diff --git a/requirements-dev.in b/requirements-dev.in
index eb362ca0..430f9da7 100644
--- a/requirements-dev.in
+++ b/requirements-dev.in
@@ -22,7 +22,7 @@ build==1.4.0
     # via
     #   mozanalysis
     #   pip-tools
-cachetools==6.2.4
+cachetools==7.0.1
     # via tox
 cattrs==25.3.0
     # via
@@ -53,13 +53,14 @@ contourpy==1.3.3
     # via
     #   -c requirements.txt
     #   matplotlib
-coverage[toml]==7.13.1
+coverage[toml]==7.13.4
     # via
     #   -c requirements.txt
     #   pytest-cov
-cryptography==46.0.3
+cryptography==46.0.5
     # via
     #   -c requirements.txt
+    #   google-auth
     #   secretstorage
 cycler==0.12.1
     # via
@@ -69,11 +70,11 @@ distlib==0.4.0
     # via virtualenv
 docutils==0.22.4
     # via readme-renderer
-faker==40.1.0
+faker==40.4.0
     # via
     #   -c requirements.txt
     #   polyfactory
-filelock==3.20.3
+filelock==3.24.2
     # via
     #   tox
     #   virtualenv
@@ -100,18 +101,18 @@ google-api-core[grpc]==2.29.0
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
     #   google-cloud-core
-google-auth==2.47.0
+google-auth==2.48.0
     # via
     #   -c requirements.txt
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
     #   google-cloud-core
-google-cloud-bigquery==3.40.0
+google-cloud-bigquery==3.40.1
     # via
     #   -c requirements.txt
     #   mozanalysis
-google-cloud-bigquery-storage==2.36.0
+google-cloud-bigquery-storage==2.36.1
     # via
     #   -c requirements.txt
     #   mozanalysis
@@ -132,17 +133,17 @@ googleapis-common-protos==1.72.0
     #   -c requirements.txt
     #   google-api-core
     #   grpcio-status
-grpcio==1.76.0
+grpcio==1.78.0
     # via
     #   -c requirements.txt
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   grpcio-status
-grpcio-status==1.76.0
+grpcio-status==1.78.0
     # via
     #   -c requirements.txt
     #   google-api-core
-id==1.5.0
+id==1.6.1
     # via twine
 idna==3.11
     # via
@@ -160,7 +161,7 @@ interface-meta==1.3.0
     #   formulaic
 jaraco-classes==3.4.0
     # via keyring
-jaraco-context==6.0.2
+jaraco-context==6.1.0
     # via keyring
 jaraco-functools==4.4.0
     # via keyring
@@ -187,7 +188,7 @@ kiwisolver==1.4.9
     # via
     #   -c requirements.txt
     #   matplotlib
-librt==0.7.7
+librt==0.8.1
     # via
     #   -c requirements.txt
     #   mypy
@@ -208,7 +209,7 @@ matplotlib==3.10.8
     #   plotnine
 mdurl==0.1.2
     # via markdown-it-py
-mizani==0.14.3
+mizani==0.14.4
     # via
     #   -c requirements.txt
     #   plotnine
@@ -236,14 +237,14 @@ mypy-extensions==1.1.0
     # via
     #   -c requirements.txt
     #   mypy
-narwhals==2.15.0
+narwhals==2.16.0
     # via
     #   -c requirements.txt
     #   formulaic
     #   marginaleffects
-nh3==0.3.2
+nh3==0.3.3
     # via readme-renderer
-numpy==2.3.5
+numpy==2.4.2
     # via
     #   -c requirements.txt
     #   contourpy
@@ -260,7 +261,7 @@ numpy==2.3.5
     #   plotnine
     #   scipy
     #   statsmodels
-numpy-typing-compat==20251206.2.3
+numpy-typing-compat==20251206.2.4
     # via
     #   -c requirements.txt
     #   optype
@@ -268,7 +269,7 @@ optype[numpy]==0.15.0
     # via
     #   -c requirements.txt
     #   scipy-stubs
-packaging==25.0
+packaging==26.0
     # via
     #   -c requirements.txt
     #   build
@@ -279,7 +280,8 @@ packaging==25.0
     #   statsmodels
     #   tox
     #   twine
-pandas==2.3.3
+    #   wheel
+pandas==3.0.0
     # via
     #   -c requirements.txt
     #   formulaic
@@ -287,11 +289,11 @@ pandas==2.3.3
     #   mozanalysis
     #   plotnine
     #   statsmodels
-pandas-stubs==2.3.3.251219
+pandas-stubs==3.0.0.260204
     # via
     #   -c requirements.txt
     #   mozanalysis
-pathspec==1.0.3
+pathspec==1.0.4
     # via
     #   -c requirements.txt
     #   mypy
@@ -300,17 +302,17 @@ patsy==1.0.2
     #   -c requirements.txt
     #   marginaleffects
     #   statsmodels
-pillow==12.1.0
+pillow==12.1.1
     # via
     #   -c requirements.txt
     #   matplotlib
-pip-tools==7.5.2
+pip-tools==7.5.3
     # via mozanalysis
-platformdirs==4.5.1
+platformdirs==4.9.2
     # via
     #   tox
     #   virtualenv
-plotnine==0.15.2
+plotnine==0.15.3
     # via
     #   -c requirements.txt
     #   marginaleffects
@@ -320,11 +322,11 @@ pluggy==1.6.0
     #   pytest
     #   pytest-cov
     #   tox
-polars==1.36.1
+polars==1.38.1
     # via
     #   -c requirements.txt
     #   marginaleffects
-polars-runtime-32==1.36.1
+polars-runtime-32==1.38.1
     # via
     #   -c requirements.txt
     #   polars
@@ -332,12 +334,12 @@ polyfactory==2.22.5
     # via
     #   -c requirements.txt
     #   mozilla-nimbus-schemas
-proto-plus==1.27.0
+proto-plus==1.27.1
     # via
     #   -c requirements.txt
     #   google-api-core
     #   google-cloud-bigquery-storage
-protobuf==6.33.2
+protobuf==6.33.5
     # via
     #   -c requirements.txt
     #   google-api-core
@@ -345,12 +347,12 @@ protobuf==6.33.2
     #   googleapis-common-protos
     #   grpcio-status
     #   proto-plus
-pyarrow==22.0.0
+pyarrow==23.0.1
     # via
     #   -c requirements.txt
     #   marginaleffects
     #   mozanalysis
-pyasn1==0.6.1
+pyasn1==0.6.2
     # via
     #   -c requirements.txt
     #   pyasn1-modules
@@ -359,7 +361,7 @@ pyasn1-modules==0.4.2
     # via
     #   -c requirements.txt
     #   google-auth
-pycparser==2.23
+pycparser==3.0
     # via
     #   -c requirements.txt
     #   cffi
@@ -378,7 +380,7 @@ pygments==2.19.2
     #   pytest
     #   readme-renderer
     #   rich
-pyparsing==3.3.1
+pyparsing==3.3.2
     # via
     #   -c requirements.txt
     #   matplotlib
@@ -417,7 +419,6 @@ pytz==2025.2
     # via
     #   -c requirements.txt
     #   mozilla-metric-config-parser
-    #   pandas
 readme-renderer==44.0
     # via twine
 referencing==0.37.0
@@ -430,7 +431,6 @@ requests==2.32.5
     #   -c requirements.txt
     #   google-api-core
     #   google-cloud-bigquery
-    #   id
     #   mozilla-metric-config-parser
     #   requests-toolbelt
     #   twine
@@ -438,7 +438,7 @@ requests-toolbelt==1.0.0
     # via twine
 rfc3986==2.0.0
     # via twine
-rich==14.2.0
+rich==14.3.2
     # via twine
 rpds-py==0.30.0
     # via
@@ -449,12 +449,12 @@ rsa==4.9.1
     # via
     #   -c requirements.txt
     #   google-auth
-ruff==0.14.11
+ruff==0.15.1
     # via
     #   -c requirements.txt
     #   mozanalysis
     #   pytest-ruff
-scipy==1.16.3
+scipy==1.17.0
     # via
     #   -c requirements.txt
     #   formulaic
@@ -463,7 +463,7 @@ scipy==1.16.3
     #   mozanalysis
     #   plotnine
     #   statsmodels
-scipy-stubs==1.17.0.0
+scipy-stubs==1.17.0.2
     # via
     #   -c requirements.txt
     #   mozanalysis
@@ -489,14 +489,10 @@ toml==0.10.2
     # via
     #   -c requirements.txt
     #   mozilla-metric-config-parser
-tox==4.34.1
+tox==4.36.1
     # via mozanalysis
 twine==6.2.0
     # via mozanalysis
-types-pytz==2025.2.0.20251108
-    # via
-    #   -c requirements.txt
-    #   pandas-stubs
 typing-extensions==4.15.0
     # via
     #   -c requirements.txt
@@ -515,21 +511,17 @@ typing-inspection==0.4.2
     # via
     #   -c requirements.txt
     #   pydantic
-tzdata==2025.3
-    # via
-    #   -c requirements.txt
-    #   faker
-    #   pandas
 urllib3==2.6.3
     # via
     #   -c requirements.txt
+    #   id
     #   requests
     #   twine
-virtualenv==20.36.0
+virtualenv==20.37.0
     # via tox
-wheel==0.45.1
+wheel==0.46.3
     # via pip-tools
-wrapt==2.0.1
+wrapt==2.1.1
     # via
     #   -c requirements.txt
     #   formulaic
diff --git a/requirements-dev.txt b/requirements-dev.txt
index e468e170..00789d02 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -31,9 +31,9 @@ build==1.4.0 \
     # via
     #   -r requirements-dev.in
     #   pip-tools
-cachetools==6.2.4 \
-    --hash=sha256:69a7a52634fed8b8bf6e24a050fb60bff1c9bd8f6d24572b99c32d4e71e62a51 \
-    --hash=sha256:82c5c05585e70b6ba2d3ae09ea60b79548872185d2f24ae1f2709d37299fd607
+cachetools==7.0.1 \
+    --hash=sha256:8f086515c254d5664ae2146d14fc7f65c9a4bce75152eb247e5a9c5e6d7b2ecf \
+    --hash=sha256:e31e579d2c5b6e2944177a0397150d312888ddf4e16e12f1016068f0c03b8341
     # via
     #   -r requirements-dev.in
     #   tox
@@ -349,159 +349,169 @@ contourpy==1.3.3 \
     # via
     #   -r requirements-dev.in
     #   matplotlib
-coverage[toml]==7.13.1 \
-    --hash=sha256:0403f647055de2609be776965108447deb8e384fe4a553c119e3ff6bfbab4784 \
-    --hash=sha256:0642eae483cc8c2902e4af7298bf886d605e80f26382124cddc3967c2a3df09e \
-    --hash=sha256:0b609fc9cdbd1f02e51f67f51e5aee60a841ef58a68d00d5ee2c0faf357481a3 \
-    --hash=sha256:0d2c11f3ea4db66b5cbded23b20185c35066892c67d80ec4be4bab257b9ad1e0 \
-    --hash=sha256:0e42e0ec0cd3e0d851cb3c91f770c9301f48647cb2877cb78f74bdaa07639a79 \
-    --hash=sha256:132718176cc723026d201e347f800cd1a9e4b62ccd3f82476950834dad501c75 \
-    --hash=sha256:16cc1da46c04fb0fb128b4dc430b78fa2aba8a6c0c9f8eb391fd5103409a6ac6 \
-    --hash=sha256:18be793c4c87de2965e1c0f060f03d9e5aff66cfeae8e1dbe6e5b88056ec153f \
-    --hash=sha256:1a55d509a1dc5a5b708b5dad3b5334e07a16ad4c2185e27b40e4dba796ab7f88 \
-    --hash=sha256:1dcb645d7e34dcbcc96cd7c132b1fc55c39263ca62eb961c064eb3928997363b \
-    --hash=sha256:2016745cb3ba554469d02819d78958b571792bb68e31302610e898f80dd3a573 \
-    --hash=sha256:228b90f613b25ba0019361e4ab81520b343b622fc657daf7e501c4ed6a2366c0 \
-    --hash=sha256:309ef5706e95e62578cda256b97f5e097916a2c26247c287bbe74794e7150df2 \
-    --hash=sha256:339dc63b3eba969067b00f41f15ad161bf2946613156fb131266d8debc8e44d0 \
-    --hash=sha256:3820778ea1387c2b6a818caec01c63adc5b3750211af6447e8dcfb9b6f08dbba \
-    --hash=sha256:3d42df8201e00384736f0df9be2ced39324c3907607d17d50d50116c989d84cd \
-    --hash=sha256:3e7b8bd70c48ffb28461ebe092c2345536fb18bbbf19d287c8913699735f505c \
-    --hash=sha256:3f2f725aa3e909b3c5fdb8192490bdd8e1495e85906af74fe6e34a2a77ba0673 \
-    --hash=sha256:3fc6a169517ca0d7ca6846c3c5392ef2b9e38896f61d615cb75b9e7134d4ee1e \
-    --hash=sha256:45980ea19277dc0a579e432aef6a504fe098ef3a9032ead15e446eb0f1191aee \
-    --hash=sha256:4d010d080c4888371033baab27e47c9df7d6fb28d0b7b7adf85a4a49be9298b3 \
-    --hash=sha256:4de84e71173d4dada2897e5a0e1b7877e5eefbfe0d6a44edee6ce31d9b8ec09e \
-    --hash=sha256:549d195116a1ba1e1ae2f5ca143f9777800f6636eab917d4f02b5310d6d73461 \
-    --hash=sha256:562ec27dfa3f311e0db1ba243ec6e5f6ab96b1edfcfc6cf86f28038bc4961ce6 \
-    --hash=sha256:57dfc8048c72ba48a8c45e188d811e5efd7e49b387effc8fb17e97936dde5bf6 \
-    --hash=sha256:5899d28b5276f536fcf840b18b61a9fce23cc3aec1d114c44c07fe94ebeaa500 \
-    --hash=sha256:60cfb538fe9ef86e5b2ab0ca8fc8d62524777f6c611dcaf76dc16fbe9b8e698a \
-    --hash=sha256:623dcc6d7a7ba450bbdbeedbaa0c42b329bdae16491af2282f12a7e809be7eb9 \
-    --hash=sha256:67170979de0dacac3f3097d02b0ad188d8edcea44ccc44aaa0550af49150c7dc \
-    --hash=sha256:6e73ebb44dca5f708dc871fe0b90cf4cff1a13f9956f747cc87b535a840386f5 \
-    --hash=sha256:6f34591000f06e62085b1865c9bc5f7858df748834662a51edadfd2c3bfe0dd3 \
-    --hash=sha256:724b1b270cb13ea2e6503476e34541a0b1f62280bc997eab443f87790202033d \
-    --hash=sha256:75a6f4aa904301dab8022397a22c0039edc1f51e90b83dbd4464b8a38dc87842 \
-    --hash=sha256:77545b5dcda13b70f872c3b5974ac64c21d05e65b1590b441c8560115dc3a0d1 \
-    --hash=sha256:776483fd35b58d8afe3acbd9988d5de592ab6da2d2a865edfdbc9fdb43e7c486 \
-    --hash=sha256:77cc258aeb29a3417062758975521eae60af6f79e930d6993555eeac6a8eac29 \
-    --hash=sha256:794f7c05af0763b1bbd1b9e6eff0e52ad068be3b12cd96c87de037b01390c968 \
-    --hash=sha256:868a2fae76dfb06e87291bcbd4dcbcc778a8500510b618d50496e520bd94d9b9 \
-    --hash=sha256:8842af7f175078456b8b17f1b73a0d16a65dcbdc653ecefeb00a56b3c8c298c4 \
-    --hash=sha256:8d9bc218650022a768f3775dd7fdac1886437325d8d295d923ebcfef4892ad5c \
-    --hash=sha256:8f572d989142e0908e6acf57ad1b9b86989ff057c006d13b76c146ec6a20216a \
-    --hash=sha256:90480b2134999301eea795b3a9dbf606c6fbab1b489150c501da84a959442465 \
-    --hash=sha256:916abf1ac5cf7eb16bc540a5bf75c71c43a676f5c52fcb9fe75a2bd75fb944e8 \
-    --hash=sha256:92f980729e79b5d16d221038dbf2e8f9a9136afa072f9d5d6ed4cb984b126a09 \
-    --hash=sha256:933082f161bbb3e9f90d00990dc956120f608cdbcaeea15c4d897f56ef4fe416 \
-    --hash=sha256:97ab3647280d458a1f9adb85244e81587505a43c0c7cff851f5116cd2814b894 \
-    --hash=sha256:985b7836931d033570b94c94713c6dba5f9d3ff26045f72c3e5dbc5fe3361e5a \
-    --hash=sha256:9e549d642426e3579b3f4b92d0431543b012dcb6e825c91619d4e93b7363c3f9 \
-    --hash=sha256:9edd0e01a343766add6817bc448408858ba6b489039eaaa2018474e4001651a4 \
-    --hash=sha256:9ee68b21909686eeb21dfcba2c3b81fee70dcf38b140dcd5aa70680995fa3aa5 \
-    --hash=sha256:9f5e772ed5fef25b3de9f2008fe67b92d46831bd2bc5bdc5dd6bfd06b83b316f \
-    --hash=sha256:a03a4f3a19a189919c7055098790285cc5c5b0b3976f8d227aea39dbf9f8bfdb \
-    --hash=sha256:a4d240d260a1aed814790bbe1f10a5ff31ce6c21bc78f0da4a1e8268d6c80dbd \
-    --hash=sha256:a5a68357f686f8c4d527a2dc04f52e669c2fc1cbde38f6f7eb6a0e58cbd17cae \
-    --hash=sha256:a998cc0aeeea4c6d5622a3754da5a493055d2d95186bad877b0a34ea6e6dbe0a \
-    --hash=sha256:b67e47c5595b9224599016e333f5ec25392597a89d5744658f837d204e16c63e \
-    --hash=sha256:b6f3b96617e9852703f5b633ea01315ca45c77e879584f283c44127f0f1ec564 \
-    --hash=sha256:b7593fe7eb5feaa3fbb461ac79aac9f9fc0387a5ca8080b0c6fe2ca27b091afd \
-    --hash=sha256:bb3f6562e89bad0110afbe64e485aac2462efdce6232cdec7862a095dc3412f6 \
-    --hash=sha256:bb4f8c3c9a9f34423dba193f241f617b08ffc63e27f67159f60ae6baf2dcfe0f \
-    --hash=sha256:bd63e7b74661fed317212fab774e2a648bc4bb09b35f25474f8e3325d2945cd7 \
-    --hash=sha256:be753b225d159feb397bd0bf91ae86f689bad0da09d3b301478cd39b878ab31a \
-    --hash=sha256:bf100a3288f9bb7f919b87eb84f87101e197535b9bd0e2c2b5b3179633324fee \
-    --hash=sha256:c223d078112e90dc0e5c4e35b98b9584164bea9fbbd221c0b21c5241f6d51b62 \
-    --hash=sha256:c3d8c679607220979434f494b139dfb00131ebf70bb406553d69c1ff01a5c33d \
-    --hash=sha256:c43257717611ff5e9a1d79dce8e47566235ebda63328718d9b65dd640bc832ef \
-    --hash=sha256:c832ec92c4499ac463186af72f9ed4d8daec15499b16f0a879b0d1c8e5cf4a3b \
-    --hash=sha256:c8e2706ceb622bc63bac98ebb10ef5da80ed70fbd8a7999a5076de3afaef0fb1 \
-    --hash=sha256:cb237bfd0ef4d5eb6a19e29f9e528ac67ac3be932ea6b44fb6cc09b9f3ecff78 \
-    --hash=sha256:ccd7a6fca48ca9c131d9b0a2972a581e28b13416fc313fb98b6d24a03ce9a398 \
-    --hash=sha256:d10a2ed46386e850bb3de503a54f9fe8192e5917fcbb143bfef653a9355e9a53 \
-    --hash=sha256:d1443ba9acbb593fa7c1c29e011d7c9761545fe35e7652e85ce7f51a16f7e08d \
-    --hash=sha256:d2287ac9360dec3837bfdad969963a5d073a09a85d898bd86bea82aa8876ef3c \
-    --hash=sha256:d3c9f051b028810f5a87c88e5d6e9af3c0ff32ef62763bf15d29f740453ca909 \
-    --hash=sha256:d72140ccf8a147e94274024ff6fd8fb7811354cf7ef88b1f0a988ebaa5bc774f \
-    --hash=sha256:d938b4a840fb1523b9dfbbb454f652967f18e197569c32266d4d13f37244c3d9 \
-    --hash=sha256:db622b999ffe49cb891f2fff3b340cdc2f9797d01a0a202a0973ba2562501d90 \
-    --hash=sha256:e09fbecc007f7b6afdfb3b07ce5bd9f8494b6856dd4f577d26c66c391b829851 \
-    --hash=sha256:e1fa280b3ad78eea5be86f94f461c04943d942697e0dac889fa18fff8f5f9147 \
-    --hash=sha256:e4f18eca6028ffa62adbd185a8f1e1dd242f2e68164dba5c2b74a5204850b4cf \
-    --hash=sha256:e825dbb7f84dfa24663dd75835e7257f8882629fc11f03ecf77d84a75134b864 \
-    --hash=sha256:eaecf47ef10c72ece9a2a92118257da87e460e113b83cc0d2905cbbe931792b4 \
-    --hash=sha256:ef6688db9bf91ba111ae734ba6ef1a063304a881749726e0d3575f5c10a9facf \
-    --hash=sha256:f398ba4df52d30b1763f62eed9de5620dcde96e6f491f4c62686736b155aa6e4 \
-    --hash=sha256:f80e2bb21bfab56ed7405c2d79d34b5dc0bc96c2c1d2a067b643a09fb756c43a \
-    --hash=sha256:f83351e0f7dcdb14d7326c3d8d8c4e915fa685cbfdc6281f9470d97a04e9dfe4 \
-    --hash=sha256:f8dca5590fec7a89ed6826fce625595279e586ead52e9e958d3237821fbc750c \
-    --hash=sha256:fa3edde1aa8807de1d05934982416cb3ec46d1d4d91e280bcce7cca01c507992 \
-    --hash=sha256:fea07c1a39a22614acb762e3fbbb4011f65eedafcb2948feeef641ac78b4ee5c \
-    --hash=sha256:ff10896fa55167371960c5908150b434b71c876dfab97b69478f22c8b445ea19 \
-    --hash=sha256:ff86d4e85188bba72cfb876df3e11fa243439882c55957184af44a35bd5880b7 \
-    --hash=sha256:ffed1e4980889765c84a5d1a566159e363b71d6b6fbaf0bebc9d3c30bc016766
+coverage[toml]==7.13.4 \
+    --hash=sha256:01d4cbc3c283a17fc1e42d614a119f7f438eabb593391283adca8dc86eff1246 \
+    --hash=sha256:02231499b08dabbe2b96612993e5fc34217cdae907a51b906ac7fca8027a4459 \
+    --hash=sha256:0dd7ab8278f0d58a0128ba2fca25824321f05d059c1441800e934ff2efa52129 \
+    --hash=sha256:0e086334e8537ddd17e5f16a344777c1ab8194986ec533711cbe6c41cde841b6 \
+    --hash=sha256:0fc31c787a84f8cd6027eba44010517020e0d18487064cd3d8968941856d1415 \
+    --hash=sha256:14375934243ee05f56c45393fe2ce81fe5cc503c07cee2bdf1725fb8bef3ffaf \
+    --hash=sha256:1731dc33dc276dafc410a885cbf5992f1ff171393e48a21453b78727d090de80 \
+    --hash=sha256:19bc3c88078789f8ef36acb014d7241961dbf883fd2533d18cb1e7a5b4e28b11 \
+    --hash=sha256:1af1641e57cf7ba1bd67d677c9abdbcd6cc2ab7da3bca7fa1e2b7e50e65f2ad0 \
+    --hash=sha256:1d4be36a5114c499f9f1f9195e95ebf979460dbe2d88e6816ea202010ba1c34b \
+    --hash=sha256:200dea7d1e8095cc6e98cdabe3fd1d21ab17d3cee6dab00cadbb2fe35d9c15b9 \
+    --hash=sha256:23e3f687cf945070d1c90f85db66d11e3025665d8dafa831301a0e0038f3db9b \
+    --hash=sha256:2421d591f8ca05b308cf0092807308b2facbefe54af7c02ac22548b88b95c98f \
+    --hash=sha256:245e37f664d89861cf2329c9afa2c1fe9e6d4e1a09d872c947e70718aeeac505 \
+    --hash=sha256:25381386e80ae727608e662474db537d4df1ecd42379b5ba33c84633a2b36d47 \
+    --hash=sha256:25a41c3104d08edb094d9db0d905ca54d0cd41c928bb6be3c4c799a54753af55 \
+    --hash=sha256:296f8b0af861d3970c2a4d8c91d48eb4dd4771bcef9baedec6a9b515d7de3def \
+    --hash=sha256:29e3220258d682b6226a9b0925bc563ed9a1ebcff3cad30f043eceea7eaf2689 \
+    --hash=sha256:2a09cfa6a5862bc2fc6ca7c3def5b2926194a56b8ab78ffcf617d28911123012 \
+    --hash=sha256:2b0f6ccf3dbe577170bebfce1318707d0e8c3650003cb4b3a9dd744575daa8b5 \
+    --hash=sha256:2c048ea43875fbf8b45d476ad79f179809c590ec7b79e2035c662e7afa3192e3 \
+    --hash=sha256:2cb0f1e000ebc419632bbe04366a8990b6e32c4e0b51543a6484ffe15eaeda95 \
+    --hash=sha256:2fa8d5f8de70688a28240de9e139fa16b153cc3cbb01c5f16d88d6505ebdadf9 \
+    --hash=sha256:300deaee342f90696ed186e3a00c71b5b3d27bffe9e827677954f4ee56969601 \
+    --hash=sha256:30b8d0512f2dc8c8747557e8fb459d6176a2c9e5731e2b74d311c03b78451997 \
+    --hash=sha256:33901f604424145c6e9c2398684b92e176c0b12df77d52db81c20abd48c3794c \
+    --hash=sha256:3599eb3992d814d23b35c536c28df1a882caa950f8f507cef23d1cbf334995ac \
+    --hash=sha256:391ee8f19bef69210978363ca930f7328081c6a0152f1166c91f0b5fdd2a773c \
+    --hash=sha256:3998e5a32e62fdf410c0dbd3115df86297995d6e3429af80b8798aad894ca7aa \
+    --hash=sha256:3c06f0f1337c667b971ca2f975523347e63ec5e500b9aa5882d91931cd3ef750 \
+    --hash=sha256:40aa8808140e55dc022b15d8aa7f651b6b3d68b365ea0398f1441e0b04d859c3 \
+    --hash=sha256:40d74da8e6c4b9ac18b15331c4b5ebc35a17069410cad462ad4f40dcd2d50c0d \
+    --hash=sha256:4223b4230a376138939a9173f1bdd6521994f2aff8047fae100d6d94d50c5a12 \
+    --hash=sha256:48685fee12c2eb3b27c62f2658e7ea21e9c3239cba5a8a242801a0a3f6a8c62a \
+    --hash=sha256:4c7d3cc01e7350f2f0f6f7036caaf5673fb56b6998889ccfe9e1c1fe75a9c932 \
+    --hash=sha256:4e83efc079eb39480e6346a15a1bcb3e9b04759c5202d157e1dd4303cd619356 \
+    --hash=sha256:4fc7fa81bbaf5a02801b65346c8b3e657f1d93763e58c0abdf7c992addd81a92 \
+    --hash=sha256:53d133df809c743eb8bce33b24bcababb371f4441340578cd406e084d94a6148 \
+    --hash=sha256:590c0ed4bf8e85f745e6b805b2e1c457b2e33d5255dd9729743165253bc9ad39 \
+    --hash=sha256:5b856a8ccf749480024ff3bd7310adaef57bf31fd17e1bfc404b7940b6986634 \
+    --hash=sha256:65dfcbe305c3dfe658492df2d85259e0d79ead4177f9ae724b6fb245198f55d6 \
+    --hash=sha256:6f01afcff62bf9a08fb32b2c1d6e924236c0383c02c790732b6537269e466a72 \
+    --hash=sha256:6fdef321fdfbb30a197efa02d48fcd9981f0d8ad2ae8903ac318adc653f5df98 \
+    --hash=sha256:71ca20079dd8f27fcf808817e281e90220475cd75115162218d0e27549f95fef \
+    --hash=sha256:725d985c5ab621268b2edb8e50dfe57633dc69bda071abc470fed55a14935fd3 \
+    --hash=sha256:75eab1ebe4f2f64d9509b984f9314d4aa788540368218b858dad56dc8f3e5eb9 \
+    --hash=sha256:75fcd519f2a5765db3f0e391eb3b7d150cce1a771bf4c9f861aeab86c767a3c0 \
+    --hash=sha256:76451d1978b95ba6507a039090ba076105c87cc76fc3efd5d35d72093964d49a \
+    --hash=sha256:784fc3cf8be001197b652d51d3fd259b1e2262888693a4636e18879f613a62a9 \
+    --hash=sha256:78cdf0d578b15148b009ccf18c686aa4f719d887e76e6b40c38ffb61d264a552 \
+    --hash=sha256:79be69cf7f3bf9b0deeeb062eab7ac7f36cd4cc4c4dd694bd28921ba4d8596cc \
+    --hash=sha256:79e73a76b854d9c6088fe5d8b2ebe745f8681c55f7397c3c0a016192d681045f \
+    --hash=sha256:7b322db1284a2ed3aa28ffd8ebe3db91c929b7a333c0820abec3d838ef5b3525 \
+    --hash=sha256:7d41eead3cc673cbd38a4417deb7fd0b4ca26954ff7dc6078e33f6ff97bed940 \
+    --hash=sha256:7eda778067ad7ffccd23ecffce537dface96212576a07924cbf0d8799d2ded5a \
+    --hash=sha256:7f57b33491e281e962021de110b451ab8a24182589be17e12a22c79047935e23 \
