diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index 9521bc9d..02c8c3a8 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -13,28 +13,28 @@ ampform==0.14.6
 anyio==4.0.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
-arrow==1.2.3
+arrow==1.3.0
 asttokens==2.4.0
 astunparse==1.6.3
 attrs==23.1.0
-babel==2.12.1
+babel==2.13.0
 backcall==0.2.0
 beautifulsoup4==4.12.2
 black==23.9.1
 bleach==6.0.0
 cachetools==5.3.1
 certifi==2023.7.22
-cffi==1.15.1
+cffi==1.16.0
 cfgv==3.4.0
 chardet==5.2.0
-charset-normalizer==3.2.0
+charset-normalizer==3.3.0
 click==8.1.7
 cloudpickle==2.2.1
 colorama==0.4.6
 comm==0.1.4
 contourpy==1.1.1
-coverage==7.3.1
-cycler==0.11.0
+coverage==7.3.2
+cycler==0.12.0
 debugpy==1.8.0
 decorator==5.1.1
 defusedxml==0.7.1
@@ -46,22 +46,22 @@ docutils==0.17.1
 entrypoints==0.4
 exceptiongroup==1.1.3
 execnet==2.0.2
-executing==1.2.0
-fastjsonschema==2.18.0
+executing==2.0.0
+fastjsonschema==2.18.1
 filelock==3.12.4
 flatbuffers==23.5.26
-fonttools==4.42.1
+fonttools==4.43.0
 fqdn==1.5.1
-gast==0.4.0
-google-auth==2.23.0
+gast==0.5.4
+google-auth==2.23.2
 google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.1
-greenlet==2.0.2
-grpcio==1.58.0
+greenlet==3.0.0
+grpcio==1.59.0
 h5py==3.9.0
 hepunits==2.3.2
-identify==2.5.29
+identify==2.5.30
 idna==3.4
 imagesize==1.4.1
 iminuit==2.24.0
@@ -69,13 +69,13 @@ importlib-metadata==6.8.0
 iniconfig==2.0.0
 ipykernel==6.25.2
 ipympl==0.9.3
-ipython==8.15.0
+ipython==8.16.1
 ipython-genutils==0.2.0
 ipywidgets==8.1.1
 isoduration==20.11.0
 jax==0.4.16
 jaxlib==0.4.16
-jedi==0.19.0
+jedi==0.19.1
 jinja2==3.1.2
 json5==0.9.14
 jsonpointer==2.4
@@ -83,7 +83,7 @@ jsonschema==4.19.1
 jsonschema-specifications==2023.7.1
 jupyter-cache==0.6.1
 jupyter-client==7.4.9
-jupyter-core==5.3.1
+jupyter-core==5.3.2
 jupyter-events==0.7.0
 jupyter-lsp==2.2.0
 jupyter-server==2.7.3
@@ -91,14 +91,14 @@ jupyter-server-fileid==0.9.0
 jupyter-server-terminals==0.4.4
 jupyter-server-ydoc==0.8.0
 jupyter-ydoc==0.2.5
-jupyterlab==3.6.5
+jupyterlab==3.6.6
 jupyterlab-code-formatter==2.2.1
 jupyterlab-lsp==4.3.0
 jupyterlab-myst==2.0.2
 jupyterlab-pygments==0.2.2
 jupyterlab-server==2.25.0
 jupyterlab-widgets==3.0.9
-keras==2.13.1
+keras==2.14.0
 kiwisolver==1.4.5
 latexcodec==2.0.1
 libclang==16.0.6
@@ -110,8 +110,8 @@ matplotlib==3.8.0
 matplotlib-inline==0.1.6
 mdit-py-plugins==0.3.5
 mdurl==0.1.2
-mistune==3.0.1
-ml-dtypes==0.3.0
+mistune==3.0.2
+ml-dtypes==0.2.0
 mpmath==1.3.0
 mypy-extensions==1.0.0
 myst-nb==0.17.2
@@ -120,16 +120,16 @@ nbclassic==1.0.0
 nbclient==0.6.8
 nbconvert==7.8.0
 nbformat==5.9.2
-nbmake==1.4.3
+nbmake==1.4.5
 nest-asyncio==1.5.8
 nodeenv==1.8.0
 notebook==6.5.6
 notebook-shim==0.2.3
-numpy==1.24.3
+numpy==1.26.0
 oauthlib==3.2.2
 opt-einsum==3.3.0
 overrides==7.4.0
-packaging==23.1
+packaging==23.2
 pandocfilters==1.5.0
 parso==0.8.3
 particle==0.23.0
@@ -138,7 +138,7 @@ pexpect==4.8.0
 phasespace==1.9.0
 pickleshare==0.7.5
 pillow==10.0.1
-platformdirs==3.10.0
