matplotlib-inline==0.1.6
+    # via
+    #   ipykernel
+    #   ipython
+mistune==2.0.5
+    # via nbconvert
+nbclassic==0.5.5
+    # via notebook
+nbclient==0.7.3
+    # via nbconvert
+nbconvert==7.3.1
+    # via
+    #   jupyter
+    #   jupyter-contrib-nbextensions
+    #   jupyter-server
+    #   nbclassic
+    #   notebook
+nbformat==5.8.0
+    # via
+    #   jupyter-server
+    #   nbclassic
+    #   nbclient
+    #   nbconvert
+    #   notebook
+nest-asyncio==1.5.6
+    # via
+    #   ipykernel
+    #   nbclassic
+    #   notebook
+notebook==6.5.4
+    # via
+    #   jupyter
+    #   jupyter-contrib-core
+    #   jupyter-contrib-nbextensions
+    #   jupyter-nbextensions-configurator
+notebook-shim==0.2.2
+    # via nbclassic
+numpy==1.24.2
+    # via
+    #   -r requirements.in
+    #   contourpy
+    #   matplotlib
+    #   pandas
+    #   scikit-learn
+    #   scipy
+    #   seaborn
+packaging==23.1
+    # via
+    #   ipykernel
+    #   jupyter-server
+    #   matplotlib
+    #   nbconvert
+    #   qtconsole
+    #   qtpy
+pandas==2.0.0
+    # via
+    #   -r requirements.in
+    #   seaborn
+pandocfilters==1.5.0
+    # via nbconvert
+parso==0.8.3
+    # via jedi
+pexpect==4.8.0
+    # via ipython
+pickleshare==0.7.5
+    # via ipython
+pillow==9.5.0
+    # via matplotlib
+platformdirs==3.2.0
+    # via jupyter-core
+prometheus-client==0.16.0
+    # via
+    #   jupyter-server
+    #   nbclassic
+    #   notebook
+prompt-toolkit==3.0.38
+    # via
+    #   ipython
+    #   jupyter-console
+psutil==5.9.4
+    # via ipykernel
+ptyprocess==0.7.0
+    # via
+    #   pexpect
+    #   terminado
+pure-eval==0.2.2
+    # via stack-data
+pycparser==2.21
+    # via cffi
+pygments==2.15.0
+    # via
+    #   ipython
+    #   jupyter-console
+    #   nbconvert
+    #   qtconsole
+pyparsing==3.0.9
+    # via matplotlib
+pyrsistent==0.19.3
+    # via jsonschema
+python-dateutil==2.8.2
+    # via
+    #   jupyter-client
+    #   matplotlib
+    #   pandas
+python-json-logger==2.0.7
+    # via jupyter-events
+pytz==2023.3
+    # via pandas
+pyyaml==6.0
+    # via
+    #   jupyter-events
+    #   jupyter-nbextensions-configurator
+pyzmq==25.0.2
+    # via
+    #   ipykernel
+    #   jupyter-client
+    #   jupyter-console
+    #   jupyter-server
+    #   nbclassic
+    #   notebook
+    #   qtconsole
+qtconsole==5.4.2
+    # via jupyter
+qtpy==2.3.1
+    # via qtconsole
+rfc3339-validator==0.1.4
+    # via
+    #   jsonschema
+    #   jupyter-events
+rfc3986-validator==0.1.1
+    # via
+    #   jsonschema
+    #   jupyter-events
+scikit-learn==1.2.2
+    # via -r requirements.in
+scipy==1.10.1
+    # via scikit-learn
+seaborn==0.12.2
+    # via -r requirements.in
+send2trash==1.8.0
+    # via
+    #   jupyter-server
+    #   nbclassic
+    #   notebook
+six==1.16.0
+    # via
+    #   asttokens
+    #   bleach
+    #   python-dateutil
+    #   rfc3339-validator
+sniffio==1.3.0
+    # via anyio
+soupsieve==2.4
+    # via beautifulsoup4
+stack-data==0.6.2
+    # via ipython
+terminado==0.17.1
+    # via
+    #   jupyter-server
+    #   jupyter-server-terminals
+    #   nbclassic
+    #   notebook
+threadpoolctl==3.1.0
+    # via scikit-learn
+tinycss2==1.2.1
+    # via nbconvert
+tornado==6.2
+    # via
+    #   ipykernel
+    #   jupyter-client
+    #   jupyter-contrib-core
+    #   jupyter-contrib-nbextensions
+    #   jupyter-nbextensions-configurator
+    #   jupyter-server
+    #   nbclassic
+    #   notebook
+    #   terminado
+traitlets==5.9.0
+    # via
+    #   comm
+    #   ipykernel
+    #   ipython
+    #   ipywidgets
+    #   jupyter-client
+    #   jupyter-console
+    #   jupyter-contrib-core
+    #   jupyter-contrib-nbextensions
+    #   jupyter-core
+    #   jupyter-events
+    #   jupyter-nbextensions-configurator
+    #   jupyter-server
+    #   matplotlib-inline
+    #   nbclassic
+    #   nbclient
+    #   nbconvert
+    #   nbformat
+    #   notebook
+    #   qtconsole
+typing-extensions==4.5.0
+    # via ipython
+tzdata==2023.3
+    # via pandas
+uri-template==1.2.0
+    # via jsonschema
+wcwidth==0.2.6
+    # via prompt-toolkit
+webcolors==1.13
+    # via jsonschema
+webencodings==0.5.1
+    # via
+    #   bleach
+    #   tinycss2
+websocket-client==1.5.1
+    # via jupyter-server
+widgetsnbextension==4.0.7
+    # via ipywidgets
+zipp==3.15.0
+    # via
+    #   importlib-metadata
+    #   importlib-resources
+
+# The following packages are considered to be unsafe in a requirements file:
+# setuptools