+    --hash=sha256:8041b6c5bfdc03257666e9881d33b1abc88daccaf73f7b6340fb7946655cd10f \
+    --hash=sha256:8248977c2e33aecb2ced42fef99f2d319e9904a36e55a8a68b69207fb7e43edc \
+    --hash=sha256:845f352911777a8e722bfce168958214951e07e47e5d5d9744109fa5fe77f79b \
+    --hash=sha256:85480adfb35ffc32d40918aad81b89c69c9cc5661a9b8a81476d3e645321a056 \
+    --hash=sha256:8e264226ec98e01a8e1054314af91ee6cde0eacac4f465cc93b03dbe0bce2fd7 \
+    --hash=sha256:8e798c266c378da2bd819b0677df41ab46d78065fb2a399558f3f6cae78b2fbb \
+    --hash=sha256:9181a3ccead280b828fae232df12b16652702b49d41e99d657f46cc7b1f6ec7a \
+    --hash=sha256:9351229c8c8407645840edcc277f4a2d44814d1bc34a2128c11c2a031d45a5dd \
+    --hash=sha256:93550784d9281e374fb5a12bf1324cc8a963fd63b2d2f223503ef0fd4aa339ea \
+    --hash=sha256:9401ebc7ef522f01d01d45532c68c5ac40fb27113019b6b7d8b208f6e9baa126 \
+    --hash=sha256:94eb63f9b363180aff17de3e7c8760c3ba94664ea2695c52f10111244d16a299 \
+    --hash=sha256:9d107aff57a83222ddbd8d9ee705ede2af2cc926608b57abed8ef96b50b7e8f9 \
+    --hash=sha256:a32ebc02a1805adf637fc8dec324b5cdacd2e493515424f70ee33799573d661b \
+    --hash=sha256:a3aa4e7b9e416774b21797365b358a6e827ffadaaca81b69ee02946852449f00 \
+    --hash=sha256:a6f94a7d00eb18f1b6d403c91a88fd58cfc92d4b16080dfdb774afc8294469bf \
+    --hash=sha256:aa3feb8db2e87ff5e6d00d7e1480ae241876286691265657b500886c98f38bda \
+    --hash=sha256:ad27098a189e5838900ce4c2a99f2fe42a0bf0c2093c17c69b45a71579e8d4a2 \
+    --hash=sha256:ae4578f8528569d3cf303fef2ea569c7f4c4059a38c8667ccef15c6e1f118aa5 \
+    --hash=sha256:b1ec7b6b6e93255f952e27ab58fbc68dcc468844b16ecbee881aeb29b6ab4d8d \
+    --hash=sha256:b507778ae8a4c915436ed5c2e05b4a6cecfa70f734e19c22a005152a11c7b6a9 \
+    --hash=sha256:b66a2da594b6068b48b2692f043f35d4d3693fb639d5ea8b39533c2ad9ac3ab9 \
+    --hash=sha256:b720ce6a88a2755f7c697c23268ddc47a571b88052e6b155224347389fdf6a3b \
+    --hash=sha256:b7b38448866e83176e28086674fe7368ab8590e4610fb662b44e345b86d63ffa \
+    --hash=sha256:b8eb931ee8e6d8243e253e5ed7336deea6904369d2fd8ae6e43f68abbf167092 \
+    --hash=sha256:bb28c0f2cf2782508a40cec377935829d5fcc3ad9a3681375af4e84eb34b6b58 \
+    --hash=sha256:bd60d4fe2f6fa7dff9223ca1bbc9f05d2b6697bc5961072e5d3b952d46e1b1ea \
+    --hash=sha256:c35eb28c1d085eb7d8c9b3296567a1bebe03ce72962e932431b9a61f28facf26 \
+    --hash=sha256:c4240e7eded42d131a2d2c4dec70374b781b043ddc79a9de4d55ca71f8e98aea \
+    --hash=sha256:caa421e2684e382c5d8973ac55e4f36bed6821a9bad5c953494de960c74595c9 \
+    --hash=sha256:d490ba50c3f35dd7c17953c68f3270e7ccd1c6642e2d2afe2d8e720b98f5a053 \
+    --hash=sha256:d65b2d373032411e86960604dc4edac91fdfb5dca539461cf2cbe78327d1e64f \
+    --hash=sha256:dae88bc0fc77edaa65c14be099bd57ee140cf507e6bfdeea7938457ab387efb0 \
+    --hash=sha256:de6defc1c9badbf8b9e67ae90fd00519186d6ab64e5cc5f3d21359c2a9b2c1d3 \
+    --hash=sha256:e101609bcbbfb04605ea1027b10dc3735c094d12d40826a60f897b98b1c30256 \
+    --hash=sha256:e24f9156097ff9dc286f2f913df3a7f63c0e333dcafa3c196f2c18b4175ca09a \
+    --hash=sha256:e2f25215f1a359ab17320b47bcdaca3e6e6356652e8256f2441e4ef972052903 \
+    --hash=sha256:e5c8f6ed1e61a8b2dcdf31eb0b9bbf0130750ca79c1c49eb898e2ad86f5ccc91 \
+    --hash=sha256:e6f70dec1cc557e52df5306d051ef56003f74d56e9c4dd7ddb07e07ef32a84dd \
+    --hash=sha256:e856bf6616714c3a9fbc270ab54103f4e685ba236fa98c054e8f87f266c93505 \
+    --hash=sha256:e87f6c587c3f34356c3759f0420693e35e7eb0e2e41e4c011cb6ec6ecbbf1db7 \
+    --hash=sha256:eb30bf180de3f632cd043322dad5751390e5385108b2807368997d1a92a509d0 \
+    --hash=sha256:eb88b316ec33760714a4720feb2816a3a59180fd58c1985012054fa7aebee4c2 \
+    --hash=sha256:eb9078108fbf0bcdde37c3f4779303673c2fa1fe8f7956e68d447d0dd426d38a \
+    --hash=sha256:ecae9737b72408d6a950f7e525f30aca12d4bd8dd95e37342e5beb3a2a8c4f71 \
+    --hash=sha256:ee756f00726693e5ba94d6df2bdfd64d4852d23b09bb0bc700e3b30e6f333985 \
+    --hash=sha256:f4594c67d8a7c89cf922d9df0438c7c7bb022ad506eddb0fdb2863359ff78242 \
+    --hash=sha256:f53d492307962561ac7de4cd1de3e363589b000ab69617c6156a16ba7237998d \
+    --hash=sha256:fb07dc5da7e849e2ad31a5d74e9bece81f30ecf5a42909d0a695f8bd1874d6af \
+    --hash=sha256:fb26a934946a6afe0e326aebe0730cdff393a8bc0bbb65a2f41e30feddca399c \
+    --hash=sha256:fdfc1e28e7c7cdce44985b3043bc13bbd9c747520f94a4d7164af8260b3d91f0
     # via
     #   -r requirements-dev.in
     #   pytest-cov
-cryptography==46.0.3 \
-    --hash=sha256:00a5e7e87938e5ff9ff5447ab086a5706a957137e6e433841e9d24f38a065217 \
-    --hash=sha256:01ca9ff2885f3acc98c29f1860552e37f6d7c7d013d7334ff2a9de43a449315d \
-    --hash=sha256:09859af8466b69bc3c27bdf4f5d84a665e0f7ab5088412e9e2ec49758eca5cbc \
-    --hash=sha256:0abf1ffd6e57c67e92af68330d05760b7b7efb243aab8377e583284dbab72c71 \
-    --hash=sha256:1000713389b75c449a6e979ffc7dcc8ac90b437048766cef052d4d30b8220971 \
-    --hash=sha256:109d4ddfadf17e8e7779c39f9b18111a09efb969a301a31e987416a0191ed93a \
-    --hash=sha256:10b01676fc208c3e6feeb25a8b83d81767e8059e1fe86e1dc62d10a3018fa926 \
-    --hash=sha256:10ca84c4668d066a9878890047f03546f3ae0a6b8b39b697457b7757aaf18dbc \
-    --hash=sha256:15ab9b093e8f09daab0f2159bb7e47532596075139dd74365da52ecc9cb46c5d \
-    --hash=sha256:191bb60a7be5e6f54e30ba16fdfae78ad3a342a0599eb4193ba88e3f3d6e185b \
-    --hash=sha256:22d7e97932f511d6b0b04f2bfd818d73dcd5928db509460aaf48384778eb6d20 \
-    --hash=sha256:23b1a8f26e43f47ceb6d6a43115f33a5a37d57df4ea0ca295b780ae8546e8044 \
-    --hash=sha256:36e627112085bb3b81b19fed209c05ce2a52ee8b15d161b7c643a7d5a88491f3 \
-    --hash=sha256:39b6755623145ad5eff1dab323f4eae2a32a77a7abef2c5089a04a3d04366715 \
-    --hash=sha256:3b51b8ca4f1c6453d8829e1eb7299499ca7f313900dd4d89a24b8b87c0a780d4 \
-    --hash=sha256:402b58fc32614f00980b66d6e56a5b4118e6cb362ae8f3fda141ba4689bd4506 \
-    --hash=sha256:416260257577718c05135c55958b674000baef9a1c7d9e8f306ec60d71db850f \
-    --hash=sha256:46acf53b40ea38f9c6c229599a4a13f0d46a6c3fa9ef19fc1a124d62e338dfa0 \
-    --hash=sha256:4b7387121ac7d15e550f5cb4a43aef2559ed759c35df7336c402bb8275ac9683 \
-    --hash=sha256:50fc3343ac490c6b08c0cf0d704e881d0d660be923fd3076db3e932007e726e3 \
-    --hash=sha256:516ea134e703e9fe26bcd1277a4b59ad30586ea90c365a87781d7887a646fe21 \
-    --hash=sha256:549e234ff32571b1f4076ac269fcce7a808d3bf98b76c8dd560e42dbc66d7d91 \
-    --hash=sha256:5d7f93296ee28f68447397bf5198428c9aeeab45705a55d53a6343455dcb2c3c \
-    --hash=sha256:5ecfccd2329e37e9b7112a888e76d9feca2347f12f37918facbb893d7bb88ee8 \
-    --hash=sha256:6276eb85ef938dc035d59b87c8a7dc559a232f954962520137529d77b18ff1df \
-    --hash=sha256:6b5063083824e5509fdba180721d55909ffacccc8adbec85268b48439423d78c \
-    --hash=sha256:6eae65d4c3d33da080cff9c4ab1f711b15c1d9760809dad6ea763f3812d254cb \
-    --hash=sha256:6f61efb26e76c45c4a227835ddeae96d83624fb0d29eb5df5b96e14ed1a0afb7 \
-    --hash=sha256:71e842ec9bc7abf543b47cf86b9a743baa95f4677d22baa4c7d5c69e49e9bc04 \
-    --hash=sha256:760f83faa07f8b64e9c33fc963d790a2edb24efb479e3520c14a45741cd9b2db \
-    --hash=sha256:78a97cf6a8839a48c49271cdcbd5cf37ca2c1d6b7fdd86cc864f302b5e9bf459 \
-    --hash=sha256:7ce938a99998ed3c8aa7e7272dca1a610401ede816d36d0693907d863b10d9ea \
-    --hash=sha256:8a6e050cb6164d3f830453754094c086ff2d0b2f3a897a1d9820f6139a1f0914 \
-    --hash=sha256:9394673a9f4de09e28b5356e7fff97d778f8abad85c9d5ac4a4b7e25a0de7717 \
-    --hash=sha256:94cd0549accc38d1494e1f8de71eca837d0509d0d44bf11d158524b0e12cebf9 \
-    --hash=sha256:a04bee9ab6a4da801eb9b51f1b708a1b5b5c9eb48c03f74198464c66f0d344ac \
-    --hash=sha256:a23582810fedb8c0bc47524558fb6c56aac3fc252cb306072fd2815da2a47c32 \
-    --hash=sha256:a2c0cd47381a3229c403062f764160d57d4d175e022c1df84e168c6251a22eec \
-    --hash=sha256:a8b17438104fed022ce745b362294d9ce35b4c2e45c1d958ad4a4b019285f4a1 \
-    --hash=sha256:a9a3008438615669153eb86b26b61e09993921ebdd75385ddd748702c5adfddb \
-    --hash=sha256:b02cf04496f6576afffef5ddd04a0cb7d49cf6be16a9059d793a30b035f6b6ac \
-    --hash=sha256:b419ae593c86b87014b9be7396b385491ad7f320bde96826d0dd174459e54665 \
-    --hash=sha256:c0a7bb1a68a5d3471880e264621346c48665b3bf1c3759d682fc0864c540bd9e \
-    --hash=sha256:c70cc23f12726be8f8bc72e41d5065d77e4515efae3690326764ea1b07845cfb \
-    --hash=sha256:c8daeb2d2174beb4575b77482320303f3d39b8e81153da4f0fb08eb5fe86a6c5 \
-    --hash=sha256:cb3d760a6117f621261d662bccc8ef5bc32ca673e037c83fbe565324f5c46936 \
-    --hash=sha256:d55f3dffadd674514ad19451161118fd010988540cee43d8bc20675e775925de \
-    --hash=sha256:d89c3468de4cdc4f08a57e214384d0471911a3830fcdaf7a8cc587e42a866372 \
-    --hash=sha256:db391fa7c66df6762ee3f00c95a89e6d428f4d60e7abc8328f4fe155b5ac6e54 \
-    --hash=sha256:dfb781ff7eaa91a6f7fd41776ec37c5853c795d3b358d4896fdbb5df168af422 \
-    --hash=sha256:e5bf0ed4490068a2e72ac03d786693adeb909981cc596425d09032d372bcc849 \
-    --hash=sha256:e7aec276d68421f9574040c26e2a7c3771060bc0cff408bae1dcb19d3ab1e63c \
-    --hash=sha256:ef639cb3372f69ec44915fafcd6698b6cc78fbe0c2ea41be867f6ed612811963 \
-    --hash=sha256:f260d0d41e9b4da1ed1e0f1ce571f97fe370b152ab18778e9e8f67d6af432018
+cryptography==46.0.5 \
+    --hash=sha256:02f547fce831f5096c9a567fd41bc12ca8f11df260959ecc7c3202555cc47a72 \
+    --hash=sha256:039917b0dc418bb9f6edce8a906572d69e74bd330b0b3fea4f79dab7f8ddd235 \
+    --hash=sha256:1abfdb89b41c3be0365328a410baa9df3ff8a9110fb75e7b52e66803ddabc9a9 \
+    --hash=sha256:2ae6971afd6246710480e3f15824ed3029a60fc16991db250034efd0b9fb4356 \
+    --hash=sha256:2b7a67c9cd56372f3249b39699f2ad479f6991e62ea15800973b956f4b73e257 \
+    --hash=sha256:351695ada9ea9618b3500b490ad54c739860883df6c1f555e088eaf25b1bbaad \
+    --hash=sha256:38946c54b16c885c72c4f59846be9743d699eee2b69b6988e0a00a01f46a61a4 \
+    --hash=sha256:3b4995dc971c9fb83c25aa44cf45f02ba86f71ee600d81091c2f0cbae116b06c \
+    --hash=sha256:3ce58ba46e1bc2aac4f7d9290223cead56743fa6ab94a5d53292ffaac6a91614 \
+    --hash=sha256:3ee190460e2fbe447175cda91b88b84ae8322a104fc27766ad09428754a618ed \
+    --hash=sha256:4108d4c09fbbf2789d0c926eb4152ae1760d5a2d97612b92d508d96c861e4d31 \
+    --hash=sha256:420d0e909050490d04359e7fdb5ed7e667ca5c3c402b809ae2563d7e66a92229 \
+    --hash=sha256:47fb8a66058b80e509c47118ef8a75d14c455e81ac369050f20ba0d23e77fee0 \
+    --hash=sha256:4c3341037c136030cb46e4b1e17b7418ea4cbd9dd207e4a6f3b2b24e0d4ac731 \
+    --hash=sha256:4d7e3d356b8cd4ea5aff04f129d5f66ebdc7b6f8eae802b93739ed520c47c79b \
+    --hash=sha256:4d8ae8659ab18c65ced284993c2265910f6c9e650189d4e3f68445ef82a810e4 \
+    --hash=sha256:4e817a8920bfbcff8940ecfd60f23d01836408242b30f1a708d93198393a80b4 \
+    --hash=sha256:50bfb6925eff619c9c023b967d5b77a54e04256c4281b0e21336a130cd7fc263 \
+    --hash=sha256:556e106ee01aa13484ce9b0239bca667be5004efb0aabbed28d353df86445595 \
+    --hash=sha256:582f5fcd2afa31622f317f80426a027f30dc792e9c80ffee87b993200ea115f1 \
+    --hash=sha256:5be7bf2fb40769e05739dd0046e7b26f9d4670badc7b032d6ce4db64dddc0678 \
+    --hash=sha256:60ee7e19e95104d4c03871d7d7dfb3d22ef8a9b9c6778c94e1c8fcc8365afd48 \
+    --hash=sha256:61aa400dce22cb001a98014f647dc21cda08f7915ceb95df0c9eaf84b4b6af76 \
+    --hash=sha256:68f68d13f2e1cb95163fa3b4db4bf9a159a418f5f6e7242564fc75fcae667fd0 \
+    --hash=sha256:7d1f30a86d2757199cb2d56e48cce14deddf1f9c95f1ef1b64ee91ea43fe2e18 \
+    --hash=sha256:7d731d4b107030987fd61a7f8ab512b25b53cef8f233a97379ede116f30eb67d \
+    --hash=sha256:803812e111e75d1aa73690d2facc295eaefd4439be1023fefc4995eaea2af90d \
+    --hash=sha256:80a8d7bfdf38f87ca30a5391c0c9ce4ed2926918e017c29ddf643d0ed2778ea1 \
+    --hash=sha256:8293f3dea7fc929ef7240796ba231413afa7b68ce38fd21da2995549f5961981 \
+    --hash=sha256:8456928655f856c6e1533ff59d5be76578a7157224dbd9ce6872f25055ab9ab7 \
+    --hash=sha256:890bcb4abd5a2d3f852196437129eb3667d62630333aacc13dfd470fad3aaa82 \
+    --hash=sha256:94a76daa32eb78d61339aff7952ea819b1734b46f73646a07decb40e5b3448e2 \
+    --hash=sha256:9f16fbdf4da055efb21c22d81b89f155f02ba420558db21288b3d0035bafd5f4 \
+    --hash=sha256:a3d1fae9863299076f05cb8a778c467578262fae09f9dc0ee9b12eb4268ce663 \
+    --hash=sha256:a3d507bb6a513ca96ba84443226af944b0f7f47dcc9a399d110cd6146481d24c \
+    --hash=sha256:abace499247268e3757271b2f1e244b36b06f8515cf27c4d49468fc9eb16e93d \
+    --hash=sha256:ba2a27ff02f48193fc4daeadf8ad2590516fa3d0adeeb34336b96f7fa64c1e3a \
+    --hash=sha256:bc84e875994c3b445871ea7181d424588171efec3e185dced958dad9e001950a \
+    --hash=sha256:bfd56bb4b37ed4f330b82402f6f435845a5f5648edf1ad497da51a8452d5d62d \
+    --hash=sha256:c18ff11e86df2e28854939acde2d003f7984f721eba450b56a200ad90eeb0e6b \
+    --hash=sha256:c3bcce8521d785d510b2aad26ae2c966092b7daa8f45dd8f44734a104dc0bc1a \
+    --hash=sha256:c4143987a42a2397f2fc3b4d7e3a7d313fbe684f67ff443999e803dd75a76826 \
+    --hash=sha256:c69fd885df7d089548a42d5ec05be26050ebcd2283d89b3d30676eb32ff87dee \
+    --hash=sha256:ced80795227d70549a411a4ab66e8ce307899fad2220ce5ab2f296e687eacde9 \
+    --hash=sha256:d66e421495fdb797610a08f43b05269e0a5ea7f5e652a89bfd5a7d3c1dee3648 \
+    --hash=sha256:d861ee9e76ace6cf36a6a89b959ec08e7bc2493ee39d07ffe5acb23ef46d27da \
+    --hash=sha256:e9251e3be159d1020c4030bd2e5f84d6a43fe54b6c19c12f51cde9542a2817b2 \
+    --hash=sha256:f145bba11b878005c496e93e257c1e88f154d278d2638e6450d17e0f31e558d2 \
+    --hash=sha256:fe346b143ff9685e40192a4960938545c699054ba11d4f9029f94751e3f71d87
     # via
     #   -r requirements-dev.in
+    #   google-auth
     #   secretstorage
 cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
@@ -521,15 +531,15 @@ docutils==0.22.4 \
     # via
     #   -r requirements-dev.in
     #   readme-renderer
-faker==40.1.0 \
-    --hash=sha256:a616d35818e2a2387c297de80e2288083bc915e24b7e39d2fb5bc66cce3a929f \
-    --hash=sha256:c402212a981a8a28615fea9120d789e3f6062c0c259a82bfb8dff5d273e539d2
+faker==40.4.0 \
+    --hash=sha256:486d43c67ebbb136bc932406418744f9a0bdf2c07f77703ea78b58b77e9aa443 \
+    --hash=sha256:76f8e74a3df28c3e2ec2caafa956e19e37a132fdc7ea067bc41783affcfee364
     # via
     #   -r requirements-dev.in
     #   polyfactory
-filelock==3.20.3 \
-    --hash=sha256:18c57ee915c7ec61cff0ecf7f0f869936c7c30191bb0cf406f1341778d0834e1 \
-    --hash=sha256:4b0dda527ee31078689fc205ec4f1c1bf7d56cf88b6dc9426c4f230e46c2dce1
+filelock==3.24.2 \
+    --hash=sha256:667d7dc0b7d1e1064dd5f8f8e80bdac157a6482e8d2e02cd16fd3b6b33bd6556 \
+    --hash=sha256:c22803117490f156e59fafce621f0550a7a853e2bbf4f87f112b11d469b6c81b
     # via
     #   -r requirements-dev.in
     #   tox
@@ -614,22 +624,22 @@ google-api-core[grpc]==2.29.0 \
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
     #   google-cloud-core
-google-auth==2.47.0 \
-    --hash=sha256:833229070a9dfee1a353ae9877dcd2dec069a8281a4e72e72f77d4a70ff945da \
-    --hash=sha256:c516d68336bfde7cf0da26aab674a36fedcf04b37ac4edd59c597178760c3498
+google-auth==2.48.0 \
+    --hash=sha256:2e2a537873d449434252a9632c28bfc268b0adb1e53f9fb62afc5333a975903f \
+    --hash=sha256:4f7e706b0cd3208a3d940a19a822c37a476ddba5450156c3e6624a71f7c841ce
     # via
     #   -r requirements-dev.in
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
     #   google-cloud-core
-google-cloud-bigquery==3.40.0 \
-    --hash=sha256:0469bcf9e3dad3cab65b67cce98180c8c0aacf3253d47f0f8e976f299b49b5ab \
-    --hash=sha256:b3ccb11caf0029f15b29569518f667553fe08f6f1459b959020c83fbbd8f2e68
+google-cloud-bigquery==3.40.1 \
+    --hash=sha256:75afcfb6e007238fe1deefb2182105249321145ff921784fe7b1de2b4ba24506 \
+    --hash=sha256:9082a6b8193aba87bed6a2c79cf1152b524c99bb7e7ac33a785e333c09eac868
     # via -r requirements-dev.in
-google-cloud-bigquery-storage==2.36.0 \
-    --hash=sha256:1769e568070db672302771d2aec18341de10712aa9c4a8c549f417503e0149f0 \
-    --hash=sha256:d3c1ce9d2d3a4d7116259889dcbe3c7c70506f71f6ce6bbe54aa0a68bbba8f8f
+google-cloud-bigquery-storage==2.36.1 \
+    --hash=sha256:99ad6b8810d028f0cf368ea0cc54b3cda20e856f05eb4cda51f1db2a70692286 \
+    --hash=sha256:fd3917584a41f7a9d9c633b31ff43103869b108224e8a4b765537eb1ea83148c
     # via -r requirements-dev.in
 google-cloud-core==2.5.0 \
     --hash=sha256:67d977b41ae6c7211ee830c7912e41003ea8194bff15ae7d72fd6f51e57acabc \
@@ -687,82 +697,82 @@ googleapis-common-protos==1.72.0 \
     #   -r requirements-dev.in
     #   google-api-core
     #   grpcio-status
-grpcio==1.76.0 \
-    --hash=sha256:035d90bc79eaa4bed83f524331d55e35820725c9fbb00ffa1904d5550ed7ede3 \
-    --hash=sha256:04bbe1bfe3a68bbfd4e52402ab7d4eb59d72d02647ae2042204326cf4bbad280 \
-    --hash=sha256:063065249d9e7e0782d03d2bca50787f53bd0fb89a67de9a7b521c4a01f1989b \
-    --hash=sha256:06c3d6b076e7b593905d04fdba6a0525711b3466f43b3400266f04ff735de0cd \
-    --hash=sha256:08caea849a9d3c71a542827d6df9d5a69067b0a1efbea8a855633ff5d9571465 \
-    --hash=sha256:0aaa82d0813fd4c8e589fac9b65d7dd88702555f702fb10417f96e2a2a6d4c0f \
-    --hash=sha256:0b7604868b38c1bfd5cf72d768aedd7db41d78cb6a4a18585e33fb0f9f2363fd \
-    --hash=sha256:0c37db8606c258e2ee0c56b78c62fc9dee0e901b5dbdcf816c2dd4ad652b8b0c \
-    --hash=sha256:1c9b93f79f48b03ada57ea24725d83a30284a012ec27eab2cf7e50a550cbbbcc \
-    --hash=sha256:2107b0c024d1b35f4083f11245c0e23846ae64d02f40b2b226684840260ed054 \
-    --hash=sha256:2229ae655ec4e8999599469559e97630185fdd53ae1e8997d147b7c9b2b72cba \
-    --hash=sha256:25a18e9810fbc7e7f03ec2516addc116a957f8cbb8cbc95ccc80faa072743d03 \
-    --hash=sha256:26ef06c73eb53267c2b319f43e6634c7556ea37672029241a056629af27c10e2 \
-    --hash=sha256:2e1743fbd7f5fa713a1b0a8ac8ebabf0ec980b5d8809ec358d488e273b9cf02a \
-    --hash=sha256:32483fe2aab2c3794101c2a159070584e5db11d0aa091b2c0ea9c4fc43d0d749 \
-    --hash=sha256:3bf0f392c0b806905ed174dcd8bdd5e418a40d5567a05615a030a5aeddea692d \
-    --hash=sha256:3e2a27c89eb9ac3d81ec8835e12414d73536c6e620355d65102503064a4ed6eb \
-    --hash=sha256:40ad3afe81676fd9ec6d9d406eda00933f218038433980aa19d401490e46ecde \
-    --hash=sha256:4215d3a102bd95e2e11b5395c78562967959824156af11fa93d18fdd18050990 \
-    --hash=sha256:45d59a649a82df5718fd9527ce775fd66d1af35e6d31abdcdc906a49c6822958 \
-    --hash=sha256:45e0111e73f43f735d70786557dc38141185072d7ff8dc1829d6a77ac1471468 \
-    --hash=sha256:479496325ce554792dba6548fae3df31a72cef7bad71ca2e12b0e58f9b336bfc \
-    --hash=sha256:490fa6d203992c47c7b9e4a9d39003a0c2bcc1c9aa3c058730884bbbb0ee9f09 \
-    --hash=sha256:49ce47231818806067aea3324d4bf13825b658ad662d3b25fada0bdad9b8a6af \
-    --hash=sha256:4baf3cbe2f0be3289eb68ac8ae771156971848bb8aaff60bad42005539431980 \
-    --hash=sha256:522175aba7af9113c48ec10cc471b9b9bd4f6ceb36aeb4544a8e2c80ed9d252d \
-    --hash=sha256:5e8571632780e08526f118f74170ad8d50fb0a48c23a746bef2a6ebade3abd6f \
-    --hash=sha256:615ba64c208aaceb5ec83bfdce7728b80bfeb8be97562944836a7a0a9647d882 \
-    --hash=sha256:61f69297cba3950a524f61c7c8ee12e55c486cb5f7db47ff9dcee33da6f0d3ae \
-    --hash=sha256:65a20de41e85648e00305c1bb09a3598f840422e522277641145a32d42dcefcc \
-    --hash=sha256:6a15c17af8839b6801d554263c546c69c4d7718ad4321e3166175b37eaacca77 \
-    --hash=sha256:747fa73efa9b8b1488a95d0ba1039c8e2dca0f741612d80415b1e1c560febf4e \
-    --hash=sha256:7be78388d6da1a25c0d5ec506523db58b18be22d9c37d8d3a32c08be4987bd73 \
-    --hash=sha256:81fd9652b37b36f16138611c7e884eb82e0cec137c40d3ef7c3f9b3ed00f6ed8 \
-    --hash=sha256:83d57312a58dcfe2a3a0f9d1389b299438909a02db60e2f2ea2ae2d8034909d3 \
-    --hash=sha256:8843114c0cfce61b40ad48df65abcfc00d4dba82eae8718fab5352390848c5da \
-    --hash=sha256:8cc3309d8e08fd79089e13ed4819d0af72aa935dd8f435a195fd152796752ff2 \
-    --hash=sha256:8ebe63ee5f8fa4296b1b8cfc743f870d10e902ca18afc65c68cf46fd39bb0783 \
-    --hash=sha256:8eddfb4d203a237da6f3cc8a540dad0517d274b5a1e9e636fd8d2c79b5c1d397 \
-    --hash=sha256:922fa70ba549fce362d2e2871ab542082d66e2aaf0c19480ea453905b01f384e \
-    --hash=sha256:931091142fd8cc14edccc0845a79248bc155425eee9a98b2db2ea4f00a235a42 \
-    --hash=sha256:971fd5a1d6e62e00d945423a567e42eb1fa678ba89072832185ca836a94daaa6 \
-    --hash=sha256:980a846182ce88c4f2f7e2c22c56aefd515daeb36149d1c897f83cf57999e0b6 \
-    --hash=sha256:9d9adda641db7207e800a7f089068f6f645959f2df27e870ee81d44701dd9db3 \
-    --hash=sha256:9f8f757bebaaea112c00dba718fc0d3260052ce714e25804a03f93f5d1c6cc11 \
-    --hash=sha256:a6ae758eb08088d36812dd5d9af7a9859c05b1e0f714470ea243694b49278e7b \
-    --hash=sha256:a8c2cf1209497cf659a667d7dea88985e834c24b7c3b605e6254cbb5076d985c \
-    --hash=sha256:acab0277c40eff7143c2323190ea57b9ee5fd353d8190ee9652369fae735668a \
-    --hash=sha256:b331680e46239e090f5b3cead313cc772f6caa7d0fc8de349337563125361a4a \
-    --hash=sha256:c088e7a90b6017307f423efbb9d1ba97a22aa2170876223f9709e9d1de0b5347 \
-    --hash=sha256:d099566accf23d21037f18a2a63d323075bebace807742e4b0ac210971d4dd70 \
-    --hash=sha256:d388087771c837cdb6515539f43b9d4bf0b0f23593a24054ac16f7a960be16f4 \
-    --hash=sha256:dcfe41187da8992c5f40aa8c5ec086fa3672834d2be57a32384c08d5a05b4c00 \
-    --hash=sha256:e6d1db20594d9daba22f90da738b1a0441a7427552cc6e2e3d1297aeddc00378 \
-    --hash=sha256:ebea5cc3aa8ea72e04df9913492f9a96d9348db876f9dda3ad729cfedf7ac416 \
-    --hash=sha256:ebebf83299b0cb1721a8859ea98f3a77811e35dce7609c5c963b9ad90728f886 \
-    --hash=sha256:f0e34c2079d47ae9f6188211db9e777c619a21d4faba6977774e8fa43b085e48 \
