diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ef49f882..ef0a765f 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -12,10 +12,10 @@ jobs:
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
-      - name: Set up Python 3.10
+      - name: Set up Python 3.11
         uses: actions/setup-python@v5
         with:
-          python-version: '3.10'
+          python-version: '3.11'
           cache: 'pip'
       - name: Install dependencies
         run: pip install -r requirements-dev.txt
@@ -26,21 +26,21 @@ jobs:
       - name: MyPy
         run: mypy src/
 
-  py310:
-    name: Test (Python 3.10)
+  python-tests:
+    name: Test (Python 3.11)
     runs-on: ubuntu-latest
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
-      - name: Set up Python 3.10
+      - name: Set up Python 3.11
         uses: actions/setup-python@v5
         with:
-          python-version: '3.10'
+          python-version: '3.11'
           cache: 'pip'
       - name: Run tox job
         run: |
           pip install tox
-          tox -e py310
+          tox -e py311
       - name: Submit code coverage data
         run: |
           curl https://keybase.io/codecovsecurity/pgp_keys.asc | gpg --no-default-keyring --keyring trustedkeys.gpg --import
@@ -58,10 +58,10 @@ jobs:
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
-      - name: Set up Python 3.10
+      - name: Set up Python 3.11
         uses: actions/setup-python@v5
         with:
-          python-version: '3.10'
+          python-version: '3.11'
           cache: 'pip'
       - name: Run tox job
         run: |
diff --git a/.github/workflows/tagged-deploy.yml b/.github/workflows/tagged-deploy.yml
index 2f8c0e41..3654efc1 100644
--- a/.github/workflows/tagged-deploy.yml
+++ b/.github/workflows/tagged-deploy.yml
@@ -22,7 +22,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: '3.10'
+          python-version: '3.11'
 
       - name: Install build dependencies
         run: python -m pip install --upgrade build
diff --git a/README.md b/README.md
index fa90c6d6..070ab997 100644
--- a/README.md
+++ b/README.md
@@ -47,24 +47,10 @@ For example, you can run:
 
 * `tox -e lint` to lint
 
-* `tox -e py310 -- -k utils` to only run tests with "utils" somewhere in the name, on Python 3.10
+* `tox -e py311 -- -k utils` to only run tests with "utils" somewhere in the name, on Python 3.11
 
 * `tox tests/test_utils.py` to run tests in a specific file
 
-### With the CircleCI utilities
-
-To test/debug this package locally, you can run exactly the job that
-CircleCI runs for continuous integration by
-[installing the CircleCI local CLI](https://circleci.com/docs/2.0/local-cli/#installing-the-circleci-local-cli-on-macos-and-linux-distros)
-and invoking:
-
-```bash
-circleci build --job py310
-```
-
-See [.circleci/config.yml](https://github.com/mozilla/mozanalysis/blob/main/.circleci/config.yml)
-for the other configured job names (for running tests on different python versions).
-
 ## Deploying a new release
 
 Releasing mozanalysis happens by tagging a CalVer based Git tag with the
diff --git a/pyproject.toml b/pyproject.toml
index d5141e71..bf6054bb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,7 @@ name = "mozanalysis"
 dynamic = ["version"]
 authors = [{ name = "Mozilla Corporation", email = "fx-data-dev@mozilla.org" }]
 description = "A library for Mozilla experiments analysis"
-requires-python = ">=3.10,<=3.11"
+requires-python = ">=3.11"
 dependencies = [
     "attrs",
     "formulaic",
@@ -49,7 +49,7 @@ dev = ["build", "mozanalysis[testing]", "pip-tools", "tox", "twine"]
 [tool.ruff]
 line-length = 88
 exclude = [".git", "__pycache__"]
-target-version = "py310"
+target-version = "py311"
 
