diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index ff1686f2..7f56cce9 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -7,9 +7,9 @@
 absl-py==1.4.0
 accessible-pygments==0.0.4
 aiofiles==22.1.0
-aiosqlite==0.18.0
+aiosqlite==0.19.0
 alabaster==0.7.13
-ampform==0.14.5
+ampform==0.14.6
 anyio==3.6.2
 aquirdturtle-collapsible-headings==3.1.0
 argon2-cffi==21.3.0
@@ -17,14 +17,14 @@ argon2-cffi-bindings==21.2.0
 arrow==1.2.3
 asttokens==2.2.1
 astunparse==1.6.3
-attrs==22.2.0
+attrs==23.1.0
 babel==2.12.1
 backcall==0.2.0
 beautifulsoup4==4.12.2
 black==23.3.0
 bleach==6.0.0
 cachetools==5.3.0
-certifi==2022.12.7
+certifi==2023.5.7
 cffi==1.15.1
 cfgv==3.3.1
 chardet==5.1.0
@@ -34,7 +34,7 @@ cloudpickle==2.2.1
 colorama==0.4.6
 comm==0.1.3
 contourpy==1.0.7
-coverage==7.2.3
+coverage==7.2.5
 cycler==0.11.0
 debugpy==1.6.7
 decorator==5.1.1
@@ -47,41 +47,41 @@ exceptiongroup==1.1.1
 execnet==1.9.0
 executing==1.2.0
 fastjsonschema==2.16.3
-filelock==3.11.0
-flatbuffers==23.3.3
-fonttools==4.39.3
+filelock==3.12.0
+flatbuffers==23.5.9
+fonttools==4.39.4
 fqdn==1.5.1
 gast==0.4.0
-google-auth==2.17.3
+google-auth==2.18.0
 google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.2
-grpcio==1.53.0
+grpcio==1.54.2
 h5py==3.8.0
 hepunits==2.3.2
-identify==2.5.22
+identify==2.5.24
 idna==3.4
 imagesize==1.4.1
 iminuit==2.21.3
-importlib-metadata==6.3.0
+importlib-metadata==6.6.0
 iniconfig==2.0.0
-ipykernel==6.22.0
+ipykernel==6.23.0
 ipympl==0.9.3
-ipython==8.12.0
+ipython==8.13.2
 ipython-genutils==0.2.0
 ipywidgets==8.0.6
 isoduration==20.11.0
 isort==5.12.0
-jax==0.4.8
-jaxlib==0.4.7
+jax==0.4.10
+jaxlib==0.4.10
 jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.11
 jsonpointer==2.3
 jsonschema==4.17.3
-jupyter-cache==0.5.0
-jupyter-client==8.1.0
+jupyter-cache==0.6.1
+jupyter-client==8.2.0
 jupyter-core==5.3.0
 jupyter-events==0.6.3
 jupyter-server==2.5.0
@@ -90,10 +90,10 @@ jupyter-server-terminals==0.4.4
 jupyter-server-ydoc==0.8.0
 jupyter-ydoc==0.2.4
 jupyterlab==3.6.3
-jupyterlab-code-formatter==1.6.0
+jupyterlab-code-formatter==2.0.0
 jupyterlab-myst==1.1.3
 jupyterlab-pygments==0.2.2
-jupyterlab-server==2.22.0
+jupyterlab-server==2.22.1
 jupyterlab-widgets==3.0.7
 keras==2.12.0
 kiwisolver==1.4.4
@@ -111,17 +111,17 @@ mistune==2.0.5
 ml-dtypes==0.1.0
 mpmath==1.3.0
 mypy-extensions==1.0.0
-myst-nb==0.17.1
+myst-nb==0.17.2
 myst-parser==0.18.1
-nbclassic==0.5.5
+nbclassic==1.0.0
 nbclient==0.5.13
-nbconvert==7.3.1
+nbconvert==7.4.0
 nbformat==5.8.0
 nbmake==1.3.0
 nest-asyncio==1.5.6
-nodeenv==1.7.0
+nodeenv==1.8.0
 notebook==6.5.4
-notebook-shim==0.2.2
+notebook-shim==0.2.3
 numpy==1.23.5
 oauthlib==3.2.2
 opt-einsum==3.3.0
@@ -134,51 +134,51 @@ pexpect==4.8.0
 phasespace==1.8.0
 pickleshare==0.7.5
 pillow==9.5.0
-platformdirs==3.2.0
+platformdirs==3.5.1
 pluggy==1.0.0
-pre-commit==3.2.2
+pre-commit==3.3.1
 prometheus-client==0.16.0
 prompt-toolkit==3.0.38
-protobuf==4.22.3
-psutil==5.9.4
+protobuf==4.23.0
+psutil==5.9.5
 ptyprocess==0.7.0
 pure-eval==0.2.2
-pyasn1==0.4.8
-pyasn1-modules==0.2.8
+pyasn1==0.5.0
+pyasn1-modules==0.3.0
 pybtex==0.24.0
 pybtex-docutils==1.0.2
 pycparser==2.21
 pydantic==1.10.7