+platformdirs==3.11.0
 pluggy==1.3.0
 pre-commit==3.4.0
 prometheus-client==0.17.1
@@ -162,7 +162,7 @@ pytest-xdist==3.3.1
 python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
-python-lsp-jsonrpc==1.1.1
+python-lsp-jsonrpc==1.1.2
 python-lsp-server==1.8.0
 pytoolconfig==1.2.5
 pyyaml==6.0.1
@@ -173,11 +173,11 @@ requests==2.31.0
 requests-oauthlib==1.3.1
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
-rope==1.9.0
+rope==1.10.0
 rpds-py==0.10.3
 rsa==4.9
-ruff==0.0.290
-scipy==1.11.2
+ruff==0.0.292
+scipy==1.11.3
 send2trash==1.8.2
 six==1.16.0
 sniffio==1.3.0
@@ -198,15 +198,15 @@ sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.6
 sphinxcontrib-serializinghtml==1.1.9
 sqlalchemy==2.0.21
-stack-data==0.6.2
+stack-data==0.6.3
 sympy==1.12
 tabulate==0.9.0
-tensorboard==2.13.0
+tensorboard==2.14.1
 tensorboard-data-server==0.7.1
-tensorflow==2.13.0
-tensorflow-estimator==2.13.0
+tensorflow==2.14.0
+tensorflow-estimator==2.14.0
 tensorflow-io-gcs-filesystem==0.34.0
-tensorflow-probability==0.21.0
+tensorflow-probability==0.22.0
 tensorwaves==0.4.10
 termcolor==2.3.0
 terminado==0.17.1
@@ -215,20 +215,21 @@ tomli==2.0.1
 tornado==6.3.3
 tox==4.11.3
 tqdm==4.66.1
-traitlets==5.10.0
+traitlets==5.11.1
+types-python-dateutil==2.8.19.14
 typing-extensions==4.5.0
 ujson==5.8.0
 uri-template==1.3.0
-urllib3==1.26.16
+urllib3==2.0.6
 virtualenv==20.24.5
-wcwidth==0.2.6
+wcwidth==0.2.8
 webcolors==1.13
 webencodings==0.5.1
 websocket-client==1.6.3
-werkzeug==2.3.7
+werkzeug==3.0.0
 wheel==0.41.2
 widgetsnbextension==4.0.9
-wrapt==1.15.0
+wrapt==1.14.1
 y-py==0.6.0
 ypy-websocket==0.8.4
 zipp==3.17.0
diff --git a/.constraints/py3.11.txt b/.constraints/py3.11.txt
index 550e872f..7b7688e6 100644
--- a/.constraints/py3.11.txt
+++ b/.constraints/py3.11.txt
@@ -13,28 +13,28 @@ ampform==0.14.6
 anyio==4.0.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
-arrow==1.2.3
+arrow==1.3.0
 asttokens==2.4.0
 astunparse==1.6.3
 attrs==23.1.0
-babel==2.12.1
+babel==2.13.0
 backcall==0.2.0
 beautifulsoup4==4.12.2
 black==23.9.1
 bleach==6.0.0
 cachetools==5.3.1
 certifi==2023.7.22
-cffi==1.15.1
+cffi==1.16.0
 cfgv==3.4.0
 chardet==5.2.0
-charset-normalizer==3.2.0
+charset-normalizer==3.3.0
 click==8.1.7
 cloudpickle==2.2.1
 colorama==0.4.6
 comm==0.1.4
 contourpy==1.1.1
-coverage==7.3.1
-cycler==0.11.0
+coverage==7.3.2
+cycler==0.12.0
 debugpy==1.8.0
 decorator==5.1.1
 defusedxml==0.7.1
@@ -45,22 +45,22 @@ docstring-to-markdown==0.12
 docutils==0.17.1
 entrypoints==0.4
 execnet==2.0.2
-executing==1.2.0
-fastjsonschema==2.18.0
+executing==2.0.0
+fastjsonschema==2.18.1
 filelock==3.12.4
 flatbuffers==23.5.26
-fonttools==4.42.1
+fonttools==4.43.0
 fqdn==1.5.1
-gast==0.4.0
-google-auth==2.23.0
+gast==0.5.4
+google-auth==2.23.2
 google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.1
-greenlet==2.0.2
-grpcio==1.58.0
+greenlet==3.0.0
+grpcio==1.59.0
 h5py==3.9.0
 hepunits==2.3.2
-identify==2.5.29
+identify==2.5.30
 idna==3.4
 imagesize==1.4.1
 iminuit==2.24.0