 [tool.ruff.lint]
 ignore = ["E741", "RUF005"]
diff --git a/requirements-dev.in b/requirements-dev.in
index 1125d4c2..eb362ca0 100644
--- a/requirements-dev.in
+++ b/requirements-dev.in
@@ -18,7 +18,7 @@ attrs==25.4.0
     #   referencing
 backports-tarfile==1.2.0
     # via jaraco-context
-build==1.3.0
+build==1.4.0
     # via
     #   mozanalysis
     #   pip-tools
@@ -49,7 +49,7 @@ click==8.3.1
     #   pip-tools
 colorama==0.4.6
     # via tox
-contourpy==1.3.2
+contourpy==1.3.3
     # via
     #   -c requirements.txt
     #   matplotlib
@@ -69,16 +69,11 @@ distlib==0.4.0
     # via virtualenv
 docutils==0.22.4
     # via readme-renderer
-exceptiongroup==1.3.1
-    # via
-    #   -c requirements.txt
-    #   cattrs
-    #   pytest
 faker==40.1.0
     # via
     #   -c requirements.txt
     #   polyfactory
-filelock==3.20.2
+filelock==3.20.3
     # via
     #   tox
     #   virtualenv
@@ -99,7 +94,7 @@ gitpython==3.1.46
     # via
     #   -c requirements.txt
     #   mozilla-metric-config-parser
-google-api-core[grpc]==2.28.1
+google-api-core[grpc]==2.29.0
     # via
     #   -c requirements.txt
     #   google-cloud-bigquery
@@ -225,8 +220,7 @@ more-itertools==10.8.0
     # via
     #   jaraco-classes
     #   jaraco-functools
-    # via -r -
-mozilla-metric-config-parser==2025.12.1
+mozilla-metric-config-parser==2026.1.1
     # via
     #   -c requirements.txt
     #   mozanalysis
@@ -249,7 +243,7 @@ narwhals==2.15.0
     #   marginaleffects
 nh3==0.3.2
     # via readme-renderer
-numpy==2.2.6
+numpy==2.3.5
     # via
     #   -c requirements.txt
     #   contourpy
@@ -258,13 +252,19 @@ numpy==2.2.6
     #   matplotlib
     #   mizani
     #   mozanalysis
+    #   numpy-typing-compat
+    #   optype
     #   pandas
     #   pandas-stubs
     #   patsy
     #   plotnine
     #   scipy
     #   statsmodels
-optype==0.9.3
+numpy-typing-compat==20251206.2.3
+    # via
+    #   -c requirements.txt
+    #   optype
+optype[numpy]==0.15.0
     # via
     #   -c requirements.txt
     #   scipy-stubs
@@ -291,7 +291,7 @@ pandas-stubs==2.3.3.251219
     # via
     #   -c requirements.txt
     #   mozanalysis
-pathspec==1.0.2
+pathspec==1.0.3
     # via
     #   -c requirements.txt
     #   mypy
@@ -449,12 +449,12 @@ rsa==4.9.1
     # via
     #   -c requirements.txt
     #   google-auth
-ruff==0.14.10
+ruff==0.14.11
     # via
     #   -c requirements.txt
     #   mozanalysis
     #   pytest-ruff
-scipy==1.15.3
+scipy==1.16.3
     # via
     #   -c requirements.txt
     #   formulaic
@@ -463,7 +463,7 @@ scipy==1.15.3
     #   mozanalysis
     #   plotnine
     #   statsmodels
-scipy-stubs==1.15.3.0
+scipy-stubs==1.17.0.0
     # via
     #   -c requirements.txt
     #   mozanalysis
@@ -489,17 +489,7 @@ toml==0.10.2
     # via
     #   -c requirements.txt
     #   mozilla-metric-config-parser
-tomli==2.3.0
-    # via
-    #   -c requirements.txt
-    #   build
-    #   coverage
-    #   mypy
-    #   pip-tools
-    #   pyproject-api
-    #   pytest
-    #   tox
-tox==4.33.0
+tox==4.34.1
     # via mozanalysis
 twine==6.2.0
     # via mozanalysis
@@ -511,8 +501,6 @@ typing-extensions==4.15.0
     # via
     #   -c requirements.txt
     #   cattrs
-    #   cryptography
-    #   exceptiongroup
     #   formulaic
     #   grpcio
     #   mozilla-nimbus-schemas
@@ -522,9 +510,7 @@ typing-extensions==4.15.0
     #   pydantic
     #   pydantic-core
     #   referencing
-    #   tox
     #   typing-inspection
-    #   virtualenv
 typing-inspection==0.4.2
     # via
     #   -c requirements.txt
diff --git a/requirements-dev.txt b/requirements-dev.txt
index f43b635e..e468e170 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -1,5 +1,5 @@
 #
-# This file is autogenerated by pip-compile with Python 3.10
+# This file is autogenerated by pip-compile with Python 3.11
 # by the following command:
 #
 #    pip-compile --generate-hashes --output-file=requirements-dev.txt requirements-dev.in
@@ -25,9 +25,9 @@ backports-tarfile==1.2.0 \
     # via
     #   -r requirements-dev.in
     #   jaraco-context
-build==1.3.0 \
-    --hash=sha256:698edd0ea270bde950f53aed21f3a0135672206f3911e0176261a31e0e07b397 \
-    --hash=sha256:7145f0b5061ba90a1500d60bd1b13ca0a8a4cebdd0cc16ed8adf1c0e739f43b4
+build==1.4.0 \
+    --hash=sha256:6a07c1b8eb6f2b311b96fcbdbce5dab5fe637ffda0fd83c9cac622e927501596 \
+    --hash=sha256:f1b91b925aa322be454f8330c6fb48b465da993d1e7e7e6fa35027ec49f3c936
     # via
     #   -r requirements-dev.in
     #   pip-tools
@@ -273,64 +273,79 @@ colorama==0.4.6 \
     # via
     #   -r requirements-dev.in
     #   tox
-contourpy==1.3.2 \
-    --hash=sha256:0475b1f6604896bc7c53bb070e355e9321e1bc0d381735421a2d2068ec56531f \
-    --hash=sha256:106fab697af11456fcba3e352ad50effe493a90f893fca6c2ca5c033820cea92 \
-    --hash=sha256:107ba8a6a7eec58bb475329e6d3b95deba9440667c4d62b9b6063942b61d7f16 \
-    --hash=sha256:15ce6ab60957ca74cff444fe66d9045c1fd3e92c8936894ebd1f3eef2fff075f \
-    --hash=sha256:1c48188778d4d2f3d48e4643fb15d8608b1d01e4b4d6b0548d9b336c28fc9b6f \
-    --hash=sha256:3859783aefa2b8355697f16642695a5b9792e7a46ab86da1118a4a23a51a33d7 \
-    --hash=sha256:3d80b2c0300583228ac98d0a927a1ba6a2ba6b8a742463c564f1d419ee5b211e \
-    --hash=sha256:3f9e896f447c5c8618f1edb2bafa9a4030f22a575ec418ad70611450720b5b08 \
-    --hash=sha256:434f0adf84911c924519d2b08fc10491dd282b20bdd3fa8f60fd816ea0b48841 \
-    --hash=sha256:49b65a95d642d4efa8f64ba12558fcb83407e58a2dfba9d796d77b63ccfcaff5 \
-    --hash=sha256:4caf2bcd2969402bf77edc4cb6034c7dd7c0803213b3523f111eb7460a51b8d2 \
-    --hash=sha256:532fd26e715560721bb0d5fc7610fce279b3699b018600ab999d1be895b09415 \
-    --hash=sha256:5ebac872ba09cb8f2131c46b8739a7ff71de28a24c869bcad554477eb089a878 \
-    --hash=sha256:5f5964cdad279256c084b69c3f412b7801e15356b16efa9d78aa974041903da0 \
-    --hash=sha256:65a887a6e8c4cd0897507d814b14c54a8c2e2aa4ac9f7686292f9769fcf9a6ab \
-    --hash=sha256:6a37a2fb93d4df3fc4c0e363ea4d16f83195fc09c891bc8ce072b9d084853445 \
-    --hash=sha256:70771a461aaeb335df14deb6c97439973d253ae70660ca085eec25241137ef43 \
-    --hash=sha256:71e2bd4a1c4188f5c2b8d274da78faab884b59df20df63c34f74aa1813c4427c \
-    --hash=sha256:745b57db7758f3ffc05a10254edd3182a2a83402a89c00957a8e8a22f5582823 \
-    --hash=sha256:78e9253c3de756b3f6a5174d024c4835acd59eb3f8e2ca13e775dbffe1558f69 \
-    --hash=sha256:82199cb78276249796419fe36b7386bd8d2cc3f28b3bc19fe2454fe2e26c4c15 \
-    --hash=sha256:8b7fc0cd78ba2f4695fd0a6ad81a19e7e3ab825c31b577f384aa9d7817dc3bef \
-    --hash=sha256:8c5acb8dddb0752bf252e01a3035b21443158910ac16a3b0d20e7fed7d534ce5 \
-    --hash=sha256:8c942a01d9163e2e5cfb05cb66110121b8d07ad438a17f9e766317bcb62abf73 \
-    --hash=sha256:8d2e74acbcba3bfdb6d9d8384cdc4f9260cae86ed9beee8bd5f54fee49a430b9 \
-    --hash=sha256:90df94c89a91b7362e1142cbee7568f86514412ab8a2c0d0fca72d7e91b62912 \
-    --hash=sha256:970e9173dbd7eba9b4e01aab19215a48ee5dd3f43cef736eebde064a171f89a5 \
-    --hash=sha256:977e98a0e0480d3fe292246417239d2d45435904afd6d7332d8455981c408b85 \
-    --hash=sha256:9be002b31c558d1ddf1b9b415b162c603405414bacd6932d031c5b5a8b757f0d \
-    --hash=sha256:ad687a04bc802cbe8b9c399c07162a3c35e227e2daccf1668eb1f278cb698631 \
-    --hash=sha256:b4f54d6a2defe9f257327b0f243612dd051cc43825587520b1bf74a31e2f6ef2 \
-    --hash=sha256:b6945942715a034c671b7fc54f9588126b0b8bf23db2696e3ca8328f3ff0ab54 \
-    --hash=sha256:b7cd50c38f500bbcc9b6a46643a40e0913673f869315d8e70de0438817cb7773 \
-    --hash=sha256:ba38e3f9f330af820c4b27ceb4b9c7feee5fe0493ea53a8720f4792667465934 \
-    --hash=sha256:c440093bbc8fc21c637c03bafcbef95ccd963bc6e0514ad887932c18ca2a759a \
-    --hash=sha256:c49f73e61f1f774650a55d221803b101d966ca0c5a2d6d5e4320ec3997489441 \
-    --hash=sha256:c66c4906cdbc50e9cba65978823e6e00b45682eb09adbb78c9775b74eb222422 \
-    --hash=sha256:c6c4639a9c22230276b7bffb6a850dfc8258a2521305e1faefe804d006b2e532 \
-    --hash=sha256:c85bb486e9be652314bb5b9e2e3b0d1b2e643d5eec4992c0fbe8ac71775da739 \
-    --hash=sha256:cc829960f34ba36aad4302e78eabf3ef16a3a100863f0d4eeddf30e8a485a03b \
-    --hash=sha256:cdd22595308f53ef2f891040ab2b93d79192513ffccbd7fe19be7aa773a5e09f \
-    --hash=sha256:d0e589ae0d55204991450bb5c23f571c64fe43adaa53f93fc902a84c96f52fe1 \
-    --hash=sha256:d14f12932a8d620e307f715857107b1d1845cc44fdb5da2bc8e850f5ceba9f87 \
-    --hash=sha256:d32530b534e986374fc19eaa77fcb87e8a99e5431499949b828312bdcd20ac52 \
-    --hash=sha256:d6658ccc7251a4433eebd89ed2672c2ed96fba367fd25ca9512aa92a4b46c4f1 \
-    --hash=sha256:d91a3ccc7fea94ca0acab82ceb77f396d50a1f67412efe4c526f5d20264e6ecd \
-    --hash=sha256:dc41ba0714aa2968d1f8674ec97504a8f7e334f48eeacebcaa6256213acb0989 \
-    --hash=sha256:de39db2604ae755316cb5967728f4bea92685884b1e767b7c24e983ef5f771cb \
-    --hash=sha256:de425af81b6cea33101ae95ece1f696af39446db9682a0b56daaa48cfc29f38f \
-    --hash=sha256:ded1706ed0c1049224531b81128efbd5084598f18d8a2d9efae833edbd2b40ad \
-    --hash=sha256:e1578f7eafce927b168752ed7e22646dad6cd9bca673c60bff55889fa236ebf9 \
-    --hash=sha256:e259bced5549ac64410162adc973c5e2fb77f04df4a439d00b478e57a0e65512 \
-    --hash=sha256:e298e7e70cf4eb179cc1077be1c725b5fd131ebc81181bf0c03525c8abc297fd \
-    --hash=sha256:eab0f6db315fa4d70f1d8ab514e527f0366ec021ff853d7ed6a2d33605cf4b83 \
-    --hash=sha256:f26b383144cf2d2c29f01a1e8170f50dacf0eac02d64139dcd709a8ac4eb3cfe \
-    --hash=sha256:f939a054192ddc596e031e50bb13b657ce318cf13d264f095ce9db7dc6ae81c0 \
-    --hash=sha256:fd93cc7f3139b6dd7aab2f26a90dde0aa9fc264dbf70f6740d498a70b860b82c
+contourpy==1.3.3 \
+    --hash=sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69 \
+    --hash=sha256:07ce5ed73ecdc4a03ffe3e1b3e3c1166db35ae7584be76f65dbbe28a7791b0cc \
+    --hash=sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880 \
+    --hash=sha256:0bf67e0e3f482cb69779dd3061b534eb35ac9b17f163d851e2a547d56dba0a3a \
+    --hash=sha256:0c1fc238306b35f246d61a1d416a627348b5cf0648648a031e14bb8705fcdfe8 \
+    --hash=sha256:13b68d6a62db8eafaebb8039218921399baf6e47bf85006fd8529f2a08ef33fc \
+    --hash=sha256:15ff10bfada4bf92ec8b31c62bf7c1834c244019b4a33095a68000d7075df470 \
+    --hash=sha256:177fb367556747a686509d6fef71d221a4b198a3905fe824430e5ea0fda54eb5 \
+    --hash=sha256:1cadd8b8969f060ba45ed7c1b714fe69185812ab43bd6b86a9123fe8f99c3263 \
+    --hash=sha256:1fd43c3be4c8e5fd6e4f2baeae35ae18176cf2e5cced681cca908addf1cdd53b \
+    --hash=sha256:22e9b1bd7a9b1d652cd77388465dc358dafcd2e217d35552424aa4f996f524f5 \
+    --hash=sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381 \
+    --hash=sha256:283edd842a01e3dcd435b1c5116798d661378d83d36d337b8dde1d16a5fc9ba3 \
+    --hash=sha256:2a2a8b627d5cc6b7c41a4beff6c5ad5eb848c88255fda4a8745f7e901b32d8e4 \
+    --hash=sha256:2b7e9480ffe2b0cd2e787e4df64270e3a0440d9db8dc823312e2c940c167df7e \
+    --hash=sha256:322ab1c99b008dad206d406bb61d014cf0174df491ae9d9d0fac6a6fda4f977f \
+    --hash=sha256:33c82d0138c0a062380332c861387650c82e4cf1747aaa6938b9b6516762e772 \
+    --hash=sha256:348ac1f5d4f1d66d3322420f01d42e43122f43616e0f194fc1c9f5d830c5b286 \
+    --hash=sha256:3519428f6be58431c56581f1694ba8e50626f2dd550af225f82fb5f5814d2a42 \
+    --hash=sha256:3c30273eb2a55024ff31ba7d052dde990d7d8e5450f4bbb6e913558b3d6c2301 \
+    --hash=sha256:3d1a3799d62d45c18bafd41c5fa05120b96a28079f2393af559b843d1a966a77 \
+    --hash=sha256:451e71b5a7d597379ef572de31eeb909a87246974d960049a9848c3bc6c41bf7 \
+    --hash=sha256:459c1f020cd59fcfe6650180678a9993932d80d44ccde1fa1868977438f0b411 \
+    --hash=sha256:4d00e655fcef08aba35ec9610536bfe90267d7ab5ba944f7032549c55a146da1 \
+    --hash=sha256:4debd64f124ca62069f313a9cb86656ff087786016d76927ae2cf37846b006c9 \
+    --hash=sha256:4feffb6537d64b84877da813a5c30f1422ea5739566abf0bd18065ac040e120a \
+    --hash=sha256:50ed930df7289ff2a8d7afeb9603f8289e5704755c7e5c3bbd929c90c817164b \
+    --hash=sha256:51e79c1f7470158e838808d4a996fa9bac72c498e93d8ebe5119bc1e6becb0db \
+    --hash=sha256:556dba8fb6f5d8742f2923fe9457dbdd51e1049c4a43fd3986a0b14a1d815fc6 \
+    --hash=sha256:598c3aaece21c503615fd59c92a3598b428b2f01bfb4b8ca9c4edeecc2438620 \
+    --hash=sha256:5ed3657edf08512fc3fe81b510e35c2012fbd3081d2e26160f27ca28affec989 \
+    --hash=sha256:626d60935cf668e70a5ce6ff184fd713e9683fb458898e4249b63be9e28286ea \
+    --hash=sha256:644a6853d15b2512d67881586bd03f462c7ab755db95f16f14d7e238f2852c67 \
+    --hash=sha256:655456777ff65c2c548b7c454af9c6f33f16c8884f11083244b5819cc214f1b5 \
+    --hash=sha256:66c8a43a4f7b8df8b71ee1840e4211a3c8d93b214b213f590e18a1beca458f7d \
+    --hash=sha256:6afc576f7b33cf00996e5c1102dc2a8f7cc89e39c0b55df93a0b78c1bd992b36 \
+    --hash=sha256:6c3d53c796f8647d6deb1abe867daeb66dcc8a97e8455efa729516b997b8ed99 \
+    --hash=sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1 \
+    --hash=sha256:70f9aad7de812d6541d29d2bbf8feb22ff7e1c299523db288004e3157ff4674e \
+    --hash=sha256:8153b8bfc11e1e4d75bcb0bff1db232f9e10b274e0929de9d608027e0d34ff8b \
+    --hash=sha256:87acf5963fc2b34825e5b6b048f40e3635dd547f590b04d2ab317c2619ef7ae8 \
+    --hash=sha256:88df9880d507169449d434c293467418b9f6cbe82edd19284aa0409e7fdb933d \
+    --hash=sha256:929ddf8c4c7f348e4c0a5a3a714b5c8542ffaa8c22954862a46ca1813b667ee7 \
+    --hash=sha256:92d9abc807cf7d0e047b95ca5d957cf4792fcd04e920ca70d48add15c1a90ea7 \
+    --hash=sha256:95b181891b4c71de4bb404c6621e7e2390745f887f2a026b2d99e92c17892339 \
+    --hash=sha256:9e999574eddae35f1312c2b4b717b7885d4edd6cb46700e04f7f02db454e67c1 \
+    --hash=sha256:a15459b0f4615b00bbd1e91f1b9e19b7e63aea7483d03d804186f278c0af2659 \
+    --hash=sha256:a22738912262aa3e254e4f3cb079a95a67132fc5a063890e224393596902f5a4 \
+    --hash=sha256:ab2fd90904c503739a75b7c8c5c01160130ba67944a7b77bbf36ef8054576e7f \
+    --hash=sha256:ab3074b48c4e2cf1a960e6bbeb7f04566bf36b1861d5c9d4d8ac04b82e38ba20 \
+    --hash=sha256:afe5a512f31ee6bd7d0dda52ec9864c984ca3d66664444f2d72e0dc4eb832e36 \
+    --hash=sha256:b08a32ea2f8e42cf1d4be3169a98dd4be32bafe4f22b6c4cb4ba810fa9e5d2cb \
+    --hash=sha256:b20c7c9a3bf701366556e1b1984ed2d0cedf999903c51311417cf5f591d8c78d \
+    --hash=sha256:b2e8faa0ed68cb29af51edd8e24798bb661eac3bd9f65420c1887b6ca89987c8 \
+    --hash=sha256:b7301b89040075c30e5768810bc96a8e8d78085b47d8be6e4c3f5a0b4ed478a0 \
+    --hash=sha256:b7448cb5a725bb1e35ce88771b86fba35ef418952474492cf7c764059933ff8b \
+    --hash=sha256:ca0fdcd73925568ca027e0b17ab07aad764be4706d0a925b89227e447d9737b7 \
+    --hash=sha256:ca658cd1a680a5c9ea96dc61cdbae1e85c8f25849843aa799dfd3cb370ad4fbe \
+    --hash=sha256:cbedb772ed74ff5be440fa8eee9bd49f64f6e3fc09436d9c7d8f1c287b121d77 \
+    --hash=sha256:cd5dfcaeb10f7b7f9dc8941717c6c2ade08f587be2226222c12b25f0483ed497 \
+    --hash=sha256:cf9022ef053f2694e31d630feaacb21ea24224be1c3ad0520b13d844274614fd \
+    --hash=sha256:d002b6f00d73d69333dac9d0b8d5e84d9724ff9ef044fd63c5986e62b7c9e1b1 \
+    --hash=sha256:d06bb1f751ba5d417047db62bca3c8fde202b8c11fb50742ab3ab962c81e8216 \
+    --hash=sha256:d304906ecc71672e9c89e87c4675dc5c2645e1f4269a5063b99b0bb29f232d13 \
+    --hash=sha256:e4e6b05a45525357e382909a4c1600444e2a45b4795163d3b22669285591c1ae \
+    --hash=sha256:e74a9a0f5e3fff48fb5a7f2fd2b9b70a3fe014a67522f79b7cca4c0c7e43c9ae \
+    --hash=sha256:ea37e7b45949df430fe649e5de8351c423430046a2af20b1c1961cae3afcda77 \
+    --hash=sha256:f64836de09927cba6f79dcd00fdd7d5329f3fccc633468507079c829ca4db4e3 \
+    --hash=sha256:fd6ec6be509c787f1caf6b247f0b1ca598bef13f4ddeaa126b7658215529ba0f \
+    --hash=sha256:fd907ae12cd483cd83e414b12941c632a969171bf90fc937d0c9f268a31cafff \
+    --hash=sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9 \
+    --hash=sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a
     # via
     #   -r requirements-dev.in
     #   matplotlib
@@ -506,22 +521,15 @@ docutils==0.22.4 \
     # via
     #   -r requirements-dev.in
     #   readme-renderer
-exceptiongroup==1.3.1 \
-    --hash=sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219 \
-    --hash=sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598
-    # via