 pydata-sphinx-theme==0.13.3
-pygments==2.15.0
+pygments==2.15.1
 pyparsing==3.0.9
 pyproject-api==1.5.1
 pyrsistent==0.19.3
-pytest==7.3.0
+pytest==7.3.1
 pytest-cov==4.0.0
-pytest-xdist==3.2.1
+pytest-xdist==3.3.0
 python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
 pyyaml==6.0
 pyzmq==25.0.2
-qrules==0.9.7
-requests==2.28.2
+qrules==0.9.8
+requests==2.30.0
 requests-oauthlib==1.3.1
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rsa==4.9
 scipy==1.10.1
-send2trash==1.8.0
+send2trash==1.8.2
 six==1.16.0
 sniffio==1.3.0
 snowballstemmer==2.2.0
-soupsieve==2.4
+soupsieve==2.4.1
 sphinx==5.3.0
 sphinx-autobuild==2021.3.14
 sphinx-book-theme==1.0.1
-sphinx-codeautolink==0.14.1
-sphinx-copybutton==0.5.1
+sphinx-codeautolink==0.15.0
+sphinx-copybutton==0.5.2
 sphinx-design==0.4.1
 sphinx-togglebutton==0.3.2
 sphinxcontrib-applehelp==1.0.4
@@ -188,35 +188,34 @@ sphinxcontrib-htmlhelp==2.0.1
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sqlalchemy==1.4.47
+sqlalchemy==2.0.13
 stack-data==0.6.2
-sympy==1.11.1
+sympy==1.12
 tabulate==0.9.0
-tensorboard==2.12.1
+tensorboard==2.12.3
 tensorboard-data-server==0.7.0
-tensorboard-plugin-wit==1.8.1
 tensorflow==2.12.0
 tensorflow-estimator==2.12.0
 tensorflow-io-gcs-filesystem==0.32.0
 tensorflow-probability==0.18.0
 tensorwaves==0.4.10
-termcolor==2.2.0
+termcolor==2.3.0
 terminado==0.17.1
 tinycss2==1.2.1
 tomli==2.0.1
-tornado==6.2
-tox==4.4.11
+tornado==6.3.1
+tox==4.5.1
 tqdm==4.65.0
 traitlets==5.9.0
 typing-extensions==4.5.0
 uri-template==1.2.0
 urllib3==1.26.15
-virtualenv==20.21.0
+virtualenv==20.23.0
 wcwidth==0.2.6
 webcolors==1.13
 webencodings==0.5.1
 websocket-client==1.5.1
-werkzeug==2.2.3
+werkzeug==2.3.4
 wheel==0.40.0
 widgetsnbextension==4.0.7
 wrapt==1.14.1
diff --git a/.constraints/py3.11.txt b/.constraints/py3.11.txt
index 4964c8fb..7cdbb291 100644
--- a/.constraints/py3.11.txt
+++ b/.constraints/py3.11.txt
@@ -7,9 +7,9 @@
 absl-py==1.4.0
 accessible-pygments==0.0.4
 aiofiles==22.1.0
-aiosqlite==0.18.0
+aiosqlite==0.19.0
 alabaster==0.7.13
-ampform==0.14.5
+ampform==0.14.6
 anyio==3.6.2
 aquirdturtle-collapsible-headings==3.1.0
 argon2-cffi==21.3.0
@@ -17,14 +17,14 @@ argon2-cffi-bindings==21.2.0
 arrow==1.2.3
 asttokens==2.2.1
 astunparse==1.6.3
-attrs==22.2.0
+attrs==23.1.0
 babel==2.12.1
 backcall==0.2.0
 beautifulsoup4==4.12.2
 black==23.3.0
 bleach==6.0.0
 cachetools==5.3.0
-certifi==2022.12.7
+certifi==2023.5.7
 cffi==1.15.1
 cfgv==3.3.1
 chardet==5.1.0
@@ -34,7 +34,7 @@ cloudpickle==2.2.1
 colorama==0.4.6
 comm==0.1.3
 contourpy==1.0.7
-coverage==7.2.3
+coverage==7.2.5
 cycler==0.11.0
 debugpy==1.6.7
 decorator==5.1.1
@@ -46,41 +46,41 @@ docutils==0.19
 execnet==1.9.0
 executing==1.2.0
 fastjsonschema==2.16.3
-filelock==3.11.0
-flatbuffers==23.3.3
-fonttools==4.39.3
+filelock==3.12.0
+flatbuffers==23.5.9
+fonttools==4.39.4
 fqdn==1.5.1
 gast==0.4.0
-google-auth==2.17.3
+google-auth==2.18.0
 google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.2
-grpcio==1.53.0
+grpcio==1.54.2
 h5py==3.8.0
 hepunits==2.3.2
-identify==2.5.22
+identify==2.5.24
 idna==3.4
 imagesize==1.4.1
 iminuit==2.21.3
-importlib-metadata==6.3.0
+importlib-metadata==6.6.0
 iniconfig==2.0.0