@@ -68,13 +68,13 @@ importlib-metadata==6.8.0
 iniconfig==2.0.0
 ipykernel==6.25.2
 ipympl==0.9.3
-ipython==8.15.0
+ipython==8.16.1
 ipython-genutils==0.2.0
 ipywidgets==8.1.1
 isoduration==20.11.0
 jax==0.4.16
 jaxlib==0.4.16
-jedi==0.19.0
+jedi==0.19.1
 jinja2==3.1.2
 json5==0.9.14
 jsonpointer==2.4
@@ -82,7 +82,7 @@ jsonschema==4.19.1
 jsonschema-specifications==2023.7.1
 jupyter-cache==0.6.1
 jupyter-client==7.4.9
-jupyter-core==5.3.1
+jupyter-core==5.3.2
 jupyter-events==0.7.0
 jupyter-lsp==2.2.0
 jupyter-server==2.7.3
@@ -90,14 +90,14 @@ jupyter-server-fileid==0.9.0
 jupyter-server-terminals==0.4.4
 jupyter-server-ydoc==0.8.0
 jupyter-ydoc==0.2.5
-jupyterlab==3.6.5
+jupyterlab==3.6.6
 jupyterlab-code-formatter==2.2.1
 jupyterlab-lsp==4.3.0
 jupyterlab-myst==2.0.2
 jupyterlab-pygments==0.2.2
 jupyterlab-server==2.25.0
 jupyterlab-widgets==3.0.9
-keras==2.13.1
+keras==2.14.0
 kiwisolver==1.4.5
 latexcodec==2.0.1
 libclang==16.0.6
@@ -109,8 +109,8 @@ matplotlib==3.8.0
 matplotlib-inline==0.1.6
 mdit-py-plugins==0.3.5
 mdurl==0.1.2
-mistune==3.0.1
-ml-dtypes==0.3.0
+mistune==3.0.2
+ml-dtypes==0.2.0
 mpmath==1.3.0
 mypy-extensions==1.0.0
 myst-nb==0.17.2
@@ -119,16 +119,16 @@ nbclassic==1.0.0
 nbclient==0.6.8
 nbconvert==7.8.0
 nbformat==5.9.2
-nbmake==1.4.3
+nbmake==1.4.5
 nest-asyncio==1.5.8
 nodeenv==1.8.0
 notebook==6.5.6
 notebook-shim==0.2.3
-numpy==1.24.3
+numpy==1.26.0
 oauthlib==3.2.2
 opt-einsum==3.3.0
 overrides==7.4.0
-packaging==23.1
+packaging==23.2
 pandocfilters==1.5.0
 parso==0.8.3
 particle==0.23.0
@@ -137,7 +137,7 @@ pexpect==4.8.0
 phasespace==1.9.0
 pickleshare==0.7.5
 pillow==10.0.1
-platformdirs==3.10.0
+platformdirs==3.11.0
 pluggy==1.3.0
 pre-commit==3.4.0
 prometheus-client==0.17.1
@@ -161,7 +161,7 @@ pytest-xdist==3.3.1
 python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
-python-lsp-jsonrpc==1.1.1
+python-lsp-jsonrpc==1.1.2
 python-lsp-server==1.8.0
 pytoolconfig==1.2.5
 pyyaml==6.0.1
@@ -172,11 +172,11 @@ requests==2.31.0
 requests-oauthlib==1.3.1
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
-rope==1.9.0
+rope==1.10.0
 rpds-py==0.10.3
 rsa==4.9
-ruff==0.0.290
-scipy==1.11.2
+ruff==0.0.292
+scipy==1.11.3
 send2trash==1.8.2
 six==1.16.0
 sniffio==1.3.0
@@ -197,15 +197,15 @@ sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.6
 sphinxcontrib-serializinghtml==1.1.9
 sqlalchemy==2.0.21
-stack-data==0.6.2
+stack-data==0.6.3
 sympy==1.12
 tabulate==0.9.0
-tensorboard==2.13.0
+tensorboard==2.14.1
 tensorboard-data-server==0.7.1
-tensorflow==2.13.0
-tensorflow-estimator==2.13.0
+tensorflow==2.14.0
+tensorflow-estimator==2.14.0
 tensorflow-io-gcs-filesystem==0.34.0
-tensorflow-probability==0.21.0
+tensorflow-probability==0.22.0
 tensorwaves==0.4.10
 termcolor==2.3.0
 terminado==0.17.1
@@ -213,20 +213,21 @@ tinycss2==1.2.1
 tornado==6.3.3
 tox==4.11.3
 tqdm==4.66.1
-traitlets==5.10.0
+traitlets==5.11.1
+types-python-dateutil==2.8.19.14
 typing-extensions==4.5.0
 ujson==5.8.0
 uri-template==1.3.0