-    --hash=sha256:f92f88e6c033db65a5ae3d97905c8fea9c725b63e28d5a75cb73b49bda5024d8 \
-    --hash=sha256:f9f7bd5faab55f47231ad8dba7787866b69f5e93bc306e3915606779bbfb4ba8 \
-    --hash=sha256:fd5ef5932f6475c436c4a55e4336ebbe47bd3272be04964a03d316bbf4afbcbc \
-    --hash=sha256:ff8a59ea85a1f2191a0ffcc61298c571bc566332f82e5f5be1b83c9d8e668a62
+grpcio==1.78.0 \
+    --hash=sha256:082653eecbdf290e6e3e2c276ab2c54b9e7c299e07f4221872380312d8cf395e \
+    --hash=sha256:10a9a644b5dd5aec3b82b5b0b90d41c0fa94c85ef42cb42cf78a23291ddb5e7d \
+    --hash=sha256:12a771591ae40bc65ba67048fa52ef4f0e6db8279e595fd349f9dfddeef571f9 \
+    --hash=sha256:185dea0d5260cbb2d224c507bf2a5444d5abbb1fa3594c1ed7e4c709d5eb8383 \
+    --hash=sha256:1afa62af6e23f88629f2b29ec9e52ec7c65a7176c1e0a83292b93c76ca882558 \
+    --hash=sha256:2045397e63a7a0ee7957c25f7dbb36ddc110e0cfb418403d110c0a7a68a844e9 \
+    --hash=sha256:207db540302c884b8848036b80db352a832b99dfdf41db1eb554c2c2c7800f65 \
+    --hash=sha256:271c73e6e5676afe4fc52907686670c7cea22ab2310b76a59b678403ed40d670 \
+    --hash=sha256:2777b783f6c13b92bd7b716667452c329eefd646bfb3f2e9dabea2e05dbd34f6 \
+    --hash=sha256:2bf5e2e163b356978b23652c4818ce4759d40f4712ee9ec5a83c4be6f8c23a3a \
+    --hash=sha256:35eb275bf1751d2ffbd8f57cdbc46058e857cf3971041521b78b7db94bdaf127 \
+    --hash=sha256:391e93548644e6b2726f1bb84ed60048d4bcc424ce5e4af0843d28ca0b754fec \
+    --hash=sha256:3c586ac70e855c721bda8f548d38c3ca66ac791dc49b66a8281a1f99db85e452 \
+    --hash=sha256:3f8904a8165ab21e07e58bf3e30a73f4dffc7a1e0dbc32d51c61b5360d26f43e \
+    --hash=sha256:459ab414b35f4496138d0ecd735fed26f1318af5e52cb1efbc82a09f0d5aa911 \
+    --hash=sha256:4c5533d03a6cbd7f56acfc9cfb44ea64f63d29091e40e44010d34178d392d7eb \
+    --hash=sha256:51b13f9aed9d59ee389ad666b8c2214cc87b5de258fa712f9ab05f922e3896c6 \
+    --hash=sha256:5361a0630a7fdb58a6a97638ab70e1dae2893c4d08d7aba64ded28bb9e7a29df \
+    --hash=sha256:5397fff416b79e4b284959642a4e95ac4b0f1ece82c9993658e0e477d40551ec \
+    --hash=sha256:57bab6deef2f4f1ca76cc04565df38dc5713ae6c17de690721bdf30cb1e0545c \
+    --hash=sha256:6092beabe1966a3229f599d7088b38dfc8ffa1608b5b5cdda31e591e6500f856 \
+    --hash=sha256:684083fd383e9dc04c794adb838d4faea08b291ce81f64ecd08e4577c7398adf \
+    --hash=sha256:735e38e176a88ce41840c21bb49098ab66177c64c82426e24e0082500cc68af5 \
+    --hash=sha256:7382b95189546f375c174f53a5fa873cef91c4b8005faa05cc5b3beea9c4f1c5 \
+    --hash=sha256:748b6138585379c737adc08aeffd21222abbda1a86a0dca2a39682feb9196c20 \
+    --hash=sha256:74be1268d1439eaaf552c698cdb11cd594f0c49295ae6bb72c34ee31abbe611b \
+    --hash=sha256:7cc47943d524ee0096f973e1081cb8f4f17a4615f2116882a5f1416e4cfe92b5 \
+    --hash=sha256:859b13906ce098c0b493af92142ad051bf64c7870fa58a123911c88606714996 \
+    --hash=sha256:85f93781028ec63f383f6bc90db785a016319c561cc11151fbb7b34e0d012303 \
+    --hash=sha256:86ce2371bfd7f212cf60d8517e5e854475c2c43ce14aa910e136ace72c6db6c1 \
+    --hash=sha256:86f85dd7c947baa707078a236288a289044836d4b640962018ceb9cd1f899af5 \
+    --hash=sha256:8dfffba826efcf366b1e3ccc37e67afe676f290e13a3b48d31a46739f80a8724 \
+    --hash=sha256:8f2ac84905d12918e4e55a16da17939eb63e433dc11b677267c35568aa63fc84 \
+    --hash=sha256:94309f498bcc07e5a7d16089ab984d42ad96af1d94b5a4eb966a266d9fcabf68 \
+    --hash=sha256:94f95cf5d532d0e717eed4fc1810e8e6eded04621342ec54c89a7c2f14b581bf \
+    --hash=sha256:9566fe4ababbb2610c39190791e5b829869351d14369603702e890ef3ad2d06e \
+    --hash=sha256:9dca934f24c732750389ce49d638069c3892ad065df86cb465b3fa3012b70c9e \
+    --hash=sha256:a9f136fbafe7ccf4ac7e8e0c28b31066e810be52d6e344ef954a3a70234e1702 \
+    --hash=sha256:ab399ef5e3cd2a721b1038a0f3021001f19c5ab279f145e1146bb0b9f1b2b12c \
+    --hash=sha256:b0c689c02947d636bc7fab3e30cc3a3445cca99c834dfb77cd4a6cabfc1c5597 \
+    --hash=sha256:b2342d87af32790f934a79c3112641e7b27d63c261b8b4395350dad43eff1dc7 \
+    --hash=sha256:b58f37edab4a3881bc6c9bca52670610e0c9ca14e2ea3cf9debf185b870457fb \
+    --hash=sha256:bd8cb8026e5f5b50498a3c4f196f57f9db344dad829ffae16b82e4fdbaea2813 \
+    --hash=sha256:be63c88b32e6c0f1429f1398ca5c09bc64b0d80950c8bb7807d7d7fb36fb84c7 \
+    --hash=sha256:c3f293fdc675ccba4db5a561048cca627b5e7bd1c8a6973ffedabe7d116e22e2 \
+    --hash=sha256:c41bc64626db62e72afec66b0c8a0da76491510015417c127bfc53b2fe6d7f7f \
+    --hash=sha256:ce3a90455492bf8bfa38e56fbbe1dbd4f872a3d8eeaf7337dc3b1c8aa28c271b \
+    --hash=sha256:ce7599575eeb25c0f4dc1be59cada6219f3b56176f799627f44088b21381a28a \
+    --hash=sha256:dce09d6116df20a96acfdbf85e4866258c3758180e8c49845d6ba8248b6d0bbb \
+    --hash=sha256:de8cb00d1483a412a06394b8303feec5dcb3b55f81d83aa216dbb6a0b86a94f5 \
+    --hash=sha256:df2c8f3141f7cbd112a6ebbd760290b5849cda01884554f7c67acc14e7b1758a \
+    --hash=sha256:e87cbc002b6f440482b3519e36e1313eb5443e9e9e73d6a52d43bd2004fcfd8e \
+    --hash=sha256:e888474dee2f59ff68130f8a397792d8cb8e17e6b3434339657ba4ee90845a8c \
+    --hash=sha256:f12857d24d98441af6a1d5c87442d624411db486f7ba12550b07788f74b67b04 \
+    --hash=sha256:f2d4e43ee362adfc05994ed479334d5a451ab7bc3f3fee1b796b8ca66895acb4 \
+    --hash=sha256:f3d6379493e18ad4d39537a82371c5281e153e963cecb13f953ebac155756525 \
+    --hash=sha256:f8dff3d9777e5d2703a962ee5c286c239bf0ba173877cc68dc02c17d042e29de \
+    --hash=sha256:f9ab915a267fc47c7e88c387a3a28325b58c898e23d4995f765728f4e3dedb97 \
+    --hash=sha256:fbe6e89c7ffb48518384068321621b2a69cab509f58e40e4399fdd378fa6d074 \
+    --hash=sha256:fd5f135b1bd58ab088930b3c613455796dfa0393626a6972663ccdda5b4ac6ce \
+    --hash=sha256:ff870aebe9a93a85283837801d35cd5f8814fe2ad01e606861a7fb47c762a2b7
     # via
     #   -r requirements-dev.in
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   grpcio-status
-grpcio-status==1.76.0 \
-    --hash=sha256:25fcbfec74c15d1a1cb5da3fab8ee9672852dc16a5a9eeb5baf7d7a9952943cd \
-    --hash=sha256:380568794055a8efbbd8871162df92012e0228a5f6dffaf57f2a00c534103b18
+grpcio-status==1.78.0 \
+    --hash=sha256:a34cfd28101bfea84b5aa0f936b4b423019e9213882907166af6b3bddc59e189 \
+    --hash=sha256:b492b693d4bf27b47a6c32590701724f1d3b9444b36491878fb71f6208857f34
     # via
     #   -r requirements-dev.in
     #   google-api-core
-id==1.5.0 \
-    --hash=sha256:292cb8a49eacbbdbce97244f47a97b4c62540169c976552e497fd57df0734c1d \
-    --hash=sha256:f1434e1cef91f2cbb8a4ec64663d5a23b9ed43ef44c4c957d02583d61714c658
+id==1.6.1 \
+    --hash=sha256:d0732d624fb46fd4e7bc4e5152f00214450953b9e772c182c1c22964def1a069 \
+    --hash=sha256:f5ec41ed2629a508f5d0988eda142e190c9c6da971100612c4de9ad9f9b237ca
     # via
     #   -r requirements-dev.in
     #   twine
@@ -796,9 +806,9 @@ jaraco-classes==3.4.0 \
     # via
     #   -r requirements-dev.in
     #   keyring
-jaraco-context==6.0.2 \
-    --hash=sha256:55fc21af4b4f9ca94aa643b6ee7fe13b1e4c01abf3aeb98ca4ad9c80b741c786 \
-    --hash=sha256:953ae8dddb57b1d791bf72ea1009b32088840a7dd19b9ba16443f62be919ee57
+jaraco-context==6.1.0 \
+    --hash=sha256:129a341b0a85a7db7879e22acd66902fda67882db771754574338898b2d5d86f \
+    --hash=sha256:a43b5ed85815223d0d3cfdb6d7ca0d2bc8946f28f30b6f3216bda070f68badda
     # via
     #   -r requirements-dev.in
     #   keyring
@@ -944,83 +954,97 @@ kiwisolver==1.4.9 \
     # via
     #   -r requirements-dev.in
     #   matplotlib
-librt==0.7.7 \
-    --hash=sha256:067be973d90d9e319e6eb4ee2a9b9307f0ecd648b8a9002fa237289a4a07a9e7 \
-    --hash=sha256:0996c83b1cb43c00e8c87835a284f9057bc647abd42b5871e5f941d30010c832 \
-    --hash=sha256:0ecce0544d3db91a40f8b57ae26928c02130a997b540f908cefd4d279d6c5848 \
-    --hash=sha256:10c8fb9966f84737115513fecbaf257f9553d067a7dd45a69c2c7e5339e6a8dc \
-    --hash=sha256:142c2cd91794b79fd0ce113bd658993b7ede0fe93057668c2f98a45ca00b7e91 \
-    --hash=sha256:14ef0f4ac3728ffd85bfc58e2f2f48fb4ef4fa871876f13a73a7381d10a9f77c \
-    --hash=sha256:1908c3e5a5ef86b23391448b47759298f87f997c3bd153a770828f58c2bb4630 \
-    --hash=sha256:1bcd79be209313b270b0e1a51c67ae1af28adad0e0c7e84c3ad4b5cb57aaa75b \
-    --hash=sha256:23d2299ed007812cccc1ecef018db7d922733382561230de1f3954db28433977 \
-    --hash=sha256:23daa1ab0512bafdd677eb1bfc9611d8ffbe2e328895671e64cb34166bc1b8c8 \
-    --hash=sha256:2567cb48dc03e5b246927ab35cbb343376e24501260a9b5e30b8e255dca0d1d2 \
-    --hash=sha256:264720fc288c86039c091a4ad63419a5d7cabbf1c1c9933336a957ed2483e570 \
-    --hash=sha256:2987cf827011907d3dfd109f1be0d61e173d68b1270107bb0e89f2fca7f2ed6b \
-    --hash=sha256:2a85a1fc4ed11ea0eb0a632459ce004a2d14afc085a50ae3463cd3dfe1ce43fc \
-    --hash=sha256:3d1fe2e8df3268dd6734dba33ededae72ad5c3a859b9577bc00b715759c5aaab \
-    --hash=sha256:4353ee891a1834567e0302d4bd5e60f531912179578c36f3d0430f8c5e16b456 \
-    --hash=sha256:44d63ce643f34a903f09ff7ca355aae019a3730c7afd6a3c037d569beeb5d151 \
-    --hash=sha256:467dbd7443bda08338fc8ad701ed38cef48194017554f4c798b0a237904b3f99 \
-    --hash=sha256:4862cb2c702b1f905c0503b72d9d4daf65a7fdf5a9e84560e563471e57a56949 \
-    --hash=sha256:4bf3cc46d553693382d2abf5f5bd493d71bb0f50a7c0beab18aa13a5545c8900 \
-    --hash=sha256:4dcee2f921a8632636d1c37f1bbdb8841d15666d119aa61e5399c5268e7ce02e \
-    --hash=sha256:50d1d1ee813d2d1a3baf2873634ba506b263032418d16287c92ec1cc9c1a00cb \
-    --hash=sha256:5335890fea9f9e6c4fdf8683061b9ccdcbe47c6dc03ab8e9b68c10acf78be78d \
-    --hash=sha256:558a9e5a6f3cc1e20b3168fb1dc802d0d8fa40731f6e9932dcc52bbcfbd37111 \
-    --hash=sha256:5e419e0db70991b6ba037b70c1d5bbe92b20ddf82f31ad01d77a347ed9781398 \
-    --hash=sha256:6066c638cdf85ff92fc6f932d2d73c93a0e03492cdfa8778e6d58c489a3d7259 \
-    --hash=sha256:6ae8aec43117a645a31e5f60e9e3a0797492e747823b9bda6972d521b436b4e8 \
-    --hash=sha256:6b6f8ea465524aa4c7420c7cc4ca7d46fe00981de8debc67b1cc2e9957bb5b9d \
-    --hash=sha256:7b16ccaeff0ed4355dfb76fe1ea7a5d6d03b5ad27f295f77ee0557bc20a72495 \
-    --hash=sha256:7d13cc340b3b82134f8038a2bfe7137093693dcad8ba5773da18f95ad6b77a8a \
-    --hash=sha256:7ef28f2e7a016b29792fe0a2dd04dec75725b32a1264e390c366103f834a9c3a \
-    --hash=sha256:8185c8497d45164e256376f9da5aed2bb26ff636c798c9dabe313b90e9f25b28 \
-    --hash=sha256:81d957b069fed1890953c3b9c3895c7689960f233eea9a1d9607f71ce7f00b2c \
-    --hash=sha256:86f86b3b785487c7760247bcdac0b11aa8bf13245a13ed05206286135877564b \
-    --hash=sha256:8e92c8de62b40bfce91d5e12c6e8b15434da268979b1af1a6589463549d491e6 \
-    --hash=sha256:8f2f8dcf5ab9f80fb970c6fd780b398efb2f50c1962485eb8d3ab07788595a48 \
-    --hash=sha256:8f4a0b0a3c86ba9193a8e23bb18f100d647bf192390ae195d84dfa0a10fb6244 \
-    --hash=sha256:8f7a74cf3a80f0c3b0ec75b0c650b2f0a894a2cec57ef75f6f72c1e82cdac61d \
-    --hash=sha256:955c62571de0b181d9e9e0a0303c8bc90d47670a5eff54cf71bf5da61d1899cf \
-    --hash=sha256:983de36b5a83fe9222f4f7dcd071f9b1ac6f3f17c0af0238dadfb8229588f890 \
-    --hash=sha256:9b15e5d17812d4d629ff576699954f74e2cc24a02a4fc401882dd94f81daba45 \
-    --hash=sha256:9b4346b1225be26def3ccc6c965751c74868f0578cbcba293c8ae9168483d811 \
-    --hash=sha256:9b5fb1ecb2c35362eab2dbd354fd1efa5a8440d3e73a68be11921042a0edc0ff \
-    --hash=sha256:a10b8eebdaca6e9fdbaf88b5aefc0e324b763a5f40b1266532590d5afb268a4c \
-    --hash=sha256:a1f5cc41a570269d1be7a676655875e3a53de4992a9fa38efb7983e97cf73d7c \
-    --hash=sha256:a3bfe73a32bd0bdb9a87d586b05a23c0a1729205d79df66dee65bb2e40d671ba \
-    --hash=sha256:a487b71fbf8a9edb72a8c7a456dda0184642d99cd007bc819c0b7ab93676a8ee \
-    --hash=sha256:a609849aca463074c17de9cda173c276eb8fee9e441053529e7b9e249dc8b8ee \
-    --hash=sha256:a76f1d679beccccdf8c1958e732a1dfcd6e749f8821ee59d7bec009ac308c029 \
-    --hash=sha256:a7ea4e1fbd253e5c68ea0fe63d08577f9d288a73f17d82f652ebc61fa48d878d \
-    --hash=sha256:ab2a2a9cd7d044e1a11ca64a86ad3361d318176924bbe5152fbc69f99be20b8c \
-    --hash=sha256:ad3fc2d859a709baf9dd9607bb72f599b1cfb8a39eafd41307d0c3c4766763cb \
-    --hash=sha256:add4e0a000858fe9bb39ed55f31085506a5c38363e6eb4a1e5943a10c2bfc3d1 \
-    --hash=sha256:aea05f701ccd2a76b34f0daf47ca5068176ff553510b614770c90d76ac88df06 \
-    --hash=sha256:b8bb331aad734b059c4b450cd0a225652f16889e286b2345af5e2c3c625c3d85 \
-    --hash=sha256:bdb9f3d865b2dafe7f9ad7f30ef563c80d0ddd2fdc8cc9b8e4f242f475e34d75 \
-    --hash=sha256:c084841b879c4d9b9fa34e5d5263994f21aea7fd9c6add29194dbb41a6210536 \
-    --hash=sha256:c48c7e150c095d5e3cea7452347ba26094be905d6099d24f9319a8b475fcd3e0 \
-    --hash=sha256:c7e5070cf3ec92d98f57574da0224f8c73faf1ddd6d8afa0b8c9f6e86997bc74 \
-    --hash=sha256:c87654e29a35938baead1c4559858f346f4a2a7588574a14d784f300ffba0efd \
-    --hash=sha256:c8ffe3431d98cc043a14e88b21288b5ec7ee12cb01260e94385887f285ef9389 \
-    --hash=sha256:c9faaebb1c6212c20afd8043cd6ed9de0a47d77f91a6b5b48f4e46ed470703fe \
-    --hash=sha256:d1454899909d63cc9199a89fcc4f81bdd9004aef577d4ffc022e600c412d57f3 \
-    --hash=sha256:d6b7d93657332c817b8d674ef6bf1ab7796b4f7ce05e420fd45bd258a72ac804 \
-    --hash=sha256:dbc4900e95a98fc0729523be9d93a8fedebb026f32ed9ffc08acd82e3e181503 \
-    --hash=sha256:e40d20ae1722d6b8ea6acf4597e789604649dcd9c295eb7361a28225bc2e9e12 \
-    --hash=sha256:e4836c5645f40fbdc275e5670819bde5ab5f2e882290d304e3c6ddab1576a6d0 \
-    --hash=sha256:e4ab69fa37f8090f2d971a5d2bc606c7401170dbdae083c393d6cbf439cb45b8 \
-    --hash=sha256:ef7699b7a5a244b1119f85c5bbc13f152cd38240cbb2baa19b769433bae98e50 \
-    --hash=sha256:f0c8fe5aeadd8a0e5b0598f8a6ee3533135ca50fd3f20f130f9d72baf5c6ac58 \
-    --hash=sha256:f2cb63c49bc96847c3bb8dca350970e4dcd19936f391cfdfd057dcb37c4fa97e \
-    --hash=sha256:f4d4efb218264ecf0f8516196c9e2d1a0679d9fb3bb15df1155a35220062eba8 \
-    --hash=sha256:f683dcd49e2494a7535e30f779aa1ad6e3732a019d80abe1309ea91ccd3230e3 \
-    --hash=sha256:f83c971eb9d2358b6a18da51dc0ae00556ac7c73104dde16e9e14c15aaf685ca \
-    --hash=sha256:f8df32a99cc46eb0ee90afd9ada113ae2cafe7e8d673686cf03ec53e49635439 \
-    --hash=sha256:ff1fb2dfef035549565a4124998fadcb7a3d4957131ddf004a56edeb029626b3
+librt==0.8.1 \
+    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
+    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
+    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
+    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
+    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
+    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
+    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
+    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
+    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
+    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
+    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
+    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
+    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
+    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
+    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
+    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
+    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
+    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
+    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
+    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
+    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
+    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
+    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
+    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
+    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
+    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
+    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
+    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
+    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
+    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
+    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
+    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
+    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
+    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
+    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
+    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
+    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
+    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
+    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
+    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
+    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
+    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
+    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
+    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
+    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
+    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
+    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
+    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
+    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
+    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
+    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
+    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
+    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
+    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
+    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
+    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
+    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
+    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
+    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
+    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
+    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
+    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
+    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
+    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
+    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
+    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
+    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
+    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
+    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
+    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
+    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
+    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
+    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
+    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
+    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
+    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
+    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
+    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
+    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
+    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
+    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
+    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
+    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
+    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
+    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
+    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
+    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
+    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
+    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
+    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
     # via
     #   -r requirements-dev.in
     #   mypy
@@ -1192,9 +1216,9 @@ mdurl==0.1.2 \
     # via
     #   -r requirements-dev.in
     #   markdown-it-py
-mizani==0.14.3 \
-    --hash=sha256:6d2ca9b1b8366ff85668f0cc1b6095f1e702e26e66f132c4f02a949efa32a688 \
-    --hash=sha256:c2fb886b3c9e8109be5b8fd21e1130fba1f0a20230a987146240221209fc0ddd
+mizani==0.14.4 \
+    --hash=sha256:28934d91516d922d7cb0382c82a6c513692abc0174c42a50294ae571520633f9 \
+    --hash=sha256:ed72bf249e2a18b5dcc65cd54c7eaa5444b2cb09c7e18aafa2ab6f05f1b78620
     # via
     #   -r requirements-dev.in
     #   plotnine
@@ -1264,118 +1288,117 @@ mypy-extensions==1.1.0 \
     # via
     #   -r requirements-dev.in
     #   mypy
-narwhals==2.15.0 \
-    --hash=sha256:a9585975b99d95084268445a1fdd881311fa26ef1caa18020d959d5b2ff9a965 \
-    --hash=sha256:cbfe21ca19d260d9fd67f995ec75c44592d1f106933b03ddd375df7ac841f9d6
+narwhals==2.16.0 \
+    --hash=sha256:155bb45132b370941ba0396d123cf9ed192bf25f39c4cea726f2da422ca4e145 \
+    --hash=sha256:846f1fd7093ac69d63526e50732033e86c30ea0026a44d9b23991010c7d1485d
     # via
     #   -r requirements-dev.in
     #   formulaic
     #   marginaleffects
-nh3==0.3.2 \
-    --hash=sha256:019ecbd007536b67fdf76fab411b648fb64e2257ca3262ec80c3425c24028c80 \
-    --hash=sha256:03d617e5c8aa7331bd2659c654e021caf9bba704b109e7b2b28b039a00949fe5 \
-    --hash=sha256:0dca4365db62b2d71ff1620ee4f800c4729849906c5dd504ee1a7b2389558e31 \
-    --hash=sha256:0fe7ee035dd7b2290715baf29cb27167dddd2ff70ea7d052c958dbd80d323c99 \
-    --hash=sha256:13398e676a14d6233f372c75f52d5ae74f98210172991f7a3142a736bd92b131 \
-    --hash=sha256:169db03df90da63286e0560ea0efa9b6f3b59844a9735514a1d47e6bb2c8c61b \
-    --hash=sha256:1710f3901cd6440ca92494ba2eb6dc260f829fa8d9196b659fa10de825610ce0 \
-    --hash=sha256:1f9ba555a797dbdcd844b89523f29cdc90973d8bd2e836ea6b962cf567cadd93 \