-ipykernel==6.22.0
+ipykernel==6.23.0
 ipympl==0.9.3
-ipython==8.12.0
+ipython==8.13.2
 ipython-genutils==0.2.0
 ipywidgets==8.0.6
 isoduration==20.11.0
 isort==5.12.0
-jax==0.4.8
-jaxlib==0.4.7
+jax==0.4.10
+jaxlib==0.4.10
 jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.11
 jsonpointer==2.3
 jsonschema==4.17.3
-jupyter-cache==0.5.0
-jupyter-client==8.1.0
+jupyter-cache==0.6.1
+jupyter-client==8.2.0
 jupyter-core==5.3.0
 jupyter-events==0.6.3
 jupyter-server==2.5.0
@@ -89,10 +89,10 @@ jupyter-server-terminals==0.4.4
 jupyter-server-ydoc==0.8.0
 jupyter-ydoc==0.2.4
 jupyterlab==3.6.3
-jupyterlab-code-formatter==1.6.0
+jupyterlab-code-formatter==2.0.0
 jupyterlab-myst==1.1.3
 jupyterlab-pygments==0.2.2
-jupyterlab-server==2.22.0
+jupyterlab-server==2.22.1
 jupyterlab-widgets==3.0.7
 keras==2.12.0
 kiwisolver==1.4.4
@@ -110,17 +110,17 @@ mistune==2.0.5
 ml-dtypes==0.1.0
 mpmath==1.3.0
 mypy-extensions==1.0.0
-myst-nb==0.17.1
+myst-nb==0.17.2
 myst-parser==0.18.1
-nbclassic==0.5.5
+nbclassic==1.0.0
 nbclient==0.5.13
-nbconvert==7.3.1
+nbconvert==7.4.0
 nbformat==5.8.0
 nbmake==1.3.0
 nest-asyncio==1.5.6
-nodeenv==1.7.0
+nodeenv==1.8.0
 notebook==6.5.4
-notebook-shim==0.2.2
+notebook-shim==0.2.3
 numpy==1.23.5
 oauthlib==3.2.2
 opt-einsum==3.3.0
@@ -133,51 +133,51 @@ pexpect==4.8.0
 phasespace==1.8.0
 pickleshare==0.7.5
 pillow==9.5.0
-platformdirs==3.2.0
+platformdirs==3.5.1
 pluggy==1.0.0
-pre-commit==3.2.2
+pre-commit==3.3.1
 prometheus-client==0.16.0
 prompt-toolkit==3.0.38
-protobuf==4.22.3
-psutil==5.9.4
+protobuf==4.23.0
+psutil==5.9.5
 ptyprocess==0.7.0
 pure-eval==0.2.2
-pyasn1==0.4.8
-pyasn1-modules==0.2.8
+pyasn1==0.5.0
+pyasn1-modules==0.3.0
 pybtex==0.24.0
 pybtex-docutils==1.0.2
 pycparser==2.21
 pydantic==1.10.7
 pydata-sphinx-theme==0.13.3
-pygments==2.15.0
+pygments==2.15.1
 pyparsing==3.0.9
 pyproject-api==1.5.1
 pyrsistent==0.19.3
-pytest==7.3.0
+pytest==7.3.1
 pytest-cov==4.0.0
-pytest-xdist==3.2.1
+pytest-xdist==3.3.0
 python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
 pyyaml==6.0
 pyzmq==25.0.2
-qrules==0.9.7
-requests==2.28.2
+qrules==0.9.8
+requests==2.30.0
 requests-oauthlib==1.3.1
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rsa==4.9
 scipy==1.10.1
-send2trash==1.8.0
+send2trash==1.8.2
 six==1.16.0
 sniffio==1.3.0
 snowballstemmer==2.2.0
-soupsieve==2.4
+soupsieve==2.4.1
 sphinx==5.3.0
 sphinx-autobuild==2021.3.14
 sphinx-book-theme==1.0.1
-sphinx-codeautolink==0.14.1
-sphinx-copybutton==0.5.1
+sphinx-codeautolink==0.15.0
+sphinx-copybutton==0.5.2
 sphinx-design==0.4.1
 sphinx-togglebutton==0.3.2
 sphinxcontrib-applehelp==1.0.4
@@ -187,34 +187,33 @@ sphinxcontrib-htmlhelp==2.0.1
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sqlalchemy==1.4.47
+sqlalchemy==2.0.13
 stack-data==0.6.2
-sympy==1.11.1
+sympy==1.12
 tabulate==0.9.0
-tensorboard==2.12.1
+tensorboard==2.12.3
 tensorboard-data-server==0.7.0
-tensorboard-plugin-wit==1.8.1
 tensorflow==2.12.0
 tensorflow-estimator==2.12.0
 tensorflow-io-gcs-filesystem==0.32.0
 tensorflow-probability==0.18.0
 tensorwaves==0.4.10
-termcolor==2.2.0
+termcolor==2.3.0
 terminado==0.17.1
 tinycss2==1.2.1
-tornado==6.2
-tox==4.4.11
+tornado==6.3.1
+tox==4.5.1