-urllib3==1.26.16
+urllib3==2.0.6
 virtualenv==20.24.5
-wcwidth==0.2.6
+wcwidth==0.2.8
 webcolors==1.13
 webencodings==0.5.1
 websocket-client==1.6.3
-werkzeug==2.3.7
+werkzeug==3.0.0
 wheel==0.41.2
 widgetsnbextension==4.0.9
-wrapt==1.15.0
+wrapt==1.14.1
 y-py==0.6.0
 ypy-websocket==0.8.4
 zipp==3.17.0
diff --git a/.constraints/py3.7.txt b/.constraints/py3.7.txt
index 421f7548..6bf28cf9 100644
--- a/.constraints/py3.7.txt
+++ b/.constraints/py3.7.txt
@@ -16,7 +16,7 @@ argon2-cffi-bindings==21.2.0
 arrow==1.2.3
 astunparse==1.6.3
 attrs==23.1.0
-babel==2.12.1
+babel==2.13.0
 backcall==0.2.0
 beautifulsoup4==4.12.2
 black==23.3.0
@@ -27,7 +27,7 @@ certifi==2023.7.22
 cffi==1.15.1
 cfgv==3.3.1
 chardet==5.2.0
-charset-normalizer==3.2.0
+charset-normalizer==3.3.0
 click==8.1.7
 cloudpickle==2.2.1
 colorama==0.4.6
@@ -45,18 +45,18 @@ docutils==0.17.1
 entrypoints==0.4
 exceptiongroup==1.1.3
 execnet==2.0.2
-fastjsonschema==2.18.0
+fastjsonschema==2.18.1
 filelock==3.12.2
 flatbuffers==23.5.26
 fonttools==4.38.0
 fqdn==1.5.1
 gast==0.4.0
-google-auth==2.23.0
+google-auth==2.23.2
 google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
-greenlet==2.0.2
-grpcio==1.58.0
+greenlet==3.0.0
+grpcio==1.59.0
 h5py==3.8.0
 hepunits==2.3.2
 identify==2.5.24
@@ -88,7 +88,7 @@ jupyter-server==1.24.0
 jupyter-server-fileid==0.9.0
 jupyter-server-ydoc==0.8.0
 jupyter-ydoc==0.2.4
-jupyterlab==3.6.5
+jupyterlab==3.6.6
 jupyterlab-code-formatter==2.2.1
 jupyterlab-lsp==3.10.2
 jupyterlab-myst==1.2.0
@@ -107,7 +107,7 @@ matplotlib==3.5.3
 matplotlib-inline==0.1.6
 mdit-py-plugins==0.3.5
 mdurl==0.1.2
-mistune==3.0.1
+mistune==3.0.2
 mpmath==1.3.0
 mypy-extensions==1.0.0
 myst-nb==0.17.2
@@ -124,7 +124,7 @@ notebook-shim==0.2.3
 numpy==1.21.6
 oauthlib==3.2.2
 opt-einsum==3.3.0
-packaging==23.1
+packaging==23.2
 pandocfilters==1.5.0
 parso==0.8.3
 particle==0.23.0
@@ -134,7 +134,7 @@ phasespace==1.9.0
 pickleshare==0.7.5
 pillow==9.5.0
 pkgutil-resolve-name==1.3.10
-platformdirs==3.10.0
+platformdirs==3.11.0
 pluggy==1.2.0
 pre-commit==2.21.0
 prometheus-client==0.17.1
@@ -147,7 +147,7 @@ pyasn1-modules==0.3.0
 pybtex==0.24.0
 pybtex-docutils==1.0.3
 pycparser==2.21
-pydantic==1.10.12
+pydantic==1.10.13
 pydata-sphinx-theme==0.13.3
 pygments==2.16.1
 pyparsing==3.1.1
@@ -172,7 +172,7 @@ rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rope==1.9.0
 rsa==4.9
-ruff==0.0.290
+ruff==0.0.292
 scipy==1.7.3
 send2trash==1.8.2
 singledispatchmethod==1.0
@@ -217,9 +217,9 @@ typed-ast==1.5.5
 typing-extensions==4.7.1 ; python_version < "3.8.0"
 ujson==5.7.0
 uri-template==1.3.0
-urllib3==1.26.16
+urllib3==2.0.6
 virtualenv==20.24.5
-wcwidth==0.2.6
+wcwidth==0.2.8
 webcolors==1.13
 webencodings==0.5.1
 websocket-client==1.6.1
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index 7657312e..8a14cbdb 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -13,28 +13,28 @@ ampform==0.14.6
 anyio==4.0.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
-arrow==1.2.3
+arrow==1.3.0