-    --hash=sha256:2ab70e8c6c7d2ce953d2a58102eefa90c2d0a5ed7aa40c7e29a487bc5e613131 \
-    --hash=sha256:2c9850041b77a9147d6bbd6dbbf13eeec7009eb60b44e83f07fcb2910075bf9b \
-    --hash=sha256:403c11563e50b915d0efdb622866d1d9e4506bce590ef7da57789bf71dd148b5 \
-    --hash=sha256:45c953e57028c31d473d6b648552d9cab1efe20a42ad139d78e11d8f42a36130 \
-    --hash=sha256:562da3dca7a17f9077593214a9781a94b8d76de4f158f8c895e62f09573945fe \
-    --hash=sha256:6d66f41672eb4060cf87c037f760bdbc6847852ca9ef8e9c5a5da18f090abf87 \
-    --hash=sha256:7064ccf5ace75825bd7bf57859daaaf16ed28660c1c6b306b649a9eda4b54b1e \
-    --hash=sha256:72d67c25a84579f4a432c065e8b4274e53b7cf1df8f792cf846abfe2c3090866 \
-    --hash=sha256:7bb18403f02b655a1bbe4e3a4696c2ae1d6ae8f5991f7cacb684b1ae27e6c9f7 \
-    --hash=sha256:91e9b001101fb4500a2aafe3e7c92928d85242d38bf5ac0aba0b7480da0a4cd6 \
-    --hash=sha256:a40202fd58e49129764f025bbaae77028e420f1d5b3c8e6f6fd3a6490d513868 \
-    --hash=sha256:c8745454cdd28bbbc90861b80a0111a195b0e3961b9fa2e672be89eb199fa5d8 \
-    --hash=sha256:cf5964d54edd405e68583114a7cba929468bcd7db5e676ae38ee954de1cfc104 \
-    --hash=sha256:d18957a90806d943d141cc5e4a0fefa1d77cf0d7a156878bf9a66eed52c9cc7d \
-    --hash=sha256:dce4248edc427c9b79261f3e6e2b3ecbdd9b88c267012168b4a7b3fc6fd41d13 \
-    --hash=sha256:f2f55c4d2d5a207e74eefe4d828067bbb01300e06e2a7436142f915c5928de07 \
-    --hash=sha256:f394759a06df8b685a4ebfb1874fb67a9cbfd58c64fc5ed587a663c0e63ec376 \
-    --hash=sha256:f97f8b25cb2681d25e2338148159447e4d689aafdccfcf19e61ff7db3905768a
+nh3==0.3.3 \
+    --hash=sha256:0d5eb734a78ac364af1797fef718340a373f626a9ff6b4fb0b4badf7927e7b81 \
+    --hash=sha256:185ed41b88c910b9ca8edc89ca3b4be688a12cb9de129d84befa2f74a0039fee \
+    --hash=sha256:1ef87f8e916321a88b45f2d597f29bd56e560ed4568a50f0f1305afab86b7189 \
+    --hash=sha256:21a63ccb18ddad3f784bb775955839b8b80e347e597726f01e43ca1abcc5c808 \
+    --hash=sha256:21b058cd20d9f0919421a820a2843fdb5e1749c0bf57a6247ab8f4ba6723c9fc \
+    --hash=sha256:24769a428e9e971e4ccfb24628f83aaa7dc3c8b41b130c8ddc1835fa1c924489 \
+    --hash=sha256:2efd17c0355d04d39e6d79122b42662277ac10a17ea48831d90b46e5ef7e4fc0 \
+    --hash=sha256:3a62b8ae7c235481715055222e54c682422d0495a5c73326807d4e44c5d14691 \
+    --hash=sha256:45fe0d6a607264910daec30360c8a3b5b1500fd832d21b2da608256287bcb92d \
+    --hash=sha256:4c730617bdc15d7092dcc0469dc2826b914c8f874996d105b4bc3842a41c1cd9 \
+    --hash=sha256:52e973cb742e95b9ae1b35822ce23992428750f4b46b619fe86eba4205255b30 \
+    --hash=sha256:5a4b2c1f3e6f3cbe7048e17f4fefad3f8d3e14cc0fd08fb8599e0d5653f6b181 \
+    --hash=sha256:5bc1d4b30ba1ba896669d944b6003630592665974bd11a3dc2f661bde92798a7 \
+    --hash=sha256:90126a834c18af03bfd6ff9a027bfa6bbf0e238527bc780a24de6bd7cc1041e2 \
+    --hash=sha256:92a958e6f6d0100e025a5686aafd67e3c98eac67495728f8bb64fbeb3e474493 \
+    --hash=sha256:9ed40cf8449a59a03aa465114fedce1ff7ac52561688811d047917cc878b19ca \
+    --hash=sha256:a446eae598987f49ee97ac2f18eafcce4e62e7574bd1eb23782e4702e54e217d \
+    --hash=sha256:b50c3770299fb2a7c1113751501e8878d525d15160a4c05194d7fe62b758aad8 \
+    --hash=sha256:b7a18ee057761e455d58b9d31445c3e4b2594cff4ddb84d2e331c011ef46f462 \
+    --hash=sha256:b838e619f483531483d26d889438e53a880510e832d2aafe73f93b7b1ac2bce2 \
+    --hash=sha256:e8ee96156f7dfc6e30ecda650e480c5ae0a7d38f0c6fafc3c1c655e2500421d9 \
+    --hash=sha256:e974850b131fdffa75e7ad8e0d9c7a855b96227b093417fdf1bd61656e530f37 \
+    --hash=sha256:e98fa3dbfd54e25487e36ba500bc29bca3a4cab4ffba18cfb1a35a2d02624297 \
+    --hash=sha256:f433a2dd66545aad4a720ad1b2150edcdca75bfff6f4e6f378ade1ec138d5e77 \
+    --hash=sha256:f4400a73c2a62859e769f9d36d1b5a7a5c65c4179d1dddd2f6f3095b2db0cbfc \
+    --hash=sha256:f508ddd4e2433fdcb78c790fc2d24e3a349ba775e5fa904af89891321d4844a3 \
+    --hash=sha256:fc305a2264868ec8fa16548296f803d8fd9c1fa66cd28b88b605b1bd06667c0b
     # via
     #   -r requirements-dev.in
     #   readme-renderer
-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
+numpy==2.4.2 \
+    --hash=sha256:00ab83c56211a1d7c07c25e3217ea6695e50a3e2f255053686b081dc0b091a82 \
+    --hash=sha256:068cdb2d0d644cdb45670810894f6a0600797a69c05f1ac478e8d31670b8ee75 \
+    --hash=sha256:0f01dcf33e73d80bd8dc0f20a71303abbafa26a19e23f6b68d1aa9990af90257 \
+    --hash=sha256:0fece1d1f0a89c16b03442eae5c56dc0be0c7883b5d388e0c03f53019a4bfd71 \
+    --hash=sha256:12e26134a0331d8dbd9351620f037ec470b7c75929cb8a1537f6bfe411152a1a \
+    --hash=sha256:1ae241bbfc6ae276f94a170b14785e561cb5e7f626b6688cf076af4110887413 \
+    --hash=sha256:1f92f53998a17265194018d1cc321b2e96e900ca52d54c7c77837b71b9465181 \
+    --hash=sha256:209fae046e62d0ce6435fcfe3b1a10537e858249b3d9b05829e2a05218296a85 \
+    --hash=sha256:20abd069b9cda45874498b245c8015b18ace6de8546bf50dfa8cea1696ed06ef \
+    --hash=sha256:21982668592194c609de53ba4933a7471880ccbaadcc52352694a59ecc860b3a \
+    --hash=sha256:25f2059807faea4b077a2b6837391b5d830864b3543627f381821c646f31a63c \
+    --hash=sha256:2653de5c24910e49c2b106499803124dde62a5a1fe0eedeaecf4309a5f639390 \
+    --hash=sha256:2b8f157c8a6f20eb657e240f8985cc135598b2b46985c5bccbde7616dc9c6b1e \
+    --hash=sha256:2fb882da679409066b4603579619341c6d6898fc83a8995199d5249f986e8e8f \
+    --hash=sha256:40397bda92382fcec844066efb11f13e1c9a3e2a8e8f318fb72ed8b6db9f60f1 \
+    --hash=sha256:444be170853f1f9d528428eceb55f12918e4fda5d8805480f36a002f1415e09b \
+    --hash=sha256:47c5a6ed21d9452b10227e5e8a0e1c22979811cad7dcc19d8e3e2fb8fa03f1a3 \
+    --hash=sha256:4f069069931240b3fc703f1e23df63443dbd6390614c8c44a87d96cd0ec81eb1 \
+    --hash=sha256:52b913ec40ff7ae845687b0b34d8d93b60cb66dcee06996dd5c99f2fc9328657 \
+    --hash=sha256:5633c0da313330fd20c484c78cdd3f9b175b55e1a766c4a174230c6b70ad8262 \
+    --hash=sha256:5daf6f3914a733336dab21a05cdec343144600e964d2fcdabaac0c0269874b2a \
+    --hash=sha256:5eea80d908b2c1f91486eb95b3fb6fab187e569ec9752ab7d9333d2e66bf2d6b \
+    --hash=sha256:602f65afdef699cda27ec0b9224ae5dc43e328f4c24c689deaf77133dbee74d0 \
+    --hash=sha256:659a6107e31a83c4e33f763942275fd278b21d095094044eb35569e86a21ddae \
+    --hash=sha256:66cb9422236317f9d44b67b4d18f44efe6e9c7f8794ac0462978513359461554 \
+    --hash=sha256:6d82351358ffbcdcd7b686b90742a9b86632d6c1c051016484fa0b326a0a1548 \
+    --hash=sha256:6e9f61981ace1360e42737e2bae58b27bf28a1b27e781721047d84bd754d32e7 \
+    --hash=sha256:6ed0be1ee58eef41231a5c943d7d1375f093142702d5723ca2eb07db9b934b05 \
+    --hash=sha256:7cdde6de52fb6664b00b056341265441192d1291c130e99183ec0d4b110ff8b1 \
+    --hash=sha256:7df2de1e4fba69a51c06c28f5a3de36731eb9639feb8e1cf7e4a7b0daf4cf622 \
+    --hash=sha256:7edc794af8b36ca37ef5fcb5e0d128c7e0595c7b96a2318d1badb6fcd8ee86b1 \
+    --hash=sha256:7f54844851cdb630ceb623dcec4db3240d1ac13d4990532446761baede94996a \
+    --hash=sha256:805cc8de9fd6e7a22da5aed858e0ab16be5a4db6c873dde1d7451c541553aa27 \
+    --hash=sha256:8906e71fd8afcb76580404e2a950caef2685df3d2a57fe82a86ac8d33cc007ba \
+    --hash=sha256:89f7268c009bc492f506abd6f5265defa7cb3f7487dc21d357c3d290add45082 \
+    --hash=sha256:8c50dd1fc8826f5b26a5ee4d77ca55d88a895f4e4819c7ecc2a9f5905047a443 \
+    --hash=sha256:8e4549f8a3c6d13d55041925e912bfd834285ef1dd64d6bc7d542583355e2e98 \
+    --hash=sha256:8e9afaeb0beff068b4d9cd20d322ba0ee1cecfb0b08db145e4ab4dd44a6b5110 \
+    --hash=sha256:98f16a80e917003a12c0580f97b5f875853ebc33e2eaa4bccfc8201ac6869308 \
+    --hash=sha256:9e35d3e0144137d9fdae62912e869136164534d64a169f86438bc9561b6ad49f \
+    --hash=sha256:9e4424677ce4b47fe73c8b5556d876571f7c6945d264201180db2dc34f676ab5 \
+    --hash=sha256:adb6ed2ad29b9e15321d167d152ee909ec73395901b70936f029c3bc6d7f4460 \
+    --hash=sha256:aea4f66ff44dfddf8c2cffd66ba6538c5ec67d389285292fe428cb2c738c8aef \
+    --hash=sha256:b21041e8cb6a1eb5312dd1d2f80a94d91efffb7a06b70597d44f1bd2dfc315ab \
+    --hash=sha256:b2f0073ed0868db1dcd86e052d37279eef185b9c8db5bf61f30f46adac63c909 \
+    --hash=sha256:b3a24467af63c67829bfaa61eecf18d5432d4f11992688537be59ecd6ad32f5e \
+    --hash=sha256:b9c618d56a29c9cb1c4da979e9899be7578d2e0b3c24d52079c166324c9e8695 \
+    --hash=sha256:bba37bc29d4d85761deed3954a1bc62be7cf462b9510b51d367b769a8c8df325 \
+    --hash=sha256:bd3a7a9f5847d2fb8c2c6d1c862fa109c31a9abeca1a3c2bd5a64572955b2979 \
+    --hash=sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0 \
+    --hash=sha256:c02ef4401a506fb60b411467ad501e1429a3487abca4664871d9ae0b46c8ba32 \
+    --hash=sha256:c3cd545784805de05aafe1dde61752ea49a359ccba9760c1e5d1c88a93bbf2b7 \
+    --hash=sha256:c7ac672d699bf36275c035e16b65539931347d68b70667d28984c9fb34e07fa7 \
+    --hash=sha256:cb7bbb88aa74908950d979eeaa24dbdf1a865e3c7e45ff0121d8f70387b55f73 \
+    --hash=sha256:cd2bd2bbed13e213d6b55dc1d035a4f91748a7d3edc9480c13898b0353708920 \
+    --hash=sha256:cda077c2e5b780200b6b3e09d0b42205a3d1c68f30c6dceb90401c13bff8fe74 \
+    --hash=sha256:cf28c0c1d4c4bf00f509fa7eb02c58d7caf221b50b467bcb0d9bbf1584d5c821 \
+    --hash=sha256:d0d9b7c93578baafcbc5f0b83eaf17b79d345c6f36917ba0c67f45226911d499 \
+    --hash=sha256:d1240d50adff70c2a88217698ca844723068533f3f5c5fa6ee2e3220e3bdb000 \
+    --hash=sha256:d30291931c915b2ab5717c2974bb95ee891a1cf22ebc16a8006bd59cd210d40a \
+    --hash=sha256:d9f64d786b3b1dd742c946c42d15b07497ed14af1a1f3ce840cce27daa0ce913 \
+    --hash=sha256:da6cad4e82cb893db4b69105c604d805e0c3ce11501a55b5e9f9083b47d2ffe8 \
+    --hash=sha256:df1b10187212b198dd45fa943d8985a3c8cf854aed4923796e0e019e113a1bda \
+    --hash=sha256:e04ae107ac591763a47398bb45b568fc38f02dbc4aa44c063f67a131f99346cb \
+    --hash=sha256:e6dee3bb76aa4009d5a912180bf5b2de012532998d094acee25d9cb8dee3e44a \
+    --hash=sha256:e7e88598032542bd49af7c4747541422884219056c268823ef6e5e89851c8825 \
+    --hash=sha256:e98c97502435b53741540a5717a6749ac2ada901056c7db951d33e11c885cc7d \
+    --hash=sha256:ec055f6dae239a6299cace477b479cca2fc125c5675482daf1dd886933a1076f \
+    --hash=sha256:f74f0f7779cc7ae07d1810aab8ac6b1464c3eafb9e283a40da7309d5e6e48fbb \
+    --hash=sha256:fbde1b0c6e81d56f5dccd95dd4a711d9b95df1ae4009a60887e56b27e8d903fa \
+    --hash=sha256:fcf92bee92742edd401ba41135185866f7026c502617f422eb432cfeca4fe236 \
+    --hash=sha256:fd49860271d52127d61197bb50b64f58454e9f578cb4b2c001a6de8b1f50b0b1
     # via
     #   -r requirements-dev.in
     #   contourpy
@@ -1391,9 +1414,9 @@ numpy==2.3.5 \
     #   plotnine
     #   scipy
     #   statsmodels
-numpy-typing-compat==20251206.2.3 \
-    --hash=sha256:18e00e0f4f2040fe98574890248848c7c6831a975562794da186cf4f3c90b935 \
-    --hash=sha256:bfa2e4c4945413e84552cbd34a6d368c88a06a54a896e77ced760521b08f0f61
+numpy-typing-compat==20251206.2.4 \
+    --hash=sha256:59882d23aaff054a2536da80564012cdce33487657be4d79c5925bb8705fcabc \
+    --hash=sha256:a82e723bd20efaa4cf2886709d4264c144f1f2b609bda83d1545113b7e47a5b5
     # via
     #   -r requirements-dev.in
     #   optype
@@ -1403,9 +1426,9 @@ optype[numpy]==0.15.0 \
     # via
     #   -r requirements-dev.in
     #   scipy-stubs
-packaging==25.0 \
-    --hash=sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484 \
-    --hash=sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f
+packaging==26.0 \
+    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
+    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
     # via
     #   -r requirements-dev.in
     #   build
@@ -1416,75 +1439,69 @@ packaging==25.0 \
     #   statsmodels
     #   tox
     #   twine
-pandas==2.3.3 \
-    --hash=sha256:0242fe9a49aa8b4d78a4fa03acb397a58833ef6199e9aa40a95f027bb3a1b6e7 \
-    --hash=sha256:1611aedd912e1ff81ff41c745822980c49ce4a7907537be8692c8dbc31924593 \
-    --hash=sha256:1b07204a219b3b7350abaae088f451860223a52cfb8a6c53358e7948735158e5 \
-    --hash=sha256:1d37b5848ba49824e5c30bedb9c830ab9b7751fd049bc7914533e01c65f79791 \
-    --hash=sha256:23ebd657a4d38268c7dfbdf089fbc31ea709d82e4923c5ffd4fbd5747133ce73 \
-    --hash=sha256:2462b1a365b6109d275250baaae7b760fd25c726aaca0054649286bcfbb3e8ec \
-    --hash=sha256:28083c648d9a99a5dd035ec125d42439c6c1c525098c58af0fc38dd1a7a1b3d4 \
-    --hash=sha256:2e3ebdb170b5ef78f19bfb71b0dc5dc58775032361fa188e814959b74d726dd5 \
-    --hash=sha256:318d77e0e42a628c04dc56bcef4b40de67918f7041c2b061af1da41dcff670ac \
-    --hash=sha256:371a4ab48e950033bcf52b6527eccb564f52dc826c02afd9a1bc0ab731bba084 \
-    --hash=sha256:376c6446ae31770764215a6c937f72d917f214b43560603cd60da6408f183b6c \
-    --hash=sha256:3869faf4bd07b3b66a9f462417d0ca3a9df29a9f6abd5d0d0dbab15dac7abe87 \
-    --hash=sha256:3fd2f887589c7aa868e02632612ba39acb0b8948faf5cc58f0850e165bd46f35 \
-    --hash=sha256:4793891684806ae50d1288c9bae9330293ab4e083ccd1c5e383c34549c6e4250 \
-    --hash=sha256:4e0a175408804d566144e170d0476b15d78458795bb18f1304fb94160cabf40c \
-    --hash=sha256:503cf027cf9940d2ceaa1a93cfb5f8c8c7e6e90720a2850378f0b3f3b1e06826 \
-    --hash=sha256:5554c929ccc317d41a5e3d1234f3be588248e61f08a74dd17c9eabb535777dc9 \
-    --hash=sha256:56851a737e3470de7fa88e6131f41281ed440d29a9268dcbf0002da5ac366713 \
-    --hash=sha256:5caf26f64126b6c7aec964f74266f435afef1c1b13da3b0636c7518a1fa3e2b1 \
-    --hash=sha256:602b8615ebcc4a0c1751e71840428ddebeb142ec02c786e8ad6b1ce3c8dec523 \
-    --hash=sha256:6253c72c6a1d990a410bc7de641d34053364ef8bcd3126f7e7450125887dffe3 \
-    --hash=sha256:6435cb949cb34ec11cc9860246ccb2fdc9ecd742c12d3304989017d53f039a78 \
-    --hash=sha256:6d21f6d74eb1725c2efaa71a2bfc661a0689579b58e9c0ca58a739ff0b002b53 \
-    --hash=sha256:6d2cefc361461662ac48810cb14365a365ce864afe85ef1f447ff5a1e99ea81c \
-    --hash=sha256:74ecdf1d301e812db96a465a525952f4dde225fdb6d8e5a521d47e1f42041e21 \
-    --hash=sha256:75ea25f9529fdec2d2e93a42c523962261e567d250b0013b16210e1d40d7c2e5 \
-    --hash=sha256:854d00d556406bffe66a4c0802f334c9ad5a96b4f1f868adf036a21b11ef13ff \
-    --hash=sha256:8fe25fc7b623b0ef6b5009149627e34d2a4657e880948ec3c840e9402e5c1b45 \
-    --hash=sha256:900f47d8f20860de523a1ac881c4c36d65efcb2eb850e6948140fa781736e110 \
-    --hash=sha256:93c2d9ab0fc11822b5eece72ec9587e172f63cff87c00b062f6e37448ced4493 \
-    --hash=sha256:a16dcec078a01eeef8ee61bf64074b4e524a2a3f4b3be9326420cabe59c4778b \
-    --hash=sha256:a21d830e78df0a515db2b3d2f5570610f5e6bd2e27749770e8bb7b524b89b450 \
-    --hash=sha256:a45c765238e2ed7d7c608fc5bc4a6f88b642f2f01e70c0c23d2224dd21829d86 \
-    --hash=sha256:a637c5cdfa04b6d6e2ecedcb81fc52ffb0fd78ce2ebccc9ea964df9f658de8c8 \
-    --hash=sha256:a68e15f780eddf2b07d242e17a04aa187a7ee12b40b930bfdd78070556550e98 \
-    --hash=sha256:b3d11d2fda7eb164ef27ffc14b4fcab16a80e1ce67e9f57e19ec0afaf715ba89 \
-    --hash=sha256:b468d3dad6ff947df92dcb32ede5b7bd41a9b3cceef0a30ed925f6d01fb8fa66 \
-    --hash=sha256:b98560e98cb334799c0b07ca7967ac361a47326e9b4e5a7dfb5ab2b1c9d35a1b \
-    --hash=sha256:bdcd9d1167f4885211e401b3036c0c8d9e274eee67ea8d0758a256d60704cfe8 \
-    --hash=sha256:bf1f8a81d04ca90e32a0aceb819d34dbd378a98bf923b6398b9a3ec0bf44de29 \
-    --hash=sha256:c46467899aaa4da076d5abc11084634e2d197e9460643dd455ac3db5856b24d6 \
-    --hash=sha256:c4fc4c21971a1a9f4bdb4c73978c7f7256caa3e62b323f70d6cb80db583350bc \
-    --hash=sha256:c503ba5216814e295f40711470446bc3fd00f0faea8a086cbc688808e26f92a2 \
-    --hash=sha256:d051c0e065b94b7a3cea50eb1ec32e912cd96dba41647eb24104b6c6c14c5788 \
-    --hash=sha256:d3e28b3e83862ccf4d85ff19cf8c20b2ae7e503881711ff2d534dc8f761131aa \
-    --hash=sha256:db4301b2d1f926ae677a751eb2bd0e8c5f5319c9cb3f88b0becbbb0b07b34151 \
-    --hash=sha256:dd7478f1463441ae4ca7308a70e90b33470fa593429f9d4c578dd00d1fa78838 \
-    --hash=sha256:e05e1af93b977f7eafa636d043f9f94c7ee3ac81af99c13508215942e64c993b \
-    --hash=sha256:e19d192383eab2f4ceb30b412b22ea30690c9e618f78870357ae1d682912015a \
-    --hash=sha256:e32e7cc9af0f1cc15548288a51a3b681cc2a219faa838e995f7dc53dbab1062d \
-    --hash=sha256:ecaf1e12bdc03c86ad4a7ea848d66c685cb6851d807a26aa245ca3d2017a1908 \
-    --hash=sha256:ee15f284898e7b246df8087fc82b87b01686f98ee67d85a17b7ab44143a3a9a0 \
-    --hash=sha256:ee67acbbf05014ea6c763beb097e03cd629961c8a632075eeb34247120abcb4b \
-    --hash=sha256:f086f6fe114e19d92014a1966f43a3e62285109afe874f067f5abbdcbb10e59c \
-    --hash=sha256:f8bfc0e12dc78f777f323f55c58649591b2cd0c43534e8355c51d3fede5f4dee
+    #   wheel
+pandas==3.0.0 \
+    --hash=sha256:0192fee1f1a8e743b464a6607858ee4b071deb0b118eb143d71c2a1d170996d5 \
+    --hash=sha256:083b11415b9970b6e7888800c43c82e81a06cd6b06755d84804444f0007d6bb7 \
+    --hash=sha256:0facf7e87d38f721f0af46fe70d97373a37701b1c09f7ed7aeeb292ade5c050f \
+    --hash=sha256:113b4cca2614ff7e5b9fee9b6f066618fe73c5a83e99d721ffc41217b2bf57dd \
+    --hash=sha256:125eb901e233f155b268bbef9abd9afb5819db74f0e677e89a61b246228c71ac \
+    --hash=sha256:14c2a4099cd38a1d18ff108168ea417909b2dea3bd1ebff2ccf28ddb6a74d740 \
+    --hash=sha256:15d59f885ee5011daf8335dff47dcb8a912a27b4ad7826dc6cbe809fd145d327 \
+    --hash=sha256:177d9df10b3f43b70307a149d7ec49a1229a653f907aa60a48f1877d0e6be3be \
+    --hash=sha256:1c39eab3ad38f2d7a249095f0a3d8f8c22cc0f847e98ccf5bbe732b272e2d9fa \
+    --hash=sha256:1fbbb5a7288719e36b76b4f18d46ede46e7f916b6c8d9915b756b0a6c3f792b3 \
+    --hash=sha256:24e6547fb64d2c92665dd2adbfa4e85fa4fd70a9c070e7cfb03b629a0bbab5eb \
+    --hash=sha256:2713810ad3806767b89ad3b7b69ba153e1c6ff6d9c20f9c2140379b2a98b6c98 \
+    --hash=sha256:33fd3e6baa72899746b820c31e4b9688c8e1b7864d7aec2de7ab5035c285277a \
+    --hash=sha256:3c9a1a149aed3b6c9bf246033ff91e1b02d529546c5d6fb6b74a28fea0cf4c70 \
+    --hash=sha256:412d1a89aab46889f3033a386912efcdfa0f1131c5705ff5b668dda88305e986 \
+    --hash=sha256:447b2d68ac5edcbf94655fe909113a6dba6ef09ad7f9f60c80477825b6c489fe \
+    --hash=sha256:48ee04b90e2505c693d3f8e8f524dab8cb8aaf7ddcab52c92afa535e717c4812 \
+    --hash=sha256:4a4a400ca18230976724a5066f20878af785f36c6756e498e94c2a5e5d57779c \
+    --hash=sha256:4a66384f017240f3858a4c8a7cf21b0591c3ac885cddb7758a589f0f71e87ebb \
+    --hash=sha256:597c08fb9fef0edf1e4fa2f9828dd27f3d78f9b8c9b4a748d435ffc55732310b \
+    --hash=sha256:5db1e62cb99e739fa78a28047e861b256d17f88463c76b8dafc7c1338086dca8 \
+    --hash=sha256:613e13426069793aa1ec53bdcc3b86e8d32071daea138bbcf4fa959c9cdaa2e2 \
+    --hash=sha256:66f72fb172959af42a459e27a8d8d2c7e311ff4c1f7db6deb3b643dbc382ae08 \
+    --hash=sha256:69780c98f286076dcafca38d8b8eee1676adf220199c0a39f0ecbf976b68151a \
+    --hash=sha256:697b8f7d346c68274b1b93a170a70974cdc7d7354429894d5927c1effdcccd73 \
+    --hash=sha256:707a9a877a876c326ae2cb640fbdc4ef63b0a7b9e2ef55c6df9942dcee8e2af9 \
+    --hash=sha256:783ac35c4d0fe0effdb0d67161859078618b1b6587a1af15928137525217a721 \
+    --hash=sha256:8cb3120f0d9467ed95e77f67a75e030b67545bcfa08964e349252d674171def2 \
+    --hash=sha256:8e8b9808590fa364416b49b2a35c1f4cf2785a6c156935879e57f826df22038e \
+    --hash=sha256:940eebffe55528074341a5a36515f3e4c5e25e958ebbc764c9502cfc35ba3faa \
+    --hash=sha256:95683af6175d884ee89471842acfca29172a85031fccdabc35e50c0984470a0e \
+    --hash=sha256:9803b31f5039b3c3b10cc858c5e40054adb4b29b4d81cb2fd789f4121c8efbcd \
+    --hash=sha256:98212a38a709feb90ae658cb6227ea3657c22ba8157d4b8f913cd4c950de5e7e \
+    --hash=sha256:a453aad8c4f4e9f166436994a33884442ea62aa8b27d007311e87521b97246e1 \
+    --hash=sha256:a8942e333dc67ceda1095227ad0febb05a3b36535e520154085db632c40ad084 \
+    --hash=sha256:afd0aa3d0b5cda6e0b8ffc10dbcca3b09ef3cbcd3fe2b27364f85fdc04e1989d \
+    --hash=sha256:b78d646249b9a2bc191040988c7bb524c92fa8534fb0898a0741d7e6f2ffafa6 \
+    --hash=sha256:b86d113b6c109df3ce0ad5abbc259fe86a1bd4adfd4a31a89da42f84f65509bb \
+    --hash=sha256:bc9cba7b355cb4162442a88ce495e01cb605f17ac1e27d6596ac963504e0305f \
+    --hash=sha256:be8c515c9bc33989d97b89db66ea0cececb0f6e3c2a87fcc8b69443a6923e95f \
+    --hash=sha256:c14837eba8e99a8da1527c0280bba29b0eb842f64aa94982c5e21227966e164b \
+    --hash=sha256:d257699b9a9960e6125686098d5714ac59d05222bef7a5e6af7a7fd87c650801 \
+    --hash=sha256:d64ce01eb9cdca96a15266aa679ae50212ec52757c79204dbc7701a222401850 \
+    --hash=sha256:da768007b5a33057f6d9053563d6b74dd6d029c337d93c6d0d22a763a5c2ecc0 \
+    --hash=sha256:debb95c77ff3ed3ba0d9aa20c3a2f19165cc7956362f9873fce1ba0a53819d70 \
+    --hash=sha256:e979d22316f9350c516479dd3a92252be2937a9531ed3a26ec324198a99cdd49 \
+    --hash=sha256:f0b853319dec8d5e0c8b875374c078ef17f2269986a78168d9bd57e49bf650ae \
+    --hash=sha256:fedabf175e7cd82b69b74c30adbaa616de301291a5231138d7242596fc296a8d
     # via
     #   -r requirements-dev.in
     #   formulaic
     #   mizani
     #   plotnine
     #   statsmodels
-pandas-stubs==2.3.3.251219 \
-    --hash=sha256:ccc6337febb51d6d8a08e4c96b479478a0da0ef704b5e08bd212423fe1cb549c \
-    --hash=sha256:dc2883e6daff49d380d1b5a2e864983ab9be8cd9a661fa861e3dea37559a5af4
+pandas-stubs==3.0.0.260204 \
+    --hash=sha256:5ab9e4d55a6e2752e9720828564af40d48c4f709e6a2c69b743014a6fcb6c241 \
+    --hash=sha256:bf9294b76352effcffa9cb85edf0bed1339a7ec0c30b8e1ac3d66b4228f1fbc3
     # via -r requirements-dev.in
-pathspec==1.0.3 \
-    --hash=sha256:bac5cf97ae2c2876e2d25ebb15078eb04d76e4b98921ee31c6f85ade8b59444d \
-    --hash=sha256:e80767021c1cc524aa3fb14bedda9c34406591343cc42797b386ce7b9354fb6c
+pathspec==1.0.4 \