 tqdm==4.65.0
 traitlets==5.9.0
 typing-extensions==4.5.0
 uri-template==1.2.0
 urllib3==1.26.15
-virtualenv==20.21.0
+virtualenv==20.23.0
 wcwidth==0.2.6
 webcolors==1.13
 webencodings==0.5.1
 websocket-client==1.5.1
-werkzeug==2.2.3
+werkzeug==2.3.4
 wheel==0.40.0
 widgetsnbextension==4.0.7
 wrapt==1.14.1
diff --git a/.constraints/py3.7.txt b/.constraints/py3.7.txt
index fd3b55c6..0d4a8b1b 100644
--- a/.constraints/py3.7.txt
+++ b/.constraints/py3.7.txt
@@ -7,16 +7,16 @@
 absl-py==1.4.0
 accessible-pygments==0.0.4
 aiofiles==22.1.0
-aiosqlite==0.18.0
+aiosqlite==0.19.0
 alabaster==0.7.13
-ampform==0.14.5
+ampform==0.14.6
 anyio==3.6.2
 aquirdturtle-collapsible-headings==3.1.0
 argon2-cffi==21.3.0
 argon2-cffi-bindings==21.2.0
 arrow==1.2.3
 astunparse==1.6.3
-attrs==22.2.0
+attrs==23.1.0
 babel==2.12.1
 backcall==0.2.0
 beautifulsoup4==4.12.2
@@ -24,7 +24,7 @@ black==23.3.0
 bleach==6.0.0
 cached-property==1.5.2
 cachetools==5.3.0
-certifi==2022.12.7
+certifi==2023.5.7
 cffi==1.15.1
 cfgv==3.3.1
 chardet==5.1.0
@@ -32,7 +32,7 @@ charset-normalizer==3.1.0
 click==8.1.3
 cloudpickle==2.2.1
 colorama==0.4.6
-coverage==7.2.3
+coverage==7.2.5
 cycler==0.11.0
 debugpy==1.6.7
 decorator==5.1.1
@@ -45,24 +45,24 @@ entrypoints==0.4
 exceptiongroup==1.1.1
 execnet==1.9.0
 fastjsonschema==2.16.3
-filelock==3.11.0
-flatbuffers==23.3.3
+filelock==3.12.0
+flatbuffers==23.5.9
 fonttools==4.38.0
 fqdn==1.5.1
 gast==0.4.0
-google-auth==2.17.3
+google-auth==2.18.0
 google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.2
-grpcio==1.53.0
+grpcio==1.54.2
 h5py==3.8.0
 hepunits==2.3.2
-identify==2.5.22
+identify==2.5.24
 idna==3.4
 imagesize==1.4.1
 iminuit==2.18.0
-importlib-metadata==6.3.0 ; python_version < "3.8.0"
+importlib-metadata==6.6.0 ; python_version < "3.8.0"
 importlib-resources==5.12.0
 iniconfig==2.0.0
 ipykernel==6.16.2
@@ -83,15 +83,15 @@ jupyter-cache==0.5.0
 jupyter-client==7.4.9
 jupyter-core==4.12.0
 jupyter-events==0.6.3
-jupyter-server==1.23.6
+jupyter-server==1.24.0
 jupyter-server-fileid==0.9.0
 jupyter-server-ydoc==0.8.0
 jupyter-ydoc==0.2.4
 jupyterlab==3.6.3
-jupyterlab-code-formatter==1.6.0
+jupyterlab-code-formatter==2.0.0
 jupyterlab-myst==1.1.3
 jupyterlab-pygments==0.2.2
-jupyterlab-server==2.22.0
+jupyterlab-server==2.22.1
 jupyterlab-widgets==3.0.7
 keras==2.11.0
 kiwisolver==1.4.4
@@ -108,17 +108,17 @@ mdurl==0.1.2
 mistune==2.0.5
 mpmath==1.3.0
 mypy-extensions==1.0.0
-myst-nb==0.17.1
+myst-nb==0.17.2
 myst-parser==0.18.1
-nbclassic==0.5.5
+nbclassic==1.0.0
 nbclient==0.5.13
-nbconvert==7.3.1
+nbconvert==7.4.0
 nbformat==5.8.0
 nbmake==1.3.0
 nest-asyncio==1.5.6
-nodeenv==1.7.0
+nodeenv==1.8.0
 notebook==6.5.4
-notebook-shim==0.2.2
+notebook-shim==0.2.3
 numpy==1.21.6
 oauthlib==3.2.2
 opt-einsum==3.3.0
@@ -132,52 +132,52 @@ phasespace==1.8.0
 pickleshare==0.7.5
 pillow==9.5.0
 pkgutil-resolve-name==1.3.10
-platformdirs==3.2.0
+platformdirs==3.5.1
 pluggy==1.0.0
 pre-commit==2.21.0
 prometheus-client==0.16.0
 prompt-toolkit==3.0.38
 protobuf==3.19.6
-psutil==5.9.4
+psutil==5.9.5
 ptyprocess==0.7.0
-pyasn1==0.4.8
-pyasn1-modules==0.2.8
+pyasn1==0.5.0
+pyasn1-modules==0.3.0
 pybtex==0.24.0
 pybtex-docutils==1.0.2