-    #   -r requirements-dev.in
-    #   cattrs
-    #   pytest
 faker==40.1.0 \
     --hash=sha256:a616d35818e2a2387c297de80e2288083bc915e24b7e39d2fb5bc66cce3a929f \
     --hash=sha256:c402212a981a8a28615fea9120d789e3f6062c0c259a82bfb8dff5d273e539d2
     # via
     #   -r requirements-dev.in
     #   polyfactory
-filelock==3.20.2 \
-    --hash=sha256:a2241ff4ddde2a7cebddf78e39832509cb045d18ec1a09d7248d6bfc6bfbbe64 \
-    --hash=sha256:fbba7237d6ea277175a32c54bb71ef814a8546d8601269e1bfc388de333974e8
+filelock==3.20.3 \
+    --hash=sha256:18c57ee915c7ec61cff0ecf7f0f869936c7c30191bb0cf406f1341778d0834e1 \
+    --hash=sha256:4b0dda527ee31078689fc205ec4f1c1bf7d56cf88b6dc9426c4f230e46c2dce1
     # via
     #   -r requirements-dev.in
     #   tox
@@ -598,9 +606,9 @@ gitpython==3.1.46 \
     # via
     #   -r requirements-dev.in
     #   mozilla-metric-config-parser
-google-api-core[grpc]==2.28.1 \
-    --hash=sha256:2b405df02d68e68ce0fbc138559e6036559e685159d148ae5861013dc201baf8 \
-    --hash=sha256:4021b0f8ceb77a6fb4de6fde4502cecab45062e66ff4f2895169e0b35bc9466c
+google-api-core[grpc]==2.29.0 \
+    --hash=sha256:84181be0f8e6b04006df75ddfe728f24489f0af57c96a529ff7cf45bc28797f7 \
+    --hash=sha256:d30bc60980daa36e314b5d5a3e5958b0200cb44ca8fa1be2b614e932b75a3ea9
     # via
     #   -r requirements-dev.in
     #   google-cloud-bigquery
@@ -1201,8 +1209,8 @@ more-itertools==10.8.0 \
     #   -r requirements-dev.in
     #   jaraco-classes
     #   jaraco-functools
-mozilla-metric-config-parser==2025.12.1 \
-    --hash=sha256:0998e40963060928ce96921b8f52d30fb1300c465c04eb0d1d2725d4a416a544
+mozilla-metric-config-parser==2026.1.1 \
+    --hash=sha256:0e74d8a453a839cd5eb82799655ddc1d2c79c461ce099375749c23b6ffdb4903
     # via -r requirements-dev.in
 mozilla-nimbus-schemas==3001.0.0 \
     --hash=sha256:25b89f8ce1e547b383e067023027b84bdbd01cc32b0375dcc5446df737ded533 \
@@ -1293,62 +1301,81 @@ nh3==0.3.2 \
     # via
     #   -r requirements-dev.in
     #   readme-renderer
-numpy==2.2.6 \
-    --hash=sha256:038613e9fb8c72b0a41f025a7e4c3f0b7a1b5d768ece4796b674c8f3fe13efff \
-    --hash=sha256:0678000bb9ac1475cd454c6b8c799206af8107e310843532b04d49649c717a47 \
-    --hash=sha256:0811bb762109d9708cca4d0b13c4f67146e3c3b7cf8d34018c722adb2d957c84 \
-    --hash=sha256:0b605b275d7bd0c640cad4e5d30fa701a8d59302e127e5f79138ad62762c3e3d \
-    --hash=sha256:0bca768cd85ae743b2affdc762d617eddf3bcf8724435498a1e80132d04879e6 \
-    --hash=sha256:1bc23a79bfabc5d056d106f9befb8d50c31ced2fbc70eedb8155aec74a45798f \
-    --hash=sha256:287cc3162b6f01463ccd86be154f284d0893d2b3ed7292439ea97eafa8170e0b \
-    --hash=sha256:37c0ca431f82cd5fa716eca9506aefcabc247fb27ba69c5062a6d3ade8cf8f49 \
-    --hash=sha256:37e990a01ae6ec7fe7fa1c26c55ecb672dd98b19c3d0e1d1f326fa13cb38d163 \
-    --hash=sha256:389d771b1623ec92636b0786bc4ae56abafad4a4c513d36a55dce14bd9ce8571 \
-    --hash=sha256:3d70692235e759f260c3d837193090014aebdf026dfd167834bcba43e30c2a42 \
-    --hash=sha256:41c5a21f4a04fa86436124d388f6ed60a9343a6f767fced1a8a71c3fbca038ff \
-    --hash=sha256:481b49095335f8eed42e39e8041327c05b0f6f4780488f61286ed3c01368d491 \
-    --hash=sha256:4eeaae00d789f66c7a25ac5f34b71a7035bb474e679f410e5e1a94deb24cf2d4 \
-    --hash=sha256:55a4d33fa519660d69614a9fad433be87e5252f4b03850642f88993f7b2ca566 \
-    --hash=sha256:5a6429d4be8ca66d889b7cf70f536a397dc45ba6faeb5f8c5427935d9592e9cf \
-    --hash=sha256:5bd4fc3ac8926b3819797a7c0e2631eb889b4118a9898c84f585a54d475b7e40 \
-    --hash=sha256:5beb72339d9d4fa36522fc63802f469b13cdbe4fdab4a288f0c441b74272ebfd \
-    --hash=sha256:6031dd6dfecc0cf9f668681a37648373bddd6421fff6c66ec1624eed0180ee06 \
-    --hash=sha256:71594f7c51a18e728451bb50cc60a3ce4e6538822731b2933209a1f3614e9282 \
-    --hash=sha256:74d4531beb257d2c3f4b261bfb0fc09e0f9ebb8842d82a7b4209415896adc680 \
-    --hash=sha256:7befc596a7dc9da8a337f79802ee8adb30a552a94f792b9c9d18c840055907db \
-    --hash=sha256:894b3a42502226a1cac872f840030665f33326fc3dac8e57c607905773cdcde3 \
-    --hash=sha256:8e41fd67c52b86603a91c1a505ebaef50b3314de0213461c7a6e99c9a3beff90 \
-    --hash=sha256:8e9ace4a37db23421249ed236fdcdd457d671e25146786dfc96835cd951aa7c1 \
-    --hash=sha256:8fc377d995680230e83241d8a96def29f204b5782f371c532579b4f20607a289 \
-    --hash=sha256:9551a499bf125c1d4f9e250377c1ee2eddd02e01eac6644c080162c0c51778ab \
-    --hash=sha256:b0544343a702fa80c95ad5d3d608ea3599dd54d4632df855e4c8d24eb6ecfa1c \
-    --hash=sha256:b093dd74e50a8cba3e873868d9e93a85b78e0daf2e98c6797566ad8044e8363d \
-    --hash=sha256:b412caa66f72040e6d268491a59f2c43bf03eb6c96dd8f0307829feb7fa2b6fb \
-    --hash=sha256:b4f13750ce79751586ae2eb824ba7e1e8dba64784086c98cdbbcc6a42112ce0d \
-    --hash=sha256:b64d8d4d17135e00c8e346e0a738deb17e754230d7e0810ac5012750bbd85a5a \
-    --hash=sha256:ba10f8411898fc418a521833e014a77d3ca01c15b0c6cdcce6a0d2897e6dbbdf \
-    --hash=sha256:bd48227a919f1bafbdda0583705e547892342c26fb127219d60a5c36882609d1 \
-    --hash=sha256:c1f9540be57940698ed329904db803cf7a402f3fc200bfe599334c9bd84a40b2 \
-    --hash=sha256:c820a93b0255bc360f53eca31a0e676fd1101f673dda8da93454a12e23fc5f7a \
-    --hash=sha256:ce47521a4754c8f4593837384bd3424880629f718d87c5d44f8ed763edd63543 \
-    --hash=sha256:d042d24c90c41b54fd506da306759e06e568864df8ec17ccc17e9e884634fd00 \
-    --hash=sha256:de749064336d37e340f640b05f24e9e3dd678c57318c7289d222a8a2f543e90c \
-    --hash=sha256:e1dda9c7e08dc141e0247a5b8f49cf05984955246a327d4c48bda16821947b2f \
-    --hash=sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd \
-    --hash=sha256:e3143e4451880bed956e706a3220b4e5cf6172ef05fcc397f6f36a550b1dd868 \
-    --hash=sha256:e8213002e427c69c45a52bbd94163084025f533a55a59d6f9c5b820774ef3303 \
-    --hash=sha256:efd28d4e9cd7d7a8d39074a4d44c63eda73401580c5c76acda2ce969e0a38e83 \
-    --hash=sha256:f0fd6321b839904e15c46e0d257fdd101dd7f530fe03fd6359c1ea63738703f3 \
-    --hash=sha256:f1372f041402e37e5e633e586f62aa53de2eac8d98cbfb822806ce4bbefcb74d \
-    --hash=sha256:f2618db89be1b4e05f7a1a847a9c1c0abd63e63a1607d892dd54668dd92faf87 \
-    --hash=sha256:f447e6acb680fd307f40d3da4852208af94afdfab89cf850986c3ca00562f4fa \
-    --hash=sha256:f92729c95468a2f4f15e9bb94c432a9229d0d50de67304399627a943201baa2f \
-    --hash=sha256:f9f1adb22318e121c5c69a09142811a201ef17ab257a1e66ca3025065b7f53ae \
-    --hash=sha256:fc0c5673685c508a142ca65209b4e79ed6740a4ed6b2267dbba90f34b0b3cfda \
-    --hash=sha256:fc7b73d02efb0e18c000e9ad8b83480dfcd5dfd11065997ed4c6747470ae8915 \
-    --hash=sha256:fd83c01228a688733f1ded5201c678f0c53ecc1006ffbc404db9f7a899ac6249 \
-    --hash=sha256:fe27749d33bb772c80dcd84ae7e8df2adc920ae8297400dabec45f0dedb3f6de \
-    --hash=sha256:fee4236c876c4e8369388054d02d0e9bb84821feb1a64dd59e137e6511a551f8
+numpy==2.3.5 \
+    --hash=sha256:00dc4e846108a382c5869e77c6ed514394bdeb3403461d25a829711041217d5b \
+    --hash=sha256:0472f11f6ec23a74a906a00b48a4dcf3849209696dff7c189714511268d103ae \
+    --hash=sha256:04822c00b5fd0323c8166d66c701dc31b7fbd252c100acd708c48f763968d6a3 \
+    --hash=sha256:052e8c42e0c49d2575621c158934920524f6c5da05a1d3b9bab5d8e259e045f0 \
+    --hash=sha256:09a1bea522b25109bf8e6f3027bd810f7c1085c64a0c7ce050c1676ad0ba010b \
+    --hash=sha256:0cd00b7b36e35398fa2d16af7b907b65304ef8bb4817a550e06e5012929830fa \
+    --hash=sha256:0d8163f43acde9a73c2a33605353a4f1bc4798745a8b1d73183b28e5b435ae28 \
+    --hash=sha256:1062fde1dcf469571705945b0f221b73928f34a20c904ffb45db101907c3454e \
+    --hash=sha256:11e06aa0af8c0f05104d56450d6093ee639e15f24ecf62d417329d06e522e017 \
+    --hash=sha256:17531366a2e3a9e30762c000f2c43a9aaa05728712e25c11ce1dbe700c53ad41 \
+    --hash=sha256:1978155dd49972084bd6ef388d66ab70f0c323ddee6f693d539376498720fb7e \
+    --hash=sha256:1ed1ec893cff7040a02c8aa1c8611b94d395590d553f6b53629a4461dc7f7b63 \
+    --hash=sha256:2dcd0808a421a482a080f89859a18beb0b3d1e905b81e617a188bd80422d62e9 \
+    --hash=sha256:2e2eb32ddb9ccb817d620ac1d8dae7c3f641c1e5f55f531a33e8ab97960a75b8 \
+    --hash=sha256:2feae0d2c91d46e59fcd62784a3a83b3fb677fead592ce51b5a6fbb4f95965ff \
+    --hash=sha256:3095bdb8dd297e5920b010e96134ed91d852d81d490e787beca7e35ae1d89cf7 \
+    --hash=sha256:30bc11310e8153ca664b14c5f1b73e94bd0503681fcf136a163de856f3a50139 \
+    --hash=sha256:3101e5177d114a593d79dd79658650fe28b5a0d8abeb8ce6f437c0e6df5be1a4 \
+    --hash=sha256:396084a36abdb603546b119d96528c2f6263921c50df3c8fd7cb28873a237748 \
+    --hash=sha256:3997b5b3c9a771e157f9aae01dd579ee35ad7109be18db0e85dbdbe1de06e952 \
+    --hash=sha256:414802f3b97f3c1eef41e530aaba3b3c1620649871d8cb38c6eaff034c2e16bd \
+    --hash=sha256:51c1e14eb1e154ebd80e860722f9e6ed6ec89714ad2db2d3aa33c31d7c12179b \
+    --hash=sha256:51c55fe3451421f3a6ef9a9c1439e82101c57a2c9eab9feb196a62b1a10b58ce \
+    --hash=sha256:5ee6609ac3604fa7780e30a03e5e241a7956f8e2fcfe547d51e3afa5247ac47f \
+    --hash=sha256:612a95a17655e213502f60cfb9bf9408efdc9eb1d5f50535cc6eb365d11b42b5 \
+    --hash=sha256:6203fdf9f3dc5bdaed7319ad8698e685c7a3be10819f41d32a0723e611733b42 \
+    --hash=sha256:63c0e9e7eea69588479ebf4a8a270d5ac22763cc5854e9a7eae952a3908103f7 \
+    --hash=sha256:66f85ce62c70b843bab1fb14a05d5737741e74e28c7b8b5a064de10142fad248 \
+    --hash=sha256:6cf9b429b21df6b99f4dee7a1218b8b7ffbbe7df8764dc0bd60ce8a0708fed1e \
+    --hash=sha256:70b37199913c1bd300ff6e2693316c6f869c7ee16378faf10e4f5e3275b299c3 \
+    --hash=sha256:727fd05b57df37dc0bcf1a27767a3d9a78cbbc92822445f32cc3436ba797337b \
+    --hash=sha256:74ae7b798248fe62021dbf3c914245ad45d1a6b0cb4a29ecb4b31d0bfbc4cc3e \
+    --hash=sha256:784db1dcdab56bf0517743e746dfb0f885fc68d948aba86eeec2cba234bdf1c0 \
+    --hash=sha256:86945f2ee6d10cdfd67bcb4069c1662dd711f7e2a4343db5cecec06b87cf31aa \
+    --hash=sha256:86d835afea1eaa143012a2d7a3f45a3adce2d7adc8b4961f0b362214d800846a \
+    --hash=sha256:872a5cf366aec6bb1147336480fef14c9164b154aeb6542327de4970282cd2f5 \
+    --hash=sha256:8b973c57ff8e184109db042c842423ff4f60446239bd585a5131cc47f06f789d \
+    --hash=sha256:8cba086a43d54ca804ce711b2a940b16e452807acebe7852ff327f1ecd49b0d4 \
+    --hash=sha256:8f7f0e05112916223d3f438f293abf0727e1181b5983f413dfa2fefc4098245c \
+    --hash=sha256:900218e456384ea676e24ea6a0417f030a3b07306d29d7ad843957b40a9d8d52 \
+    --hash=sha256:93eebbcf1aafdf7e2ddd44c2923e2672e1010bddc014138b229e49725b4d6be5 \
+    --hash=sha256:9c75442b2209b8470d6d5d8b1c25714270686f14c749028d2199c54e29f20b4d \
+    --hash=sha256:9ee2197ef8c4f0dfe405d835f3b6a14f5fee7782b5de51ba06fb65fc9b36e9f1 \
+    --hash=sha256:a414504bef8945eae5f2d7cb7be2d4af77c5d1cb5e20b296c2c25b61dff2900c \
+    --hash=sha256:a4b9159734b326535f4dd01d947f919c6eefd2d9827466a696c44ced82dfbc18 \
+    --hash=sha256:a80afd79f45f3c4a7d341f13acbe058d1ca8ac017c165d3fa0d3de6bc1a079d7 \
+    --hash=sha256:aa5bc7c5d59d831d9773d1170acac7893ce3a5e130540605770ade83280e7188 \
+    --hash=sha256:acfd89508504a19ed06ef963ad544ec6664518c863436306153e13e94605c218 \
+    --hash=sha256:aeffcab3d4b43712bb7a60b65f6044d444e75e563ff6180af8f98dd4b905dfd2 \
+    --hash=sha256:afaffc4393205524af9dfa400fa250143a6c3bc646c08c9f5e25a9f4b4d6a903 \
+    --hash=sha256:b0c7088a73aef3d687c4deef8452a3ac7c1be4e29ed8bf3b366c8111128ac60c \
+    --hash=sha256:b46b4ec24f7293f23adcd2d146960559aaf8020213de8ad1909dba6c013bf89c \
+    --hash=sha256:b501b5fa195cc9e24fe102f21ec0a44dffc231d2af79950b451e0d99cea02234 \
+    --hash=sha256:bf06bc2af43fa8d32d30fae16ad965663e966b1a3202ed407b84c989c3221e82 \
+    --hash=sha256:c804e3a5aba5460c73955c955bdbd5c08c354954e9270a2c1565f62e866bdc39 \
+    --hash=sha256:c8a9958e88b65c3b27e22ca2a076311636850b612d6bbfb76e8d156aacde2aaf \
+    --hash=sha256:cc0a57f895b96ec78969c34f682c602bf8da1a0270b09bc65673df2e7638ec20 \
+    --hash=sha256:cc8920d2ec5fa99875b670bb86ddeb21e295cb07aa331810d9e486e0b969d946 \
+    --hash=sha256:ccc933afd4d20aad3c00bcef049cb40049f7f196e0397f1109dba6fed63267b0 \
+    --hash=sha256:ce581db493ea1a96c0556360ede6607496e8bf9b3a8efa66e06477267bc831e9 \
+    --hash=sha256:d0f23b44f57077c1ede8c5f26b30f706498b4862d3ff0a7298b8411dd2f043ff \
+    --hash=sha256:d21644de1b609825ede2f48be98dfde4656aefc713654eeee280e37cadc4e0ad \
+    --hash=sha256:d6889ec4ec662a1a37eb4b4fb26b6100841804dac55bd9df579e326cdc146227 \
+    --hash=sha256:de5672f4a7b200c15a4127042170a694d4df43c992948f5e1af57f0174beed10 \
+    --hash=sha256:e6a0bc88393d65807d751a614207b7129a310ca4fe76a74e5c7da5fa5671417e \
+    --hash=sha256:ed89927b86296067b4f81f108a2271d8926467a8868e554eaf370fc27fa3ccaf \
+    --hash=sha256:ee3888d9ff7c14604052b2ca5535a30216aa0a58e948cdd3eeb8d3415f638769 \
+    --hash=sha256:f0963b55cdd70fad460fa4c1341f12f976bb26cb66021a5580329bd498988310 \
+    --hash=sha256:f16417ec91f12f814b10bafe79ef77e70113a2f5f7018640e7425ff979253425 \
+    --hash=sha256:f28620fe26bee16243be2b7b874da327312240a7cdc38b769a697578d2100013 \
+    --hash=sha256:f4255143f5160d0de972d28c8f9665d882b5f61309d8362fdd3e103cf7bf010c \
+    --hash=sha256:ffac52f28a7849ad7576293c0cb7b9f08304e8f7d738a8cb8a90ec4c55a998eb \
+    --hash=sha256:ffe22d2b05504f786c867c8395de703937f934272eb67586817b46188b4ded6d \
+    --hash=sha256:fffe29a1ef00883599d1dc2c51aa2e5d80afe49523c261a74933df395c15c520
     # via
     #   -r requirements-dev.in
     #   contourpy
@@ -1356,15 +1383,23 @@ numpy==2.2.6 \
     #   marginaleffects
     #   matplotlib
     #   mizani
+    #   numpy-typing-compat
+    #   optype
     #   pandas
     #   pandas-stubs
     #   patsy
     #   plotnine
     #   scipy
     #   statsmodels
-optype==0.9.3 \
-    --hash=sha256:2935c033265938d66cc4198b0aca865572e635094e60e6e79522852f029d9e8d \
-    --hash=sha256:5f09d74127d316053b26971ce441a4df01f3a01943601d3712dd6f34cdfbaf48
+numpy-typing-compat==20251206.2.3 \
+    --hash=sha256:18e00e0f4f2040fe98574890248848c7c6831a975562794da186cf4f3c90b935 \
+    --hash=sha256:bfa2e4c4945413e84552cbd34a6d368c88a06a54a896e77ced760521b08f0f61
+    # via
+    #   -r requirements-dev.in
+    #   optype
+optype[numpy]==0.15.0 \
+    --hash=sha256:457d6ca9e7da19967ec16d42bdf94e240b33b5d70a56fbbf5b427e5ea39cf41e \
+    --hash=sha256:caba40ece9ea39b499fa76c036a82e0d452a432dd4dd3e8e0d30892be2e8c76c
     # via
     #   -r requirements-dev.in
     #   scipy-stubs
@@ -1447,9 +1482,9 @@ pandas-stubs==2.3.3.251219 \
     --hash=sha256:ccc6337febb51d6d8a08e4c96b479478a0da0ef704b5e08bd212423fe1cb549c \
     --hash=sha256:dc2883e6daff49d380d1b5a2e864983ab9be8cd9a661fa861e3dea37559a5af4
     # via -r requirements-dev.in
-pathspec==1.0.2 \
-    --hash=sha256:62f8558917908d237d399b9b338ef455a814801a4688bc41074b25feefd93472 \
-    --hash=sha256:fa32b1eb775ed9ba8d599b22c5f906dc098113989da2c00bf8b210078ca7fb92
+pathspec==1.0.3 \
+    --hash=sha256:bac5cf97ae2c2876e2d25ebb15078eb04d76e4b98921ee31c6f85ade8b59444d \
+    --hash=sha256:e80767021c1cc524aa3fb14bedda9c34406591343cc42797b386ce7b9354fb6c
     # via
     #   -r requirements-dev.in
     #   mypy
@@ -2063,76 +2098,91 @@ rsa==4.9.1 \
     # via
     #   -r requirements-dev.in
     #   google-auth
-ruff==0.14.10 \
-    --hash=sha256:104c49fc7ab73f3f3a758039adea978869a918f31b73280db175b43a2d9b51d6 \
-    --hash=sha256:1484983559f026788e3a5c07c81ef7d1e97c1c78ed03041a18f75df104c45405 \
-    --hash=sha256:16a01dfb7b9e4eee556fbfd5392806b1b8550c9b4a9f6acd3dbe6812b193c70a \
-    --hash=sha256:213db2b2e44be8625002dbea33bb9c60c66ea2c07c084a00d55732689d697a7f \
-    --hash=sha256:466297bd73638c6bdf06485683e812db1c00c7ac96d4ddd0294a338c62fdc154 \
-    --hash=sha256:4bb98fcbbc61725968893682fd4df8966a34611239c9fd07a1f6a07e7103d08e \
-    --hash=sha256:59aabd2e2c4fd614d2862e7939c34a532c04f1084476d6833dddef4afab87e9f \
-    --hash=sha256:5bcf45b681e9f1ee6445d317ce1fa9d6cba9a6049542d1c3d5b5958986be8830 \
-    --hash=sha256:674f9be9372907f7257c51f1d4fc902cb7cf014b9980152b802794317941f08f \
-    --hash=sha256:6987ebe0501ae4f4308d7d24e2d0fe3d7a98430f5adfd0f1fead050a740a3a77 \
-    --hash=sha256:7165d31a925b7a294465fa81be8c12a0e9b60fb02bf177e79067c867e71f8b1f \
-    --hash=sha256:7a3ce585f2ade3e1f29ec1b92df13e3da262178df8c8bdf876f48fa0e8316c49 \