+    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
+    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
     # via
     #   -r requirements-dev.in
     #   mypy
@@ -1495,115 +1512,115 @@ patsy==1.0.2 \
     #   -r requirements-dev.in
     #   marginaleffects
     #   statsmodels
-pillow==12.1.0 \
-    --hash=sha256:00162e9ca6d22b7c3ee8e61faa3c3253cd19b6a37f126cad04f2f88b306f557d \
-    --hash=sha256:079af2fb0c599c2ec144ba2c02766d1b55498e373b3ac64687e43849fbbef5bc \
-    --hash=sha256:0b022eaaf709541b391ee069f0022ee5b36c709df71986e3f7be312e46f42c84 \
-    --hash=sha256:0c27407a2d1b96774cbc4a7594129cc027339fd800cd081e44497722ea1179de \
-    --hash=sha256:0ddedfaa8b5f0b4ffbc2fa87b556dc59f6bb4ecb14a53b33f9189713ae8053c0 \
-    --hash=sha256:0deedf2ea233722476b3a81e8cdfbad786f7adbed5d848469fa59fe52396e4ef \
-    --hash=sha256:0ed07dca4a8464bada6139ab38f5382f83e5f111698caf3191cb8dbf27d908b4 \
-    --hash=sha256:0fde7ec5538ab5095cc02df38ee99b0443ff0e1c847a045554cf5f9af1f4aa82 \
-    --hash=sha256:15c794d74303828eaa957ff8070846d0efe8c630901a1c753fdc63850e19ecd9 \
-    --hash=sha256:1a949604f73eb07a8adab38c4fe50791f9919344398bdc8ac6b307f755fc7030 \
-    --hash=sha256:1f345e7bc9d7f368887c712aa5054558bad44d2a301ddf9248599f4161abc7c0 \
-    --hash=sha256:1fcc52d86ce7a34fd17cb04e87cfdb164648a3662a6f20565910a99653d66c18 \
-    --hash=sha256:21e686a21078b0f9cb8c8a961d99e6a4ddb88e0fc5ea6e130172ddddc2e5221a \
-    --hash=sha256:2415373395a831f53933c23ce051021e79c8cd7979822d8cc478547a3f4da8ef \
-    --hash=sha256:277518bf4fe74aa91489e1b20577473b19ee70fb97c374aa50830b279f25841b \
-    --hash=sha256:27b9baecb428899db6c0de572d6d305cfaf38ca1596b5c0542a5182e3e74e8c6 \
-    --hash=sha256:29a4cef9cb672363926f0470afc516dbf7305a14d8c54f7abbb5c199cd8f8179 \
-    --hash=sha256:3413c2ae377550f5487991d444428f1a8ae92784aac79caa8b1e3b89b175f77e \
-    --hash=sha256:351889afef0f485b84078ea40fe33727a0492b9af3904661b0abbafee0355b72 \
-    --hash=sha256:3ffaa2f0659e2f740473bcf03c702c39a8d4b2b7ffc629052028764324842c64 \
-    --hash=sha256:40a8e3b9e8773876d6e30daed22f016509e3987bab61b3b7fe309d7019a87451 \
-    --hash=sha256:414b9a78e14ffeb98128863314e62c3f24b8a86081066625700b7985b3f529bd \
-    --hash=sha256:43aca0a55ce1eefc0aefa6253661cb54571857b1a7b2964bd8a1e3ef4b729924 \
-    --hash=sha256:43b4899cfd091a9693a1278c4982f3e50f7fb7cff5153b05174b4afc9593b616 \
-    --hash=sha256:461f9dfdafa394c59cd6d818bdfdbab4028b83b02caadaff0ffd433faf4c9a7a \
-    --hash=sha256:4f9f6a650743f0ddee5593ac9e954ba1bdbc5e150bc066586d4f26127853ab94 \
-    --hash=sha256:53d8b764726d3af1a138dd353116f774e3862ec7e3794e0c8781e30db0f35dfc \
-    --hash=sha256:565c986f4b45c020f5421a4cea13ef294dde9509a8577f29b2fc5edc7587fff8 \
-    --hash=sha256:5c5ae0a06e9ea030ab786b0251b32c7e4ce10e58d983c0d5c56029455180b5b9 \
-    --hash=sha256:5cb7bc1966d031aec37ddb9dcf15c2da5b2e9f7cc3ca7c54473a20a927e1eb91 \
-    --hash=sha256:5da841d81b1a05ef940a8567da92decaa15bc4d7dedb540a8c219ad83d91808a \
-    --hash=sha256:5fee4c04aad8932da9f8f710af2c1a15a83582cfb884152a9caa79d4efcdbf9c \
-    --hash=sha256:609e89d9f90b581c8d16358c9087df76024cf058fa693dd3e1e1620823f39670 \
-    --hash=sha256:6258f3260986990ba2fa8a874f8b6e808cf5abb51a94015ca3dc3c68aa4f30ea \
-    --hash=sha256:64efdf00c09e31efd754448a383ea241f55a994fd079866b92d2bbff598aad91 \
-    --hash=sha256:65b80c1ee7e14a87d6a068dd3b0aea268ffcabfe0498d38661b00c5b4b22e74c \
-    --hash=sha256:6741e6f3074a35e47c77b23a4e4f2d90db3ed905cb1c5e6e0d49bff2045632bc \
-    --hash=sha256:681088909d7e8fa9e31b9799aaa59ba5234c58e5e4f1951b4c4d1082a2e980e0 \
-    --hash=sha256:6b7a9d1db5dad90e2991645874f708e87d9a3c370c243c2d7684d28f7e133e6b \
-    --hash=sha256:7315f9137087c4e0ee73a761b163fc9aa3b19f5f606a7fc08d83fd3e4379af65 \
-    --hash=sha256:742aea052cf5ab5034a53c3846165bc3ce88d7c38e954120db0ab867ca242661 \
-    --hash=sha256:75af0b4c229ac519b155028fa1be632d812a519abba9b46b20e50c6caa184f19 \
-    --hash=sha256:7b5dd7cbae20285cdb597b10eb5a2c13aa9de6cde9bb64a3c1317427b1db1ae1 \
-    --hash=sha256:7d6daa89a00b58c37cb1747ec9fb7ac3bc5ffd5949f5888657dfddde6d1312e0 \
-    --hash=sha256:800429ac32c9b72909c671aaf17ecd13110f823ddb7db4dfef412a5587c2c24e \
-    --hash=sha256:806f3987ffe10e867bab0ddad45df1148a2b98221798457fa097ad85d6e8bc75 \
-    --hash=sha256:808b99604f7873c800c4840f55ff389936ef1948e4e87645eaf3fccbc8477ac4 \
-    --hash=sha256:80941e6d573197a0c28f394753de529bb436b1ca990ed6e765cf42426abc39f8 \
-    --hash=sha256:84cabc7095dd535ca934d57e9ce2a72ffd216e435a84acb06b2277b1de2689bd \
-    --hash=sha256:8637e29d13f478bc4f153d8daa9ffb16455f0a6cb287da1b432fdad2bfbd66c7 \
-    --hash=sha256:896866d2d436563fa2a43a9d72f417874f16b5545955c54a64941e87c1376c61 \
-    --hash=sha256:8e178e3e99d3c0ea8fc64b88447f7cac8ccf058af422a6cedc690d0eadd98c51 \
-    --hash=sha256:907bfa8a9cb790748a9aa4513e37c88c59660da3bcfffbd24a7d9e6abf224551 \
-    --hash=sha256:9212d6b86917a2300669511ed094a9406888362e085f2431a7da985a6b124f45 \
-    --hash=sha256:92a7fe4225365c5e3a8e598982269c6d6698d3e783b3b1ae979e7819f9cd55c1 \
-    --hash=sha256:935b9d1aed48fcfb3f838caac506f38e29621b44ccc4f8a64d575cb1b2a88644 \
-    --hash=sha256:97e9993d5ed946aba26baf9c1e8cf18adbab584b99f452ee72f7ee8acb882796 \
-    --hash=sha256:983976c2ab753166dc66d36af6e8ec15bb511e4a25856e2227e5f7e00a160587 \
-    --hash=sha256:9f5fefaca968e700ad1a4a9de98bf0869a94e397fe3524c4c9450c1445252304 \
-    --hash=sha256:a332ac4ccb84b6dde65dbace8431f3af08874bf9770719d32a635c4ef411b18b \
-    --hash=sha256:a40905599d8079e09f25027423aed94f2823adaf2868940de991e53a449e14a8 \
-    --hash=sha256:a6dfc2af5b082b635af6e08e0d1f9f1c4e04d17d4e2ca0ef96131e85eda6eb17 \
-    --hash=sha256:a786bf667724d84aa29b5db1c61b7bfdde380202aaca12c3461afd6b71743171 \
-    --hash=sha256:a83e0850cb8f5ac975291ebfc4170ba481f41a28065277f7f735c202cd8e0af3 \
-    --hash=sha256:aa0c9cc0b82b14766a99fbe6084409972266e82f459821cd26997a488a7261a7 \
-    --hash=sha256:b17fbdbe01c196e7e159aacb889e091f28e61020a8abeac07b68079b6e626988 \
-    --hash=sha256:b63e13dd27da389ed9475b3d28510f0f954bca0041e8e551b2a4eb1eab56a39a \
-    --hash=sha256:b6e53e82ec2db0717eabb276aa56cf4e500c9a7cec2c2e189b55c24f65a3e8c0 \
-    --hash=sha256:bb0984b30e973f7e2884362b7d23d0a348c7143ee559f38ef3eaab640144204c \
-    --hash=sha256:bc11908616c8a283cf7d664f77411a5ed2a02009b0097ff8abbba5e79128ccf2 \
-    --hash=sha256:bdec5e43377761c5dbca620efb69a77f6855c5a379e32ac5b158f54c84212b14 \
-    --hash=sha256:bef9768cab184e7ae6e559c032e95ba8d07b3023c289f79a2bd36e8bf85605a5 \
-    --hash=sha256:c990547452ee2800d8506c4150280757f88532f3de2a58e3022e9b179107862a \
-    --hash=sha256:ca94b6aac0d7af2a10ba08c0f888b3d5114439b6b3ef39968378723622fed377 \
-    --hash=sha256:cad302dc10fac357d3467a74a9561c90609768a6f73a1923b0fd851b6486f8b0 \
-    --hash=sha256:d0a7735df32ccbcc98b98a1ac785cc4b19b580be1bdf0aeb5c03223220ea09d5 \
-    --hash=sha256:d70347c8a5b7ccd803ec0c85c8709f036e6348f1e6a5bf048ecd9c64d3550b8b \
-    --hash=sha256:d70534cea9e7966169ad29a903b99fc507e932069a881d0965a1a84bb57f6c6d \
-    --hash=sha256:db44d5c160a90df2d24a24760bbd37607d53da0b34fb546c4c232af7192298ac \
-    --hash=sha256:e115c15e3bc727b1ca3e641a909f77f8ca72a64fff150f666fcc85e57701c26c \
-    --hash=sha256:e2479c7f02f9d505682dc47df8c0ea1fc5e264c4d1629a5d63fe3e2334b89554 \
-    --hash=sha256:e5dcbe95016e88437ecf33544ba5db21ef1b8dd6e1b434a2cb2a3d605299e643 \
-    --hash=sha256:e6bdb408f7c9dd2a5ff2b14a3b0bb6d4deb29fb9961e6eb3ae2031ae9a5cec13 \
-    --hash=sha256:e75d3dba8fc1ddfec0cd752108f93b83b4f8d6ab40e524a95d35f016b9683b09 \
-    --hash=sha256:efdc140e7b63b8f739d09a99033aa430accce485ff78e6d311973a67b6bf3208 \
-    --hash=sha256:f10c98f49227ed8383d28174ee95155a675c4ed7f85e2e573b04414f7e371bda \
-    --hash=sha256:f188028b5af6b8fb2e9a76ac0f841a575bd1bd396e46ef0840d9b88a48fdbcea \
-    --hash=sha256:f188d580bd870cda1e15183790d1cc2fa78f666e76077d103edf048eed9c356e \
-    --hash=sha256:f45bd71d1fa5e5749587613037b172e0b3b23159d1c00ef2fc920da6f470e6f0 \
-    --hash=sha256:f61333d817698bdcdd0f9d7793e365ac3d2a21c1f1eb02b32ad6aefb8d8ea831 \
-    --hash=sha256:fb125d860738a09d363a88daa0f59c4533529a90e564785e20fe875b200b6dbd
+pillow==12.1.1 \
+    --hash=sha256:02f84dfad02693676692746df05b89cf25597560db2857363a208e393429f5e9 \
+    --hash=sha256:0330d233c1a0ead844fc097a7d16c0abff4c12e856c0b325f231820fee1f39da \
+    --hash=sha256:03edcc34d688572014ff223c125a3f77fb08091e4607e7745002fc214070b35f \
+    --hash=sha256:097690ba1f2efdeb165a20469d59d8bb03c55fb6621eb2041a060ae8ea3e9642 \
+    --hash=sha256:178aa072084bd88ec759052feca8e56cbb14a60b39322b99a049e58090479713 \
+    --hash=sha256:18e5bddd742a44b7e6b1e773ab5db102bd7a94c32555ba656e76d319d19c3850 \
+    --hash=sha256:1a9b0ee305220b392e1124a764ee4265bd063e54a751a6b62eff69992f457fa9 \
+    --hash=sha256:1f1625b72740fdda5d77b4def688eb8fd6490975d06b909fd19f13f391e077e0 \
+    --hash=sha256:1f1be78ce9466a7ee64bfda57bdba0f7cc499d9794d518b854816c41bf0aa4e9 \
+    --hash=sha256:1f90cff8aa76835cba5769f0b3121a22bd4eb9e6884cfe338216e557a9a548b8 \
+    --hash=sha256:21329ec8c96c6e979cd0dfd29406c40c1d52521a90544463057d2aaa937d66a6 \
+    --hash=sha256:2815a87ab27848db0321fb78c7f0b2c8649dee134b7f2b80c6a45c6831d75ccd \
+    --hash=sha256:2c1fc0f2ca5f96a3c8407e41cca26a16e46b21060fe6d5b099d2cb01412222f5 \
+    --hash=sha256:2e0c664be47252947d870ac0d327fea7e63985a08794758aa8af5b6cb6ec0c9c \
+    --hash=sha256:339ffdcb7cbeaa08221cd401d517d4b1fe7a9ed5d400e4a8039719238620ca35 \
+    --hash=sha256:344cf1e3dab3be4b1fa08e449323d98a2a3f819ad20f4b22e77a0ede31f0faa1 \
+    --hash=sha256:36341d06738a9f66c8287cf8b876d24b18db9bd8740fa0672c74e259ad408cff \
+    --hash=sha256:365b10bb9417dd4498c0e3b128018c4a624dc11c7b97d8cc54effe3b096f4c38 \
+    --hash=sha256:3a5cbdcddad0af3da87cb16b60d23648bc3b51967eb07223e9fed77a82b457c4 \
+    --hash=sha256:417423db963cb4be8bac3fc1204fe61610f6abeed1580a7a2cbb2fbda20f12af \
+    --hash=sha256:42fc1f4677106188ad9a55562bbade416f8b55456f522430fadab3cef7cd4e60 \
+    --hash=sha256:44ce27545b6efcf0fdbdceb31c9a5bdea9333e664cda58a7e674bb74608b3986 \
+    --hash=sha256:472a8d7ded663e6162dafdf20015c486a7009483ca671cece7a9279b512fcb13 \
+    --hash=sha256:47b94983da0c642de92ced1702c5b6c292a84bd3a8e1d1702ff923f183594717 \
+    --hash=sha256:495c302af3aad1ca67420ddd5c7bd480c8867ad173528767d906428057a11f0e \
+    --hash=sha256:4ceb838d4bd9dab43e06c363cab2eebf63846d6a4aeaea283bbdfd8f1a8ed58b \
+    --hash=sha256:50480dcd74fa63b8e78235957d302d98d98d82ccbfac4c7e12108ba9ecbdba15 \
+    --hash=sha256:518a48c2aab7ce596d3bf79d0e275661b846e86e4d0e7dec34712c30fe07f02a \
+    --hash=sha256:559b38da23606e68681337ad74622c4dbba02254fc9cb4488a305dd5975c7eeb \
+    --hash=sha256:578510d88c6229d735855e1f278aa305270438d36a05031dfaae5067cc8eb04d \
+    --hash=sha256:597bd9c8419bc7c6af5604e55847789b69123bbe25d65cc6ad3012b4f3c98d8b \
+    --hash=sha256:5a8eb7ed8d4198bccbd07058416eeec51686b498e784eda166395a23eb99138e \
+    --hash=sha256:5c0dd1636633e7e6a0afe7bf6a51a14992b7f8e60de5789018ebbdfae55b040a \
+    --hash=sha256:5cb1785d97b0c3d1d1a16bc1d710c4a0049daefc4935f3a8f31f827f4d3d2e7f \
+    --hash=sha256:5d1f9575a12bed9e9eedd9a4972834b08c97a352bd17955ccdebfeca5913fa0a \
+    --hash=sha256:5d8c41325b382c07799a3682c1c258469ea2ff97103c53717b7893862d0c98ce \
+    --hash=sha256:5dae5f21afb91322f2ff791895ddd8889e5e947ff59f71b46041c8ce6db790bc \
+    --hash=sha256:600fd103672b925fe62ed08e0d874ea34d692474df6f4bf7ebe148b30f89f39f \
+    --hash=sha256:6408a7b064595afcab0a49393a413732a35788f2a5092fdc6266952ed67de586 \
+    --hash=sha256:652a2c9ccfb556235b2b501a3a7cf3742148cd22e04b5625c5fe057ea3e3191f \
+    --hash=sha256:665e1b916b043cef294bc54d47bf02d87e13f769bc4bc5fa225a24b3a6c5aca9 \
+    --hash=sha256:691ab2ac363b8217f7d31b3497108fb1f50faab2f75dfb03284ec2f217e87bf8 \
+    --hash=sha256:6c52f062424c523d6c4db85518774cc3d50f5539dd6eed32b8f6229b26f24d40 \
+    --hash=sha256:6c6db3b84c87d48d0088943bf33440e0c42370b99b1c2a7989216f7b42eede60 \
+    --hash=sha256:7311c0a0dcadb89b36b7025dfd8326ecfa36964e29913074d47382706e516a7c \
+    --hash=sha256:7aac39bcf8d4770d089588a2e1dd111cbaa42df5a94be3114222057d68336bd0 \
+    --hash=sha256:7b03048319bfc6170e93bd60728a1af51d3dd7704935feb228c4d4faab35d334 \
+    --hash=sha256:7e7976bf1910a8116b523b9f9f58bf410f3e8aa330cd9a2bb2953f9266ab49af \
+    --hash=sha256:8089c852a56c2966cf18835db62d9b34fef7ba74c726ad943928d494fa7f4735 \
+    --hash=sha256:86172b0831b82ce4f7877f280055892b31179e1576aa00d0df3bb1bbf8c3e524 \
+    --hash=sha256:89b54027a766529136a06cfebeecb3a04900397a3590fd252160b888479517bf \
+    --hash=sha256:89c7e895002bbe49cdc5426150377cbbc04767d7547ed145473f496dfa40408b \
+    --hash=sha256:8b7e5304e34942bf62e15184219a7b5ad4ff7f3bb5cca4d984f37df1a0e1aee2 \
+    --hash=sha256:8fd420ef0c52c88b5a035a0886f367748c72147b2b8f384c9d12656678dfdfa9 \
+    --hash=sha256:98edb152429ab62a1818039744d8fbb3ccab98a7c29fc3d5fcef158f3f1f68b7 \
+    --hash=sha256:99c1506ea77c11531d75e3a412832a13a71c7ebc8192ab9e4b2e355555920e3e \
+    --hash=sha256:9ad8fa5937ab05218e2b6a4cff30295ad35afd2f83ac592e68c0d871bb0fdbc4 \
+    --hash=sha256:9f51079765661884a486727f0729d29054242f74b46186026582b4e4769918e4 \
+    --hash=sha256:a003d7422449f6d1e3a34e3dd4110c22148336918ddbfc6a32581cd54b2e0b2b \
+    --hash=sha256:a0b1cd6232e2b618adcc54d9882e4e662a089d5768cd188f7c245b4c8c44a397 \
+    --hash=sha256:a285e3eb7a5a45a2ff504e31f4a8d1b12ef62e84e5411c6804a42197c1cf586c \
+    --hash=sha256:a37691702ed687799de29a518d63d4682d9016932db66d4e90c345831b02fb4e \
+    --hash=sha256:a550ae29b95c6dc13cf69e2c9dc5747f814c54eeb2e32d683e5e93af56caa029 \
+    --hash=sha256:ab174cd7d29a62dd139c44bf74b698039328f45cb03b4596c43473a46656b2f3 \
+    --hash=sha256:ab323b787d6e18b3d91a72fc99b1a2c28651e4358749842b8f8dfacd28ef2052 \
+    --hash=sha256:adebb5bee0f0af4909c30db0d890c773d1a92ffe83da908e2e9e720f8edf3984 \
+    --hash=sha256:aee2810642b2898bb187ced9b349e95d2a7272930796e022efaf12e99dccd293 \
+    --hash=sha256:af9a332e572978f0218686636610555ae3defd1633597be015ed50289a03c523 \
+    --hash=sha256:b574c51cf7d5d62e9be37ba446224b59a2da26dc4c1bb2ecbe936a4fb1a7cb7f \
+    --hash=sha256:b66e95d05ba806247aaa1561f080abc7975daf715c30780ff92a20e4ec546e1b \
+    --hash=sha256:b81b5e3511211631b3f672a595e3221252c90af017e399056d0faabb9538aa80 \
+    --hash=sha256:b957b71c6b2387610f556a7eb0828afbe40b4a98036fc0d2acfa5a44a0c2036f \
+    --hash=sha256:bb66b7cc26f50977108790e2456b7921e773f23db5630261102233eb355a3b79 \
+    --hash=sha256:c6008de247150668a705a6338156efb92334113421ceecf7438a12c9a12dab23 \
+    --hash=sha256:c7697918b5be27424e9ce568193efd13d925c4481dd364e43f5dff72d33e10f8 \
+    --hash=sha256:cb9bb857b2d057c6dfc72ac5f3b44836924ba15721882ef103cecb40d002d80e \
+    --hash=sha256:cc7d296b5ea4d29e6570dabeaed58d31c3fea35a633a69679fb03d7664f43fb3 \
+    --hash=sha256:d242e8ac078781f1de88bf823d70c1a9b3c7950a44cdf4b7c012e22ccbcd8e4e \
+    --hash=sha256:d2912fd8114fc5545aa3a4b5576512f64c55a03f3ebcca4c10194d593d43ea36 \
+    --hash=sha256:d470ab1178551dd17fdba0fef463359c41aaa613cdcd7ff8373f54be629f9f8f \
+    --hash=sha256:d4ce8e329c93845720cd2014659ca67eac35f6433fd3050393d85f3ecef0dad5 \
+    --hash=sha256:d6e4571eedf43af33d0fc233a382a76e849badbccdf1ac438841308652a08e1f \
+    --hash=sha256:e65498daf4b583091ccbb2556c7000abf0f3349fcd57ef7adc9a84a394ed29f6 \
+    --hash=sha256:e879bb6cd5c73848ef3b2b48b8af9ff08c5b71ecda8048b7dd22d8a33f60be32 \
+    --hash=sha256:e9e8064fb1cc019296958595f6db671fba95209e3ceb0c4734c9baf97de04b20 \
+    --hash=sha256:f7ed2c6543bad5a7d5530eb9e78c53132f93dfa44a28492db88b41cdab885202 \
+    --hash=sha256:f95c00d5d6700b2b890479664a06e754974848afaae5e21beb4d83c106923fd0 \
+    --hash=sha256:f975aa7ef9684ce7e2c18a3aa8f8e2106ce1e46b94ab713d156b2898811651d3 \
+    --hash=sha256:fbfa2a7c10cc2623f412753cddf391c7f971c52ca40a3f65dc5039b2939e8563 \
+    --hash=sha256:fc354a04072b765eccf2204f588a7a532c9511e8b9c7f900e1b64e3e33487090 \
+    --hash=sha256:fc44ef1f3de4f45b50ccf9136999d71abb99dca7706bc75d222ed350b9fd2289
     # via
     #   -r requirements-dev.in
     #   matplotlib
-pip-tools==7.5.2 \
-    --hash=sha256:2d64d72da6a044da1110257d333960563d7a4743637e8617dd2610ae7b82d60f \
-    --hash=sha256:2fe16db727bbe5bf28765aeb581e792e61be51fc275545ef6725374ad720a1ce
+pip-tools==7.5.3 \
+    --hash=sha256:3aac0c473240ae90db7213c033401f345b05197293ccbdd2704e52e7a783785e \
+    --hash=sha256:8fa364779ebc010cbfe17cb9de404457ac733e100840423f28f6955de7742d41
     # via -r requirements-dev.in
-platformdirs==4.5.1 \
-    --hash=sha256:61d5cdcc6065745cdd94f0f878977f8de9437be93de97c1c12f853c9c0cdcbda \
-    --hash=sha256:d03afa3963c806a9bed9d5125c8f4cb2fdaf74a55ab60e5d59b3fde758104d31
+platformdirs==4.9.2 \
+    --hash=sha256:9170634f126f8efdae22fb58ae8a0eaa86f38365bc57897a6c4f781d1f5875bd \
+    --hash=sha256:9a33809944b9db043ad67ca0db94b14bf452cc6aeaac46a88ea55b26e2e9d291
     # via
     #   -r requirements-dev.in
     #   tox
     #   virtualenv
-plotnine==0.15.2 \
-    --hash=sha256:7dc508bc51625b9b9f945e274d8ee4463cf30b280749190a5b707e6828003fa6 \
-    --hash=sha256:ec2e4cdf2d022eb0dab63ef4aa0017ce0d84c60bd99d55093e72637fddf757e6
+plotnine==0.15.3 \
+    --hash=sha256:2e8130db4673e0daccb1fd1dfc9f2a6cd2e7843b14f861f4ab861dde1639045f \
+    --hash=sha256:39fd2ab8b6465275c8a283ce20d4b743dd865e94c74ae7d7d6f21a7eb31f62c1
     # via
     #   -r requirements-dev.in
     #   marginaleffects
@@ -1615,20 +1632,22 @@ pluggy==1.6.0 \
     #   pytest
     #   pytest-cov
     #   tox
-polars==1.36.1 \
-    --hash=sha256:12c7616a2305559144711ab73eaa18814f7aa898c522e7645014b68f1432d54c \
-    --hash=sha256:853c1bbb237add6a5f6d133c15094a9b727d66dd6a4eb91dbb07cdb056b2b8ef
+polars==1.38.1 \
+    --hash=sha256:803a2be5344ef880ad625addfb8f641995cfd777413b08a10de0897345778239 \
+    --hash=sha256:a29479c48fed4984d88b656486d221f638cba45d3e961631a50ee5fdde38cb2c
     # via
     #   -r requirements-dev.in
     #   marginaleffects
-polars-runtime-32==1.36.1 \
-    --hash=sha256:201c2cfd80ceb5d5cd7b63085b5fd08d6ae6554f922bcb941035e39638528a09 \
-    --hash=sha256:327b621ca82594f277751f7e23d4b939ebd1be18d54b4cdf7a2f8406cecc18b2 \
-    --hash=sha256:809e73857be71250141225ddd5d2b30c97e6340aeaa0d445f930e01bef6888dc \
-    --hash=sha256:899b9ad2e47ceb31eb157f27a09dbc2047efbf4969a923a6b1ba7f0412c3e64c \
-    --hash=sha256:ab0d1f23084afee2b97de8c37aa3e02ec3569749ae39571bd89e7a8b11ae9e83 \
-    --hash=sha256:cc17101f28c9a169ff8b5b8d4977a3683cd403621841623825525f440b564cf0 \
-    --hash=sha256:d9d077bb9df711bc635a86540df48242bb91975b353e53ef261c6fae6cb0948f
+polars-runtime-32==1.38.1 \
+    --hash=sha256:04f20ed1f5c58771f34296a27029dc755a9e4b1390caeaef8f317e06fdfce2ec \
+    --hash=sha256:08c2b3b93509c1141ac97891294ff5c5b0c548a373f583eaaea873a4bf506437 \
+    --hash=sha256:10d19cd9863e129273b18b7fcaab625b5c8143c2d22b3e549067b78efa32e4fa \
+    --hash=sha256:18154e96044724a0ac38ce155cf63aa03c02dd70500efbbf1a61b08cadd269ef \
+    --hash=sha256:61e8d73c614b46a00d2f853625a7569a2e4a0999333e876354ac81d1bf1bb5e2 \
+    --hash=sha256:6d07d0cc832bfe4fb54b6e04218c2c27afcfa6b9498f9f6bbf262a00d58cc7c4 \
+    --hash=sha256:c49acac34cc4049ed188f1eb67d6ff3971a39b4af7f7b734b367119970f313ac \
+    --hash=sha256:e8a5f7a8125e2d50e2e060296551c929aec09be23a9edcb2b12ca923f555a5ba \
+    --hash=sha256:fef2ef2626a954e010e006cc8e4de467ecf32d08008f130cea1c78911f545323
     # via
     #   -r requirements-dev.in
     #   polars
@@ -1638,24 +1657,24 @@ polyfactory==2.22.5 \
     # via
     #   -r requirements-dev.in
     #   mozilla-nimbus-schemas
-proto-plus==1.27.0 \
-    --hash=sha256:1baa7f81cf0f8acb8bc1f6d085008ba4171eaf669629d1b6d1673b21ed1c0a82 \
-    --hash=sha256:873af56dd0d7e91836aee871e5799e1c6f1bda86ac9a983e0bb9f0c266a568c4
+proto-plus==1.27.1 \
+    --hash=sha256:912a7460446625b792f6448bade9e55cd4e41e6ac10e27009ef71a7f317fa147 \
+    --hash=sha256:e4643061f3a4d0de092d62aa4ad09fa4756b2cbb89d4627f3985018216f9fefc
     # via
     #   -r requirements-dev.in
     #   google-api-core
     #   google-cloud-bigquery-storage
-protobuf==6.33.2 \
-    --hash=sha256:1f8017c48c07ec5859106533b682260ba3d7c5567b1ca1f24297ce03384d1b4f \
-    --hash=sha256:2981c58f582f44b6b13173e12bb8656711189c2a70250845f264b877f00b1913 \
-    --hash=sha256:56dc370c91fbb8ac85bc13582c9e373569668a290aa2e66a590c2a0d35ddb9e4 \
-    --hash=sha256:7109dcc38a680d033ffb8bf896727423528db9163be1b6a02d6a49606dcadbfe \
-    --hash=sha256:7636aad9bb01768870266de5dc009de2d1b936771b38a793f73cbbf279c91c5c \
-    --hash=sha256:87eb388bd2d0f78febd8f4c8779c79247b26a5befad525008e49a6955787ff3d \
-    --hash=sha256:8cd7640aee0b7828b6d03ae518b5b4806fdfc1afe8de82f79c3454f8aef29872 \
-    --hash=sha256:b5d3b5625192214066d99b2b605f5783483575656784de223f00a8d00754fc0e \
-    --hash=sha256:d9b19771ca75935b3a4422957bc518b0cecb978b31d1dd12037b088f6bcc0e43 \
-    --hash=sha256:fc2a0e8b05b180e5fc0dd1559fe8ebdae21a27e81ac77728fb6c42b12c7419b4
+protobuf==6.33.5 \
+    --hash=sha256:3093804752167bcab3998bec9f1048baae6e29505adaf1afd14a37bddede533c \
+    --hash=sha256:69915a973dd0f60f31a08b8318b73eab2bd6a392c79184b3612226b0a3f8ec02 \