 pycparser==2.21
 pydantic==1.10.7
 pydata-sphinx-theme==0.13.3
-pygments==2.15.0
+pygments==2.15.1
 pyparsing==3.0.9
 pyproject-api==1.5.1
 pyrsistent==0.19.3
-pytest==7.3.0
+pytest==7.3.1
 pytest-cov==4.0.0
-pytest-xdist==3.2.1
+pytest-xdist==3.3.0
 python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
 pytz==2023.3
 pyyaml==6.0
 pyzmq==25.0.2
-qrules==0.9.7
-requests==2.28.2
+qrules==0.9.8
+requests==2.30.0
 requests-oauthlib==1.3.1
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rsa==4.9
 scipy==1.7.3
-send2trash==1.8.0
+send2trash==1.8.2
 singledispatchmethod==1.0
 six==1.16.0
 sniffio==1.3.0
 snowballstemmer==2.2.0
-soupsieve==2.4
+soupsieve==2.4.1
 sphinx==5.3.0
 sphinx-autobuild==2021.3.14
 sphinx-book-theme==1.0.1
-sphinx-codeautolink==0.14.1
-sphinx-copybutton==0.5.1
+sphinx-codeautolink==0.15.0
+sphinx-copybutton==0.5.2
 sphinx-design==0.4.1
 sphinx-togglebutton==0.3.2
 sphinxcontrib-applehelp==1.0.2
@@ -187,7 +187,7 @@ sphinxcontrib-htmlhelp==2.0.0
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sqlalchemy==1.4.47
+sqlalchemy==1.4.48
 sympy==1.10.1
 tabulate==0.9.0
 tensorboard==2.11.2
@@ -198,19 +198,19 @@ tensorflow-estimator==2.11.0
 tensorflow-io-gcs-filesystem==0.32.0
 tensorflow-probability==0.18.0
 tensorwaves==0.4.10
-termcolor==2.2.0
+termcolor==2.3.0
 terminado==0.17.1
 tinycss2==1.2.1
 tomli==2.0.1
 tornado==6.2
-tox==4.4.11
+tox==4.5.1
 tqdm==4.65.0
 traitlets==5.9.0
 typed-ast==1.5.4
 typing-extensions==4.5.0 ; python_version < "3.8.0"
 uri-template==1.2.0
 urllib3==1.26.15
-virtualenv==20.21.0
+virtualenv==20.23.0
 wcwidth==0.2.6
 webcolors==1.13
 webencodings==0.5.1
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index c2ab4cbc..e7adf1db 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -7,9 +7,9 @@
 absl-py==1.4.0
 accessible-pygments==0.0.4
 aiofiles==22.1.0
-aiosqlite==0.18.0
+aiosqlite==0.19.0
 alabaster==0.7.13
-ampform==0.14.5
+ampform==0.14.6
 anyio==3.6.2
 aquirdturtle-collapsible-headings==3.1.0
 argon2-cffi==21.3.0
@@ -17,14 +17,14 @@ argon2-cffi-bindings==21.2.0
 arrow==1.2.3
 asttokens==2.2.1
 astunparse==1.6.3
-attrs==22.2.0
+attrs==23.1.0
 babel==2.12.1
 backcall==0.2.0
 beautifulsoup4==4.12.2
 black==23.3.0
 bleach==6.0.0
 cachetools==5.3.0
-certifi==2022.12.7
+certifi==2023.5.7
 cffi==1.15.1
 cfgv==3.3.1
 chardet==5.1.0
@@ -34,7 +34,7 @@ cloudpickle==2.2.1
 colorama==0.4.6
 comm==0.1.3
 contourpy==1.0.7
-coverage==7.2.3
+coverage==7.2.5
 cycler==0.11.0
 debugpy==1.6.7
 decorator==5.1.1
@@ -47,42 +47,42 @@ exceptiongroup==1.1.1
 execnet==1.9.0
 executing==1.2.0
 fastjsonschema==2.16.3
-filelock==3.11.0
-flatbuffers==23.3.3
-fonttools==4.39.3
+filelock==3.12.0
+flatbuffers==23.5.9
+fonttools==4.39.4
 fqdn==1.5.1
 gast==0.4.0
-google-auth==2.17.3
+google-auth==2.18.0
 google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.2
-grpcio==1.53.0
+grpcio==1.54.2
 h5py==3.8.0
 hepunits==2.3.2
-identify==2.5.22
+identify==2.5.24
 idna==3.4
 imagesize==1.4.1
 iminuit==2.21.3
-importlib-metadata==6.3.0
+importlib-metadata==6.6.0
 importlib-resources==5.12.0
 iniconfig==2.0.0
-ipykernel==6.22.0
+ipykernel==6.23.0
 ipympl==0.9.3
-ipython==8.12.0
+ipython==8.12.2
 ipython-genutils==0.2.0