 asttokens==2.4.0
 astunparse==1.6.3
 attrs==23.1.0
-babel==2.12.1
+babel==2.13.0
 backcall==0.2.0
 beautifulsoup4==4.12.2
 black==23.9.1
 bleach==6.0.0
 cachetools==5.3.1
 certifi==2023.7.22
-cffi==1.15.1
+cffi==1.16.0
 cfgv==3.4.0
 chardet==5.2.0
-charset-normalizer==3.2.0
+charset-normalizer==3.3.0
 click==8.1.7
 cloudpickle==2.2.1
 colorama==0.4.6
 comm==0.1.4
 contourpy==1.1.1
-coverage==7.3.1
-cycler==0.11.0
+coverage==7.3.2
+cycler==0.12.0
 debugpy==1.8.0
 decorator==5.1.1
 defusedxml==0.7.1
@@ -46,22 +46,22 @@ docutils==0.17.1
 entrypoints==0.4
 exceptiongroup==1.1.3
 execnet==2.0.2
-executing==1.2.0
-fastjsonschema==2.18.0
+executing==2.0.0
+fastjsonschema==2.18.1
 filelock==3.12.4
 flatbuffers==23.5.26
-fonttools==4.42.1
+fonttools==4.43.0
 fqdn==1.5.1
 gast==0.4.0
-google-auth==2.23.0
+google-auth==2.23.2
 google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.1
-greenlet==2.0.2
-grpcio==1.58.0
+greenlet==3.0.0
+grpcio==1.59.0
 h5py==3.9.0
 hepunits==2.3.2
-identify==2.5.29
+identify==2.5.30
 idna==3.4
 imagesize==1.4.1
 iminuit==2.24.0
@@ -70,13 +70,13 @@ importlib-resources==6.1.0
 iniconfig==2.0.0
 ipykernel==6.25.2
 ipympl==0.9.3
-ipython==8.12.2
+ipython==8.12.3
 ipython-genutils==0.2.0
 ipywidgets==8.1.1
 isoduration==20.11.0
 jax==0.4.13
 jaxlib==0.4.13
-jedi==0.19.0
+jedi==0.19.1
 jinja2==3.1.2
 json5==0.9.14
 jsonpointer==2.4
@@ -84,7 +84,7 @@ jsonschema==4.19.1
 jsonschema-specifications==2023.7.1
 jupyter-cache==0.6.1
 jupyter-client==7.4.9
-jupyter-core==5.3.1
+jupyter-core==5.3.2
 jupyter-events==0.7.0
 jupyter-lsp==2.2.0
 jupyter-server==2.7.3
@@ -92,7 +92,7 @@ jupyter-server-fileid==0.9.0
 jupyter-server-terminals==0.4.4
 jupyter-server-ydoc==0.8.0
 jupyter-ydoc==0.2.5
-jupyterlab==3.6.5
+jupyterlab==3.6.6
 jupyterlab-code-formatter==2.2.1
 jupyterlab-lsp==4.3.0
 jupyterlab-myst==2.0.2
@@ -111,7 +111,7 @@ matplotlib==3.7.3
 matplotlib-inline==0.1.6
 mdit-py-plugins==0.3.5
 mdurl==0.1.2
-mistune==3.0.1
+mistune==3.0.2
 ml-dtypes==0.2.0
 mpmath==1.3.0
 mypy-extensions==1.0.0
@@ -121,7 +121,7 @@ nbclassic==1.0.0
 nbclient==0.6.8
 nbconvert==7.8.0
 nbformat==5.9.2
-nbmake==1.4.3
+nbmake==1.4.5
 nest-asyncio==1.5.8
 nodeenv==1.8.0
 notebook==6.5.6
@@ -130,7 +130,7 @@ numpy==1.24.3
 oauthlib==3.2.2
 opt-einsum==3.3.0
 overrides==7.4.0
-packaging==23.1
+packaging==23.2
 pandocfilters==1.5.0
 parso==0.8.3
 particle==0.23.0
@@ -140,7 +140,7 @@ phasespace==1.9.0
 pickleshare==0.7.5
 pillow==10.0.1
 pkgutil-resolve-name==1.3.10
-platformdirs==3.10.0
+platformdirs==3.11.0
 pluggy==1.3.0
 pre-commit==3.4.0
 prometheus-client==0.17.1
@@ -164,7 +164,7 @@ pytest-xdist==3.3.1
 python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
-python-lsp-jsonrpc==1.1.1
+python-lsp-jsonrpc==1.1.2
 python-lsp-server==1.8.0
 pytoolconfig==1.2.5
 pytz==2023.3.post1
@@ -176,10 +176,10 @@ requests==2.31.0
 requests-oauthlib==1.3.1
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
-rope==1.9.0
+rope==1.10.0
 rpds-py==0.10.3
 rsa==4.9