+    --hash=sha256:6ddcac2a081f8b7b9642c09406bc6a4290128fce5f471cddd165960bb9119e5c \
+    --hash=sha256:8afa18e1d6d20af15b417e728e9f60f3aa108ee76f23c3b2c07a2c3b546d3afd \
+    --hash=sha256:8f04fa32763dcdb4973d537d6b54e615cc61108c7cb38fe59310c3192d29510a \
+    --hash=sha256:9b71e0281f36f179d00cbcb119cb19dec4d14a81393e5ea220f64b286173e190 \
+    --hash=sha256:a3157e62729aafb8df6da2c03aa5c0937c7266c626ce11a278b6eb7963c4e37c \
+    --hash=sha256:a5cb85982d95d906df1e2210e58f8e4f1e3cdc088e52c921a041f9c9a0386de5 \
+    --hash=sha256:cbf16ba3350fb7b889fca858fb215967792dc125b35c7976ca4818bee3521cf0 \
+    --hash=sha256:d71b040839446bac0f4d162e758bea99c8251161dae9d0983a3b88dee345153b
     # via
     #   -r requirements-dev.in
     #   google-api-core
@@ -1663,63 +1682,63 @@ protobuf==6.33.2 \
     #   googleapis-common-protos
     #   grpcio-status
     #   proto-plus
-pyarrow==22.0.0 \
-    --hash=sha256:001ea83a58024818826a9e3f89bf9310a114f7e26dfe404a4c32686f97bd7901 \
-    --hash=sha256:00626d9dc0f5ef3a75fe63fd68b9c7c8302d2b5bbc7f74ecaedba83447a24f84 \
-    --hash=sha256:0c34fe18094686194f204a3b1787a27456897d8a2d62caf84b61e8dfbc0252ae \
-    --hash=sha256:12fe549c9b10ac98c91cf791d2945e878875d95508e1a5d14091a7aaa66d9cf8 \
-    --hash=sha256:1a812a5b727bc09c3d7ea072c4eebf657c2f7066155506ba31ebf4792f88f016 \
-    --hash=sha256:252be4a05f9d9185bb8c18e83764ebcfea7185076c07a7a662253af3a8c07941 \
-    --hash=sha256:334f900ff08ce0423407af97e6c26ad5d4e3b0763645559ece6fbf3747d6a8f5 \
-    --hash=sha256:35ad0f0378c9359b3f297299c3309778bb03b8612f987399a0333a560b43862d \
-    --hash=sha256:3d600dc583260d845c7d8a6db540339dd883081925da2bd1c5cb808f720b3cd9 \
-    --hash=sha256:3e294c5eadfb93d78b0763e859a0c16d4051fc1c5231ae8956d61cb0b5666f5a \
-    --hash=sha256:3e739edd001b04f654b166204fc7a9de896cf6007eaff33409ee9e50ceaff754 \
-    --hash=sha256:44729980b6c50a5f2bfcc2668d36c569ce17f8b17bccaf470c4313dcbbf13c9d \
-    --hash=sha256:44d2d26cda26d18f7af7db71453b7b783788322d756e81730acb98f24eb90ace \
-    --hash=sha256:4c19236ae2402a8663a2c8f21f1870a03cc57f0bef7e4b6eb3238cc82944de80 \
-    --hash=sha256:69763ab2445f632d90b504a815a2a033f74332997052b721002298ed6de40f2e \
-    --hash=sha256:6dda1ddac033d27421c20d7a7943eec60be44e0db4e079f33cc5af3b8280ccde \
-    --hash=sha256:6f9762274496c244d951c819348afbcf212714902742225f649cf02823a6a10f \
-    --hash=sha256:710624ab925dc2b05a6229d47f6f0dac1c1155e6ed559be7109f684eba048a48 \
-    --hash=sha256:7388ac685cab5b279a41dfe0a6ccd99e4dbf322edfb63e02fc0443bf24134e91 \
-    --hash=sha256:77718810bd3066158db1e95a63c160ad7ce08c6b0710bc656055033e39cdad88 \
-    --hash=sha256:7a820d8ae11facf32585507c11f04e3f38343c1e784c9b5a8b1da5c930547fe2 \
-    --hash=sha256:8382ad21458075c2e66a82a29d650f963ce51c7708c7c0ff313a8c206c4fd5e8 \
-    --hash=sha256:84378110dd9a6c06323b41b56e129c504d157d1a983ce8f5443761eb5256bafc \
-    --hash=sha256:854794239111d2b88b40b6ef92aa478024d1e5074f364033e73e21e3f76b25e0 \
-    --hash=sha256:92843c305330aa94a36e706c16209cd4df274693e777ca47112617db7d0ef3d7 \
-    --hash=sha256:9bddc2cade6561f6820d4cd73f99a0243532ad506bc510a75a5a65a522b2d74d \
-    --hash=sha256:a4893d31e5ef780b6edcaf63122df0f8d321088bb0dee4c8c06eccb1ca28d145 \
-    --hash=sha256:a9d9ffdc2ab696f6b15b4d1f7cec6658e1d788124418cb30030afbae31c64746 \
-    --hash=sha256:ac93252226cf288753d8b46280f4edf3433bf9508b6977f8dd8526b521a1bbb9 \
-    --hash=sha256:b41f37cabfe2463232684de44bad753d6be08a7a072f6a83447eeaf0e4d2a215 \
-    --hash=sha256:b883fe6fd85adad7932b3271c38ac289c65b7337c2c132e9569f9d3940620730 \
-    --hash=sha256:b9d71701ce97c95480fecb0039ec5bb889e75f110da72005743451339262f4ce \
-    --hash=sha256:ba95112d15fd4f1105fb2402c4eab9068f0554435e9b7085924bcfaac2cc306f \
-    --hash=sha256:bba208d9c7decf9961998edf5c65e3ea4355d5818dd6cd0f6809bec1afb951cc \
-    --hash=sha256:bd0d42297ace400d8febe55f13fdf46e86754842b860c978dfec16f081e5c653 \
-    --hash=sha256:bea79263d55c24a32b0d79c00a1c58bb2ee5f0757ed95656b01c0fb310c5af3d \
-    --hash=sha256:c064e28361c05d72eed8e744c9605cbd6d2bb7481a511c74071fd9b24bc65d7d \
-    --hash=sha256:c3200cb41cdbc65156e5f8c908d739b0dfed57e890329413da2748d1a2cd1a4e \
-    --hash=sha256:c6c791b09c57ed76a18b03f2631753a4960eefbbca80f846da8baefc6491fcfe \
-    --hash=sha256:c6ec3675d98915bf1ec8b3c7986422682f7232ea76cad276f4c8abd5b7319b70 \
-    --hash=sha256:ce20fe000754f477c8a9125543f1936ea5b8867c5406757c224d745ed033e691 \
-    --hash=sha256:cedb9dd9358e4ea1d9bce3665ce0797f6adf97ff142c8e25b46ba9cdd508e9b6 \
-    --hash=sha256:e0a15757fccb38c410947df156f9749ae4a3c89b2393741a50521f39a8cf202a \
-    --hash=sha256:e6e95176209257803a8b3d0394f21604e796dadb643d2f7ca21b66c9c0b30c9a \
-    --hash=sha256:e70ff90c64419709d38c8932ea9fe1cc98415c4f87ea8da81719e43f02534bc9 \
-    --hash=sha256:ec1a15968a9d80da01e1d30349b2b0d7cc91e96588ee324ce1b5228175043e95 \
-    --hash=sha256:ec5d40dd494882704fb876c16fa7261a69791e784ae34e6b5992e977bd2e238c \
-    --hash=sha256:f633074f36dbc33d5c05b5dc75371e5660f1dbf9c8b1d95669def05e5425989c \
-    --hash=sha256:f7fe3dbe871294ba70d789be16b6e7e52b418311e166e0e3cba9522f0f437fb1 \
-    --hash=sha256:f963ba8c3b0199f9d6b794c90ec77545e05eadc83973897a4523c9e8d84e9340
+pyarrow==23.0.1 \
+    --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
+    --hash=sha256:07deae7783782ac7250989a7b2ecde9b3c343a643f82e8a4df03d93b633006f0 \
+    --hash=sha256:0ae6e17c828455b6265d590100c295193f93cc5675eb0af59e49dbd00d2de350 \
+    --hash=sha256:0b95a3994f015be13c63148fef8832e8a23938128c185ee951c98908a696e0eb \
+    --hash=sha256:17cd28e906c18af486a499422740298c52d7c6795344ea5002a7720b4eadf16d \
+    --hash=sha256:26d50dee49d741ac0e82185033488d28d35be4d763ae6f321f97d1140eb7a0e9 \
+    --hash=sha256:29f7f7419a0e30264ea261fdc0e5fe63ce5a6095003db2945d7cd78df391a7e1 \
+    --hash=sha256:33d648dc25b51fd8055c19e4261e813dfc4d2427f068bcecc8b53d01b81b0500 \
+    --hash=sha256:3a4c85ef66c134161987c17b147d6bffdca4566f9a4c1d81a0a01cdf08414ea5 \
+    --hash=sha256:3c30143b17161310f151f4a2bcfe41b5ff744238c1039338779424e38579d701 \
+    --hash=sha256:3f91c038b95f71ddfc865f11d5876c42f343b4495535bd262c7b321b0b94507c \
+    --hash=sha256:3fab8f82571844eb3c460f90a75583801d14ca0cc32b1acc8c361650e006fd56 \
+    --hash=sha256:46718a220d64677c93bc243af1d44b55998255427588e400677d7192671845c7 \
+    --hash=sha256:4982d71350b1a6e5cfe1af742c53dfb759b11ce14141870d05d9e540d13bc5d1 \
+    --hash=sha256:527e8d899f14bd15b740cd5a54ad56b7f98044955373a17179d5956ddb93d9ce \
+    --hash=sha256:564baf97c858ecc03ec01a41062e8f4698abc3e6e2acd79c01c2e97880a19730 \
+    --hash=sha256:5abde149bb3ce524782d838eb67ac095cd3fd6090eba051130589793f1a7f76d \
+    --hash=sha256:5c16ed4f53247fa3ffb12a14d236de4213a4415d127fe9cebed33d51671113e2 \
+    --hash=sha256:5df1161da23636a70838099d4aaa65142777185cc0cdba4037a18cee7d8db9ca \
+    --hash=sha256:5f4763b83c11c16e5f4c15601ba6dfa849e20723b46aa2617cb4bffe8768479f \
+    --hash=sha256:6b8fda694640b00e8af3c824f99f789e836720aa8c9379fb435d4c4953a756b8 \
+    --hash=sha256:6f0147ee9e0386f519c952cc670eb4a8b05caa594eeffe01af0e25f699e4e9bb \
+    --hash=sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125 \
+    --hash=sha256:71c5be5cbf1e1cb6169d2a0980850bccb558ddc9b747b6206435313c47c37677 \
+    --hash=sha256:76e823d0e86b4fb5e1cf4a58d293036e678b5a4b03539be933d3b31f9406859f \
+    --hash=sha256:7707d2b6673f7de054e2e83d59f9e805939038eebe1763fe811ee8fa5c0cd1a7 \
+    --hash=sha256:813d99f31275919c383aab17f0f455a04f5a429c261cc411b1e9a8f5e4aaaa05 \
+    --hash=sha256:86ff03fb9f1a320266e0de855dee4b17da6794c595d207f89bba40d16b5c78b9 \
+    --hash=sha256:8ff51b1addc469b9444b7c6f3548e19dc931b172ab234e995a60aea9f6e6025f \
+    --hash=sha256:9b6f4f17b43bc39d56fec96e53fe89d94bac3eb134137964371b45352d40d0c2 \
+    --hash=sha256:9fc13fc6c403d1337acab46a2c4346ca6c9dec5780c3c697cf8abfd5e19b6b37 \
+    --hash=sha256:a09f3876e87f48bc2f13583ab551f0379e5dfb83210391e68ace404181a20690 \
+    --hash=sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8 \
+    --hash=sha256:a62e1899e3078bf65943078b3ad2a6ddcacf2373bc06379aac61b1e548a75814 \
+    --hash=sha256:b8c5873e33440b2bc2f4a79d2b47017a89c5a24116c055625e6f2ee50523f019 \
+    --hash=sha256:bf5842f960cddd2ef757d486041d57c96483efc295a8c4a0e20e704cbbf39c67 \
+    --hash=sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83 \
+    --hash=sha256:c250248f1fe266db627921c89b47b7c06fee0489ad95b04d50353537d74d6886 \
+    --hash=sha256:c33b5bf406284fd0bba436ed6f6c3ebe8e311722b441d89397c54f871c6863a2 \
+    --hash=sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41 \
+    --hash=sha256:cecfb12ef629cf6be0b1887f9f86463b0dd3dc3195ae6224e74006be4736035a \
+    --hash=sha256:d0744403adabef53c985a7f8a082b502a368510c40d184df349a0a8754533258 \
+    --hash=sha256:db2190fa79c80a23fdd29fef4b8992893f024ae7c17d2f5f4db7171fa30c2c78 \
+    --hash=sha256:ddf743e82f69dcd6dbbcb63628895d7161e04e56794ef80550ac6f3315eeb1d5 \
+    --hash=sha256:df088e8f640c9fae3b1f495b3c64755c4e719091caf250f3a74d095ddf3c836d \
+    --hash=sha256:e052a211c5ac9848ae15d5ec875ed0943c0221e2fcfe69eee80b604b4e703222 \
+    --hash=sha256:f00f993a8179e0e1c9713bcc0baf6d6c01326a406a9c23495ec1ba9c9ebf2919 \
+    --hash=sha256:f4b0dbfa124c0bb161f8b5ebb40f1a680b70279aa0c9901d44a2b5a20806039f \
+    --hash=sha256:fa8e51cb04b9f8c9c5ace6bab63af9a1f88d35c0d6cbf53e8c17c098552285e1 \
+    --hash=sha256:fed7020203e9ef273360b9e45be52a2a47d3103caf156a30ace5247ffb51bdbd
     # via
     #   -r requirements-dev.in
     #   marginaleffects
-pyasn1==0.6.1 \
-    --hash=sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629 \
-    --hash=sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034
+pyasn1==0.6.2 \
+    --hash=sha256:1eb26d860996a18e9b6ed05e7aae0e9fc21619fcee6af91cca9bad4fbea224bf \
+    --hash=sha256:9b59a2b25ba7e4f8197db7686c09fb33e658b98339fadb826e9512629017833b
     # via
     #   -r requirements-dev.in
     #   pyasn1-modules
@@ -1730,9 +1749,9 @@ pyasn1-modules==0.4.2 \
     # via
     #   -r requirements-dev.in
     #   google-auth
-pycparser==2.23 \
-    --hash=sha256:78816d4f24add8f10a06d6f05b4d424ad9e96cfebf68a4ddc99c65c0720d00c2 \
-    --hash=sha256:e5c6e8d3fbad53479cab09ac03729e0a9faf2bee3db8208a550daf5af81a5934
+pycparser==3.0 \
+    --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
+    --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via
     #   -r requirements-dev.in
     #   cffi
@@ -1876,9 +1895,9 @@ pygments==2.19.2 \
     #   pytest
     #   readme-renderer
     #   rich
-pyparsing==3.3.1 \
-    --hash=sha256:023b5e7e5520ad96642e2c6db4cb683d3970bd640cdf7115049a6e9c3682df82 \
-    --hash=sha256:47fad0f17ac1e2cad3de3b458570fbc9b03560aa029ed5e16ee5554da9a2251c
+pyparsing==3.3.2 \
+    --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
+    --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
     # via
     #   -r requirements-dev.in
     #   matplotlib
@@ -1929,7 +1948,6 @@ pytz==2025.2 \
     # via
     #   -r requirements-dev.in
     #   mozilla-metric-config-parser
-    #   pandas
 readme-renderer==44.0 \
     --hash=sha256:2fbca89b81a08526aadf1357a8c2ae889ec05fb03f5da67f9769c9a592166151 \
     --hash=sha256:8712034eabbfa6805cacf1402b4eeb2a73028f72d1166d6f5cb7f9c047c5d1e1
@@ -1950,7 +1968,6 @@ requests==2.32.5 \
     #   -r requirements-dev.in
     #   google-api-core
     #   google-cloud-bigquery
-    #   id
     #   mozilla-metric-config-parser
     #   requests-toolbelt
     #   twine
@@ -1966,9 +1983,9 @@ rfc3986==2.0.0 \
     # via
     #   -r requirements-dev.in
     #   twine
-rich==14.2.0 \
-    --hash=sha256:73ff50c7c0c1c77c8243079283f4edb376f0f6442433aecb8ce7e6d0b92d1fe4 \
-    --hash=sha256:76bc51fe2e57d2b1be1f96c524b890b816e334ab4c1e45888799bfaab0021edd
+rich==14.3.2 \
+    --hash=sha256:08e67c3e90884651da3239ea668222d19bea7b589149d8014a21c633420dbb69 \
+    --hash=sha256:e712f11c1a562a11843306f5ed999475f09ac31ffb64281f73ab29ffdda8b3b8
     # via
     #   -r requirements-dev.in
     #   twine
@@ -2098,91 +2115,90 @@ rsa==4.9.1 \
     # via
     #   -r requirements-dev.in
     #   google-auth
-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
+ruff==0.15.1 \
+    --hash=sha256:1d83466455fdefe60b8d9c8df81d3c1bbb2115cede53549d3b522ce2bc703899 \
+    --hash=sha256:1fe5c41ab43e3a06778844c586251eb5a510f67125427625f9eb2b9526535779 \
+    --hash=sha256:3dd86dccb83cd7d4dcfac303ffc277e6048600dfc22e38158afa208e8bf94a1f \
+    --hash=sha256:4ab064052c31dddada35079901592dfba2e05f5b1e43af3954aafcbc1096a5b2 \
+    --hash=sha256:518f9af03bfc33c03bdb4cb63fabc935341bb7f54af500f92ac309ecfbba6330 \
+    --hash=sha256:5631c940fe9fe91f817a4c2ea4e81f47bee3ca4aa646134a24374f3c19ad9454 \
+    --hash=sha256:5ff7d5f0f88567850f45081fac8f4ec212be8d0b963e385c3f7d0d2eb4899416 \
+    --hash=sha256:660975d9cb49b5d5278b12b03bb9951d554543a90b74ed5d366b20e2c57c2098 \
+    --hash=sha256:66a6dd6df4d80dc382c6484f8ce1bcceb55c32e9f27a8b94c32f6c7331bf14fb \
+    --hash=sha256:68138a4ba184b4691ccdc39f7795c66b3c68160c586519e7e8444cf5a53e1b4c \
+    --hash=sha256:6a4a42cbb8af0bda9bcd7606b064d7c0bc311a88d141d02f78920be6acb5aa83 \
+    --hash=sha256:92c92b003e9d4f7fbd33b1867bb15a1b785b1735069108dfc23821ba045b29bc \
+    --hash=sha256:939c995e9277e63ea632cc8d3fae17aa758526f49a9a850d2e7e758bfef46602 \
+    --hash=sha256:a9457e3c3291024866222b96108ab2d8265b477e5b1534c7ddb1810904858d16 \
+    --hash=sha256:b101ed7cf4615bda6ffe65bdb59f964e9f4a0d3f85cbf0e54f0ab76d7b90228a \
+    --hash=sha256:c590fe13fb57c97141ae975c03a1aedb3d3156030cabd740d6ff0b0d601e203f \
+    --hash=sha256:c820fef9dd5d4172a6570e5721704a96c6679b80cf7be41659ed439653f62336 \
+    --hash=sha256:da79f4d6a826caaea95de0237a67e33b81e6ec2e25fc7e1993a4015dffca7c61
     # via
     #   -r requirements-dev.in
     #   pytest-ruff
-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
+scipy==1.17.0 \
+    --hash=sha256:00fb5f8ec8398ad90215008d8b6009c9db9fa924fd4c7d6be307c6f945f9cd73 \
+    --hash=sha256:031121914e295d9791319a1875444d55079885bbae5bdc9c5e0f2ee5f09d34ff \
+    --hash=sha256:0937a0b0d8d593a198cededd4c439a0ea216a3f36653901ea1f3e4be949056f8 \
+    --hash=sha256:0cf46c8013fec9d3694dc572f0b54100c28405d55d3e2cb15e2895b25057996e \
+    --hash=sha256:0d5018a57c24cb1dd828bcf51d7b10e65986d549f52ef5adb6b4d1ded3e32a57 \
+    --hash=sha256:130d12926ae34399d157de777472bf82e9061c60cc081372b3118edacafe1d00 \
+    --hash=sha256:13c4096ac6bc31d706018f06a49abe0485f96499deb82066b94d19b02f664209 \
+    --hash=sha256:13e861634a2c480bd237deb69333ac79ea1941b94568d4b0efa5db5e263d4fd1 \
+    --hash=sha256:1f9586a58039d7229ce77b52f8472c972448cded5736eaf102d5658bbac4c269 \
+    --hash=sha256:1ff269abf702f6c7e67a4b7aad981d42871a11b9dd83c58d2d2ea624efbd1088 \
+    --hash=sha256:255c0da161bd7b32a6c898e7891509e8a9289f0b1c6c7d96142ee0d2b114c2ea \
+    --hash=sha256:2591060c8e648d8b96439e111ac41fd8342fdeff1876be2e19dea3fe8930454e \
+    --hash=sha256:272a9f16d6bb4667e8b50d25d71eddcc2158a214df1b566319298de0939d2ab7 \
+    --hash=sha256:2abd71643797bd8a106dff97894ff7869eeeb0af0f7a5ce02e4227c6a2e9d6fd \
+    --hash=sha256:2b531f57e09c946f56ad0b4a3b2abee778789097871fc541e267d2eca081cff1 \
+    --hash=sha256:30509da9dbec1c2ed8f168b8d8aa853bc6723fede1dbc23c7d43a56f5ab72a67 \
+    --hash=sha256:33af70d040e8af9d5e7a38b5ed3b772adddd281e3062ff23fec49e49681c38cf \
+    --hash=sha256:357ca001c6e37601066092e7c89cca2f1ce74e2a520ca78d063a6d2201101df2 \
+    --hash=sha256:3625c631a7acd7cfd929e4e31d2582cf00f42fcf06011f59281271746d77e061 \
+    --hash=sha256:363ad4ae2853d88ebcde3ae6ec46ccca903ea9835ee8ba543f12f575e7b07e4e \
+    --hash=sha256:40052543f7bbe921df4408f46003d6f01c6af109b9e2c8a66dd1cf6cf57f7d5d \
+    --hash=sha256:423ca1f6584fc03936972b5f7c06961670dbba9f234e71676a7c7ccf938a0d61 \
+    --hash=sha256:474da16199f6af66601a01546144922ce402cb17362e07d82f5a6cf8f963e449 \
+    --hash=sha256:4e00562e519c09da34c31685f6acc3aa384d4d50604db0f245c14e1b4488bfa2 \
+    --hash=sha256:5194c445d0a1c7a6c1a4a4681b6b7c71baad98ff66d96b949097e7513c9d6742 \
+    --hash=sha256:5fb10d17e649e1446410895639f3385fd2bf4c3c7dfc9bea937bddcbc3d7b9ba \
+    --hash=sha256:65ec32f3d32dfc48c72df4291345dae4f048749bc8d5203ee0a3f347f96c5ce6 \
+    --hash=sha256:6680f2dfd4f6182e7d6db161344537da644d1cf85cf293f015c60a17ecf08752 \
+    --hash=sha256:6e886000eb4919eae3a44f035e63f0fd8b651234117e8f6f29bad1cd26e7bc45 \
+    --hash=sha256:7204fddcbec2fe6598f1c5fdf027e9f259106d05202a959a9f1aecf036adc9f6 \
+    --hash=sha256:819fc26862b4b3c73a60d486dbb919202f3d6d98c87cf20c223511429f2d1a97 \
+    --hash=sha256:8547e7c57f932e7354a2319fab613981cde910631979f74c9b542bb167a8b9db \
+    --hash=sha256:85b0ac3ad17fa3be50abd7e69d583d98792d7edc08367e01445a1e2076005379 \
+    --hash=sha256:87b411e42b425b84777718cc41516b8a7e0795abfa8e8e1d573bf0ef014f0812 \
+    --hash=sha256:88c22af9e5d5a4f9e027e26772cc7b5922fab8bcc839edb3ae33de404feebd9e \
+    --hash=sha256:9244608d27eafe02b20558523ba57f15c689357c85bdcfe920b1828750aa26eb \
+    --hash=sha256:979c3a0ff8e5ba254d45d59ebd38cde48fce4f10b5125c680c7a4bfe177aab07 \
+    --hash=sha256:9eeb9b5f5997f75507814ed9d298ab23f62cf79f5a3ef90031b1ee2506abdb5b \
+    --hash=sha256:9fad7d3578c877d606b1150135c2639e9de9cecd3705caa37b66862977cc3e72 \
+    --hash=sha256:a38c3337e00be6fd8a95b4ed66b5d988bac4ec888fd922c2ea9fe5fb1603dd67 \
+    --hash=sha256:aabf057c632798832f071a8dde013c2e26284043934f53b00489f1773b33527e \
+    --hash=sha256:c17514d11b78be8f7e6331b983a65a7f5ca1fd037b95e27b280921fe5606286a \
+    --hash=sha256:c5e8647f60679790c2f5c76be17e2e9247dc6b98ad0d3b065861e082c56e078d \
+    --hash=sha256:cacbaddd91fcffde703934897c5cd2c7cb0371fac195d383f4e1f1c5d3f3bd04 \
+    --hash=sha256:d7425fcafbc09a03731e1bc05581f5fad988e48c6a861f441b7ab729a49a55ea \
+    --hash=sha256:dac97a27520d66c12a34fd90a4fe65f43766c18c0d6e1c0a80f114d2260080e4 \
+    --hash=sha256:dbf133ced83889583156566d2bdf7a07ff89228fe0c0cb727f777de92092ec6b \
+    --hash=sha256:e8c0b331c2c1f531eb51f1b4fc9ba709521a712cce58f1aa627bc007421a5306 \
+    --hash=sha256:eb2651271135154aa24f6481cbae5cc8af1f0dd46e6533fb7b56aa9727b6a232 \
+    --hash=sha256:ebb7446a39b3ae0fe8f416a9a3fdc6fba3f11c634f680f16a239c5187bc487c0 \
+    --hash=sha256:ec0827aa4d36cb79ff1b81de898e948a51ac0b9b1c43e4a372c0508c38c0f9a3 \
+    --hash=sha256:edce1a1cf66298cccdc48a1bdf8fb10a3bf58e8b58d6c3883dd1530e103f87c0 \
+    --hash=sha256:eec3842ec9ac9de5917899b277428886042a93db0b227ebbe3a333b64ec7643d \
+    --hash=sha256:ef28d815f4d2686503e5f4f00edc387ae58dfd7a2f42e348bb53359538f01558 \
+    --hash=sha256:f2a4942b0f5f7c23c7cd641a0ca1955e2ae83dedcff537e3a0259096635e186b \
+    --hash=sha256:f3cd947f20fe17013d401b64e857c6b2da83cae567adbb75b9dcba865abc66d8 \
+    --hash=sha256:f603d8a5518c7426414d1d8f82e253e454471de682ce5e39c29adb0df1efb86b \
+    --hash=sha256:f7df7941d71314e60a481e02d5ebcb3f0185b8d799c70d03d8258f6c80f3d467 \
+    --hash=sha256:f9eb55bb97d00f8b7ab95cb64f873eb0bf54d9446264d9f3609130381233483f \
+    --hash=sha256:fc02c37a5639ee67d8fb646ffded6d793c06c5622d36b35cfa8fe5ececb8f042 \
+    --hash=sha256:fe508b5690e9eaaa9467fc047f833af58f1152ae51a0d0aed67aa5801f4dd7d6
     # via
     #   -r requirements-dev.in
     #   formulaic
@@ -2190,9 +2206,9 @@ scipy==1.16.3 \
     #   mizani
     #   plotnine
     #   statsmodels
-scipy-stubs==1.17.0.0 \
-    --hash=sha256:01953f1c7967876be942afa21c1cc864c92714d01b1970ef8bdd468b4468d4b7 \
-    --hash=sha256:17b336fa6c56afb0cf47e426e3cb36a7eb8b73351ee0a52d1e5cef7634b5e936
+scipy-stubs==1.17.0.2 \
+    --hash=sha256:3981bd7fa4c189a8493307afadaee1a830d9a0de8e3ae2f4603f192b6260ef2a \
+    --hash=sha256:99d1aa75b7d72a7ee36a68d18bcf1149f62ab577bbd1236c65c471b3b465d824
     # via -r requirements-dev.in
 secretstorage==3.5.0 \
     --hash=sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137 \
@@ -2258,20 +2274,14 @@ toml==0.10.2 \
     # via
     #   -r requirements-dev.in
     #   mozilla-metric-config-parser
-tox==4.34.1 \
-    --hash=sha256:5610d69708bab578d618959b023f8d7d5d3386ed14a2392aeebf9c583615af60 \
-    --hash=sha256:ef1e82974c2f5ea02954d590ee0b967fad500c3879b264ea19efb9a554f3cc60
+tox==4.36.1 \
+    --hash=sha256:085ddf2e6ebd2a5be04ae8f4a2c6422a7994a4702b3c187edc4e99f1e7ccdc2a \
+    --hash=sha256:1a26afa08ff0a527e2055959c99907058328aaa5134fcea07ad2ae1dbce1a09a
     # via -r requirements-dev.in
 twine==6.2.0 \
     --hash=sha256:418ebf08ccda9a8caaebe414433b0ba5e25eb5e4a927667122fbe8f829f985d8 \
     --hash=sha256:e5ed0d2fd70c9959770dce51c8f39c8945c574e18173a7b81802dab51b4b75cf
     # via -r requirements-dev.in
-types-pytz==2025.2.0.20251108 \
-    --hash=sha256:0f1c9792cab4eb0e46c52f8845c8f77cf1e313cb3d68bf826aa867fe4717d91c \
-    --hash=sha256:fca87917836ae843f07129567b74c1929f1870610681b4c92cb86a3df5817bdb
-    # via
-    #   -r requirements-dev.in
-    #   pandas-stubs
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
@@ -2294,140 +2304,101 @@ typing-inspection==0.4.2 \
     # via
     #   -r requirements-dev.in
     #   pydantic
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
-    # via
-    #   -r requirements-dev.in
-    #   faker
-    #   pandas