 ipywidgets==8.0.6
 isoduration==20.11.0
 isort==5.12.0
-jax==0.4.8
-jaxlib==0.4.7
+jax==0.4.10
+jaxlib==0.4.10
 jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.11
 jsonpointer==2.3
 jsonschema==4.17.3
-jupyter-cache==0.5.0
-jupyter-client==8.1.0
+jupyter-cache==0.6.1
+jupyter-client==8.2.0
 jupyter-core==5.3.0
 jupyter-events==0.6.3
 jupyter-server==2.5.0
@@ -91,10 +91,10 @@ jupyter-server-terminals==0.4.4
 jupyter-server-ydoc==0.8.0
 jupyter-ydoc==0.2.4
 jupyterlab==3.6.3
-jupyterlab-code-formatter==1.6.0
+jupyterlab-code-formatter==2.0.0
 jupyterlab-myst==1.1.3
 jupyterlab-pygments==0.2.2
-jupyterlab-server==2.22.0
+jupyterlab-server==2.22.1
 jupyterlab-widgets==3.0.7
 keras==2.12.0
 kiwisolver==1.4.4
@@ -112,17 +112,17 @@ mistune==2.0.5
 ml-dtypes==0.1.0
 mpmath==1.3.0
 mypy-extensions==1.0.0
-myst-nb==0.17.1
+myst-nb==0.17.2
 myst-parser==0.18.1
-nbclassic==0.5.5
+nbclassic==1.0.0
 nbclient==0.5.13
-nbconvert==7.3.1
+nbconvert==7.4.0
 nbformat==5.8.0
 nbmake==1.3.0
 nest-asyncio==1.5.6
-nodeenv==1.7.0
+nodeenv==1.8.0
 notebook==6.5.4
-notebook-shim==0.2.2
+notebook-shim==0.2.3
 numpy==1.23.5
 oauthlib==3.2.2
 opt-einsum==3.3.0
@@ -136,52 +136,52 @@ phasespace==1.8.0
 pickleshare==0.7.5
 pillow==9.5.0
 pkgutil-resolve-name==1.3.10
-platformdirs==3.2.0
+platformdirs==3.5.1
 pluggy==1.0.0
-pre-commit==3.2.2
+pre-commit==3.3.1
 prometheus-client==0.16.0
 prompt-toolkit==3.0.38
-protobuf==4.22.3
-psutil==5.9.4
+protobuf==4.23.0
+psutil==5.9.5
 ptyprocess==0.7.0
 pure-eval==0.2.2
-pyasn1==0.4.8
-pyasn1-modules==0.2.8
+pyasn1==0.5.0
+pyasn1-modules==0.3.0
 pybtex==0.24.0
 pybtex-docutils==1.0.2
 pycparser==2.21
 pydantic==1.10.7
 pydata-sphinx-theme==0.13.3
-pygments==2.15.0
+pygments==2.15.1
 pyparsing==3.0.9
 pyproject-api==1.5.1
 pyrsistent==0.19.3
-pytest==7.3.0
+pytest==7.3.1
 pytest-cov==4.0.0
-pytest-xdist==3.2.1
+pytest-xdist==3.3.0
 python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
 pytz==2023.3
 pyyaml==6.0
 pyzmq==25.0.2
-qrules==0.9.7
-requests==2.28.2
+qrules==0.9.8
+requests==2.30.0
 requests-oauthlib==1.3.1
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rsa==4.9
 scipy==1.10.1
-send2trash==1.8.0
+send2trash==1.8.2
 six==1.16.0
 sniffio==1.3.0
 snowballstemmer==2.2.0
-soupsieve==2.4
+soupsieve==2.4.1
 sphinx==5.3.0
 sphinx-autobuild==2021.3.14
 sphinx-book-theme==1.0.1
-sphinx-codeautolink==0.14.1
-sphinx-copybutton==0.5.1
+sphinx-codeautolink==0.15.0
+sphinx-copybutton==0.5.2
 sphinx-design==0.4.1
 sphinx-togglebutton==0.3.2
 sphinxcontrib-applehelp==1.0.4
@@ -191,35 +191,34 @@ sphinxcontrib-htmlhelp==2.0.1
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sqlalchemy==1.4.47
+sqlalchemy==2.0.13
 stack-data==0.6.2
-sympy==1.11.1
+sympy==1.12
 tabulate==0.9.0
-tensorboard==2.12.1
+tensorboard==2.12.3
 tensorboard-data-server==0.7.0
-tensorboard-plugin-wit==1.8.1
 tensorflow==2.12.0
 tensorflow-estimator==2.12.0
 tensorflow-io-gcs-filesystem==0.32.0
 tensorflow-probability==0.18.0
 tensorwaves==0.4.10
-termcolor==2.2.0
+termcolor==2.3.0
 terminado==0.17.1
 tinycss2==1.2.1
 tomli==2.0.1
-tornado==6.2
-tox==4.4.11
+tornado==6.3.1
+tox==4.5.1
 tqdm==4.65.0
 traitlets==5.9.0
 typing-extensions==4.5.0
 uri-template==1.2.0