-    --hash=sha256:9a2e830f075d1a42cd28420d7809ace390832a490ed0966fe373ba288e77aaf4 \
-    --hash=sha256:b914c40ab64865a17a9a5b67911d14df72346a634527240039eb3bd650e5979d \
-    --hash=sha256:c561695675b972effb0c0a45db233f2c816ff3da8dcfbe7dfc7eed625f218935 \
-    --hash=sha256:c70427132db492d25f982fffc8d6c7535cc2fd2c83fc8888f05caaa248521e60 \
-    --hash=sha256:d85713d522348837ef9df8efca33ccb8bd6fcfc86a2cde3ccb4bc9d28a18003d \
-    --hash=sha256:e51d046cf6dda98a4633b8a8a771451107413b0f07183b2bef03f075599e44e6 \
-    --hash=sha256:f24b47993a9d8cb858429e97bdf8544c78029f09b520af615c1d261bf827001d
+ruff==0.14.11 \
+    --hash=sha256:0f3727189a52179393ecf92ec7057c2210203e6af2676f08d92140d3e1ee72c1 \
+    --hash=sha256:337c5dd11f16ee52ae217757d9b82a26400be7efac883e9e852646f1557ed841 \
+    --hash=sha256:53386375001773ae812b43205d6064dae49ff0968774e6befe16a994fc233caa \
+    --hash=sha256:53fe71125fc158210d57fe4da26e622c9c294022988d08d9347ec1cf782adafe \
+    --hash=sha256:590bcc0e2097ecf74e62a5c10a6b71f008ad82eb97b0a0079e85defe19fe74d9 \
+    --hash=sha256:649fb6c9edd7f751db276ef42df1f3df41c38d67d199570ae2a7bd6cbc3590f0 \
+    --hash=sha256:6845ca1da8ab81ab1dce755a32ad13f1db72e7fba27c486d5d90d65e04d17b8f \
+    --hash=sha256:6f6eb5c1c8033680f4172ea9c8d3706c156223010b8b97b05e82c59bdc774ee6 \
+    --hash=sha256:728e56879df4ca5b62a9dde2dd0eb0edda2a55160c0ea28c4025f18c03f86984 \
+    --hash=sha256:82ff352ea68fb6766140381748e1f67f83c39860b6446966cff48a315c3e2491 \
+    --hash=sha256:a35c9da08562f1598ded8470fcfef2afb5cf881996e6c0a502ceb61f4bc9c8a3 \
+    --hash=sha256:a697737dce1ca97a0a55b5ff0434ee7205943d4874d638fe3ae66166ff46edbe \
+    --hash=sha256:c61782543c1231bf71041461c1f28c64b961d457d0f238ac388e2ab173d7ecb7 \
+    --hash=sha256:e36ce2fd31b54065ec6f76cb08d60159e1b32bdf08507862e32f47e6dde8bcbf \
+    --hash=sha256:eb09f849bd37147a789b85995ff734a6c4a095bed5fd1608c4f56afc3634cde2 \
+    --hash=sha256:f2fc34cc896f90080fca01259f96c566f74069a04b25b6205d55379d12a6855e \
+    --hash=sha256:f6dc463bfa5c07a59b1ff2c3b9767373e541346ea105503b4c0369c520a66958 \
+    --hash=sha256:f6ff2d95cbd335841a7217bdfd9c1d2e44eac2c584197ab1385579d55ff8830e \
+    --hash=sha256:f981cea63d08456b2c070e64b79cb62f951aa1305282974d4d5216e6e0178ae6
     # via
     #   -r requirements-dev.in
     #   pytest-ruff
-scipy==1.15.3 \
-    --hash=sha256:05dc6abcd105e1a29f95eada46d4a3f251743cfd7d3ae8ddb4088047f24ea477 \
-    --hash=sha256:06efcba926324df1696931a57a176c80848ccd67ce6ad020c810736bfd58eb1c \
-    --hash=sha256:0a769105537aa07a69468a0eefcd121be52006db61cdd8cac8a0e68980bbb723 \
-    --hash=sha256:0bdd905264c0c9cfa74a4772cdb2070171790381a5c4d312c973382fc6eaf730 \
-    --hash=sha256:0ff17c0bb1cb32952c09217d8d1eed9b53d1463e5f1dd6052c7857f83127d539 \
-    --hash=sha256:14ed70039d182f411ffc74789a16df3835e05dc469b898233a245cdfd7f162cb \
-    --hash=sha256:185cd3d6d05ca4b44a8f1595af87f9c372bb6acf9c808e99aa3e9aa03bd98cf6 \
-    --hash=sha256:18aaacb735ab38b38db42cb01f6b92a2d0d4b6aabefeb07f02849e47f8fb3594 \
-    --hash=sha256:1c832e1bd78dea67d5c16f786681b28dd695a8cb1fb90af2e27580d3d0967e92 \
-    --hash=sha256:263961f658ce2165bbd7b99fa5135195c3a12d9bef045345016b8b50c315cb82 \
-    --hash=sha256:271e3713e645149ea5ea3e97b57fdab61ce61333f97cfae392c28ba786f9bb49 \
-    --hash=sha256:2c620736bcc334782e24d173c0fdbb7590a0a436d2fdf39310a8902505008759 \
-    --hash=sha256:34716e281f181a02341ddeaad584205bd2fd3c242063bd3423d61ac259ca7eba \
-    --hash=sha256:39cb9c62e471b1bb3750066ecc3a3f3052b37751c7c3dfd0fd7e48900ed52982 \
-    --hash=sha256:3ac07623267feb3ae308487c260ac684b32ea35fd81e12845039952f558047b8 \
-    --hash=sha256:3b0334816afb8b91dab859281b1b9786934392aa3d527cd847e41bb6f45bee65 \
-    --hash=sha256:40e54d5c7e7ebf1aa596c374c49fa3135f04648a0caabcb66c52884b943f02b4 \
-    --hash=sha256:50f9e62461c95d933d5c5ef4a1f2ebf9a2b4e83b0db374cb3f1de104d935922e \
-    --hash=sha256:52092bc0472cfd17df49ff17e70624345efece4e1a12b23783a1ac59a1b728ed \
-    --hash=sha256:5380741e53df2c566f4d234b100a484b420af85deb39ea35a1cc1be84ff53a5c \
-    --hash=sha256:5e721fed53187e71d0ccf382b6bf977644c533e506c4d33c3fb24de89f5c3ed5 \
-    --hash=sha256:6487aa99c2a3d509a5227d9a5e889ff05830a06b2ce08ec30df6d79db5fcd5c5 \
-    --hash=sha256:6ac6310fdbfb7aa6612408bd2f07295bcbd3fda00d2d702178434751fe48e019 \
-    --hash=sha256:6cfd56fc1a8e53f6e89ba3a7a7251f7396412d655bca2aa5611c8ec9a6784a1e \
-    --hash=sha256:6db907c7368e3092e24919b5e31c76998b0ce1684d51a90943cb0ed1b4ffd6c1 \
-    --hash=sha256:721d6b4ef5dc82ca8968c25b111e307083d7ca9091bc38163fb89243e85e3889 \
-    --hash=sha256:76ad1fb5f8752eabf0fa02e4cc0336b4e8f021e2d5f061ed37d6d264db35e3ca \
-    --hash=sha256:79167bba085c31f38603e11a267d862957cbb3ce018d8b38f79ac043bc92d825 \
-    --hash=sha256:795c46999bae845966368a3c013e0e00947932d68e235702b5c3f6ea799aa8c9 \
-    --hash=sha256:7e11270a000969409d37ed399585ee530b9ef6aa99d50c019de4cb01e8e54e62 \
-    --hash=sha256:8c9ed3ba2c8a2ce098163a9bdb26f891746d02136995df25227a20e71c396ebb \
-    --hash=sha256:993439ce220d25e3696d1b23b233dd010169b62f6456488567e830654ee37a6b \
-    --hash=sha256:9d61e97b186a57350f6d6fd72640f9e99d5a4a2b8fbf4b9ee9a841eab327dc13 \
-    --hash=sha256:9db984639887e3dffb3928d118145ffe40eff2fa40cb241a306ec57c219ebbbb \
-    --hash=sha256:9e2abc762b0811e09a0d3258abee2d98e0c703eee49464ce0069590846f31d40 \
-    --hash=sha256:a345928c86d535060c9c2b25e71e87c39ab2f22fc96e9636bd74d1dbf9de448c \
-    --hash=sha256:ad3432cb0f9ed87477a8d97f03b763fd1d57709f1bbde3c9369b1dff5503b253 \
-    --hash=sha256:ae48a786a28412d744c62fd7816a4118ef97e5be0bee968ce8f0a2fba7acf3bb \
-    --hash=sha256:aef683a9ae6eb00728a542b796f52a5477b78252edede72b8327a886ab63293f \
-    --hash=sha256:b90ab29d0c37ec9bf55424c064312930ca5f4bde15ee8619ee44e69319aab163 \
-    --hash=sha256:c05045d8b9bfd807ee1b9f38761993297b10b245f012b11b13b91ba8945f7e45 \
-    --hash=sha256:c9deabd6d547aee2c9a81dee6cc96c6d7e9a9b1953f74850c179f91fdc729cb7 \
-    --hash=sha256:dde4fc32993071ac0c7dd2d82569e544f0bdaff66269cb475e0f369adad13f11 \
-    --hash=sha256:eae3cf522bc7df64b42cad3925c876e1b0b6c35c1337c93e12c0f366f55b0eaf \
-    --hash=sha256:ed7284b21a7a0c8f1b6e5977ac05396c0d008b89e05498c8b7e8f4a1423bba0e \
-    --hash=sha256:f77f853d584e72e874d87357ad70f44b437331507d1c311457bed8ed2b956126
+scipy==1.16.3 \
+    --hash=sha256:0151a0749efeaaab78711c78422d413c583b8cdd2011a3c1d6c794938ee9fdb2 \
+    --hash=sha256:01e87659402762f43bd2fee13370553a17ada367d42e7487800bf2916535aecb \
+    --hash=sha256:03192a35e661470197556de24e7cb1330d84b35b94ead65c46ad6f16f6b28f2a \
+    --hash=sha256:0553371015692a898e1aa858fed67a3576c34edefa6b7ebdb4e9dde49ce5c203 \
+    --hash=sha256:062246acacbe9f8210de8e751b16fc37458213f124bef161a5a02c7a39284304 \
+    --hash=sha256:0c3b4dd3d9b08dbce0f3440032c52e9e2ab9f96ade2d3943313dfe51a7056959 \
+    --hash=sha256:0c623a54f7b79dd88ef56da19bc2873afec9673a48f3b85b18e4d402bdd29a5a \
+    --hash=sha256:16b8bc35a4cc24db80a0ec836a9286d0e31b2503cb2fd7ff7fb0e0374a97081d \
+    --hash=sha256:1fb2472e72e24d1530debe6ae078db70fb1605350c88a3d14bc401d6306dbffe \
+    --hash=sha256:21d9d6b197227a12dcbf9633320a4e34c6b0e51c57268df255a0942983bac562 \
+    --hash=sha256:2a207a6ce9c24f1951241f4693ede2d393f59c07abc159b2cb2be980820e01fb \
+    --hash=sha256:2b71d93c8a9936046866acebc915e2af2e292b883ed6e2cbe5c34beb094b82d9 \
+    --hash=sha256:2d1ae2cf0c350e7705168ff2429962a89ad90c2d49d1dd300686d8b2a5af22fc \
+    --hash=sha256:3a4c460301fb2cffb7f88528f30b3127742cff583603aa7dc964a52c463b385d \
+    --hash=sha256:3d4a07a8e785d80289dfe66b7c27d8634a773020742ec7187b85ccc4b0e7b686 \
+    --hash=sha256:40be6cf99e68b6c4321e9f8782e7d5ff8265af28ef2cd56e9c9b2638fa08ad97 \
+    --hash=sha256:4aff59800a3b7f786b70bfd6ab551001cb553244988d7d6b8299cb1ea653b353 \
+    --hash=sha256:50a3dbf286dbc7d84f176f9a1574c705f277cb6565069f88f60db9eafdbe3ee2 \
+    --hash=sha256:532fb5ad6a87e9e9cd9c959b106b73145a03f04c7d57ea3e6f6bb60b86ab0876 \
+    --hash=sha256:53c3844d527213631e886621df5695d35e4f6a75f620dca412bcd292f6b87d78 \
+    --hash=sha256:56edc65510d1331dae01ef9b658d428e33ed48b4f77b1d51caf479a0253f96dc \
+    --hash=sha256:57d01cb6f85e34f0946b33caa66e892aae072b64b034183f3d87c4025802a119 \
+    --hash=sha256:5803c5fadd29de0cf27fa08ccbfe7a9e5d741bf63e4ab1085437266f12460ff9 \
+    --hash=sha256:6020470b9d00245926f2d5bb93b119ca0340f0d564eb6fbaad843eaebf9d690f \
+    --hash=sha256:63d3cdacb8a824a295191a723ee5e4ea7768ca5ca5f2838532d9f2e2b3ce2135 \
+    --hash=sha256:663b8d66a8748051c3ee9c96465fb417509315b99c71550fda2591d7dd634234 \
+    --hash=sha256:72d1717fd3b5e6ec747327ce9bda32d5463f472c9dce9f54499e81fbd50245a1 \
+    --hash=sha256:7dc1360c06535ea6116a2220f760ae572db9f661aba2d88074fe30ec2aa1ff88 \
+    --hash=sha256:7f68154688c515cdb541a31ef8eb66d8cd1050605be9dcd74199cbd22ac739bc \
+    --hash=sha256:81fc5827606858cf71446a5e98715ba0e11f0dbc83d71c7409d05486592a45d6 \
+    --hash=sha256:875555ce62743e1d54f06cdf22c1e0bc47b91130ac40fe5d783b6dfa114beeb6 \
+    --hash=sha256:8b3c820ddb80029fe9f43d61b81d8b488d3ef8ca010d15122b152db77dc94c22 \
+    --hash=sha256:8be1ca9170fcb6223cc7c27f4305d680ded114a1567c0bd2bfcbf947d1b17511 \
+    --hash=sha256:8d09d72dc92742988b0e7750bddb8060b0c7079606c0d24a8cc8e9c9c11f9079 \
+    --hash=sha256:9452781bd879b14b6f055b26643703551320aa8d79ae064a71df55c00286a184 \
+    --hash=sha256:96491a6a54e995f00a28a3c3badfff58fd093bf26cd5fb34a2188c8c756a3a2c \
+    --hash=sha256:9b9c9c07b6d56a35777a1b4cc8966118fb16cfd8daf6743867d17d36cfad2d40 \
+    --hash=sha256:a8a26c78ef223d3e30920ef759e25625a0ecdd0d60e5a8818b7513c3e5384cf2 \
+    --hash=sha256:aadd23f98f9cb069b3bd64ddc900c4d277778242e961751f77a8cb5c4b946fb0 \
+    --hash=sha256:b7180967113560cca57418a7bc719e30366b47959dd845a93206fbed693c867e \
+    --hash=sha256:b7c5f1bda1354d6a19bc6af73a649f8285ca63ac6b52e64e658a5a11d4d69800 \
+    --hash=sha256:b81c27fc41954319a943d43b20e07c40bdcd3ff7cf013f4fb86286faefe546c4 \
+    --hash=sha256:bb61878c18a470021fb515a843dc7a76961a8daceaaaa8bad1332f1bf4b54657 \
+    --hash=sha256:bea0a62734d20d67608660f69dcda23e7f90fb4ca20974ab80b6ed40df87a005 \
+    --hash=sha256:c5192722cffe15f9329a3948c4b1db789fbb1f05c97899187dcf009b283aea70 \
+    --hash=sha256:c97176013d404c7346bf57874eaac5187d969293bf40497140b0a2b2b7482e07 \
+    --hash=sha256:cd13e354df9938598af2be05822c323e97132d5e6306b83a3b4ee6724c6e522e \
+    --hash=sha256:d2ec56337675e61b312179a1ad124f5f570c00f920cc75e1000025451b88241c \
+    --hash=sha256:d3837938ae715fc0fe3c39c0202de3a8853aff22ca66781ddc2ade7554b7e2cc \
+    --hash=sha256:d9f48cafc7ce94cf9b15c6bffdc443a81a27bf7075cf2dcd5c8b40f85d10c4e7 \
+    --hash=sha256:da7763f55885045036fabcebd80144b757d3db06ab0861415d1c3b7c69042146 \
+    --hash=sha256:deb3841c925eeddb6afc1e4e4a45e418d19ec7b87c5df177695224078e8ec733 \
+    --hash=sha256:e1d27cbcb4602680a49d787d90664fa4974063ac9d4134813332a8c53dbe667c \
+    --hash=sha256:e5d42a9472e7579e473879a1990327830493a7047506d58d73fc429b84c1d49d \
+    --hash=sha256:e7efa2681ea410b10dde31a52b18b0154d66f2485328830e45fdf183af5aefc6 \
+    --hash=sha256:eab43fae33a0c39006a88096cd7b4f4ef545ea0447d250d5ac18202d40b6611d \
+    --hash=sha256:f2622206f5559784fa5c4b53a950c3c7c1cf3e84ca1b9c4b6c03f062f289ca26 \
+    --hash=sha256:f379b54b77a597aa7ee5e697df0d66903e41b9c85a6dd7946159e356319158e8 \
+    --hash=sha256:f667a4542cc8917af1db06366d3f78a5c8e83badd56409f94d1eac8d8d9133fa \
+    --hash=sha256:fb4b29f4cf8cc5a8d628bc8d8e26d12d7278cd1f219f22698a378c3d67db5e4b \
+    --hash=sha256:ffa6eea95283b2b8079b821dc11f50a17d0571c92b43e2b5b12764dc5f9b285d
     # via
     #   -r requirements-dev.in
     #   formulaic
@@ -2140,9 +2190,9 @@ scipy==1.15.3 \
     #   mizani
     #   plotnine
     #   statsmodels
-scipy-stubs==1.15.3.0 \
-    --hash=sha256:a251254cf4fd6e7fb87c55c1feee92d32ddbc1f542ecdf6a0159cdb81c2fb62d \
-    --hash=sha256:e8f76c9887461cf9424c1e2ad78ea5dac71dd4cbb383dc85f91adfe8f74d1e17
+scipy-stubs==1.17.0.0 \
+    --hash=sha256:01953f1c7967876be942afa21c1cc864c92714d01b1970ef8bdd468b4468d4b7 \
+    --hash=sha256:17b336fa6c56afb0cf47e426e3cb36a7eb8b73351ee0a52d1e5cef7634b5e936
     # via -r requirements-dev.in
 secretstorage==3.5.0 \
     --hash=sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137 \
@@ -2208,61 +2258,9 @@ toml==0.10.2 \
     # via
     #   -r requirements-dev.in
     #   mozilla-metric-config-parser
-tomli==2.3.0 \
-    --hash=sha256:00b5f5d95bbfc7d12f91ad8c593a1659b6387b43f054104cda404be6bda62456 \
-    --hash=sha256:0a154a9ae14bfcf5d8917a59b51ffd5a3ac1fd149b71b47a3a104ca4edcfa845 \
-    --hash=sha256:0c95ca56fbe89e065c6ead5b593ee64b84a26fca063b5d71a1122bf26e533999 \
-    --hash=sha256:0eea8cc5c5e9f89c9b90c4896a8deefc74f518db5927d0e0e8d4a80953d774d0 \
-    --hash=sha256:1cb4ed918939151a03f33d4242ccd0aa5f11b3547d0cf30f7c74a408a5b99878 \
-    --hash=sha256:4021923f97266babc6ccab9f5068642a0095faa0a51a246a6a02fccbb3514eaf \
-    --hash=sha256:4c2ef0244c75aba9355561272009d934953817c49f47d768070c3c94355c2aa3 \
-    --hash=sha256:4dc4ce8483a5d429ab602f111a93a6ab1ed425eae3122032db7e9acf449451be \
-    --hash=sha256:4f195fe57ecceac95a66a75ac24d9d5fbc98ef0962e09b2eddec5d39375aae52 \
-    --hash=sha256:5192f562738228945d7b13d4930baffda67b69425a7f0da96d360b0a3888136b \
-    --hash=sha256:5e01decd096b1530d97d5d85cb4dff4af2d8347bd35686654a004f8dea20fc67 \
-    --hash=sha256:64be704a875d2a59753d80ee8a533c3fe183e3f06807ff7dc2232938ccb01549 \
-    --hash=sha256:70a251f8d4ba2d9ac2542eecf008b3c8a9fc5c3f9f02c56a9d7952612be2fdba \
-    --hash=sha256:73ee0b47d4dad1c5e996e3cd33b8a76a50167ae5f96a2607cbe8cc773506ab22 \
-    --hash=sha256:74bf8464ff93e413514fefd2be591c3b0b23231a77f901db1eb30d6f712fc42c \
-    --hash=sha256:792262b94d5d0a466afb5bc63c7daa9d75520110971ee269152083270998316f \
-    --hash=sha256:7b0882799624980785240ab732537fcfc372601015c00f7fc367c55308c186f6 \
-    --hash=sha256:883b1c0d6398a6a9d29b508c331fa56adbcdff647f6ace4dfca0f50e90dfd0ba \
-    --hash=sha256:88bd15eb972f3664f5ed4b57c1634a97153b4bac4479dcb6a495f41921eb7f45 \
-    --hash=sha256:8a35dd0e643bb2610f156cca8db95d213a90015c11fee76c946aa62b7ae7e02f \
-    --hash=sha256:940d56ee0410fa17ee1f12b817b37a4d4e4dc4d27340863cc67236c74f582e77 \
-    --hash=sha256:97d5eec30149fd3294270e889b4234023f2c69747e555a27bd708828353ab606 \
-    --hash=sha256:a0e285d2649b78c0d9027570d4da3425bdb49830a6156121360b3f8511ea3441 \
-    --hash=sha256:a1f7f282fe248311650081faafa5f4732bdbfef5d45fe3f2e702fbc6f2d496e0 \
-    --hash=sha256:a4ea38c40145a357d513bffad0ed869f13c1773716cf71ccaa83b0fa0cc4e42f \
-    --hash=sha256:a56212bdcce682e56b0aaf79e869ba5d15a6163f88d5451cbde388d48b13f530 \
-    --hash=sha256:ad805ea85eda330dbad64c7ea7a4556259665bdf9d2672f5dccc740eb9d3ca05 \
-    --hash=sha256:b273fcbd7fc64dc3600c098e39136522650c49bca95df2d11cf3b626422392c8 \
-    --hash=sha256:b5870b50c9db823c595983571d1296a6ff3e1b88f734a4c8f6fc6188397de005 \
-    --hash=sha256:b74a0e59ec5d15127acdabd75ea17726ac4c5178ae51b85bfe39c4f8a278e879 \
-    --hash=sha256:be71c93a63d738597996be9528f4abe628d1adf5e6eb11607bc8fe1a510b5dae \
-    --hash=sha256:c22a8bf253bacc0cf11f35ad9808b6cb75ada2631c2d97c971122583b129afbc \
-    --hash=sha256:c4665508bcbac83a31ff8ab08f424b665200c0e1e645d2bd9ab3d3e557b6185b \
-    --hash=sha256:c5f3ffd1e098dfc032d4d3af5c0ac64f6d286d98bc148698356847b80fa4de1b \
-    --hash=sha256:cebc6fe843e0733ee827a282aca4999b596241195f43b4cc371d64fc6639da9e \
-    --hash=sha256:d1381caf13ab9f300e30dd8feadb3de072aeb86f1d34a8569453ff32a7dea4bf \
-    --hash=sha256:d7d86942e56ded512a594786a5ba0a5e521d02529b3826e7761a05138341a2ac \
-    --hash=sha256:e31d432427dcbf4d86958c184b9bfd1e96b5b71f8eb17e6d02531f434fd335b8 \
-    --hash=sha256:e95b1af3c5b07d9e643909b5abbec77cd9f1217e6d0bca72b0234736b9fb1f1b \
-    --hash=sha256:f85209946d1fe94416debbb88d00eb92ce9cd5266775424ff81bc959e001acaf \
-    --hash=sha256:feb0dacc61170ed7ab602d3d972a58f14ee3ee60494292d384649a3dc38ef463 \
-    --hash=sha256:ff72b71b5d10d22ecb084d345fc26f42b5143c5533db5e2eaba7d2d335358876
-    # via
-    #   -r requirements-dev.in