-ruff==0.0.290
+ruff==0.0.292
 scipy==1.10.1
 send2trash==1.8.2
 six==1.16.0
@@ -201,12 +201,12 @@ sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
 sqlalchemy==2.0.21
-stack-data==0.6.2
+stack-data==0.6.3
 sympy==1.12
 tabulate==0.9.0
 tensorboard==2.13.0
 tensorboard-data-server==0.7.1
-tensorflow==2.13.0
+tensorflow==2.13.1
 tensorflow-estimator==2.13.0
 tensorflow-io-gcs-filesystem==0.34.0
 tensorflow-probability==0.21.0
@@ -218,17 +218,18 @@ tomli==2.0.1
 tornado==6.3.3
 tox==4.11.3
 tqdm==4.66.1
-traitlets==5.10.0
+traitlets==5.11.1
+types-python-dateutil==2.8.19.14
 typing-extensions==4.5.0
 ujson==5.8.0
 uri-template==1.3.0
-urllib3==1.26.16
+urllib3==2.0.6
 virtualenv==20.24.5
-wcwidth==0.2.6
+wcwidth==0.2.8
 webcolors==1.13
 webencodings==0.5.1
 websocket-client==1.6.3
-werkzeug==2.3.7
+werkzeug==3.0.0
 wheel==0.41.2
 widgetsnbextension==4.0.9
 wrapt==1.15.0
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index e4eee840..c6a41183 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -13,28 +13,28 @@ ampform==0.14.6
 anyio==4.0.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
-arrow==1.2.3
+arrow==1.3.0
 asttokens==2.4.0
 astunparse==1.6.3
 attrs==23.1.0
-babel==2.12.1
+babel==2.13.0
 backcall==0.2.0
 beautifulsoup4==4.12.2
 black==23.9.1
 bleach==6.0.0
 cachetools==5.3.1
 certifi==2023.7.22
-cffi==1.15.1
+cffi==1.16.0
 cfgv==3.4.0
 chardet==5.2.0
-charset-normalizer==3.2.0
+charset-normalizer==3.3.0
 click==8.1.7
 cloudpickle==2.2.1
 colorama==0.4.6
 comm==0.1.4
 contourpy==1.1.1
-coverage==7.3.1
-cycler==0.11.0
+coverage==7.3.2
+cycler==0.12.0
 debugpy==1.8.0
 decorator==5.1.1
 defusedxml==0.7.1
@@ -46,22 +46,22 @@ docutils==0.17.1
 entrypoints==0.4
 exceptiongroup==1.1.3
 execnet==2.0.2
-executing==1.2.0
-fastjsonschema==2.18.0
+executing==2.0.0
+fastjsonschema==2.18.1
 filelock==3.12.4
 flatbuffers==23.5.26
-fonttools==4.42.1
+fonttools==4.43.0
 fqdn==1.5.1
-gast==0.4.0
-google-auth==2.23.0
+gast==0.5.4
+google-auth==2.23.2
 google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.1
-greenlet==2.0.2
-grpcio==1.58.0
+greenlet==3.0.0
+grpcio==1.59.0
 h5py==3.9.0
 hepunits==2.3.2
-identify==2.5.29
+identify==2.5.30
 idna==3.4
 imagesize==1.4.1
 iminuit==2.24.0
@@ -70,13 +70,13 @@ importlib-resources==6.1.0
 iniconfig==2.0.0
 ipykernel==6.25.2
 ipympl==0.9.3
-ipython==8.15.0
+ipython==8.16.1
 ipython-genutils==0.2.0
 ipywidgets==8.1.1
 isoduration==20.11.0
 jax==0.4.16
 jaxlib==0.4.16
-jedi==0.19.0
+jedi==0.19.1
 jinja2==3.1.2
 json5==0.9.14
 jsonpointer==2.4
@@ -84,7 +84,7 @@ jsonschema==4.19.1
 jsonschema-specifications==2023.7.1
 jupyter-cache==0.6.1
 jupyter-client==7.4.9
-jupyter-core==5.3.1
+jupyter-core==5.3.2
 jupyter-events==0.7.0
 jupyter-lsp==2.2.0
 jupyter-server==2.7.3
@@ -92,14 +92,14 @@ jupyter-server-fileid==0.9.0
 jupyter-server-terminals==0.4.4
 jupyter-server-ydoc==0.8.0
 jupyter-ydoc==0.2.5
-jupyterlab==3.6.5
+jupyterlab==3.6.6
 jupyterlab-code-formatter==2.2.1
 jupyterlab-lsp==4.3.0
 jupyterlab-myst==2.0.2