 urllib3==1.26.15
-virtualenv==20.21.0
+virtualenv==20.23.0
 wcwidth==0.2.6
 webcolors==1.13
 webencodings==0.5.1
 websocket-client==1.5.1
-werkzeug==2.2.3
+werkzeug==2.3.4
 wheel==0.40.0
 widgetsnbextension==4.0.7
 wrapt==1.14.1
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index 55813d7d..40be8077 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -7,9 +7,9 @@
 absl-py==1.4.0
 accessible-pygments==0.0.4
 aiofiles==22.1.0
-aiosqlite==0.18.0
+aiosqlite==0.19.0
 alabaster==0.7.13
-ampform==0.14.5
+ampform==0.14.6
 anyio==3.6.2
 aquirdturtle-collapsible-headings==3.1.0
 argon2-cffi==21.3.0
@@ -17,14 +17,14 @@ argon2-cffi-bindings==21.2.0
 arrow==1.2.3
 asttokens==2.2.1
 astunparse==1.6.3
-attrs==22.2.0
+attrs==23.1.0
 babel==2.12.1
 backcall==0.2.0
 beautifulsoup4==4.12.2
 black==23.3.0
 bleach==6.0.0
 cachetools==5.3.0
-certifi==2022.12.7
+certifi==2023.5.7
 cffi==1.15.1
 cfgv==3.3.1
 chardet==5.1.0
@@ -34,7 +34,7 @@ cloudpickle==2.2.1
 colorama==0.4.6
 comm==0.1.3
 contourpy==1.0.7
-coverage==7.2.3
+coverage==7.2.5
 cycler==0.11.0
 debugpy==1.6.7
 decorator==5.1.1
@@ -47,42 +47,42 @@ exceptiongroup==1.1.1
 execnet==1.9.0
 executing==1.2.0
 fastjsonschema==2.16.3
-filelock==3.11.0
-flatbuffers==23.3.3
-fonttools==4.39.3
+filelock==3.12.0
+flatbuffers==23.5.9
+fonttools==4.39.4
 fqdn==1.5.1
 gast==0.4.0
-google-auth==2.17.3
+google-auth==2.18.0
 google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.2
-grpcio==1.53.0
+grpcio==1.54.2
 h5py==3.8.0
 hepunits==2.3.2
-identify==2.5.22
+identify==2.5.24
 idna==3.4
 imagesize==1.4.1
 iminuit==2.21.3
-importlib-metadata==6.3.0
+importlib-metadata==6.6.0
 importlib-resources==5.12.0
 iniconfig==2.0.0
-ipykernel==6.22.0
+ipykernel==6.23.0
 ipympl==0.9.3
-ipython==8.12.0
+ipython==8.13.2
 ipython-genutils==0.2.0
 ipywidgets==8.0.6
 isoduration==20.11.0
 isort==5.12.0
-jax==0.4.8
-jaxlib==0.4.7
+jax==0.4.10
+jaxlib==0.4.10
 jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.11
 jsonpointer==2.3
 jsonschema==4.17.3
-jupyter-cache==0.5.0
-jupyter-client==8.1.0
+jupyter-cache==0.6.1
+jupyter-client==8.2.0
 jupyter-core==5.3.0
 jupyter-events==0.6.3
 jupyter-server==2.5.0
@@ -91,10 +91,10 @@ jupyter-server-terminals==0.4.4
 jupyter-server-ydoc==0.8.0
 jupyter-ydoc==0.2.4
 jupyterlab==3.6.3
-jupyterlab-code-formatter==1.6.0
+jupyterlab-code-formatter==2.0.0
 jupyterlab-myst==1.1.3
 jupyterlab-pygments==0.2.2
-jupyterlab-server==2.22.0
+jupyterlab-server==2.22.1
 jupyterlab-widgets==3.0.7
 keras==2.12.0
 kiwisolver==1.4.4
@@ -112,17 +112,17 @@ mistune==2.0.5
 ml-dtypes==0.1.0
 mpmath==1.3.0
 mypy-extensions==1.0.0
-myst-nb==0.17.1
+myst-nb==0.17.2
 myst-parser==0.18.1
-nbclassic==0.5.5
+nbclassic==1.0.0
 nbclient==0.5.13
-nbconvert==7.3.1
+nbconvert==7.4.0
 nbformat==5.8.0
 nbmake==1.3.0
 nest-asyncio==1.5.6
-nodeenv==1.7.0
+nodeenv==1.8.0
 notebook==6.5.4
-notebook-shim==0.2.2
+notebook-shim==0.2.3
 numpy==1.23.5
 oauthlib==3.2.2
 opt-einsum==3.3.0
@@ -135,51 +135,51 @@ pexpect==4.8.0
 phasespace==1.8.0
 pickleshare==0.7.5
 pillow==9.5.0
-platformdirs==3.2.0
+platformdirs==3.5.1
 pluggy==1.0.0
-pre-commit==3.2.2
+pre-commit==3.3.1
 prometheus-client==0.16.0
 prompt-toolkit==3.0.38