-    #   build
-    #   coverage
-    #   mypy
-    #   pip-tools
-    #   pyproject-api
-    #   pytest
-    #   tox
-tox==4.33.0 \
-    --hash=sha256:8582ac5c3ca97095ce88ae6bcd310d22614350ea9751b0e4ad39acad7874e270 \
-    --hash=sha256:a29244bce3f514f94043e173366aa191c8cf0106ec8ddd18ba53f985acd73cc4
+tox==4.34.1 \
+    --hash=sha256:5610d69708bab578d618959b023f8d7d5d3386ed14a2392aeebf9c583615af60 \
+    --hash=sha256:ef1e82974c2f5ea02954d590ee0b967fad500c3879b264ea19efb9a554f3cc60
     # via -r requirements-dev.in
 twine==6.2.0 \
     --hash=sha256:418ebf08ccda9a8caaebe414433b0ba5e25eb5e4a927667122fbe8f829f985d8 \
@@ -2280,8 +2278,6 @@ typing-extensions==4.15.0 \
     # via
     #   -r requirements-dev.in
     #   cattrs
-    #   cryptography
-    #   exceptiongroup
     #   formulaic
     #   grpcio
     #   mozilla-nimbus-schemas
@@ -2291,9 +2287,7 @@ typing-extensions==4.15.0 \
     #   pydantic
     #   pydantic-core
     #   referencing
-    #   tox
     #   typing-inspection
-    #   virtualenv
 typing-inspection==0.4.2 \
     --hash=sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7 \
     --hash=sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464
diff --git a/requirements.in b/requirements.in
index e49ac873..dd304a63 100644
--- a/requirements.in
+++ b/requirements.in
@@ -23,7 +23,7 @@ charset-normalizer==3.4.4
     # via requests
 click==8.3.1
     # via mozilla-metric-config-parser
-contourpy==1.3.2
+contourpy==1.3.3
     # via matplotlib
 coverage[toml]==7.13.1
     # via pytest-cov
@@ -31,10 +31,6 @@ cryptography==46.0.3
     # via secretstorage
 cycler==0.12.1
     # via matplotlib
-exceptiongroup==1.3.1
-    # via
-    #   cattrs
-    #   pytest
 faker==40.1.0
     # via polyfactory
 fonttools==4.61.1
@@ -47,7 +43,7 @@ gitdb==4.0.12
     # via gitpython
 gitpython==3.1.46
     # via mozilla-metric-config-parser
-google-api-core[grpc]==2.28.1
+google-api-core[grpc]==2.29.0
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
@@ -109,8 +105,7 @@ mizani==0.14.3
     # via plotnine
 mock==5.2.0
     # via mozanalysis
-    # via -r -
-mozilla-metric-config-parser==2025.12.1
+mozilla-metric-config-parser==2026.1.1
     # via mozanalysis
 mozilla-nimbus-schemas==3001.0.0
     # via mozilla-metric-config-parser
@@ -122,7 +117,7 @@ narwhals==2.15.0
     # via
     #   formulaic
     #   marginaleffects
-numpy==2.2.6
+numpy==2.3.5
     # via
     #   contourpy
     #   formulaic
@@ -130,13 +125,17 @@ numpy==2.2.6
     #   matplotlib
     #   mizani
     #   mozanalysis
+    #   numpy-typing-compat
+    #   optype
     #   pandas
     #   pandas-stubs
     #   patsy
     #   plotnine
     #   scipy
     #   statsmodels
-optype==0.9.3
+numpy-typing-compat==20251206.2.3
+    # via optype
+optype[numpy]==0.15.0
     # via scipy-stubs
 packaging==25.0
     # via
@@ -153,7 +152,7 @@ pandas==2.3.3
     #   statsmodels
 pandas-stubs==2.3.3.251219
     # via mozanalysis
-pathspec==1.0.2
+pathspec==1.0.3
     # via mypy
 patsy==1.0.2
     # via
@@ -242,11 +241,11 @@ rpds-py==0.30.0
     #   referencing
 rsa==4.9.1
     # via google-auth
-ruff==0.14.10
+ruff==0.14.11
     # via
     #   mozanalysis
     #   pytest-ruff
-scipy==1.15.3
+scipy==1.16.3
     # via
     #   formulaic
     #   marginaleffects
@@ -254,7 +253,7 @@ scipy==1.15.3
     #   mozanalysis
     #   plotnine
     #   statsmodels
-scipy-stubs==1.15.3.0
+scipy-stubs==1.17.0.0
     # via mozanalysis
 secretstorage==3.5.0
     # via mozanalysis
@@ -268,18 +267,11 @@ statsmodels==0.14.6
     #   plotnine
 toml==0.10.2
     # via mozilla-metric-config-parser
-tomli==2.3.0
-    # via
-    #   coverage
-    #   mypy
-    #   pytest
 types-pytz==2025.2.0.20251108
     # via pandas-stubs
 typing-extensions==4.15.0
     # via
     #   cattrs
-    #   cryptography
-    #   exceptiongroup
     #   formulaic
     #   grpcio
     #   mozilla-nimbus-schemas
diff --git a/requirements.txt b/requirements.txt
index 9f4904f9..75db15aa 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,5 +1,5 @@
 #
-# This file is autogenerated by pip-compile with Python 3.10
+# This file is autogenerated by pip-compile with Python 3.11
 # by the following command:
 #
 #    pip-compile --generate-hashes --output-file=requirements.txt requirements.in
@@ -242,64 +242,79 @@ click==8.3.1 \
     # via
     #   -r requirements.in
     #   mozilla-metric-config-parser
-contourpy==1.3.2 \
-    --hash=sha256:0475b1f6604896bc7c53bb070e355e9321e1bc0d381735421a2d2068ec56531f \
-    --hash=sha256:106fab697af11456fcba3e352ad50effe493a90f893fca6c2ca5c033820cea92 \
-    --hash=sha256:107ba8a6a7eec58bb475329e6d3b95deba9440667c4d62b9b6063942b61d7f16 \
-    --hash=sha256:15ce6ab60957ca74cff444fe66d9045c1fd3e92c8936894ebd1f3eef2fff075f \
-    --hash=sha256:1c48188778d4d2f3d48e4643fb15d8608b1d01e4b4d6b0548d9b336c28fc9b6f \
-    --hash=sha256:3859783aefa2b8355697f16642695a5b9792e7a46ab86da1118a4a23a51a33d7 \
-    --hash=sha256:3d80b2c0300583228ac98d0a927a1ba6a2ba6b8a742463c564f1d419ee5b211e \
-    --hash=sha256:3f9e896f447c5c8618f1edb2bafa9a4030f22a575ec418ad70611450720b5b08 \
-    --hash=sha256:434f0adf84911c924519d2b08fc10491dd282b20bdd3fa8f60fd816ea0b48841 \
-    --hash=sha256:49b65a95d642d4efa8f64ba12558fcb83407e58a2dfba9d796d77b63ccfcaff5 \
-    --hash=sha256:4caf2bcd2969402bf77edc4cb6034c7dd7c0803213b3523f111eb7460a51b8d2 \
-    --hash=sha256:532fd26e715560721bb0d5fc7610fce279b3699b018600ab999d1be895b09415 \
-    --hash=sha256:5ebac872ba09cb8f2131c46b8739a7ff71de28a24c869bcad554477eb089a878 \
-    --hash=sha256:5f5964cdad279256c084b69c3f412b7801e15356b16efa9d78aa974041903da0 \
-    --hash=sha256:65a887a6e8c4cd0897507d814b14c54a8c2e2aa4ac9f7686292f9769fcf9a6ab \
-    --hash=sha256:6a37a2fb93d4df3fc4c0e363ea4d16f83195fc09c891bc8ce072b9d084853445 \
-    --hash=sha256:70771a461aaeb335df14deb6c97439973d253ae70660ca085eec25241137ef43 \
-    --hash=sha256:71e2bd4a1c4188f5c2b8d274da78faab884b59df20df63c34f74aa1813c4427c \
-    --hash=sha256:745b57db7758f3ffc05a10254edd3182a2a83402a89c00957a8e8a22f5582823 \
-    --hash=sha256:78e9253c3de756b3f6a5174d024c4835acd59eb3f8e2ca13e775dbffe1558f69 \
-    --hash=sha256:82199cb78276249796419fe36b7386bd8d2cc3f28b3bc19fe2454fe2e26c4c15 \
-    --hash=sha256:8b7fc0cd78ba2f4695fd0a6ad81a19e7e3ab825c31b577f384aa9d7817dc3bef \
-    --hash=sha256:8c5acb8dddb0752bf252e01a3035b21443158910ac16a3b0d20e7fed7d534ce5 \
-    --hash=sha256:8c942a01d9163e2e5cfb05cb66110121b8d07ad438a17f9e766317bcb62abf73 \
-    --hash=sha256:8d2e74acbcba3bfdb6d9d8384cdc4f9260cae86ed9beee8bd5f54fee49a430b9 \
-    --hash=sha256:90df94c89a91b7362e1142cbee7568f86514412ab8a2c0d0fca72d7e91b62912 \
-    --hash=sha256:970e9173dbd7eba9b4e01aab19215a48ee5dd3f43cef736eebde064a171f89a5 \
-    --hash=sha256:977e98a0e0480d3fe292246417239d2d45435904afd6d7332d8455981c408b85 \
-    --hash=sha256:9be002b31c558d1ddf1b9b415b162c603405414bacd6932d031c5b5a8b757f0d \
-    --hash=sha256:ad687a04bc802cbe8b9c399c07162a3c35e227e2daccf1668eb1f278cb698631 \
-    --hash=sha256:b4f54d6a2defe9f257327b0f243612dd051cc43825587520b1bf74a31e2f6ef2 \
-    --hash=sha256:b6945942715a034c671b7fc54f9588126b0b8bf23db2696e3ca8328f3ff0ab54 \
-    --hash=sha256:b7cd50c38f500bbcc9b6a46643a40e0913673f869315d8e70de0438817cb7773 \
-    --hash=sha256:ba38e3f9f330af820c4b27ceb4b9c7feee5fe0493ea53a8720f4792667465934 \
-    --hash=sha256:c440093bbc8fc21c637c03bafcbef95ccd963bc6e0514ad887932c18ca2a759a \
-    --hash=sha256:c49f73e61f1f774650a55d221803b101d966ca0c5a2d6d5e4320ec3997489441 \
-    --hash=sha256:c66c4906cdbc50e9cba65978823e6e00b45682eb09adbb78c9775b74eb222422 \
-    --hash=sha256:c6c4639a9c22230276b7bffb6a850dfc8258a2521305e1faefe804d006b2e532 \
-    --hash=sha256:c85bb486e9be652314bb5b9e2e3b0d1b2e643d5eec4992c0fbe8ac71775da739 \
-    --hash=sha256:cc829960f34ba36aad4302e78eabf3ef16a3a100863f0d4eeddf30e8a485a03b \
-    --hash=sha256:cdd22595308f53ef2f891040ab2b93d79192513ffccbd7fe19be7aa773a5e09f \
-    --hash=sha256:d0e589ae0d55204991450bb5c23f571c64fe43adaa53f93fc902a84c96f52fe1 \
-    --hash=sha256:d14f12932a8d620e307f715857107b1d1845cc44fdb5da2bc8e850f5ceba9f87 \
-    --hash=sha256:d32530b534e986374fc19eaa77fcb87e8a99e5431499949b828312bdcd20ac52 \
-    --hash=sha256:d6658ccc7251a4433eebd89ed2672c2ed96fba367fd25ca9512aa92a4b46c4f1 \
-    --hash=sha256:d91a3ccc7fea94ca0acab82ceb77f396d50a1f67412efe4c526f5d20264e6ecd \
-    --hash=sha256:dc41ba0714aa2968d1f8674ec97504a8f7e334f48eeacebcaa6256213acb0989 \
-    --hash=sha256:de39db2604ae755316cb5967728f4bea92685884b1e767b7c24e983ef5f771cb \
-    --hash=sha256:de425af81b6cea33101ae95ece1f696af39446db9682a0b56daaa48cfc29f38f \
-    --hash=sha256:ded1706ed0c1049224531b81128efbd5084598f18d8a2d9efae833edbd2b40ad \
-    --hash=sha256:e1578f7eafce927b168752ed7e22646dad6cd9bca673c60bff55889fa236ebf9 \
-    --hash=sha256:e259bced5549ac64410162adc973c5e2fb77f04df4a439d00b478e57a0e65512 \
-    --hash=sha256:e298e7e70cf4eb179cc1077be1c725b5fd131ebc81181bf0c03525c8abc297fd \
-    --hash=sha256:eab0f6db315fa4d70f1d8ab514e527f0366ec021ff853d7ed6a2d33605cf4b83 \
-    --hash=sha256:f26b383144cf2d2c29f01a1e8170f50dacf0eac02d64139dcd709a8ac4eb3cfe \
-    --hash=sha256:f939a054192ddc596e031e50bb13b657ce318cf13d264f095ce9db7dc6ae81c0 \
-    --hash=sha256:fd93cc7f3139b6dd7aab2f26a90dde0aa9fc264dbf70f6740d498a70b860b82c
+contourpy==1.3.3 \
+    --hash=sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69 \
+    --hash=sha256:07ce5ed73ecdc4a03ffe3e1b3e3c1166db35ae7584be76f65dbbe28a7791b0cc \
+    --hash=sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880 \
+    --hash=sha256:0bf67e0e3f482cb69779dd3061b534eb35ac9b17f163d851e2a547d56dba0a3a \
+    --hash=sha256:0c1fc238306b35f246d61a1d416a627348b5cf0648648a031e14bb8705fcdfe8 \
+    --hash=sha256:13b68d6a62db8eafaebb8039218921399baf6e47bf85006fd8529f2a08ef33fc \
+    --hash=sha256:15ff10bfada4bf92ec8b31c62bf7c1834c244019b4a33095a68000d7075df470 \
+    --hash=sha256:177fb367556747a686509d6fef71d221a4b198a3905fe824430e5ea0fda54eb5 \
+    --hash=sha256:1cadd8b8969f060ba45ed7c1b714fe69185812ab43bd6b86a9123fe8f99c3263 \
+    --hash=sha256:1fd43c3be4c8e5fd6e4f2baeae35ae18176cf2e5cced681cca908addf1cdd53b \
+    --hash=sha256:22e9b1bd7a9b1d652cd77388465dc358dafcd2e217d35552424aa4f996f524f5 \
+    --hash=sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381 \
+    --hash=sha256:283edd842a01e3dcd435b1c5116798d661378d83d36d337b8dde1d16a5fc9ba3 \
+    --hash=sha256:2a2a8b627d5cc6b7c41a4beff6c5ad5eb848c88255fda4a8745f7e901b32d8e4 \
+    --hash=sha256:2b7e9480ffe2b0cd2e787e4df64270e3a0440d9db8dc823312e2c940c167df7e \
+    --hash=sha256:322ab1c99b008dad206d406bb61d014cf0174df491ae9d9d0fac6a6fda4f977f \
+    --hash=sha256:33c82d0138c0a062380332c861387650c82e4cf1747aaa6938b9b6516762e772 \
+    --hash=sha256:348ac1f5d4f1d66d3322420f01d42e43122f43616e0f194fc1c9f5d830c5b286 \
+    --hash=sha256:3519428f6be58431c56581f1694ba8e50626f2dd550af225f82fb5f5814d2a42 \
+    --hash=sha256:3c30273eb2a55024ff31ba7d052dde990d7d8e5450f4bbb6e913558b3d6c2301 \
+    --hash=sha256:3d1a3799d62d45c18bafd41c5fa05120b96a28079f2393af559b843d1a966a77 \
+    --hash=sha256:451e71b5a7d597379ef572de31eeb909a87246974d960049a9848c3bc6c41bf7 \
+    --hash=sha256:459c1f020cd59fcfe6650180678a9993932d80d44ccde1fa1868977438f0b411 \
+    --hash=sha256:4d00e655fcef08aba35ec9610536bfe90267d7ab5ba944f7032549c55a146da1 \
+    --hash=sha256:4debd64f124ca62069f313a9cb86656ff087786016d76927ae2cf37846b006c9 \
+    --hash=sha256:4feffb6537d64b84877da813a5c30f1422ea5739566abf0bd18065ac040e120a \
+    --hash=sha256:50ed930df7289ff2a8d7afeb9603f8289e5704755c7e5c3bbd929c90c817164b \
+    --hash=sha256:51e79c1f7470158e838808d4a996fa9bac72c498e93d8ebe5119bc1e6becb0db \
+    --hash=sha256:556dba8fb6f5d8742f2923fe9457dbdd51e1049c4a43fd3986a0b14a1d815fc6 \
+    --hash=sha256:598c3aaece21c503615fd59c92a3598b428b2f01bfb4b8ca9c4edeecc2438620 \
+    --hash=sha256:5ed3657edf08512fc3fe81b510e35c2012fbd3081d2e26160f27ca28affec989 \
+    --hash=sha256:626d60935cf668e70a5ce6ff184fd713e9683fb458898e4249b63be9e28286ea \
+    --hash=sha256:644a6853d15b2512d67881586bd03f462c7ab755db95f16f14d7e238f2852c67 \
+    --hash=sha256:655456777ff65c2c548b7c454af9c6f33f16c8884f11083244b5819cc214f1b5 \
+    --hash=sha256:66c8a43a4f7b8df8b71ee1840e4211a3c8d93b214b213f590e18a1beca458f7d \
+    --hash=sha256:6afc576f7b33cf00996e5c1102dc2a8f7cc89e39c0b55df93a0b78c1bd992b36 \
+    --hash=sha256:6c3d53c796f8647d6deb1abe867daeb66dcc8a97e8455efa729516b997b8ed99 \
+    --hash=sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1 \
+    --hash=sha256:70f9aad7de812d6541d29d2bbf8feb22ff7e1c299523db288004e3157ff4674e \
+    --hash=sha256:8153b8bfc11e1e4d75bcb0bff1db232f9e10b274e0929de9d608027e0d34ff8b \
+    --hash=sha256:87acf5963fc2b34825e5b6b048f40e3635dd547f590b04d2ab317c2619ef7ae8 \
+    --hash=sha256:88df9880d507169449d434c293467418b9f6cbe82edd19284aa0409e7fdb933d \
+    --hash=sha256:929ddf8c4c7f348e4c0a5a3a714b5c8542ffaa8c22954862a46ca1813b667ee7 \
+    --hash=sha256:92d9abc807cf7d0e047b95ca5d957cf4792fcd04e920ca70d48add15c1a90ea7 \
+    --hash=sha256:95b181891b4c71de4bb404c6621e7e2390745f887f2a026b2d99e92c17892339 \
+    --hash=sha256:9e999574eddae35f1312c2b4b717b7885d4edd6cb46700e04f7f02db454e67c1 \
+    --hash=sha256:a15459b0f4615b00bbd1e91f1b9e19b7e63aea7483d03d804186f278c0af2659 \
+    --hash=sha256:a22738912262aa3e254e4f3cb079a95a67132fc5a063890e224393596902f5a4 \
+    --hash=sha256:ab2fd90904c503739a75b7c8c5c01160130ba67944a7b77bbf36ef8054576e7f \
+    --hash=sha256:ab3074b48c4e2cf1a960e6bbeb7f04566bf36b1861d5c9d4d8ac04b82e38ba20 \
+    --hash=sha256:afe5a512f31ee6bd7d0dda52ec9864c984ca3d66664444f2d72e0dc4eb832e36 \
+    --hash=sha256:b08a32ea2f8e42cf1d4be3169a98dd4be32bafe4f22b6c4cb4ba810fa9e5d2cb \
+    --hash=sha256:b20c7c9a3bf701366556e1b1984ed2d0cedf999903c51311417cf5f591d8c78d \
+    --hash=sha256:b2e8faa0ed68cb29af51edd8e24798bb661eac3bd9f65420c1887b6ca89987c8 \
+    --hash=sha256:b7301b89040075c30e5768810bc96a8e8d78085b47d8be6e4c3f5a0b4ed478a0 \
+    --hash=sha256:b7448cb5a725bb1e35ce88771b86fba35ef418952474492cf7c764059933ff8b \
+    --hash=sha256:ca0fdcd73925568ca027e0b17ab07aad764be4706d0a925b89227e447d9737b7 \
+    --hash=sha256:ca658cd1a680a5c9ea96dc61cdbae1e85c8f25849843aa799dfd3cb370ad4fbe \
+    --hash=sha256:cbedb772ed74ff5be440fa8eee9bd49f64f6e3fc09436d9c7d8f1c287b121d77 \
+    --hash=sha256:cd5dfcaeb10f7b7f9dc8941717c6c2ade08f587be2226222c12b25f0483ed497 \
+    --hash=sha256:cf9022ef053f2694e31d630feaacb21ea24224be1c3ad0520b13d844274614fd \
+    --hash=sha256:d002b6f00d73d69333dac9d0b8d5e84d9724ff9ef044fd63c5986e62b7c9e1b1 \
+    --hash=sha256:d06bb1f751ba5d417047db62bca3c8fde202b8c11fb50742ab3ab962c81e8216 \
+    --hash=sha256:d304906ecc71672e9c89e87c4675dc5c2645e1f4269a5063b99b0bb29f232d13 \
+    --hash=sha256:e4e6b05a45525357e382909a4c1600444e2a45b4795163d3b22669285591c1ae \
+    --hash=sha256:e74a9a0f5e3fff48fb5a7f2fd2b9b70a3fe014a67522f79b7cca4c0c7e43c9ae \
+    --hash=sha256:ea37e7b45949df430fe649e5de8351c423430046a2af20b1c1961cae3afcda77 \
+    --hash=sha256:f64836de09927cba6f79dcd00fdd7d5329f3fccc633468507079c829ca4db4e3 \
+    --hash=sha256:fd6ec6be509c787f1caf6b247f0b1ca598bef13f4ddeaa126b7658215529ba0f \
+    --hash=sha256:fd907ae12cd483cd83e414b12941c632a969171bf90fc937d0c9f268a31cafff \
+    --hash=sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9 \
+    --hash=sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a
     # via
     #   -r requirements.in
     #   matplotlib
@@ -463,13 +478,6 @@ cycler==0.12.1 \
     # via
     #   -r requirements.in
     #   matplotlib
-exceptiongroup==1.3.1 \
-    --hash=sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219 \
-    --hash=sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598
-    # via
-    #   -r requirements.in
-    #   cattrs
-    #   pytest
 faker==40.1.0 \
     --hash=sha256:a616d35818e2a2387c297de80e2288083bc915e24b7e39d2fb5bc66cce3a929f \
     --hash=sha256:c402212a981a8a28615fea9120d789e3f6062c0c259a82bfb8dff5d273e539d2