 urllib3==2.6.3 \
     --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
     --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
     # via
     #   -r requirements-dev.in
+    #   id
     #   requests
     #   twine
-virtualenv==20.36.0 \
-    --hash=sha256:a3601f540b515a7983508113f14e78993841adc3d83710fa70f0ac50f43b23ed \
-    --hash=sha256:e7ded577f3af534fd0886d4ca03277f5542053bedb98a70a989d3c22cfa5c9ac
+virtualenv==20.37.0 \
+    --hash=sha256:5d3951c32d57232ae3569d4de4cc256c439e045135ebf43518131175d9be435d \
+    --hash=sha256:6f7e2064ed470aa7418874e70b6369d53b66bcd9e9fd5389763e96b6c94ccb7c
     # via
     #   -r requirements-dev.in
     #   tox
-wheel==0.45.1 \
-    --hash=sha256:661e1abd9198507b1409a20c02106d9670b2576e916d58f520316666abca6729 \
-    --hash=sha256:708e7481cc80179af0e556bbf0cc00b8444c7321e2700b8d8580231d13017248
+wheel==0.46.3 \
+    --hash=sha256:4b399d56c9d9338230118d705d9737a2a468ccca63d5e813e2a4fc7815d8bc4d \
+    --hash=sha256:e3e79874b07d776c40bd6033f8ddf76a7dad46a7b8aa1b2787a83083519a1803
     # via
     #   -r requirements-dev.in
     #   pip-tools
-wrapt==2.0.1 \
-    --hash=sha256:09c7476ab884b74dce081ad9bfd07fe5822d8600abade571cb1f66d5fc915af6 \
-    --hash=sha256:0e17283f533a0d24d6e5429a7d11f250a58d28b4ae5186f8f47853e3e70d2590 \
-    --hash=sha256:115cae4beed3542e37866469a8a1f2b9ec549b4463572b000611e9946b86e6f6 \
-    --hash=sha256:1218573502a8235bb8a7ecaed12736213b22dcde9feab115fa2989d42b5ded45 \
-    --hash=sha256:17fb85fa4abc26a5184d93b3efd2dcc14deb4b09edcdb3535a536ad34f0b4dba \
-    --hash=sha256:1e9b121e9aeb15df416c2c960b8255a49d44b4038016ee17af03975992d03931 \
-    --hash=sha256:1f186e26ea0a55f809f232e92cc8556a0977e00183c3ebda039a807a42be1494 \
-    --hash=sha256:1fdbb34da15450f2b1d735a0e969c24bdb8d8924892380126e2a293d9902078c \
-    --hash=sha256:23097ed8bc4c93b7bf36fa2113c6c733c976316ce0ee2c816f64ca06102034ef \
-    --hash=sha256:2879af909312d0baf35f08edeea918ee3af7ab57c37fe47cb6a373c9f2749c7b \
-    --hash=sha256:2afa23318136709c4b23d87d543b425c399887b4057936cd20386d5b1422b6fa \
-    --hash=sha256:2da620b31a90cdefa9cd0c2b661882329e2e19d1d7b9b920189956b76c564d75 \
-    --hash=sha256:35cdbd478607036fee40273be8ed54a451f5f23121bd9d4be515158f9498f7ad \
-    --hash=sha256:36982b26f190f4d737f04a492a68accbfc6fa042c3f42326fdfbb6c5b7a20a31 \
-    --hash=sha256:3793ac154afb0e5b45d1233cb94d354ef7a983708cc3bb12563853b1d8d53747 \
-    --hash=sha256:386fb54d9cd903ee0012c09291336469eb7b244f7183d40dc3e86a16a4bace62 \
-    --hash=sha256:3cd1a4bd9a7a619922a8557e1318232e7269b5fb69d4ba97b04d20450a6bf970 \
-    --hash=sha256:3d32794fe940b7000f0519904e247f902f0149edbe6316c710a8562fb6738841 \
-    --hash=sha256:3d366aa598d69416b5afedf1faa539fac40c1d80a42f6b236c88c73a3c8f2d41 \
-    --hash=sha256:3e271346f01e9c8b1130a6a3b0e11908049fe5be2d365a5f402778049147e7e9 \
-    --hash=sha256:3f373a4ab5dbc528a94334f9fe444395b23c2f5332adab9ff4ea82f5a9e33bc1 \
-    --hash=sha256:3fa272ca34332581e00bf7773e993d4f632594eb2d1b0b162a9038df0fd971dd \
-    --hash=sha256:47434236c396d04875180171ee1f3815ca1eada05e24a1ee99546320d54d1d1b \
-    --hash=sha256:47b0f8bafe90f7736151f61482c583c86b0693d80f075a58701dd1549b0010a9 \
-    --hash=sha256:4811e15d88ee62dbf5c77f2c3ff3932b1e3ac92323ba3912f51fc4016ce81ecf \
-    --hash=sha256:49989061a9977a8cbd6d20f2efa813f24bf657c6990a42967019ce779a878dbf \
-    --hash=sha256:4ae879acc449caa9ed43fc36ba08392b9412ee67941748d31d94e3cedb36628c \
-    --hash=sha256:4b55cacc57e1dc2d0991dbe74c6419ffd415fb66474a02335cb10efd1aa3f84f \
-    --hash=sha256:4d2ce1bf1a48c5277d7969259232b57645aae5686dba1eaeade39442277afbca \
-    --hash=sha256:4da7384b0e5d4cae05c97cd6f94faaf78cc8b0f791fc63af43436d98c4ab37bb \
-    --hash=sha256:4e54bbf554ee29fcceee24fa41c4d091398b911da6e7f5d7bffda963c9aed2e1 \
-    --hash=sha256:50844efc8cdf63b2d90cd3d62d4947a28311e6266ce5235a219d21b195b4ec2c \
-    --hash=sha256:5a4939eae35db6b6cec8e7aa0e833dcca0acad8231672c26c2a9ab7a0f8ac9c8 \
-    --hash=sha256:5dc1b852337c6792aa111ca8becff5bacf576bf4a0255b0f05eb749da6a1643e \
-    --hash=sha256:5e53b428f65ece6d9dad23cb87e64506392b720a0b45076c05354d27a13351a1 \
-    --hash=sha256:61c4956171c7434634401db448371277d07032a81cc21c599c22953374781395 \
-    --hash=sha256:641e94e789b5f6b4822bb8d8ebbdfc10f4e4eae7756d648b717d980f657a9eb9 \
-    --hash=sha256:64b103acdaa53b7caf409e8d45d39a8442fe6dcfec6ba3f3d141e0cc2b5b4dbd \
-    --hash=sha256:68424221a2dc00d634b54f92441914929c5ffb1c30b3b837343978343a3512a3 \
-    --hash=sha256:6bd1a18f5a797fe740cb3d7a0e853a8ce6461cc62023b630caec80171a6b8097 \
-    --hash=sha256:6c72328f668cf4c503ffcf9434c2b71fdd624345ced7941bc6693e61bbe36bef \
-    --hash=sha256:6d2d947d266d99a1477cd005b23cbd09465276e302515e122df56bb9511aca1b \
-    --hash=sha256:7164a55f5e83a9a0b031d3ffab4d4e36bbec42e7025db560f225489fa929e509 \
-    --hash=sha256:7b219cb2182f230676308cdcacd428fa837987b89e4b7c5c9025088b8a6c9faf \
-    --hash=sha256:7d539241e87b650cbc4c3ac9f32c8d1ac8a54e510f6dca3f6ab60dcfd48c9b10 \
-    --hash=sha256:7de3cc939be0e1174969f943f3b44e0d79b6f9a82198133a5b7fc6cc92882f16 \
-    --hash=sha256:8330b42d769965e96e01fa14034b28a2a7600fbf7e8f0cc90ebb36d492c993e4 \
-    --hash=sha256:837e31620e06b16030b1d126ed78e9383815cbac914693f54926d816d35d8edf \
-    --hash=sha256:83ce30937f0ba0d28818807b303a412440c4b63e39d3d8fc036a94764b728c92 \
-    --hash=sha256:85df8d92158cb8f3965aecc27cf821461bb5f40b450b03facc5d9f0d4d6ddec6 \
-    --hash=sha256:8639b843c9efd84675f1e100ed9e99538ebea7297b62c4b45a7042edb84db03e \
-    --hash=sha256:89a82053b193837bf93c0f8a57ded6e4b6d88033a499dadff5067e912c2a41e9 \
-    --hash=sha256:8bacfe6e001749a3b64db47bcf0341da757c95959f592823a93931a422395013 \
-    --hash=sha256:8ec3303e8a81932171f455f792f8df500fc1a09f20069e5c16bd7049ab4e8e38 \
-    --hash=sha256:90897ea1cf0679763b62e79657958cd54eae5659f6360fc7d2ccc6f906342183 \
-    --hash=sha256:908f8c6c71557f4deaa280f55d0728c3bca0960e8c3dd5ceeeafb3c19942719d \
-    --hash=sha256:91bcc576260a274b169c3098e9a3519fb01f2989f6d3d386ef9cbf8653de1374 \
-    --hash=sha256:9219a1d946a9b32bb23ccae66bdb61e35c62773ce7ca6509ceea70f344656b7b \
-    --hash=sha256:949520bccc1fa227274da7d03bf238be15389cd94e32e4297b92337df9b7a349 \
-    --hash=sha256:98d873ed6c8b4ee2418f7afce666751854d6d03e3c0ec2a399bb039cd2ae89db \
-    --hash=sha256:9c9c635e78497cacb81e84f8b11b23e0aacac7a136e73b8e5b2109a1d9fc468f \
-    --hash=sha256:9ca66b38dd642bf90c59b6738af8070747b610115a39af2498535f62b5cdc1c3 \
-    --hash=sha256:a453257f19c31b31ba593c30d997d6e5be39e3b5ad9148c2af5a7314061c63eb \
-    --hash=sha256:a52f93d95c8d38fed0669da2ebdb0b0376e895d84596a976c15a9eb45e3eccb3 \
-    --hash=sha256:a9a83618c4f0757557c077ef71d708ddd9847ed66b7cc63416632af70d3e2308 \
-    --hash=sha256:ab594f346517010050126fcd822697b25a7031d815bb4fbc238ccbe568216489 \
-    --hash=sha256:ad3ee9d0f254851c71780966eb417ef8e72117155cff04821ab9b60549694a55 \
-    --hash=sha256:aea9c7224c302bc8bfc892b908537f56c430802560e827b75ecbde81b604598b \
-    --hash=sha256:b4c2e3d777e38e913b8ce3a6257af72fb608f86a1df471cb1d4339755d0a807c \
-    --hash=sha256:b667189cf8efe008f55bbda321890bef628a67ab4147ebf90d182f2dadc78790 \
-    --hash=sha256:b89ef9223d665ab255ae42cc282d27d69704d94be0deffc8b9d919179a609684 \
-    --hash=sha256:be9e84e91d6497ba62594158d3d31ec0486c60055c49179edc51ee43d095f79c \
-    --hash=sha256:bf4cb76f36be5de950ce13e22e7fdf462b35b04665a12b64f3ac5c1bbbcf3728 \
-    --hash=sha256:bfb5539005259f8127ea9c885bdc231978c06b7a980e63a8a61c8c4c979719d0 \
-    --hash=sha256:c046781d422f0830de6329fa4b16796096f28a92c8aef3850674442cdcb87b7f \
-    --hash=sha256:c1be685ac7700c966b8610ccc63c3187a72e33cab53526a27b2a285a662cd4f7 \
-    --hash=sha256:c1c91405fcf1d501fa5d55df21e58ea49e6b879ae829f1039faaf7e5e509b41e \
-    --hash=sha256:c235095d6d090aa903f1db61f892fffb779c1eaeb2a50e566b52001f7a0f66ed \
-    --hash=sha256:c4012a2bd37059d04f8209916aa771dfb564cccb86079072bdcd48a308b6a5c5 \
-    --hash=sha256:c5ef2f2b8a53b7caee2f797ef166a390fef73979b15778a4a153e4b5fedce8fa \
-    --hash=sha256:c654eafb01afac55246053d67a4b9a984a3567c3808bb7df2f8de1c1caba2e1c \
-    --hash=sha256:c8d60527d1ecfc131426b10d93ab5d53e08a09c5fa0175f6b21b3252080c70a9 \
-    --hash=sha256:c9e850f5b7fc67af856ff054c71690d54fa940c3ef74209ad9f935b4f66a0233 \
-    --hash=sha256:cbeb0971e13b4bd81d34169ed57a6dda017328d1a22b62fda45e1d21dd06148f \
-    --hash=sha256:d1a8a09a004ef100e614beec82862d11fc17d601092c3599afd22b1f36e4137e \
-    --hash=sha256:d67956c676be5a24102c7407a71f4126d30de2a569a1c7871c9f3cabc94225d7 \
-    --hash=sha256:d6cc985b9c8b235bd933990cdbf0f891f8e010b65a3911f7a55179cd7b0fc57b \
-    --hash=sha256:d7b822c61ed04ee6ad64bc90d13368ad6eb094db54883b5dde2182f67a7f22c0 \
-    --hash=sha256:df0b6d3b95932809c5b3fecc18fda0f1e07452d05e2662a0b35548985f256e28 \
-    --hash=sha256:e042d653a4745be832d5aa190ff80ee4f02c34b21f4b785745eceacd0907b815 \
-    --hash=sha256:e2f84e9af2060e3904a32cea9bb6db23ce3f91cfd90c6b426757cf7cc01c45c7 \
-    --hash=sha256:e3612dc06b436968dfb9142c62e5dfa9eb5924f91120b3c8ff501ad878f90eb3 \
-    --hash=sha256:e505629359cb5f751e16e30cf3f91a1d3ddb4552480c205947da415d597f7ac2 \
-    --hash=sha256:e60690ba71a57424c8d9ff28f8d006b7ad7772c22a4af432188572cd7fa004a1 \
-    --hash=sha256:e76e3f91f864e89db8b8d2a8311d57df93f01ad6bb1e9b9976d1f2e83e18315c \
-    --hash=sha256:eb7cffe572ad0a141a7886a1d2efa5bef0bf7fe021deeea76b3ab334d2c38218 \
-    --hash=sha256:ec65a78fbd9d6f083a15d7613b2800d5663dbb6bb96003899c834beaa68b242c \
-    --hash=sha256:eda8e4ecd662d48c28bb86be9e837c13e45c58b8300e43ba3c9b4fa9900302f7 \
-    --hash=sha256:f26f8e2ca19564e2e1fdbb6a0e47f36e0efbab1acc31e15471fad88f828c75f6 \
-    --hash=sha256:f49027b0b9503bf6c8cdc297ca55006b80c2f5dd36cecc72c6835ab6e10e8a25 \
-    --hash=sha256:f73f9f7a0ebd0db139253d27e5fc8d2866ceaeef19c30ab5d69dcbe35e1a6981 \
-    --hash=sha256:fa4184e74197af3adad3c889a1af95b53bb0466bced92ea99a0c014e48323eec \
-    --hash=sha256:fb1a5b72cbd751813adc02ef01ada0b0d05d3dcbc32976ce189a1279d80ad4a2 \
-    --hash=sha256:fb3a86e703868561c5cad155a15c36c716e1ab513b7065bd2ac8ed353c503333 \
-    --hash=sha256:fc007fdf480c77301ab1afdbb6ab22a5deee8885f3b1ed7afcb7e5e84a0e27be \
-    --hash=sha256:fe21b118b9f58859b5ebaa4b130dee18669df4bd111daad082b7beb8799ad16b \
-    --hash=sha256:fec0d993ecba3991645b4857837277469c8cc4c554a7e24d064d1ca291cfb81f
+wrapt==2.1.1 \
+    --hash=sha256:05c0db35ccffd7480143e62df1e829d101c7b86944ae3be7e4869a7efa621f53 \
+    --hash=sha256:0bb7207130ce6486727baa85373503bf3334cc28016f6928a0fa7e19d7ecdc06 \
+    --hash=sha256:0c2ec9f616755b2e1e0bf4d0961f59bb5c2e7a77407e7e2c38ef4f7d2fdde12c \
+    --hash=sha256:0cb4f59238c6625fae2eeb72278da31c9cfba0ff4d9cbe37446b73caa0e9bcf7 \
+    --hash=sha256:0d89c49356e5e2a50fa86b40e0510082abcd0530f926cbd71cf25bee6b9d82d7 \
+    --hash=sha256:0ddf582a95641b9a8c8bd643e83f34ecbbfe1b68bc3850093605e469ab680ae3 \
+    --hash=sha256:0fdf3073f488ce4d929929b7799e3b8c52b220c9eb3f4a5a51e2dc0e8ff07881 \
+    --hash=sha256:106c5123232ab9b9f4903692e1fa0bdc231510098f04c13c3081f8ad71c3d612 \
+    --hash=sha256:1a40b83ff2535e6e56f190aff123821eea89a24c589f7af33413b9c19eb2c738 \
+    --hash=sha256:1b9e08e57cabc32972f7c956d10e85093c5da9019faa24faf411e7dd258e528c \
+    --hash=sha256:203ba6b3f89e410e27dbd30ff7dccaf54dcf30fda0b22aa1b82d560c7f9fe9a1 \
+    --hash=sha256:2b27c070fd1132ab23957bcd4ee3ba707a91e653a9268dc1afbd39b77b2799f7 \
+    --hash=sha256:2d9b076411bed964e752c01b49fd224cc385f3a96f520c797d38412d70d08359 \
+    --hash=sha256:39c35e12e8215628984248bd9c8897ce0a474be2a773db207eb93414219d8469 \
+    --hash=sha256:3b0f4629eb954394a3d7c7a1c8cca25f0b07cefe6aa8545e862e9778152de5b7 \
+    --hash=sha256:3c59e103017a2c1ea0ddf589cbefd63f91081d7ce9d491d69ff2512bb1157e23 \
+    --hash=sha256:428cfc801925454395aa468ba7ddb3ed63dc0d881df7b81626cdd433b4e2b11b \
+    --hash=sha256:45c5631c9b6c792b78be2d7352129f776dd72c605be2c3a4e9be346be8376d83 \
+    --hash=sha256:4814a3e58bc6971e46baa910ecee69699110a2bf06c201e24277c65115a20c20 \
+    --hash=sha256:4aa4baadb1f94b71151b8e44a0c044f6af37396c3b8bcd474b78b49e2130a23b \
+    --hash=sha256:4ad839b55f0bf235f8e337ce060572d7a06592592f600f3a3029168e838469d3 \
+    --hash=sha256:4aeea04a9889370fcfb1ef828c4cc583f36a875061505cd6cd9ba24d8b43cc36 \
+    --hash=sha256:5797f65e4d58065a49088c3b32af5410751cd485e83ba89e5a45e2aa8905af98 \
+    --hash=sha256:5a2db44a71202c5ae4bb5f27c6d3afbc5b23053f2e7e78aa29704541b5dad789 \
+    --hash=sha256:5d6a2068bd2e1e19e5a317c8c0b288267eec4e7347c36bc68a6e378a39f19ee7 \
+    --hash=sha256:5fdcb09bf6db023d88f312bd0767594b414655d58090fc1c46b3414415f67fac \
+    --hash=sha256:63decff76ca685b5c557082dfbea865f3f5f6d45766a89bff8dc61d336348833 \
+    --hash=sha256:66bc1b2446f01cbbd3c56b79a3a8435bcd4178ac4e06b091913f7751a7f528b8 \
+    --hash=sha256:67c90c1ae6489a6cb1a82058902caa8006706f7b4e8ff766f943e9d2c8e608d0 \
+    --hash=sha256:69c26f51b67076b40714cff81bdd5826c0b10c077fb6b0678393a6a2f952a5fc \
+    --hash=sha256:6c366434a7fb914c7a5de508ed735ef9c133367114e1a7cb91dfb5cd806a1549 \
+    --hash=sha256:6f9426d9cfc2f8732922fc96198052e55c09bb9db3ddaa4323a18e055807410e \
+    --hash=sha256:75128507413a9f1bcbe2db88fd18fbdbf80f264b82fa33a6996cdeaf01c52352 \
+    --hash=sha256:76e9af3ebd86f19973143d4d592cbf3e970cf3f66ddee30b16278c26ae34b8ab \
+    --hash=sha256:789cea26e740d71cf1882e3a42bb29052bc4ada15770c90072cb47bf73fb3dbf \
+    --hash=sha256:7c0300007836373d1c2df105b40777986accb738053a92fe09b615a7a4547e9f \
+    --hash=sha256:7d2756061022aebbf57ba14af9c16e8044e055c22d38de7bf40d92b565ecd2b0 \
+    --hash=sha256:7d79954f51fcf84e5ec4878ab4aea32610d70145c5bbc84b3370eabfb1e096c2 \
+    --hash=sha256:7e927375e43fd5a985b27a8992327c22541b6dede1362fc79df337d26e23604f \
+    --hash=sha256:7ea74fc0bec172f1ae5f3505b6655c541786a5cabe4bbc0d9723a56ac32eb9b9 \
+    --hash=sha256:7f794a1c148871b714cb566f5466ec8288e0148a1c417550983864b3981737cd \
+    --hash=sha256:81fc5f22d5fcfdbabde96bb3f5379b9f4476d05c6d524d7259dc5dfb501d3281 \
+    --hash=sha256:860e9d3fd81816a9f4e40812f28be4439ab01f260603c749d14be3c0a1170d19 \
+    --hash=sha256:891ab4713419217b2aed7dd106c9200f64e6a82226775a0d2ebd6bef2ebd1747 \
+    --hash=sha256:8b0e36d845e8b6f50949b6b65fc6cd279f47a1944582ed4ec8258cd136d89a64 \
+    --hash=sha256:8d5350c3590af09c1703dd60ec78a7370c0186e11eaafb9dda025a30eee6492d \
+    --hash=sha256:94ded4540cac9125eaa8ddf5f651a7ec0da6f5b9f248fe0347b597098f8ec14c \
+    --hash=sha256:951b228ecf66def855d22e006ab9a1fc12535111ae7db2ec576c728f8ddb39e8 \
+    --hash=sha256:95ef3866631c6da9ce1fc0f1e17b90c4c0aa6d041fc70a11bc90733aee122e1a \
+    --hash=sha256:9aa1765054245bb01a37f615503290d4e207e3fd59226e78341afb587e9c1236 \
+    --hash=sha256:9ccd657873b7f964711447d004563a2bc08d1476d7a1afcad310f3713e6f50f4 \
+    --hash=sha256:9e03b3d486eb39f5d3f562839f59094dcee30c4039359ea15768dc2214d9e07c \
+    --hash=sha256:9e60a30aa0909435ec4ea2a3c53e8e1b50ac9f640c0e9fe3f21fd248a22f06c5 \
+    --hash=sha256:9fa7c7e1bee9278fc4f5dd8275bc8d25493281a8ec6c61959e37cc46acf02007 \
+    --hash=sha256:ab8e3793b239db021a18782a5823fcdea63b9fe75d0e340957f5828ef55fcc02 \
+    --hash=sha256:ac8cda531fe55be838a17c62c806824472bb962b3afa47ecbd59b27b78496f4e \
+    --hash=sha256:b2be3fa5f4efaf16ee7c77d0556abca35f5a18ad4ac06f0ef3904c3399010ce9 \
+    --hash=sha256:b828235d26c1e35aca4107039802ae4b1411be0fe0367dd5b7e4d90e562fcbcd \
+    --hash=sha256:b8af75fe20d381dd5bcc9db2e86a86d7fcfbf615383a7147b85da97c1182225b \
+    --hash=sha256:ba49c14222d5e5c0ee394495a8655e991dc06cbca5398153aefa5ac08cd6ccd7 \
+    --hash=sha256:c8ef36a0df38d2dc9d907f6617f89e113c5892e0a35f58f45f75901af0ce7d81 \
+    --hash=sha256:cbfee35c711046b15147b0ae7db9b976f01c9520e6636d992cd9e69e5e2b03b1 \
+    --hash=sha256:ce9646e17fa7c3e2e7a87e696c7de66512c2b4f789a8db95c613588985a2e139 \
+    --hash=sha256:d3ffc6b0efe79e08fd947605fd598515aebefe45e50432dc3b5cd437df8b1ada \
+    --hash=sha256:d88b46bb0dce9f74b6817bc1758ff2125e1ca9e1377d62ea35b6896142ab6825 \
+    --hash=sha256:da0af328373f97ed9bdfea24549ac1b944096a5a71b30e41c9b8b53ab3eec04a \
+    --hash=sha256:da815b9263947ac98d088b6414ac83507809a1d385e4632d9489867228d6d81c \
+    --hash=sha256:e1c99544b6a7d40ca22195563b6d8bc3986ee8bb82f272f31f0670fe9440c869 \
+    --hash=sha256:e75ad48c3cca739f580b5e14c052993eb644c7fa5b4c90aa51193280b30875ae \
+    --hash=sha256:f4c7dd22cf7f36aafe772f3d88656559205c3af1b7900adfccb70edeb0d2abc4 \
+    --hash=sha256:f76bc12c583ab01e73ba0ea585465a41e48d968f6d1311b4daec4f8654e356e3 \
+    --hash=sha256:fc5c500966bf48913f795f1984704e6d452ba2414207b15e1f8c339a059d5b16 \
+    --hash=sha256:feff14b63a6d86c1eee33a57f77573649f2550935981625be7ff3cb7342efe05 \
+    --hash=sha256:ff562067485ebdeaef2fa3fe9b1876bc4e7b73762e0a01406ad81e2076edcebf
     # via
     #   -r requirements-dev.in
     #   formulaic
diff --git a/requirements.in b/requirements.in
index dd304a63..57bc8bc6 100644
--- a/requirements.in
+++ b/requirements.in
@@ -25,13 +25,15 @@ click==8.3.1
     # via mozilla-metric-config-parser
 contourpy==1.3.3
     # via matplotlib
-coverage[toml]==7.13.1
+coverage[toml]==7.13.4
     # via pytest-cov
-cryptography==46.0.3
-    # via secretstorage
+cryptography==46.0.5
+    # via
+    #   google-auth
+    #   secretstorage
 cycler==0.12.1
     # via matplotlib
-faker==40.1.0
+faker==40.4.0
     # via polyfactory
 fonttools==4.61.1
     # via matplotlib
@@ -48,15 +50,15 @@ google-api-core[grpc]==2.29.0
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
     #   google-cloud-core
-google-auth==2.47.0
+google-auth==2.48.0
     # via
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
     #   google-cloud-core
-google-cloud-bigquery==3.40.0
+google-cloud-bigquery==3.40.1
     # via mozanalysis
-google-cloud-bigquery-storage==2.36.0
+google-cloud-bigquery-storage==2.36.1
     # via mozanalysis
 google-cloud-core==2.5.0
     # via google-cloud-bigquery
@@ -68,12 +70,12 @@ googleapis-common-protos==1.72.0
     # via
     #   google-api-core
     #   grpcio-status
-grpcio==1.76.0
+grpcio==1.78.0
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   grpcio-status
-grpcio-status==1.76.0
+grpcio-status==1.78.0
     # via google-api-core
 idna==3.11
     # via requests
@@ -91,7 +93,7 @@ jsonschema-specifications==2025.9.1
     # via jsonschema
 kiwisolver==1.4.9
     # via matplotlib
-librt==0.7.7
+librt==0.8.1
     # via mypy
 marginaleffects==0.1.4
     # via mozanalysis
@@ -101,7 +103,7 @@ matplotlib==3.10.8
     # via
     #   mozanalysis
     #   plotnine
-mizani==0.14.3
+mizani==0.14.4
     # via plotnine
 mock==5.2.0
     # via mozanalysis
@@ -113,11 +115,11 @@ mypy==1.19.1
     # via mozanalysis
 mypy-extensions==1.1.0
     # via mypy
-narwhals==2.15.0
+narwhals==2.16.0
     # via
     #   formulaic
     #   marginaleffects
-numpy==2.3.5
+numpy==2.4.2
     # via
     #   contourpy
     #   formulaic
@@ -133,67 +135,67 @@ numpy==2.3.5
     #   plotnine
     #   scipy
     #   statsmodels
-numpy-typing-compat==20251206.2.3
+numpy-typing-compat==20251206.2.4
     # via optype
 optype[numpy]==0.15.0
     # via scipy-stubs
-packaging==25.0
+packaging==26.0
     # via
     #   google-cloud-bigquery
     #   matplotlib
     #   pytest
     #   statsmodels
-pandas==2.3.3
+pandas==3.0.0
     # via
     #   formulaic
     #   mizani
     #   mozanalysis
     #   plotnine
     #   statsmodels
-pandas-stubs==2.3.3.251219
+pandas-stubs==3.0.0.260204
     # via mozanalysis
-pathspec==1.0.3
+pathspec==1.0.4
     # via mypy
 patsy==1.0.2
     # via
     #   marginaleffects
     #   statsmodels
-pillow==12.1.0
+pillow==12.1.1
     # via matplotlib
-plotnine==0.15.2
+plotnine==0.15.3
     # via marginaleffects
 pluggy==1.6.0
     # via
     #   pytest
     #   pytest-cov
-polars==1.36.1
+polars==1.38.1
     # via marginaleffects
-polars-runtime-32==1.36.1
+polars-runtime-32==1.38.1
     # via polars
 polyfactory==2.22.5
     # via mozilla-nimbus-schemas
-proto-plus==1.27.0
+proto-plus==1.27.1
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
-protobuf==6.33.2
+protobuf==6.33.5
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   googleapis-common-protos
     #   grpcio-status
     #   proto-plus
-pyarrow==22.0.0
+pyarrow==23.0.1
     # via
     #   marginaleffects
     #   mozanalysis
-pyasn1==0.6.1
+pyasn1==0.6.2
     # via
     #   pyasn1-modules
     #   rsa
 pyasn1-modules==0.4.2
     # via google-auth
-pycparser==2.23
+pycparser==3.0
     # via cffi
 pydantic==2.12.5
     # via
@@ -203,7 +205,7 @@ pydantic-core==2.41.5
     # via pydantic
 pygments==2.19.2
     # via pytest
-pyparsing==3.3.1
+pyparsing==3.3.2
     # via matplotlib
 pytest==9.0.2
     # via
@@ -223,9 +225,7 @@ python-dateutil==2.9.0.post0
     #   matplotlib
     #   pandas
 pytz==2025.2
-    # via
-    #   mozilla-metric-config-parser
-    #   pandas
+    # via mozilla-metric-config-parser
 referencing==0.37.0
     # via
     #   jsonschema
@@ -241,11 +241,11 @@ rpds-py==0.30.0
     #   referencing
 rsa==4.9.1
     # via google-auth
-ruff==0.14.11
+ruff==0.15.1
     # via
     #   mozanalysis
     #   pytest-ruff
-scipy==1.16.3