-protobuf==4.22.3
-psutil==5.9.4
+protobuf==4.23.0
+psutil==5.9.5
 ptyprocess==0.7.0
 pure-eval==0.2.2
-pyasn1==0.4.8
-pyasn1-modules==0.2.8
+pyasn1==0.5.0
+pyasn1-modules==0.3.0
 pybtex==0.24.0
 pybtex-docutils==1.0.2
 pycparser==2.21
 pydantic==1.10.7
 pydata-sphinx-theme==0.13.3
-pygments==2.15.0
+pygments==2.15.1
 pyparsing==3.0.9
 pyproject-api==1.5.1
 pyrsistent==0.19.3
-pytest==7.3.0
+pytest==7.3.1
 pytest-cov==4.0.0
-pytest-xdist==3.2.1
+pytest-xdist==3.3.0
 python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
 pyyaml==6.0
 pyzmq==25.0.2
-qrules==0.9.7
-requests==2.28.2
+qrules==0.9.8
+requests==2.30.0
 requests-oauthlib==1.3.1
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rsa==4.9
 scipy==1.10.1
-send2trash==1.8.0
+send2trash==1.8.2
 six==1.16.0
 sniffio==1.3.0
 snowballstemmer==2.2.0
-soupsieve==2.4
+soupsieve==2.4.1
 sphinx==5.3.0
 sphinx-autobuild==2021.3.14
 sphinx-book-theme==1.0.1
-sphinx-codeautolink==0.14.1
-sphinx-copybutton==0.5.1
+sphinx-codeautolink==0.15.0
+sphinx-copybutton==0.5.2
 sphinx-design==0.4.1
 sphinx-togglebutton==0.3.2
 sphinxcontrib-applehelp==1.0.4
@@ -189,35 +189,34 @@ sphinxcontrib-htmlhelp==2.0.1
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sqlalchemy==1.4.47
+sqlalchemy==2.0.13
 stack-data==0.6.2
-sympy==1.11.1
+sympy==1.12
 tabulate==0.9.0
-tensorboard==2.12.1
+tensorboard==2.12.3
 tensorboard-data-server==0.7.0
-tensorboard-plugin-wit==1.8.1
 tensorflow==2.12.0
 tensorflow-estimator==2.12.0
 tensorflow-io-gcs-filesystem==0.32.0
 tensorflow-probability==0.18.0
 tensorwaves==0.4.10
-termcolor==2.2.0
+termcolor==2.3.0
 terminado==0.17.1
 tinycss2==1.2.1
 tomli==2.0.1
-tornado==6.2
-tox==4.4.11
+tornado==6.3.1
+tox==4.5.1
 tqdm==4.65.0
 traitlets==5.9.0
 typing-extensions==4.5.0
 uri-template==1.2.0
 urllib3==1.26.15
-virtualenv==20.21.0
+virtualenv==20.23.0
 wcwidth==0.2.6
 webcolors==1.13
 webencodings==0.5.1
 websocket-client==1.5.1
-werkzeug==2.2.3
+werkzeug==2.3.4
 wheel==0.40.0
 widgetsnbextension==4.0.7
 wrapt==1.14.1
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 7686e6c9..b09cc160 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -100,17 +100,17 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/pre-commit/mirrors-prettier
-    rev: v3.0.0-alpha.6
+    rev: v3.0.0-alpha.9-for-vscode
     hooks:
       - id: prettier
 
   - repo: https://github.com/ComPWA/mirrors-pyright
-    rev: v1.1.303
+    rev: v1.1.308
     hooks:
       - id: pyright
 
   - repo: https://github.com/asottile/pyupgrade
-    rev: v3.3.1
+    rev: v3.4.0
     hooks:
       - id: pyupgrade
         args:
diff --git a/src/ampform_dpd/angles.py b/src/ampform_dpd/angles.py
index 1537d233..1ef059a3 100644
--- a/src/ampform_dpd/angles.py
+++ b/src/ampform_dpd/angles.py
@@ -16,7 +16,7 @@ def formulate_scattering_angle(
     """
     if not {state_id, sibling_id} <= {1, 2, 3}:
         raise ValueError(f"Child IDs need to be one of 1, 2, 3")
-    # pyright: reportUnnecessaryContains=false
+    # pyright: ignore[reportUnnecessaryContains]
     if {state_id, sibling_id} in {(2, 1), (3, 2), (1, 3)}:
         raise NotImplementedError(
             f"Cannot compute scattering angle θ{state_id}{sibling_id}"