@@ -548,9 +556,9 @@ gitpython==3.1.46 \
     # via
     #   -r requirements.in
     #   mozilla-metric-config-parser
-google-api-core[grpc]==2.28.1 \
-    --hash=sha256:2b405df02d68e68ce0fbc138559e6036559e685159d148ae5861013dc201baf8 \
-    --hash=sha256:4021b0f8ceb77a6fb4de6fde4502cecab45062e66ff4f2895169e0b35bc9466c
+google-api-core[grpc]==2.29.0 \
+    --hash=sha256:84181be0f8e6b04006df75ddfe728f24489f0af57c96a529ff7cf45bc28797f7 \
+    --hash=sha256:d30bc60980daa36e314b5d5a3e5958b0200cb44ca8fa1be2b614e932b75a3ea9
     # via
     #   -r requirements.in
     #   google-cloud-bigquery
@@ -1095,8 +1103,8 @@ mock==5.2.0 \
     --hash=sha256:4e460e818629b4b173f32d08bf30d3af8123afbb8e04bb5707a1fd4799e503f0 \
     --hash=sha256:7ba87f72ca0e915175596069dbbcc7c75af7b5e9b9bc107ad6349ede0819982f
     # via -r requirements.in
-mozilla-metric-config-parser==2025.12.1 \
-    --hash=sha256:0998e40963060928ce96921b8f52d30fb1300c465c04eb0d1d2725d4a416a544
+mozilla-metric-config-parser==2026.1.1 \
+    --hash=sha256:0e74d8a453a839cd5eb82799655ddc1d2c79c461ce099375749c23b6ffdb4903
     # via -r requirements.in
 mozilla-nimbus-schemas==3001.0.0 \
     --hash=sha256:25b89f8ce1e547b383e067023027b84bdbd01cc32b0375dcc5446df737ded533 \
@@ -1157,62 +1165,81 @@ narwhals==2.15.0 \
     #   -r requirements.in
     #   formulaic
     #   marginaleffects
-numpy==2.2.6 \
-    --hash=sha256:038613e9fb8c72b0a41f025a7e4c3f0b7a1b5d768ece4796b674c8f3fe13efff \
-    --hash=sha256:0678000bb9ac1475cd454c6b8c799206af8107e310843532b04d49649c717a47 \
-    --hash=sha256:0811bb762109d9708cca4d0b13c4f67146e3c3b7cf8d34018c722adb2d957c84 \
-    --hash=sha256:0b605b275d7bd0c640cad4e5d30fa701a8d59302e127e5f79138ad62762c3e3d \
-    --hash=sha256:0bca768cd85ae743b2affdc762d617eddf3bcf8724435498a1e80132d04879e6 \
-    --hash=sha256:1bc23a79bfabc5d056d106f9befb8d50c31ced2fbc70eedb8155aec74a45798f \
-    --hash=sha256:287cc3162b6f01463ccd86be154f284d0893d2b3ed7292439ea97eafa8170e0b \
-    --hash=sha256:37c0ca431f82cd5fa716eca9506aefcabc247fb27ba69c5062a6d3ade8cf8f49 \
-    --hash=sha256:37e990a01ae6ec7fe7fa1c26c55ecb672dd98b19c3d0e1d1f326fa13cb38d163 \
-    --hash=sha256:389d771b1623ec92636b0786bc4ae56abafad4a4c513d36a55dce14bd9ce8571 \
-    --hash=sha256:3d70692235e759f260c3d837193090014aebdf026dfd167834bcba43e30c2a42 \
-    --hash=sha256:41c5a21f4a04fa86436124d388f6ed60a9343a6f767fced1a8a71c3fbca038ff \
-    --hash=sha256:481b49095335f8eed42e39e8041327c05b0f6f4780488f61286ed3c01368d491 \
-    --hash=sha256:4eeaae00d789f66c7a25ac5f34b71a7035bb474e679f410e5e1a94deb24cf2d4 \
-    --hash=sha256:55a4d33fa519660d69614a9fad433be87e5252f4b03850642f88993f7b2ca566 \
-    --hash=sha256:5a6429d4be8ca66d889b7cf70f536a397dc45ba6faeb5f8c5427935d9592e9cf \
-    --hash=sha256:5bd4fc3ac8926b3819797a7c0e2631eb889b4118a9898c84f585a54d475b7e40 \
-    --hash=sha256:5beb72339d9d4fa36522fc63802f469b13cdbe4fdab4a288f0c441b74272ebfd \
-    --hash=sha256:6031dd6dfecc0cf9f668681a37648373bddd6421fff6c66ec1624eed0180ee06 \
-    --hash=sha256:71594f7c51a18e728451bb50cc60a3ce4e6538822731b2933209a1f3614e9282 \
-    --hash=sha256:74d4531beb257d2c3f4b261bfb0fc09e0f9ebb8842d82a7b4209415896adc680 \
-    --hash=sha256:7befc596a7dc9da8a337f79802ee8adb30a552a94f792b9c9d18c840055907db \
-    --hash=sha256:894b3a42502226a1cac872f840030665f33326fc3dac8e57c607905773cdcde3 \
-    --hash=sha256:8e41fd67c52b86603a91c1a505ebaef50b3314de0213461c7a6e99c9a3beff90 \
-    --hash=sha256:8e9ace4a37db23421249ed236fdcdd457d671e25146786dfc96835cd951aa7c1 \
-    --hash=sha256:8fc377d995680230e83241d8a96def29f204b5782f371c532579b4f20607a289 \
-    --hash=sha256:9551a499bf125c1d4f9e250377c1ee2eddd02e01eac6644c080162c0c51778ab \
-    --hash=sha256:b0544343a702fa80c95ad5d3d608ea3599dd54d4632df855e4c8d24eb6ecfa1c \
-    --hash=sha256:b093dd74e50a8cba3e873868d9e93a85b78e0daf2e98c6797566ad8044e8363d \
-    --hash=sha256:b412caa66f72040e6d268491a59f2c43bf03eb6c96dd8f0307829feb7fa2b6fb \
-    --hash=sha256:b4f13750ce79751586ae2eb824ba7e1e8dba64784086c98cdbbcc6a42112ce0d \
-    --hash=sha256:b64d8d4d17135e00c8e346e0a738deb17e754230d7e0810ac5012750bbd85a5a \
-    --hash=sha256:ba10f8411898fc418a521833e014a77d3ca01c15b0c6cdcce6a0d2897e6dbbdf \
-    --hash=sha256:bd48227a919f1bafbdda0583705e547892342c26fb127219d60a5c36882609d1 \
-    --hash=sha256:c1f9540be57940698ed329904db803cf7a402f3fc200bfe599334c9bd84a40b2 \
-    --hash=sha256:c820a93b0255bc360f53eca31a0e676fd1101f673dda8da93454a12e23fc5f7a \
-    --hash=sha256:ce47521a4754c8f4593837384bd3424880629f718d87c5d44f8ed763edd63543 \
-    --hash=sha256:d042d24c90c41b54fd506da306759e06e568864df8ec17ccc17e9e884634fd00 \
-    --hash=sha256:de749064336d37e340f640b05f24e9e3dd678c57318c7289d222a8a2f543e90c \
-    --hash=sha256:e1dda9c7e08dc141e0247a5b8f49cf05984955246a327d4c48bda16821947b2f \
-    --hash=sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd \
-    --hash=sha256:e3143e4451880bed956e706a3220b4e5cf6172ef05fcc397f6f36a550b1dd868 \
-    --hash=sha256:e8213002e427c69c45a52bbd94163084025f533a55a59d6f9c5b820774ef3303 \
-    --hash=sha256:efd28d4e9cd7d7a8d39074a4d44c63eda73401580c5c76acda2ce969e0a38e83 \
-    --hash=sha256:f0fd6321b839904e15c46e0d257fdd101dd7f530fe03fd6359c1ea63738703f3 \
-    --hash=sha256:f1372f041402e37e5e633e586f62aa53de2eac8d98cbfb822806ce4bbefcb74d \
-    --hash=sha256:f2618db89be1b4e05f7a1a847a9c1c0abd63e63a1607d892dd54668dd92faf87 \
-    --hash=sha256:f447e6acb680fd307f40d3da4852208af94afdfab89cf850986c3ca00562f4fa \
-    --hash=sha256:f92729c95468a2f4f15e9bb94c432a9229d0d50de67304399627a943201baa2f \
-    --hash=sha256:f9f1adb22318e121c5c69a09142811a201ef17ab257a1e66ca3025065b7f53ae \
-    --hash=sha256:fc0c5673685c508a142ca65209b4e79ed6740a4ed6b2267dbba90f34b0b3cfda \
-    --hash=sha256:fc7b73d02efb0e18c000e9ad8b83480dfcd5dfd11065997ed4c6747470ae8915 \
-    --hash=sha256:fd83c01228a688733f1ded5201c678f0c53ecc1006ffbc404db9f7a899ac6249 \
-    --hash=sha256:fe27749d33bb772c80dcd84ae7e8df2adc920ae8297400dabec45f0dedb3f6de \
-    --hash=sha256:fee4236c876c4e8369388054d02d0e9bb84821feb1a64dd59e137e6511a551f8
+numpy==2.3.5 \
+    --hash=sha256:00dc4e846108a382c5869e77c6ed514394bdeb3403461d25a829711041217d5b \
+    --hash=sha256:0472f11f6ec23a74a906a00b48a4dcf3849209696dff7c189714511268d103ae \
+    --hash=sha256:04822c00b5fd0323c8166d66c701dc31b7fbd252c100acd708c48f763968d6a3 \
+    --hash=sha256:052e8c42e0c49d2575621c158934920524f6c5da05a1d3b9bab5d8e259e045f0 \
+    --hash=sha256:09a1bea522b25109bf8e6f3027bd810f7c1085c64a0c7ce050c1676ad0ba010b \
+    --hash=sha256:0cd00b7b36e35398fa2d16af7b907b65304ef8bb4817a550e06e5012929830fa \
+    --hash=sha256:0d8163f43acde9a73c2a33605353a4f1bc4798745a8b1d73183b28e5b435ae28 \
+    --hash=sha256:1062fde1dcf469571705945b0f221b73928f34a20c904ffb45db101907c3454e \
+    --hash=sha256:11e06aa0af8c0f05104d56450d6093ee639e15f24ecf62d417329d06e522e017 \
+    --hash=sha256:17531366a2e3a9e30762c000f2c43a9aaa05728712e25c11ce1dbe700c53ad41 \
+    --hash=sha256:1978155dd49972084bd6ef388d66ab70f0c323ddee6f693d539376498720fb7e \
+    --hash=sha256:1ed1ec893cff7040a02c8aa1c8611b94d395590d553f6b53629a4461dc7f7b63 \
+    --hash=sha256:2dcd0808a421a482a080f89859a18beb0b3d1e905b81e617a188bd80422d62e9 \
+    --hash=sha256:2e2eb32ddb9ccb817d620ac1d8dae7c3f641c1e5f55f531a33e8ab97960a75b8 \
+    --hash=sha256:2feae0d2c91d46e59fcd62784a3a83b3fb677fead592ce51b5a6fbb4f95965ff \
+    --hash=sha256:3095bdb8dd297e5920b010e96134ed91d852d81d490e787beca7e35ae1d89cf7 \
+    --hash=sha256:30bc11310e8153ca664b14c5f1b73e94bd0503681fcf136a163de856f3a50139 \
+    --hash=sha256:3101e5177d114a593d79dd79658650fe28b5a0d8abeb8ce6f437c0e6df5be1a4 \
+    --hash=sha256:396084a36abdb603546b119d96528c2f6263921c50df3c8fd7cb28873a237748 \
+    --hash=sha256:3997b5b3c9a771e157f9aae01dd579ee35ad7109be18db0e85dbdbe1de06e952 \
+    --hash=sha256:414802f3b97f3c1eef41e530aaba3b3c1620649871d8cb38c6eaff034c2e16bd \
+    --hash=sha256:51c1e14eb1e154ebd80e860722f9e6ed6ec89714ad2db2d3aa33c31d7c12179b \
+    --hash=sha256:51c55fe3451421f3a6ef9a9c1439e82101c57a2c9eab9feb196a62b1a10b58ce \
+    --hash=sha256:5ee6609ac3604fa7780e30a03e5e241a7956f8e2fcfe547d51e3afa5247ac47f \
+    --hash=sha256:612a95a17655e213502f60cfb9bf9408efdc9eb1d5f50535cc6eb365d11b42b5 \
+    --hash=sha256:6203fdf9f3dc5bdaed7319ad8698e685c7a3be10819f41d32a0723e611733b42 \
+    --hash=sha256:63c0e9e7eea69588479ebf4a8a270d5ac22763cc5854e9a7eae952a3908103f7 \
+    --hash=sha256:66f85ce62c70b843bab1fb14a05d5737741e74e28c7b8b5a064de10142fad248 \
+    --hash=sha256:6cf9b429b21df6b99f4dee7a1218b8b7ffbbe7df8764dc0bd60ce8a0708fed1e \
+    --hash=sha256:70b37199913c1bd300ff6e2693316c6f869c7ee16378faf10e4f5e3275b299c3 \
+    --hash=sha256:727fd05b57df37dc0bcf1a27767a3d9a78cbbc92822445f32cc3436ba797337b \
+    --hash=sha256:74ae7b798248fe62021dbf3c914245ad45d1a6b0cb4a29ecb4b31d0bfbc4cc3e \
+    --hash=sha256:784db1dcdab56bf0517743e746dfb0f885fc68d948aba86eeec2cba234bdf1c0 \
+    --hash=sha256:86945f2ee6d10cdfd67bcb4069c1662dd711f7e2a4343db5cecec06b87cf31aa \
+    --hash=sha256:86d835afea1eaa143012a2d7a3f45a3adce2d7adc8b4961f0b362214d800846a \
+    --hash=sha256:872a5cf366aec6bb1147336480fef14c9164b154aeb6542327de4970282cd2f5 \
+    --hash=sha256:8b973c57ff8e184109db042c842423ff4f60446239bd585a5131cc47f06f789d \
+    --hash=sha256:8cba086a43d54ca804ce711b2a940b16e452807acebe7852ff327f1ecd49b0d4 \
+    --hash=sha256:8f7f0e05112916223d3f438f293abf0727e1181b5983f413dfa2fefc4098245c \
+    --hash=sha256:900218e456384ea676e24ea6a0417f030a3b07306d29d7ad843957b40a9d8d52 \
+    --hash=sha256:93eebbcf1aafdf7e2ddd44c2923e2672e1010bddc014138b229e49725b4d6be5 \
+    --hash=sha256:9c75442b2209b8470d6d5d8b1c25714270686f14c749028d2199c54e29f20b4d \
+    --hash=sha256:9ee2197ef8c4f0dfe405d835f3b6a14f5fee7782b5de51ba06fb65fc9b36e9f1 \
+    --hash=sha256:a414504bef8945eae5f2d7cb7be2d4af77c5d1cb5e20b296c2c25b61dff2900c \
+    --hash=sha256:a4b9159734b326535f4dd01d947f919c6eefd2d9827466a696c44ced82dfbc18 \
+    --hash=sha256:a80afd79f45f3c4a7d341f13acbe058d1ca8ac017c165d3fa0d3de6bc1a079d7 \
+    --hash=sha256:aa5bc7c5d59d831d9773d1170acac7893ce3a5e130540605770ade83280e7188 \
+    --hash=sha256:acfd89508504a19ed06ef963ad544ec6664518c863436306153e13e94605c218 \
+    --hash=sha256:aeffcab3d4b43712bb7a60b65f6044d444e75e563ff6180af8f98dd4b905dfd2 \
+    --hash=sha256:afaffc4393205524af9dfa400fa250143a6c3bc646c08c9f5e25a9f4b4d6a903 \
+    --hash=sha256:b0c7088a73aef3d687c4deef8452a3ac7c1be4e29ed8bf3b366c8111128ac60c \
+    --hash=sha256:b46b4ec24f7293f23adcd2d146960559aaf8020213de8ad1909dba6c013bf89c \
+    --hash=sha256:b501b5fa195cc9e24fe102f21ec0a44dffc231d2af79950b451e0d99cea02234 \
+    --hash=sha256:bf06bc2af43fa8d32d30fae16ad965663e966b1a3202ed407b84c989c3221e82 \
+    --hash=sha256:c804e3a5aba5460c73955c955bdbd5c08c354954e9270a2c1565f62e866bdc39 \
+    --hash=sha256:c8a9958e88b65c3b27e22ca2a076311636850b612d6bbfb76e8d156aacde2aaf \
+    --hash=sha256:cc0a57f895b96ec78969c34f682c602bf8da1a0270b09bc65673df2e7638ec20 \
+    --hash=sha256:cc8920d2ec5fa99875b670bb86ddeb21e295cb07aa331810d9e486e0b969d946 \
+    --hash=sha256:ccc933afd4d20aad3c00bcef049cb40049f7f196e0397f1109dba6fed63267b0 \
+    --hash=sha256:ce581db493ea1a96c0556360ede6607496e8bf9b3a8efa66e06477267bc831e9 \
+    --hash=sha256:d0f23b44f57077c1ede8c5f26b30f706498b4862d3ff0a7298b8411dd2f043ff \
+    --hash=sha256:d21644de1b609825ede2f48be98dfde4656aefc713654eeee280e37cadc4e0ad \
+    --hash=sha256:d6889ec4ec662a1a37eb4b4fb26b6100841804dac55bd9df579e326cdc146227 \
+    --hash=sha256:de5672f4a7b200c15a4127042170a694d4df43c992948f5e1af57f0174beed10 \
+    --hash=sha256:e6a0bc88393d65807d751a614207b7129a310ca4fe76a74e5c7da5fa5671417e \
+    --hash=sha256:ed89927b86296067b4f81f108a2271d8926467a8868e554eaf370fc27fa3ccaf \
+    --hash=sha256:ee3888d9ff7c14604052b2ca5535a30216aa0a58e948cdd3eeb8d3415f638769 \
+    --hash=sha256:f0963b55cdd70fad460fa4c1341f12f976bb26cb66021a5580329bd498988310 \
+    --hash=sha256:f16417ec91f12f814b10bafe79ef77e70113a2f5f7018640e7425ff979253425 \
+    --hash=sha256:f28620fe26bee16243be2b7b874da327312240a7cdc38b769a697578d2100013 \
+    --hash=sha256:f4255143f5160d0de972d28c8f9665d882b5f61309d8362fdd3e103cf7bf010c \
+    --hash=sha256:ffac52f28a7849ad7576293c0cb7b9f08304e8f7d738a8cb8a90ec4c55a998eb \
+    --hash=sha256:ffe22d2b05504f786c867c8395de703937f934272eb67586817b46188b4ded6d \
+    --hash=sha256:fffe29a1ef00883599d1dc2c51aa2e5d80afe49523c261a74933df395c15c520
     # via
     #   -r requirements.in
     #   contourpy
@@ -1220,15 +1247,23 @@ numpy==2.2.6 \
     #   marginaleffects
     #   matplotlib
     #   mizani
+    #   numpy-typing-compat
+    #   optype
     #   pandas
     #   pandas-stubs
     #   patsy
     #   plotnine
     #   scipy
     #   statsmodels
-optype==0.9.3 \
-    --hash=sha256:2935c033265938d66cc4198b0aca865572e635094e60e6e79522852f029d9e8d \
-    --hash=sha256:5f09d74127d316053b26971ce441a4df01f3a01943601d3712dd6f34cdfbaf48
+numpy-typing-compat==20251206.2.3 \
+    --hash=sha256:18e00e0f4f2040fe98574890248848c7c6831a975562794da186cf4f3c90b935 \
+    --hash=sha256:bfa2e4c4945413e84552cbd34a6d368c88a06a54a896e77ced760521b08f0f61
+    # via
+    #   -r requirements.in
+    #   optype
+optype[numpy]==0.15.0 \
+    --hash=sha256:457d6ca9e7da19967ec16d42bdf94e240b33b5d70a56fbbf5b427e5ea39cf41e \
+    --hash=sha256:caba40ece9ea39b499fa76c036a82e0d452a432dd4dd3e8e0d30892be2e8c76c
     # via
     #   -r requirements.in
     #   scipy-stubs
@@ -1307,9 +1342,9 @@ pandas-stubs==2.3.3.251219 \
     --hash=sha256:ccc6337febb51d6d8a08e4c96b479478a0da0ef704b5e08bd212423fe1cb549c \
     --hash=sha256:dc2883e6daff49d380d1b5a2e864983ab9be8cd9a661fa861e3dea37559a5af4
     # via -r requirements.in
-pathspec==1.0.2 \
-    --hash=sha256:62f8558917908d237d399b9b338ef455a814801a4688bc41074b25feefd93472 \
-    --hash=sha256:fa32b1eb775ed9ba8d599b22c5f906dc098113989da2c00bf8b210078ca7fb92
+pathspec==1.0.3 \
+    --hash=sha256:bac5cf97ae2c2876e2d25ebb15078eb04d76e4b98921ee31c6f85ade8b59444d \
+    --hash=sha256:e80767021c1cc524aa3fb14bedda9c34406591343cc42797b386ce7b9354fb6c
     # via
     #   -r requirements.in
     #   mypy
@@ -1869,76 +1904,91 @@ rsa==4.9.1 \
     # via
     #   -r requirements.in
     #   google-auth
-ruff==0.14.10 \
-    --hash=sha256:104c49fc7ab73f3f3a758039adea978869a918f31b73280db175b43a2d9b51d6 \
-    --hash=sha256:1484983559f026788e3a5c07c81ef7d1e97c1c78ed03041a18f75df104c45405 \
-    --hash=sha256:16a01dfb7b9e4eee556fbfd5392806b1b8550c9b4a9f6acd3dbe6812b193c70a \
-    --hash=sha256:213db2b2e44be8625002dbea33bb9c60c66ea2c07c084a00d55732689d697a7f \
-    --hash=sha256:466297bd73638c6bdf06485683e812db1c00c7ac96d4ddd0294a338c62fdc154 \
-    --hash=sha256:4bb98fcbbc61725968893682fd4df8966a34611239c9fd07a1f6a07e7103d08e \
-    --hash=sha256:59aabd2e2c4fd614d2862e7939c34a532c04f1084476d6833dddef4afab87e9f \
-    --hash=sha256:5bcf45b681e9f1ee6445d317ce1fa9d6cba9a6049542d1c3d5b5958986be8830 \
-    --hash=sha256:674f9be9372907f7257c51f1d4fc902cb7cf014b9980152b802794317941f08f \
-    --hash=sha256:6987ebe0501ae4f4308d7d24e2d0fe3d7a98430f5adfd0f1fead050a740a3a77 \
-    --hash=sha256:7165d31a925b7a294465fa81be8c12a0e9b60fb02bf177e79067c867e71f8b1f \
-    --hash=sha256:7a3ce585f2ade3e1f29ec1b92df13e3da262178df8c8bdf876f48fa0e8316c49 \
-    --hash=sha256:9a2e830f075d1a42cd28420d7809ace390832a490ed0966fe373ba288e77aaf4 \
-    --hash=sha256:b914c40ab64865a17a9a5b67911d14df72346a634527240039eb3bd650e5979d \
-    --hash=sha256:c561695675b972effb0c0a45db233f2c816ff3da8dcfbe7dfc7eed625f218935 \
-    --hash=sha256:c70427132db492d25f982fffc8d6c7535cc2fd2c83fc8888f05caaa248521e60 \
-    --hash=sha256:d85713d522348837ef9df8efca33ccb8bd6fcfc86a2cde3ccb4bc9d28a18003d \
-    --hash=sha256:e51d046cf6dda98a4633b8a8a771451107413b0f07183b2bef03f075599e44e6 \
-    --hash=sha256:f24b47993a9d8cb858429e97bdf8544c78029f09b520af615c1d261bf827001d
+ruff==0.14.11 \
+    --hash=sha256:0f3727189a52179393ecf92ec7057c2210203e6af2676f08d92140d3e1ee72c1 \