 jupyterlab-pygments==0.2.2
 jupyterlab-server==2.25.0
 jupyterlab-widgets==3.0.9
-keras==2.13.1
+keras==2.14.0
 kiwisolver==1.4.5
 latexcodec==2.0.1
 libclang==16.0.6
@@ -111,8 +111,8 @@ matplotlib==3.8.0
 matplotlib-inline==0.1.6
 mdit-py-plugins==0.3.5
 mdurl==0.1.2
-mistune==3.0.1
-ml-dtypes==0.3.0
+mistune==3.0.2
+ml-dtypes==0.2.0
 mpmath==1.3.0
 mypy-extensions==1.0.0
 myst-nb==0.17.2
@@ -121,16 +121,16 @@ nbclassic==1.0.0
 nbclient==0.6.8
 nbconvert==7.8.0
 nbformat==5.9.2
-nbmake==1.4.3
+nbmake==1.4.5
 nest-asyncio==1.5.8
 nodeenv==1.8.0
 notebook==6.5.6
 notebook-shim==0.2.3
-numpy==1.24.3
+numpy==1.26.0
 oauthlib==3.2.2
 opt-einsum==3.3.0
 overrides==7.4.0
-packaging==23.1
+packaging==23.2
 pandocfilters==1.5.0
 parso==0.8.3
 particle==0.23.0
@@ -139,7 +139,7 @@ pexpect==4.8.0
 phasespace==1.9.0
 pickleshare==0.7.5
 pillow==10.0.1
-platformdirs==3.10.0
+platformdirs==3.11.0
 pluggy==1.3.0
 pre-commit==3.4.0
 prometheus-client==0.17.1
@@ -163,7 +163,7 @@ pytest-xdist==3.3.1
 python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
-python-lsp-jsonrpc==1.1.1
+python-lsp-jsonrpc==1.1.2
 python-lsp-server==1.8.0
 pytoolconfig==1.2.5
 pyyaml==6.0.1
@@ -174,11 +174,11 @@ requests==2.31.0
 requests-oauthlib==1.3.1
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
-rope==1.9.0
+rope==1.10.0
 rpds-py==0.10.3
 rsa==4.9
-ruff==0.0.290
-scipy==1.11.2
+ruff==0.0.292
+scipy==1.11.3
 send2trash==1.8.2
 six==1.16.0
 sniffio==1.3.0
@@ -199,15 +199,15 @@ sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.6
 sphinxcontrib-serializinghtml==1.1.9
 sqlalchemy==2.0.21
-stack-data==0.6.2
+stack-data==0.6.3
 sympy==1.12
 tabulate==0.9.0
-tensorboard==2.13.0
+tensorboard==2.14.1
 tensorboard-data-server==0.7.1
-tensorflow==2.13.0
-tensorflow-estimator==2.13.0
+tensorflow==2.14.0
+tensorflow-estimator==2.14.0
 tensorflow-io-gcs-filesystem==0.34.0
-tensorflow-probability==0.21.0
+tensorflow-probability==0.22.0
 tensorwaves==0.4.10
 termcolor==2.3.0
 terminado==0.17.1
@@ -216,20 +216,21 @@ tomli==2.0.1
 tornado==6.3.3
 tox==4.11.3
 tqdm==4.66.1
-traitlets==5.10.0
+traitlets==5.11.1
+types-python-dateutil==2.8.19.14
 typing-extensions==4.5.0
 ujson==5.8.0
 uri-template==1.3.0
-urllib3==1.26.16
+urllib3==2.0.6
 virtualenv==20.24.5
-wcwidth==0.2.6
+wcwidth==0.2.8
 webcolors==1.13
 webencodings==0.5.1
 websocket-client==1.6.3
-werkzeug==2.3.7
+werkzeug==3.0.0
 wheel==0.41.2
 widgetsnbextension==4.0.9
-wrapt==1.15.0
+wrapt==1.14.1
 y-py==0.6.0
 ypy-websocket==0.8.4
 zipp==3.17.0
diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
deleted file mode 100644
index d0cc61cd..00000000
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ /dev/null
@@ -1,32 +0,0 @@
----
-name: Bug report
-about: Create a report to help us improve
-title: ""
-labels: Bug
-assignees: ""
----
-
-## Bug description
-
-<!-- A clear and concise description of what the bug is. -->
-
-<!-- If applicable, add a log or screenshot to help explain your problem. -->
-
-## How to reproduce?