+    --hash=sha256:337c5dd11f16ee52ae217757d9b82a26400be7efac883e9e852646f1557ed841 \
+    --hash=sha256:53386375001773ae812b43205d6064dae49ff0968774e6befe16a994fc233caa \
+    --hash=sha256:53fe71125fc158210d57fe4da26e622c9c294022988d08d9347ec1cf782adafe \
+    --hash=sha256:590bcc0e2097ecf74e62a5c10a6b71f008ad82eb97b0a0079e85defe19fe74d9 \
+    --hash=sha256:649fb6c9edd7f751db276ef42df1f3df41c38d67d199570ae2a7bd6cbc3590f0 \
+    --hash=sha256:6845ca1da8ab81ab1dce755a32ad13f1db72e7fba27c486d5d90d65e04d17b8f \
+    --hash=sha256:6f6eb5c1c8033680f4172ea9c8d3706c156223010b8b97b05e82c59bdc774ee6 \
+    --hash=sha256:728e56879df4ca5b62a9dde2dd0eb0edda2a55160c0ea28c4025f18c03f86984 \
+    --hash=sha256:82ff352ea68fb6766140381748e1f67f83c39860b6446966cff48a315c3e2491 \
+    --hash=sha256:a35c9da08562f1598ded8470fcfef2afb5cf881996e6c0a502ceb61f4bc9c8a3 \
+    --hash=sha256:a697737dce1ca97a0a55b5ff0434ee7205943d4874d638fe3ae66166ff46edbe \
+    --hash=sha256:c61782543c1231bf71041461c1f28c64b961d457d0f238ac388e2ab173d7ecb7 \
+    --hash=sha256:e36ce2fd31b54065ec6f76cb08d60159e1b32bdf08507862e32f47e6dde8bcbf \
+    --hash=sha256:eb09f849bd37147a789b85995ff734a6c4a095bed5fd1608c4f56afc3634cde2 \
+    --hash=sha256:f2fc34cc896f90080fca01259f96c566f74069a04b25b6205d55379d12a6855e \
+    --hash=sha256:f6dc463bfa5c07a59b1ff2c3b9767373e541346ea105503b4c0369c520a66958 \
+    --hash=sha256:f6ff2d95cbd335841a7217bdfd9c1d2e44eac2c584197ab1385579d55ff8830e \
+    --hash=sha256:f981cea63d08456b2c070e64b79cb62f951aa1305282974d4d5216e6e0178ae6
     # via
     #   -r requirements.in
     #   pytest-ruff
-scipy==1.15.3 \
-    --hash=sha256:05dc6abcd105e1a29f95eada46d4a3f251743cfd7d3ae8ddb4088047f24ea477 \
-    --hash=sha256:06efcba926324df1696931a57a176c80848ccd67ce6ad020c810736bfd58eb1c \
-    --hash=sha256:0a769105537aa07a69468a0eefcd121be52006db61cdd8cac8a0e68980bbb723 \
-    --hash=sha256:0bdd905264c0c9cfa74a4772cdb2070171790381a5c4d312c973382fc6eaf730 \
-    --hash=sha256:0ff17c0bb1cb32952c09217d8d1eed9b53d1463e5f1dd6052c7857f83127d539 \
-    --hash=sha256:14ed70039d182f411ffc74789a16df3835e05dc469b898233a245cdfd7f162cb \
-    --hash=sha256:185cd3d6d05ca4b44a8f1595af87f9c372bb6acf9c808e99aa3e9aa03bd98cf6 \
-    --hash=sha256:18aaacb735ab38b38db42cb01f6b92a2d0d4b6aabefeb07f02849e47f8fb3594 \
-    --hash=sha256:1c832e1bd78dea67d5c16f786681b28dd695a8cb1fb90af2e27580d3d0967e92 \
-    --hash=sha256:263961f658ce2165bbd7b99fa5135195c3a12d9bef045345016b8b50c315cb82 \
-    --hash=sha256:271e3713e645149ea5ea3e97b57fdab61ce61333f97cfae392c28ba786f9bb49 \
-    --hash=sha256:2c620736bcc334782e24d173c0fdbb7590a0a436d2fdf39310a8902505008759 \
-    --hash=sha256:34716e281f181a02341ddeaad584205bd2fd3c242063bd3423d61ac259ca7eba \
-    --hash=sha256:39cb9c62e471b1bb3750066ecc3a3f3052b37751c7c3dfd0fd7e48900ed52982 \
-    --hash=sha256:3ac07623267feb3ae308487c260ac684b32ea35fd81e12845039952f558047b8 \
-    --hash=sha256:3b0334816afb8b91dab859281b1b9786934392aa3d527cd847e41bb6f45bee65 \
-    --hash=sha256:40e54d5c7e7ebf1aa596c374c49fa3135f04648a0caabcb66c52884b943f02b4 \
-    --hash=sha256:50f9e62461c95d933d5c5ef4a1f2ebf9a2b4e83b0db374cb3f1de104d935922e \
-    --hash=sha256:52092bc0472cfd17df49ff17e70624345efece4e1a12b23783a1ac59a1b728ed \
-    --hash=sha256:5380741e53df2c566f4d234b100a484b420af85deb39ea35a1cc1be84ff53a5c \
-    --hash=sha256:5e721fed53187e71d0ccf382b6bf977644c533e506c4d33c3fb24de89f5c3ed5 \
-    --hash=sha256:6487aa99c2a3d509a5227d9a5e889ff05830a06b2ce08ec30df6d79db5fcd5c5 \
-    --hash=sha256:6ac6310fdbfb7aa6612408bd2f07295bcbd3fda00d2d702178434751fe48e019 \
-    --hash=sha256:6cfd56fc1a8e53f6e89ba3a7a7251f7396412d655bca2aa5611c8ec9a6784a1e \
-    --hash=sha256:6db907c7368e3092e24919b5e31c76998b0ce1684d51a90943cb0ed1b4ffd6c1 \
-    --hash=sha256:721d6b4ef5dc82ca8968c25b111e307083d7ca9091bc38163fb89243e85e3889 \
-    --hash=sha256:76ad1fb5f8752eabf0fa02e4cc0336b4e8f021e2d5f061ed37d6d264db35e3ca \
-    --hash=sha256:79167bba085c31f38603e11a267d862957cbb3ce018d8b38f79ac043bc92d825 \
-    --hash=sha256:795c46999bae845966368a3c013e0e00947932d68e235702b5c3f6ea799aa8c9 \
-    --hash=sha256:7e11270a000969409d37ed399585ee530b9ef6aa99d50c019de4cb01e8e54e62 \
-    --hash=sha256:8c9ed3ba2c8a2ce098163a9bdb26f891746d02136995df25227a20e71c396ebb \
-    --hash=sha256:993439ce220d25e3696d1b23b233dd010169b62f6456488567e830654ee37a6b \
-    --hash=sha256:9d61e97b186a57350f6d6fd72640f9e99d5a4a2b8fbf4b9ee9a841eab327dc13 \
-    --hash=sha256:9db984639887e3dffb3928d118145ffe40eff2fa40cb241a306ec57c219ebbbb \
-    --hash=sha256:9e2abc762b0811e09a0d3258abee2d98e0c703eee49464ce0069590846f31d40 \
-    --hash=sha256:a345928c86d535060c9c2b25e71e87c39ab2f22fc96e9636bd74d1dbf9de448c \
-    --hash=sha256:ad3432cb0f9ed87477a8d97f03b763fd1d57709f1bbde3c9369b1dff5503b253 \
-    --hash=sha256:ae48a786a28412d744c62fd7816a4118ef97e5be0bee968ce8f0a2fba7acf3bb \
-    --hash=sha256:aef683a9ae6eb00728a542b796f52a5477b78252edede72b8327a886ab63293f \
-    --hash=sha256:b90ab29d0c37ec9bf55424c064312930ca5f4bde15ee8619ee44e69319aab163 \
-    --hash=sha256:c05045d8b9bfd807ee1b9f38761993297b10b245f012b11b13b91ba8945f7e45 \
-    --hash=sha256:c9deabd6d547aee2c9a81dee6cc96c6d7e9a9b1953f74850c179f91fdc729cb7 \
-    --hash=sha256:dde4fc32993071ac0c7dd2d82569e544f0bdaff66269cb475e0f369adad13f11 \
-    --hash=sha256:eae3cf522bc7df64b42cad3925c876e1b0b6c35c1337c93e12c0f366f55b0eaf \
-    --hash=sha256:ed7284b21a7a0c8f1b6e5977ac05396c0d008b89e05498c8b7e8f4a1423bba0e \
-    --hash=sha256:f77f853d584e72e874d87357ad70f44b437331507d1c311457bed8ed2b956126
+scipy==1.16.3 \
+    --hash=sha256:0151a0749efeaaab78711c78422d413c583b8cdd2011a3c1d6c794938ee9fdb2 \
+    --hash=sha256:01e87659402762f43bd2fee13370553a17ada367d42e7487800bf2916535aecb \
+    --hash=sha256:03192a35e661470197556de24e7cb1330d84b35b94ead65c46ad6f16f6b28f2a \
+    --hash=sha256:0553371015692a898e1aa858fed67a3576c34edefa6b7ebdb4e9dde49ce5c203 \
+    --hash=sha256:062246acacbe9f8210de8e751b16fc37458213f124bef161a5a02c7a39284304 \
+    --hash=sha256:0c3b4dd3d9b08dbce0f3440032c52e9e2ab9f96ade2d3943313dfe51a7056959 \
+    --hash=sha256:0c623a54f7b79dd88ef56da19bc2873afec9673a48f3b85b18e4d402bdd29a5a \
+    --hash=sha256:16b8bc35a4cc24db80a0ec836a9286d0e31b2503cb2fd7ff7fb0e0374a97081d \
+    --hash=sha256:1fb2472e72e24d1530debe6ae078db70fb1605350c88a3d14bc401d6306dbffe \
+    --hash=sha256:21d9d6b197227a12dcbf9633320a4e34c6b0e51c57268df255a0942983bac562 \
+    --hash=sha256:2a207a6ce9c24f1951241f4693ede2d393f59c07abc159b2cb2be980820e01fb \
+    --hash=sha256:2b71d93c8a9936046866acebc915e2af2e292b883ed6e2cbe5c34beb094b82d9 \
+    --hash=sha256:2d1ae2cf0c350e7705168ff2429962a89ad90c2d49d1dd300686d8b2a5af22fc \
+    --hash=sha256:3a4c460301fb2cffb7f88528f30b3127742cff583603aa7dc964a52c463b385d \
+    --hash=sha256:3d4a07a8e785d80289dfe66b7c27d8634a773020742ec7187b85ccc4b0e7b686 \
+    --hash=sha256:40be6cf99e68b6c4321e9f8782e7d5ff8265af28ef2cd56e9c9b2638fa08ad97 \
+    --hash=sha256:4aff59800a3b7f786b70bfd6ab551001cb553244988d7d6b8299cb1ea653b353 \
+    --hash=sha256:50a3dbf286dbc7d84f176f9a1574c705f277cb6565069f88f60db9eafdbe3ee2 \
+    --hash=sha256:532fb5ad6a87e9e9cd9c959b106b73145a03f04c7d57ea3e6f6bb60b86ab0876 \
+    --hash=sha256:53c3844d527213631e886621df5695d35e4f6a75f620dca412bcd292f6b87d78 \
+    --hash=sha256:56edc65510d1331dae01ef9b658d428e33ed48b4f77b1d51caf479a0253f96dc \
+    --hash=sha256:57d01cb6f85e34f0946b33caa66e892aae072b64b034183f3d87c4025802a119 \
+    --hash=sha256:5803c5fadd29de0cf27fa08ccbfe7a9e5d741bf63e4ab1085437266f12460ff9 \
+    --hash=sha256:6020470b9d00245926f2d5bb93b119ca0340f0d564eb6fbaad843eaebf9d690f \
+    --hash=sha256:63d3cdacb8a824a295191a723ee5e4ea7768ca5ca5f2838532d9f2e2b3ce2135 \
+    --hash=sha256:663b8d66a8748051c3ee9c96465fb417509315b99c71550fda2591d7dd634234 \
+    --hash=sha256:72d1717fd3b5e6ec747327ce9bda32d5463f472c9dce9f54499e81fbd50245a1 \
+    --hash=sha256:7dc1360c06535ea6116a2220f760ae572db9f661aba2d88074fe30ec2aa1ff88 \
+    --hash=sha256:7f68154688c515cdb541a31ef8eb66d8cd1050605be9dcd74199cbd22ac739bc \
+    --hash=sha256:81fc5827606858cf71446a5e98715ba0e11f0dbc83d71c7409d05486592a45d6 \
+    --hash=sha256:875555ce62743e1d54f06cdf22c1e0bc47b91130ac40fe5d783b6dfa114beeb6 \
+    --hash=sha256:8b3c820ddb80029fe9f43d61b81d8b488d3ef8ca010d15122b152db77dc94c22 \
+    --hash=sha256:8be1ca9170fcb6223cc7c27f4305d680ded114a1567c0bd2bfcbf947d1b17511 \
+    --hash=sha256:8d09d72dc92742988b0e7750bddb8060b0c7079606c0d24a8cc8e9c9c11f9079 \
+    --hash=sha256:9452781bd879b14b6f055b26643703551320aa8d79ae064a71df55c00286a184 \
+    --hash=sha256:96491a6a54e995f00a28a3c3badfff58fd093bf26cd5fb34a2188c8c756a3a2c \
+    --hash=sha256:9b9c9c07b6d56a35777a1b4cc8966118fb16cfd8daf6743867d17d36cfad2d40 \
+    --hash=sha256:a8a26c78ef223d3e30920ef759e25625a0ecdd0d60e5a8818b7513c3e5384cf2 \
+    --hash=sha256:aadd23f98f9cb069b3bd64ddc900c4d277778242e961751f77a8cb5c4b946fb0 \
+    --hash=sha256:b7180967113560cca57418a7bc719e30366b47959dd845a93206fbed693c867e \
+    --hash=sha256:b7c5f1bda1354d6a19bc6af73a649f8285ca63ac6b52e64e658a5a11d4d69800 \
+    --hash=sha256:b81c27fc41954319a943d43b20e07c40bdcd3ff7cf013f4fb86286faefe546c4 \
+    --hash=sha256:bb61878c18a470021fb515a843dc7a76961a8daceaaaa8bad1332f1bf4b54657 \
+    --hash=sha256:bea0a62734d20d67608660f69dcda23e7f90fb4ca20974ab80b6ed40df87a005 \
+    --hash=sha256:c5192722cffe15f9329a3948c4b1db789fbb1f05c97899187dcf009b283aea70 \
+    --hash=sha256:c97176013d404c7346bf57874eaac5187d969293bf40497140b0a2b2b7482e07 \
+    --hash=sha256:cd13e354df9938598af2be05822c323e97132d5e6306b83a3b4ee6724c6e522e \
+    --hash=sha256:d2ec56337675e61b312179a1ad124f5f570c00f920cc75e1000025451b88241c \
+    --hash=sha256:d3837938ae715fc0fe3c39c0202de3a8853aff22ca66781ddc2ade7554b7e2cc \
+    --hash=sha256:d9f48cafc7ce94cf9b15c6bffdc443a81a27bf7075cf2dcd5c8b40f85d10c4e7 \
+    --hash=sha256:da7763f55885045036fabcebd80144b757d3db06ab0861415d1c3b7c69042146 \
+    --hash=sha256:deb3841c925eeddb6afc1e4e4a45e418d19ec7b87c5df177695224078e8ec733 \
+    --hash=sha256:e1d27cbcb4602680a49d787d90664fa4974063ac9d4134813332a8c53dbe667c \
+    --hash=sha256:e5d42a9472e7579e473879a1990327830493a7047506d58d73fc429b84c1d49d \
+    --hash=sha256:e7efa2681ea410b10dde31a52b18b0154d66f2485328830e45fdf183af5aefc6 \
+    --hash=sha256:eab43fae33a0c39006a88096cd7b4f4ef545ea0447d250d5ac18202d40b6611d \
+    --hash=sha256:f2622206f5559784fa5c4b53a950c3c7c1cf3e84ca1b9c4b6c03f062f289ca26 \
+    --hash=sha256:f379b54b77a597aa7ee5e697df0d66903e41b9c85a6dd7946159e356319158e8 \
+    --hash=sha256:f667a4542cc8917af1db06366d3f78a5c8e83badd56409f94d1eac8d8d9133fa \
+    --hash=sha256:fb4b29f4cf8cc5a8d628bc8d8e26d12d7278cd1f219f22698a378c3d67db5e4b \
+    --hash=sha256:ffa6eea95283b2b8079b821dc11f50a17d0571c92b43e2b5b12764dc5f9b285d
     # via
     #   -r requirements.in
     #   formulaic
@@ -1946,9 +1996,9 @@ scipy==1.15.3 \
     #   mizani
     #   plotnine
     #   statsmodels
-scipy-stubs==1.15.3.0 \
-    --hash=sha256:a251254cf4fd6e7fb87c55c1feee92d32ddbc1f542ecdf6a0159cdb81c2fb62d \
-    --hash=sha256:e8f76c9887461cf9424c1e2ad78ea5dac71dd4cbb383dc85f91adfe8f74d1e17
+scipy-stubs==1.17.0.0 \
+    --hash=sha256:01953f1c7967876be942afa21c1cc864c92714d01b1970ef8bdd468b4468d4b7 \
+    --hash=sha256:17b336fa6c56afb0cf47e426e3cb36a7eb8b73351ee0a52d1e5cef7634b5e936
     # via -r requirements.in
 secretstorage==3.5.0 \
     --hash=sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137 \
@@ -2012,54 +2062,6 @@ toml==0.10.2 \
     # via
     #   -r requirements.in
     #   mozilla-metric-config-parser
-tomli==2.3.0 \
-    --hash=sha256:00b5f5d95bbfc7d12f91ad8c593a1659b6387b43f054104cda404be6bda62456 \
-    --hash=sha256:0a154a9ae14bfcf5d8917a59b51ffd5a3ac1fd149b71b47a3a104ca4edcfa845 \
-    --hash=sha256:0c95ca56fbe89e065c6ead5b593ee64b84a26fca063b5d71a1122bf26e533999 \
-    --hash=sha256:0eea8cc5c5e9f89c9b90c4896a8deefc74f518db5927d0e0e8d4a80953d774d0 \
-    --hash=sha256:1cb4ed918939151a03f33d4242ccd0aa5f11b3547d0cf30f7c74a408a5b99878 \
-    --hash=sha256:4021923f97266babc6ccab9f5068642a0095faa0a51a246a6a02fccbb3514eaf \
-    --hash=sha256:4c2ef0244c75aba9355561272009d934953817c49f47d768070c3c94355c2aa3 \
-    --hash=sha256:4dc4ce8483a5d429ab602f111a93a6ab1ed425eae3122032db7e9acf449451be \
-    --hash=sha256:4f195fe57ecceac95a66a75ac24d9d5fbc98ef0962e09b2eddec5d39375aae52 \
-    --hash=sha256:5192f562738228945d7b13d4930baffda67b69425a7f0da96d360b0a3888136b \
-    --hash=sha256:5e01decd096b1530d97d5d85cb4dff4af2d8347bd35686654a004f8dea20fc67 \
-    --hash=sha256:64be704a875d2a59753d80ee8a533c3fe183e3f06807ff7dc2232938ccb01549 \
-    --hash=sha256:70a251f8d4ba2d9ac2542eecf008b3c8a9fc5c3f9f02c56a9d7952612be2fdba \
-    --hash=sha256:73ee0b47d4dad1c5e996e3cd33b8a76a50167ae5f96a2607cbe8cc773506ab22 \
-    --hash=sha256:74bf8464ff93e413514fefd2be591c3b0b23231a77f901db1eb30d6f712fc42c \
-    --hash=sha256:792262b94d5d0a466afb5bc63c7daa9d75520110971ee269152083270998316f \
-    --hash=sha256:7b0882799624980785240ab732537fcfc372601015c00f7fc367c55308c186f6 \
-    --hash=sha256:883b1c0d6398a6a9d29b508c331fa56adbcdff647f6ace4dfca0f50e90dfd0ba \
-    --hash=sha256:88bd15eb972f3664f5ed4b57c1634a97153b4bac4479dcb6a495f41921eb7f45 \
-    --hash=sha256:8a35dd0e643bb2610f156cca8db95d213a90015c11fee76c946aa62b7ae7e02f \
-    --hash=sha256:940d56ee0410fa17ee1f12b817b37a4d4e4dc4d27340863cc67236c74f582e77 \
-    --hash=sha256:97d5eec30149fd3294270e889b4234023f2c69747e555a27bd708828353ab606 \
-    --hash=sha256:a0e285d2649b78c0d9027570d4da3425bdb49830a6156121360b3f8511ea3441 \
-    --hash=sha256:a1f7f282fe248311650081faafa5f4732bdbfef5d45fe3f2e702fbc6f2d496e0 \
-    --hash=sha256:a4ea38c40145a357d513bffad0ed869f13c1773716cf71ccaa83b0fa0cc4e42f \
-    --hash=sha256:a56212bdcce682e56b0aaf79e869ba5d15a6163f88d5451cbde388d48b13f530 \
-    --hash=sha256:ad805ea85eda330dbad64c7ea7a4556259665bdf9d2672f5dccc740eb9d3ca05 \
-    --hash=sha256:b273fcbd7fc64dc3600c098e39136522650c49bca95df2d11cf3b626422392c8 \
-    --hash=sha256:b5870b50c9db823c595983571d1296a6ff3e1b88f734a4c8f6fc6188397de005 \
-    --hash=sha256:b74a0e59ec5d15127acdabd75ea17726ac4c5178ae51b85bfe39c4f8a278e879 \
-    --hash=sha256:be71c93a63d738597996be9528f4abe628d1adf5e6eb11607bc8fe1a510b5dae \
-    --hash=sha256:c22a8bf253bacc0cf11f35ad9808b6cb75ada2631c2d97c971122583b129afbc \
-    --hash=sha256:c4665508bcbac83a31ff8ab08f424b665200c0e1e645d2bd9ab3d3e557b6185b \
-    --hash=sha256:c5f3ffd1e098dfc032d4d3af5c0ac64f6d286d98bc148698356847b80fa4de1b \
-    --hash=sha256:cebc6fe843e0733ee827a282aca4999b596241195f43b4cc371d64fc6639da9e \
-    --hash=sha256:d1381caf13ab9f300e30dd8feadb3de072aeb86f1d34a8569453ff32a7dea4bf \
-    --hash=sha256:d7d86942e56ded512a594786a5ba0a5e521d02529b3826e7761a05138341a2ac \
-    --hash=sha256:e31d432427dcbf4d86958c184b9bfd1e96b5b71f8eb17e6d02531f434fd335b8 \
-    --hash=sha256:e95b1af3c5b07d9e643909b5abbec77cd9f1217e6d0bca72b0234736b9fb1f1b \
-    --hash=sha256:f85209946d1fe94416debbb88d00eb92ce9cd5266775424ff81bc959e001acaf \
-    --hash=sha256:feb0dacc61170ed7ab602d3d972a58f14ee3ee60494292d384649a3dc38ef463 \
-    --hash=sha256:ff72b71b5d10d22ecb084d345fc26f42b5143c5533db5e2eaba7d2d335358876
-    # via
-    #   -r requirements.in
-    #   coverage
-    #   mypy
-    #   pytest
 types-pytz==2025.2.0.20251108 \
     --hash=sha256:0f1c9792cab4eb0e46c52f8845c8f77cf1e313cb3d68bf826aa867fe4717d91c \
     --hash=sha256:fca87917836ae843f07129567b74c1929f1870610681b4c92cb86a3df5817bdb
@@ -2072,8 +2074,6 @@ typing-extensions==4.15.0 \
     # via
     #   -r requirements.in
     #   cattrs
-    #   cryptography
-    #   exceptiongroup
     #   formulaic
     #   grpcio
     #   mozilla-nimbus-schemas
diff --git a/src/mozanalysis/experiment.py b/src/mozanalysis/experiment.py
index 72e9a93d..85968c1d 100644
--- a/src/mozanalysis/experiment.py
+++ b/src/mozanalysis/experiment.py
@@ -5,11 +5,10 @@
 