-
-Steps to reproduce the behavior:
-
-1.
-
-## Expected behavior
-
-<!-- A clear and concise description of what you expected to happen. -->
-
-## System info
-
-Bug resulted on the following system:
-
-- OS: <!-- e.g. macOS, WSL Ubuntu, ...-->
-- Version <!-- e.g. 10.15, 20.04, ... -->
-- Python version: <!-- e.g. 3.7, 3.8, ... -->
-- Virtual environment: <!-- e.g. venv, Conda, pip user install, ... -->
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
deleted file mode 100644
index 049eb32b..00000000
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ /dev/null
@@ -1,22 +0,0 @@
----
-name: Feature request
-about: Suggest an idea for this project
-title: ""
-labels: "✨ Enhancement"
-assignees: ""
----
-
-## Problem description
-
-<!-- Is your feature request related to a problem? Please provide a clear and
-concise description of what the problem is. [Example: "I'm always frustrated
-when ..." -->
-
-## Proposed solution
-
-<!-- Describe the solution you'd want to happen. -->
-
-<!-- Are there alternatives you have considered? -->
-
-<!-- Additional context: -->
-<!-- Add any other context or screenshots about the feature -->
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
deleted file mode 100644
index 14b80852..00000000
--- a/.github/pull_request_template.md
+++ /dev/null
@@ -1,11 +0,0 @@
-<!-- Fixes #xxx -->
-
-<!--
-For the PR title, follow a conventional commit message style:
-https://compwa-org.readthedocs.io/en/stable/develop.html#commit-conventions
--->
-
-<!--
-Contents of this PR appear in the release notes. Please use screenshots, code snippets
-etc. to illustrate proposed changes
--->
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 1aec3b8d..dfed2bfa 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -27,7 +27,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/ComPWA/repo-maintenance
-    rev: 0.0.197
+    rev: 0.0.201
     hooks:
       - id: check-dev-files
         args:
@@ -41,9 +41,6 @@ repos:
   - repo: https://github.com/nbQA-dev/nbQA
     rev: 1.7.0
     hooks:
-      - id: nbqa-black
-        additional_dependencies:
-          - black>=22.1.0
       - id: nbqa-pyupgrade
         args:
           - --py37-plus
@@ -55,9 +52,14 @@ repos:
     rev: 23.9.1
     hooks:
       - id: black
+      - id: black-jupyter
+        args:
+          - --line-length=85
+        types_or:
+          - jupyter
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v7.3.0
+    rev: v7.3.1
     hooks:
       - id: cspell
 
@@ -82,6 +84,7 @@ repos:
             cell.attachments
             cell.metadata.code_folding
             cell.metadata.id
+            cell.metadata.pycharm
             cell.metadata.user_expressions
             metadata.celltoolbar
             metadata.colab.name
@@ -102,19 +105,19 @@ repos:
       - id: prettier
 
   - repo: https://github.com/ComPWA/mirrors-pyright
-    rev: v1.1.328
+    rev: v1.1.329
     hooks:
       - id: pyright
 
   - repo: https://github.com/asottile/pyupgrade
-    rev: v3.11.2
+    rev: v3.14.0
     hooks:
       - id: pyupgrade
         args:
           - --py37-plus
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.0.290
+    rev: v0.0.292
     hooks:
       - id: ruff
         args:
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index 3274def2..5a53fe2e 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -23,6 +23,7 @@
   ],
   "unwantedRecommendations": [
     "bungcip.better-toml",
+    "davidanson.vscode-markdownlint",
     "ms-python.flake8",
     "ms-python.isort",
     "ms-python.mypy-type-checker",
diff --git a/pyproject.toml b/pyproject.toml
index 5fd81195..8f30ef32 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,7 +33,6 @@ target-version = [
 ]
 
 [tool.nbqa.addopts]
-black = ["--line-length=85"]
 ruff = [
     "--extend-ignore=B018",
     "--extend-ignore=C90",