 import logging
 from enum import Enum
-from typing import TYPE_CHECKING, cast
+from typing import TYPE_CHECKING, assert_never, cast
 
 import attr
 from metric_config_parser import AnalysisUnit
-from typing_extensions import assert_never
 
 from mozanalysis import APPS
 from mozanalysis.bq import BigQueryContext, sanitize_table_name_for_bq
diff --git a/src/mozanalysis/exposure.py b/src/mozanalysis/exposure.py
index 1cde514b..303605f3 100644
--- a/src/mozanalysis/exposure.py
+++ b/src/mozanalysis/exposure.py
@@ -3,10 +3,10 @@
 # file, You can obtain one at http://mozilla.org/MPL/2.0/.
 
 import logging
+from typing import assert_never
 
 import attr
 from metric_config_parser import AnalysisUnit
-from typing_extensions import assert_never
 
 from mozanalysis.metrics import DataSource
 
diff --git a/src/mozanalysis/metrics.py b/src/mozanalysis/metrics.py
index 6b4fdc2f..f9443ad0 100644
--- a/src/mozanalysis/metrics.py
+++ b/src/mozanalysis/metrics.py
@@ -4,10 +4,9 @@
 from __future__ import annotations
 
 from enum import Enum
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, assert_never
 
 from metric_config_parser import AnalysisUnit
-from typing_extensions import assert_never
 
 from mozanalysis.types import IncompatibleAnalysisUnit
 
diff --git a/src/mozanalysis/segments.py b/src/mozanalysis/segments.py
index 722ba12c..b650a648 100644
--- a/src/mozanalysis/segments.py
+++ b/src/mozanalysis/segments.py
@@ -3,10 +3,10 @@
 # file, You can obtain one at http://mozilla.org/MPL/2.0/.
 
 import logging
+from typing import assert_never
 
 import attr
 from metric_config_parser import AnalysisUnit
-from typing_extensions import assert_never
 
 from mozanalysis.types import IncompatibleAnalysisUnit
 
diff --git a/tox.ini b/tox.ini
index 1c2cee99..54b6bc01 100644
--- a/tox.ini
+++ b/tox.ini
@@ -3,7 +3,7 @@
 # This file is referenced when tox is invoked in bin/test or .circleci/config.yml
 
 [tox]
-envlist = py310,docs,lint  # CircleCI jobs override the envlist; see .circleci/config.yml
+envlist = py311,docs,lint  # CircleCI jobs override the envlist; see .circleci/config.yml
 
 [testenv]
 deps = -rrequirements.txt
@@ -31,7 +31,7 @@ commands =
     ruff check src/ tests/
 
 [testenv:docs]
-basepython = python3.10
+basepython = python3.11
 description = invoke sphinx-build to build the HTML docs
 extras =
     docs