+scipy==1.17.0
     # via
     #   formulaic
     #   marginaleffects
@@ -253,7 +253,7 @@ scipy==1.16.3
     #   mozanalysis
     #   plotnine
     #   statsmodels
-scipy-stubs==1.17.0.0
+scipy-stubs==1.17.0.2
     # via mozanalysis
 secretstorage==3.5.0
     # via mozanalysis
@@ -267,8 +267,6 @@ statsmodels==0.14.6
     #   plotnine
 toml==0.10.2
     # via mozilla-metric-config-parser
-types-pytz==2025.2.0.20251108
-    # via pandas-stubs
 typing-extensions==4.15.0
     # via
     #   cattrs
@@ -284,11 +282,7 @@ typing-extensions==4.15.0
     #   typing-inspection
 typing-inspection==0.4.2
     # via pydantic
-tzdata==2025.3
-    # via
-    #   faker
-    #   pandas
 urllib3==2.6.3
     # via requests
-wrapt==2.0.1
+wrapt==2.1.1
     # via formulaic
diff --git a/requirements.txt b/requirements.txt
index 75db15aa..3cf286dc 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -318,159 +318,169 @@ contourpy==1.3.3 \
     # via
     #   -r requirements.in
     #   matplotlib
-coverage[toml]==7.13.1 \
-    --hash=sha256:0403f647055de2609be776965108447deb8e384fe4a553c119e3ff6bfbab4784 \
-    --hash=sha256:0642eae483cc8c2902e4af7298bf886d605e80f26382124cddc3967c2a3df09e \
-    --hash=sha256:0b609fc9cdbd1f02e51f67f51e5aee60a841ef58a68d00d5ee2c0faf357481a3 \
-    --hash=sha256:0d2c11f3ea4db66b5cbded23b20185c35066892c67d80ec4be4bab257b9ad1e0 \
-    --hash=sha256:0e42e0ec0cd3e0d851cb3c91f770c9301f48647cb2877cb78f74bdaa07639a79 \
-    --hash=sha256:132718176cc723026d201e347f800cd1a9e4b62ccd3f82476950834dad501c75 \
-    --hash=sha256:16cc1da46c04fb0fb128b4dc430b78fa2aba8a6c0c9f8eb391fd5103409a6ac6 \
-    --hash=sha256:18be793c4c87de2965e1c0f060f03d9e5aff66cfeae8e1dbe6e5b88056ec153f \
-    --hash=sha256:1a55d509a1dc5a5b708b5dad3b5334e07a16ad4c2185e27b40e4dba796ab7f88 \
-    --hash=sha256:1dcb645d7e34dcbcc96cd7c132b1fc55c39263ca62eb961c064eb3928997363b \
-    --hash=sha256:2016745cb3ba554469d02819d78958b571792bb68e31302610e898f80dd3a573 \
-    --hash=sha256:228b90f613b25ba0019361e4ab81520b343b622fc657daf7e501c4ed6a2366c0 \
-    --hash=sha256:309ef5706e95e62578cda256b97f5e097916a2c26247c287bbe74794e7150df2 \
-    --hash=sha256:339dc63b3eba969067b00f41f15ad161bf2946613156fb131266d8debc8e44d0 \
-    --hash=sha256:3820778ea1387c2b6a818caec01c63adc5b3750211af6447e8dcfb9b6f08dbba \
-    --hash=sha256:3d42df8201e00384736f0df9be2ced39324c3907607d17d50d50116c989d84cd \
-    --hash=sha256:3e7b8bd70c48ffb28461ebe092c2345536fb18bbbf19d287c8913699735f505c \
-    --hash=sha256:3f2f725aa3e909b3c5fdb8192490bdd8e1495e85906af74fe6e34a2a77ba0673 \
-    --hash=sha256:3fc6a169517ca0d7ca6846c3c5392ef2b9e38896f61d615cb75b9e7134d4ee1e \
-    --hash=sha256:45980ea19277dc0a579e432aef6a504fe098ef3a9032ead15e446eb0f1191aee \
-    --hash=sha256:4d010d080c4888371033baab27e47c9df7d6fb28d0b7b7adf85a4a49be9298b3 \
-    --hash=sha256:4de84e71173d4dada2897e5a0e1b7877e5eefbfe0d6a44edee6ce31d9b8ec09e \
-    --hash=sha256:549d195116a1ba1e1ae2f5ca143f9777800f6636eab917d4f02b5310d6d73461 \
-    --hash=sha256:562ec27dfa3f311e0db1ba243ec6e5f6ab96b1edfcfc6cf86f28038bc4961ce6 \
-    --hash=sha256:57dfc8048c72ba48a8c45e188d811e5efd7e49b387effc8fb17e97936dde5bf6 \
-    --hash=sha256:5899d28b5276f536fcf840b18b61a9fce23cc3aec1d114c44c07fe94ebeaa500 \
-    --hash=sha256:60cfb538fe9ef86e5b2ab0ca8fc8d62524777f6c611dcaf76dc16fbe9b8e698a \
-    --hash=sha256:623dcc6d7a7ba450bbdbeedbaa0c42b329bdae16491af2282f12a7e809be7eb9 \
-    --hash=sha256:67170979de0dacac3f3097d02b0ad188d8edcea44ccc44aaa0550af49150c7dc \
-    --hash=sha256:6e73ebb44dca5f708dc871fe0b90cf4cff1a13f9956f747cc87b535a840386f5 \
-    --hash=sha256:6f34591000f06e62085b1865c9bc5f7858df748834662a51edadfd2c3bfe0dd3 \
-    --hash=sha256:724b1b270cb13ea2e6503476e34541a0b1f62280bc997eab443f87790202033d \
-    --hash=sha256:75a6f4aa904301dab8022397a22c0039edc1f51e90b83dbd4464b8a38dc87842 \
-    --hash=sha256:77545b5dcda13b70f872c3b5974ac64c21d05e65b1590b441c8560115dc3a0d1 \
-    --hash=sha256:776483fd35b58d8afe3acbd9988d5de592ab6da2d2a865edfdbc9fdb43e7c486 \
-    --hash=sha256:77cc258aeb29a3417062758975521eae60af6f79e930d6993555eeac6a8eac29 \
-    --hash=sha256:794f7c05af0763b1bbd1b9e6eff0e52ad068be3b12cd96c87de037b01390c968 \
-    --hash=sha256:868a2fae76dfb06e87291bcbd4dcbcc778a8500510b618d50496e520bd94d9b9 \
-    --hash=sha256:8842af7f175078456b8b17f1b73a0d16a65dcbdc653ecefeb00a56b3c8c298c4 \
-    --hash=sha256:8d9bc218650022a768f3775dd7fdac1886437325d8d295d923ebcfef4892ad5c \
-    --hash=sha256:8f572d989142e0908e6acf57ad1b9b86989ff057c006d13b76c146ec6a20216a \
-    --hash=sha256:90480b2134999301eea795b3a9dbf606c6fbab1b489150c501da84a959442465 \
-    --hash=sha256:916abf1ac5cf7eb16bc540a5bf75c71c43a676f5c52fcb9fe75a2bd75fb944e8 \
-    --hash=sha256:92f980729e79b5d16d221038dbf2e8f9a9136afa072f9d5d6ed4cb984b126a09 \
-    --hash=sha256:933082f161bbb3e9f90d00990dc956120f608cdbcaeea15c4d897f56ef4fe416 \
-    --hash=sha256:97ab3647280d458a1f9adb85244e81587505a43c0c7cff851f5116cd2814b894 \
-    --hash=sha256:985b7836931d033570b94c94713c6dba5f9d3ff26045f72c3e5dbc5fe3361e5a \
-    --hash=sha256:9e549d642426e3579b3f4b92d0431543b012dcb6e825c91619d4e93b7363c3f9 \
-    --hash=sha256:9edd0e01a343766add6817bc448408858ba6b489039eaaa2018474e4001651a4 \
-    --hash=sha256:9ee68b21909686eeb21dfcba2c3b81fee70dcf38b140dcd5aa70680995fa3aa5 \
-    --hash=sha256:9f5e772ed5fef25b3de9f2008fe67b92d46831bd2bc5bdc5dd6bfd06b83b316f \
-    --hash=sha256:a03a4f3a19a189919c7055098790285cc5c5b0b3976f8d227aea39dbf9f8bfdb \
-    --hash=sha256:a4d240d260a1aed814790bbe1f10a5ff31ce6c21bc78f0da4a1e8268d6c80dbd \
-    --hash=sha256:a5a68357f686f8c4d527a2dc04f52e669c2fc1cbde38f6f7eb6a0e58cbd17cae \
-    --hash=sha256:a998cc0aeeea4c6d5622a3754da5a493055d2d95186bad877b0a34ea6e6dbe0a \
-    --hash=sha256:b67e47c5595b9224599016e333f5ec25392597a89d5744658f837d204e16c63e \
-    --hash=sha256:b6f3b96617e9852703f5b633ea01315ca45c77e879584f283c44127f0f1ec564 \
-    --hash=sha256:b7593fe7eb5feaa3fbb461ac79aac9f9fc0387a5ca8080b0c6fe2ca27b091afd \
-    --hash=sha256:bb3f6562e89bad0110afbe64e485aac2462efdce6232cdec7862a095dc3412f6 \
-    --hash=sha256:bb4f8c3c9a9f34423dba193f241f617b08ffc63e27f67159f60ae6baf2dcfe0f \
-    --hash=sha256:bd63e7b74661fed317212fab774e2a648bc4bb09b35f25474f8e3325d2945cd7 \
-    --hash=sha256:be753b225d159feb397bd0bf91ae86f689bad0da09d3b301478cd39b878ab31a \
-    --hash=sha256:bf100a3288f9bb7f919b87eb84f87101e197535b9bd0e2c2b5b3179633324fee \
-    --hash=sha256:c223d078112e90dc0e5c4e35b98b9584164bea9fbbd221c0b21c5241f6d51b62 \
-    --hash=sha256:c3d8c679607220979434f494b139dfb00131ebf70bb406553d69c1ff01a5c33d \
-    --hash=sha256:c43257717611ff5e9a1d79dce8e47566235ebda63328718d9b65dd640bc832ef \
-    --hash=sha256:c832ec92c4499ac463186af72f9ed4d8daec15499b16f0a879b0d1c8e5cf4a3b \
-    --hash=sha256:c8e2706ceb622bc63bac98ebb10ef5da80ed70fbd8a7999a5076de3afaef0fb1 \
-    --hash=sha256:cb237bfd0ef4d5eb6a19e29f9e528ac67ac3be932ea6b44fb6cc09b9f3ecff78 \
-    --hash=sha256:ccd7a6fca48ca9c131d9b0a2972a581e28b13416fc313fb98b6d24a03ce9a398 \
-    --hash=sha256:d10a2ed46386e850bb3de503a54f9fe8192e5917fcbb143bfef653a9355e9a53 \
-    --hash=sha256:d1443ba9acbb593fa7c1c29e011d7c9761545fe35e7652e85ce7f51a16f7e08d \
-    --hash=sha256:d2287ac9360dec3837bfdad969963a5d073a09a85d898bd86bea82aa8876ef3c \
-    --hash=sha256:d3c9f051b028810f5a87c88e5d6e9af3c0ff32ef62763bf15d29f740453ca909 \
-    --hash=sha256:d72140ccf8a147e94274024ff6fd8fb7811354cf7ef88b1f0a988ebaa5bc774f \
-    --hash=sha256:d938b4a840fb1523b9dfbbb454f652967f18e197569c32266d4d13f37244c3d9 \
-    --hash=sha256:db622b999ffe49cb891f2fff3b340cdc2f9797d01a0a202a0973ba2562501d90 \
-    --hash=sha256:e09fbecc007f7b6afdfb3b07ce5bd9f8494b6856dd4f577d26c66c391b829851 \
-    --hash=sha256:e1fa280b3ad78eea5be86f94f461c04943d942697e0dac889fa18fff8f5f9147 \
-    --hash=sha256:e4f18eca6028ffa62adbd185a8f1e1dd242f2e68164dba5c2b74a5204850b4cf \
-    --hash=sha256:e825dbb7f84dfa24663dd75835e7257f8882629fc11f03ecf77d84a75134b864 \
-    --hash=sha256:eaecf47ef10c72ece9a2a92118257da87e460e113b83cc0d2905cbbe931792b4 \
-    --hash=sha256:ef6688db9bf91ba111ae734ba6ef1a063304a881749726e0d3575f5c10a9facf \
-    --hash=sha256:f398ba4df52d30b1763f62eed9de5620dcde96e6f491f4c62686736b155aa6e4 \
-    --hash=sha256:f80e2bb21bfab56ed7405c2d79d34b5dc0bc96c2c1d2a067b643a09fb756c43a \
-    --hash=sha256:f83351e0f7dcdb14d7326c3d8d8c4e915fa685cbfdc6281f9470d97a04e9dfe4 \
-    --hash=sha256:f8dca5590fec7a89ed6826fce625595279e586ead52e9e958d3237821fbc750c \
-    --hash=sha256:fa3edde1aa8807de1d05934982416cb3ec46d1d4d91e280bcce7cca01c507992 \
-    --hash=sha256:fea07c1a39a22614acb762e3fbbb4011f65eedafcb2948feeef641ac78b4ee5c \
-    --hash=sha256:ff10896fa55167371960c5908150b434b71c876dfab97b69478f22c8b445ea19 \
-    --hash=sha256:ff86d4e85188bba72cfb876df3e11fa243439882c55957184af44a35bd5880b7 \
-    --hash=sha256:ffed1e4980889765c84a5d1a566159e363b71d6b6fbaf0bebc9d3c30bc016766
+coverage[toml]==7.13.4 \
+    --hash=sha256:01d4cbc3c283a17fc1e42d614a119f7f438eabb593391283adca8dc86eff1246 \
+    --hash=sha256:02231499b08dabbe2b96612993e5fc34217cdae907a51b906ac7fca8027a4459 \
+    --hash=sha256:0dd7ab8278f0d58a0128ba2fca25824321f05d059c1441800e934ff2efa52129 \
+    --hash=sha256:0e086334e8537ddd17e5f16a344777c1ab8194986ec533711cbe6c41cde841b6 \
+    --hash=sha256:0fc31c787a84f8cd6027eba44010517020e0d18487064cd3d8968941856d1415 \
+    --hash=sha256:14375934243ee05f56c45393fe2ce81fe5cc503c07cee2bdf1725fb8bef3ffaf \
+    --hash=sha256:1731dc33dc276dafc410a885cbf5992f1ff171393e48a21453b78727d090de80 \
+    --hash=sha256:19bc3c88078789f8ef36acb014d7241961dbf883fd2533d18cb1e7a5b4e28b11 \
+    --hash=sha256:1af1641e57cf7ba1bd67d677c9abdbcd6cc2ab7da3bca7fa1e2b7e50e65f2ad0 \
+    --hash=sha256:1d4be36a5114c499f9f1f9195e95ebf979460dbe2d88e6816ea202010ba1c34b \
+    --hash=sha256:200dea7d1e8095cc6e98cdabe3fd1d21ab17d3cee6dab00cadbb2fe35d9c15b9 \
+    --hash=sha256:23e3f687cf945070d1c90f85db66d11e3025665d8dafa831301a0e0038f3db9b \
+    --hash=sha256:2421d591f8ca05b308cf0092807308b2facbefe54af7c02ac22548b88b95c98f \
+    --hash=sha256:245e37f664d89861cf2329c9afa2c1fe9e6d4e1a09d872c947e70718aeeac505 \
+    --hash=sha256:25381386e80ae727608e662474db537d4df1ecd42379b5ba33c84633a2b36d47 \
+    --hash=sha256:25a41c3104d08edb094d9db0d905ca54d0cd41c928bb6be3c4c799a54753af55 \
+    --hash=sha256:296f8b0af861d3970c2a4d8c91d48eb4dd4771bcef9baedec6a9b515d7de3def \
+    --hash=sha256:29e3220258d682b6226a9b0925bc563ed9a1ebcff3cad30f043eceea7eaf2689 \
+    --hash=sha256:2a09cfa6a5862bc2fc6ca7c3def5b2926194a56b8ab78ffcf617d28911123012 \
+    --hash=sha256:2b0f6ccf3dbe577170bebfce1318707d0e8c3650003cb4b3a9dd744575daa8b5 \
+    --hash=sha256:2c048ea43875fbf8b45d476ad79f179809c590ec7b79e2035c662e7afa3192e3 \
+    --hash=sha256:2cb0f1e000ebc419632bbe04366a8990b6e32c4e0b51543a6484ffe15eaeda95 \
+    --hash=sha256:2fa8d5f8de70688a28240de9e139fa16b153cc3cbb01c5f16d88d6505ebdadf9 \
+    --hash=sha256:300deaee342f90696ed186e3a00c71b5b3d27bffe9e827677954f4ee56969601 \
+    --hash=sha256:30b8d0512f2dc8c8747557e8fb459d6176a2c9e5731e2b74d311c03b78451997 \
+    --hash=sha256:33901f604424145c6e9c2398684b92e176c0b12df77d52db81c20abd48c3794c \
+    --hash=sha256:3599eb3992d814d23b35c536c28df1a882caa950f8f507cef23d1cbf334995ac \
+    --hash=sha256:391ee8f19bef69210978363ca930f7328081c6a0152f1166c91f0b5fdd2a773c \
+    --hash=sha256:3998e5a32e62fdf410c0dbd3115df86297995d6e3429af80b8798aad894ca7aa \
+    --hash=sha256:3c06f0f1337c667b971ca2f975523347e63ec5e500b9aa5882d91931cd3ef750 \
+    --hash=sha256:40aa8808140e55dc022b15d8aa7f651b6b3d68b365ea0398f1441e0b04d859c3 \
+    --hash=sha256:40d74da8e6c4b9ac18b15331c4b5ebc35a17069410cad462ad4f40dcd2d50c0d \
+    --hash=sha256:4223b4230a376138939a9173f1bdd6521994f2aff8047fae100d6d94d50c5a12 \
+    --hash=sha256:48685fee12c2eb3b27c62f2658e7ea21e9c3239cba5a8a242801a0a3f6a8c62a \
+    --hash=sha256:4c7d3cc01e7350f2f0f6f7036caaf5673fb56b6998889ccfe9e1c1fe75a9c932 \
+    --hash=sha256:4e83efc079eb39480e6346a15a1bcb3e9b04759c5202d157e1dd4303cd619356 \
+    --hash=sha256:4fc7fa81bbaf5a02801b65346c8b3e657f1d93763e58c0abdf7c992addd81a92 \
+    --hash=sha256:53d133df809c743eb8bce33b24bcababb371f4441340578cd406e084d94a6148 \
+    --hash=sha256:590c0ed4bf8e85f745e6b805b2e1c457b2e33d5255dd9729743165253bc9ad39 \
+    --hash=sha256:5b856a8ccf749480024ff3bd7310adaef57bf31fd17e1bfc404b7940b6986634 \
+    --hash=sha256:65dfcbe305c3dfe658492df2d85259e0d79ead4177f9ae724b6fb245198f55d6 \
+    --hash=sha256:6f01afcff62bf9a08fb32b2c1d6e924236c0383c02c790732b6537269e466a72 \
+    --hash=sha256:6fdef321fdfbb30a197efa02d48fcd9981f0d8ad2ae8903ac318adc653f5df98 \
+    --hash=sha256:71ca20079dd8f27fcf808817e281e90220475cd75115162218d0e27549f95fef \
+    --hash=sha256:725d985c5ab621268b2edb8e50dfe57633dc69bda071abc470fed55a14935fd3 \
+    --hash=sha256:75eab1ebe4f2f64d9509b984f9314d4aa788540368218b858dad56dc8f3e5eb9 \
+    --hash=sha256:75fcd519f2a5765db3f0e391eb3b7d150cce1a771bf4c9f861aeab86c767a3c0 \
+    --hash=sha256:76451d1978b95ba6507a039090ba076105c87cc76fc3efd5d35d72093964d49a \
+    --hash=sha256:784fc3cf8be001197b652d51d3fd259b1e2262888693a4636e18879f613a62a9 \
+    --hash=sha256:78cdf0d578b15148b009ccf18c686aa4f719d887e76e6b40c38ffb61d264a552 \
+    --hash=sha256:79be69cf7f3bf9b0deeeb062eab7ac7f36cd4cc4c4dd694bd28921ba4d8596cc \
+    --hash=sha256:79e73a76b854d9c6088fe5d8b2ebe745f8681c55f7397c3c0a016192d681045f \
+    --hash=sha256:7b322db1284a2ed3aa28ffd8ebe3db91c929b7a333c0820abec3d838ef5b3525 \
+    --hash=sha256:7d41eead3cc673cbd38a4417deb7fd0b4ca26954ff7dc6078e33f6ff97bed940 \
+    --hash=sha256:7eda778067ad7ffccd23ecffce537dface96212576a07924cbf0d8799d2ded5a \
+    --hash=sha256:7f57b33491e281e962021de110b451ab8a24182589be17e12a22c79047935e23 \
+    --hash=sha256:8041b6c5bfdc03257666e9881d33b1abc88daccaf73f7b6340fb7946655cd10f \
+    --hash=sha256:8248977c2e33aecb2ced42fef99f2d319e9904a36e55a8a68b69207fb7e43edc \
+    --hash=sha256:845f352911777a8e722bfce168958214951e07e47e5d5d9744109fa5fe77f79b \
+    --hash=sha256:85480adfb35ffc32d40918aad81b89c69c9cc5661a9b8a81476d3e645321a056 \
+    --hash=sha256:8e264226ec98e01a8e1054314af91ee6cde0eacac4f465cc93b03dbe0bce2fd7 \
+    --hash=sha256:8e798c266c378da2bd819b0677df41ab46d78065fb2a399558f3f6cae78b2fbb \
+    --hash=sha256:9181a3ccead280b828fae232df12b16652702b49d41e99d657f46cc7b1f6ec7a \
+    --hash=sha256:9351229c8c8407645840edcc277f4a2d44814d1bc34a2128c11c2a031d45a5dd \
+    --hash=sha256:93550784d9281e374fb5a12bf1324cc8a963fd63b2d2f223503ef0fd4aa339ea \
+    --hash=sha256:9401ebc7ef522f01d01d45532c68c5ac40fb27113019b6b7d8b208f6e9baa126 \
+    --hash=sha256:94eb63f9b363180aff17de3e7c8760c3ba94664ea2695c52f10111244d16a299 \
+    --hash=sha256:9d107aff57a83222ddbd8d9ee705ede2af2cc926608b57abed8ef96b50b7e8f9 \
+    --hash=sha256:a32ebc02a1805adf637fc8dec324b5cdacd2e493515424f70ee33799573d661b \
+    --hash=sha256:a3aa4e7b9e416774b21797365b358a6e827ffadaaca81b69ee02946852449f00 \
+    --hash=sha256:a6f94a7d00eb18f1b6d403c91a88fd58cfc92d4b16080dfdb774afc8294469bf \
+    --hash=sha256:aa3feb8db2e87ff5e6d00d7e1480ae241876286691265657b500886c98f38bda \
+    --hash=sha256:ad27098a189e5838900ce4c2a99f2fe42a0bf0c2093c17c69b45a71579e8d4a2 \
+    --hash=sha256:ae4578f8528569d3cf303fef2ea569c7f4c4059a38c8667ccef15c6e1f118aa5 \
+    --hash=sha256:b1ec7b6b6e93255f952e27ab58fbc68dcc468844b16ecbee881aeb29b6ab4d8d \
+    --hash=sha256:b507778ae8a4c915436ed5c2e05b4a6cecfa70f734e19c22a005152a11c7b6a9 \
+    --hash=sha256:b66a2da594b6068b48b2692f043f35d4d3693fb639d5ea8b39533c2ad9ac3ab9 \
+    --hash=sha256:b720ce6a88a2755f7c697c23268ddc47a571b88052e6b155224347389fdf6a3b \
+    --hash=sha256:b7b38448866e83176e28086674fe7368ab8590e4610fb662b44e345b86d63ffa \
+    --hash=sha256:b8eb931ee8e6d8243e253e5ed7336deea6904369d2fd8ae6e43f68abbf167092 \
+    --hash=sha256:bb28c0f2cf2782508a40cec377935829d5fcc3ad9a3681375af4e84eb34b6b58 \
+    --hash=sha256:bd60d4fe2f6fa7dff9223ca1bbc9f05d2b6697bc5961072e5d3b952d46e1b1ea \
+    --hash=sha256:c35eb28c1d085eb7d8c9b3296567a1bebe03ce72962e932431b9a61f28facf26 \
+    --hash=sha256:c4240e7eded42d131a2d2c4dec70374b781b043ddc79a9de4d55ca71f8e98aea \
+    --hash=sha256:caa421e2684e382c5d8973ac55e4f36bed6821a9bad5c953494de960c74595c9 \
+    --hash=sha256:d490ba50c3f35dd7c17953c68f3270e7ccd1c6642e2d2afe2d8e720b98f5a053 \
+    --hash=sha256:d65b2d373032411e86960604dc4edac91fdfb5dca539461cf2cbe78327d1e64f \
+    --hash=sha256:dae88bc0fc77edaa65c14be099bd57ee140cf507e6bfdeea7938457ab387efb0 \
+    --hash=sha256:de6defc1c9badbf8b9e67ae90fd00519186d6ab64e5cc5f3d21359c2a9b2c1d3 \
+    --hash=sha256:e101609bcbbfb04605ea1027b10dc3735c094d12d40826a60f897b98b1c30256 \
+    --hash=sha256:e24f9156097ff9dc286f2f913df3a7f63c0e333dcafa3c196f2c18b4175ca09a \
+    --hash=sha256:e2f25215f1a359ab17320b47bcdaca3e6e6356652e8256f2441e4ef972052903 \
+    --hash=sha256:e5c8f6ed1e61a8b2dcdf31eb0b9bbf0130750ca79c1c49eb898e2ad86f5ccc91 \
+    --hash=sha256:e6f70dec1cc557e52df5306d051ef56003f74d56e9c4dd7ddb07e07ef32a84dd \
+    --hash=sha256:e856bf6616714c3a9fbc270ab54103f4e685ba236fa98c054e8f87f266c93505 \
+    --hash=sha256:e87f6c587c3f34356c3759f0420693e35e7eb0e2e41e4c011cb6ec6ecbbf1db7 \
+    --hash=sha256:eb30bf180de3f632cd043322dad5751390e5385108b2807368997d1a92a509d0 \
+    --hash=sha256:eb88b316ec33760714a4720feb2816a3a59180fd58c1985012054fa7aebee4c2 \
+    --hash=sha256:eb9078108fbf0bcdde37c3f4779303673c2fa1fe8f7956e68d447d0dd426d38a \
+    --hash=sha256:ecae9737b72408d6a950f7e525f30aca12d4bd8dd95e37342e5beb3a2a8c4f71 \
+    --hash=sha256:ee756f00726693e5ba94d6df2bdfd64d4852d23b09bb0bc700e3b30e6f333985 \
+    --hash=sha256:f4594c67d8a7c89cf922d9df0438c7c7bb022ad506eddb0fdb2863359ff78242 \
+    --hash=sha256:f53d492307962561ac7de4cd1de3e363589b000ab69617c6156a16ba7237998d \
+    --hash=sha256:fb07dc5da7e849e2ad31a5d74e9bece81f30ecf5a42909d0a695f8bd1874d6af \
+    --hash=sha256:fb26a934946a6afe0e326aebe0730cdff393a8bc0bbb65a2f41e30feddca399c \
+    --hash=sha256:fdfc1e28e7c7cdce44985b3043bc13bbd9c747520f94a4d7164af8260b3d91f0
     # via
     #   -r requirements.in
     #   pytest-cov
-cryptography==46.0.3 \
-    --hash=sha256:00a5e7e87938e5ff9ff5447ab086a5706a957137e6e433841e9d24f38a065217 \
-    --hash=sha256:01ca9ff2885f3acc98c29f1860552e37f6d7c7d013d7334ff2a9de43a449315d \
-    --hash=sha256:09859af8466b69bc3c27bdf4f5d84a665e0f7ab5088412e9e2ec49758eca5cbc \
-    --hash=sha256:0abf1ffd6e57c67e92af68330d05760b7b7efb243aab8377e583284dbab72c71 \
-    --hash=sha256:1000713389b75c449a6e979ffc7dcc8ac90b437048766cef052d4d30b8220971 \
-    --hash=sha256:109d4ddfadf17e8e7779c39f9b18111a09efb969a301a31e987416a0191ed93a \
-    --hash=sha256:10b01676fc208c3e6feeb25a8b83d81767e8059e1fe86e1dc62d10a3018fa926 \
-    --hash=sha256:10ca84c4668d066a9878890047f03546f3ae0a6b8b39b697457b7757aaf18dbc \
-    --hash=sha256:15ab9b093e8f09daab0f2159bb7e47532596075139dd74365da52ecc9cb46c5d \
-    --hash=sha256:191bb60a7be5e6f54e30ba16fdfae78ad3a342a0599eb4193ba88e3f3d6e185b \
-    --hash=sha256:22d7e97932f511d6b0b04f2bfd818d73dcd5928db509460aaf48384778eb6d20 \
-    --hash=sha256:23b1a8f26e43f47ceb6d6a43115f33a5a37d57df4ea0ca295b780ae8546e8044 \
-    --hash=sha256:36e627112085bb3b81b19fed209c05ce2a52ee8b15d161b7c643a7d5a88491f3 \
-    --hash=sha256:39b6755623145ad5eff1dab323f4eae2a32a77a7abef2c5089a04a3d04366715 \
-    --hash=sha256:3b51b8ca4f1c6453d8829e1eb7299499ca7f313900dd4d89a24b8b87c0a780d4 \
-    --hash=sha256:402b58fc32614f00980b66d6e56a5b4118e6cb362ae8f3fda141ba4689bd4506 \
-    --hash=sha256:416260257577718c05135c55958b674000baef9a1c7d9e8f306ec60d71db850f \
-    --hash=sha256:46acf53b40ea38f9c6c229599a4a13f0d46a6c3fa9ef19fc1a124d62e338dfa0 \
-    --hash=sha256:4b7387121ac7d15e550f5cb4a43aef2559ed759c35df7336c402bb8275ac9683 \
-    --hash=sha256:50fc3343ac490c6b08c0cf0d704e881d0d660be923fd3076db3e932007e726e3 \
-    --hash=sha256:516ea134e703e9fe26bcd1277a4b59ad30586ea90c365a87781d7887a646fe21 \
-    --hash=sha256:549e234ff32571b1f4076ac269fcce7a808d3bf98b76c8dd560e42dbc66d7d91 \
-    --hash=sha256:5d7f93296ee28f68447397bf5198428c9aeeab45705a55d53a6343455dcb2c3c \
-    --hash=sha256:5ecfccd2329e37e9b7112a888e76d9feca2347f12f37918facbb893d7bb88ee8 \
-    --hash=sha256:6276eb85ef938dc035d59b87c8a7dc559a232f954962520137529d77b18ff1df \
-    --hash=sha256:6b5063083824e5509fdba180721d55909ffacccc8adbec85268b48439423d78c \
-    --hash=sha256:6eae65d4c3d33da080cff9c4ab1f711b15c1d9760809dad6ea763f3812d254cb \
-    --hash=sha256:6f61efb26e76c45c4a227835ddeae96d83624fb0d29eb5df5b96e14ed1a0afb7 \
-    --hash=sha256:71e842ec9bc7abf543b47cf86b9a743baa95f4677d22baa4c7d5c69e49e9bc04 \
-    --hash=sha256:760f83faa07f8b64e9c33fc963d790a2edb24efb479e3520c14a45741cd9b2db \
-    --hash=sha256:78a97cf6a8839a48c49271cdcbd5cf37ca2c1d6b7fdd86cc864f302b5e9bf459 \
-    --hash=sha256:7ce938a99998ed3c8aa7e7272dca1a610401ede816d36d0693907d863b10d9ea \
-    --hash=sha256:8a6e050cb6164d3f830453754094c086ff2d0b2f3a897a1d9820f6139a1f0914 \
-    --hash=sha256:9394673a9f4de09e28b5356e7fff97d778f8abad85c9d5ac4a4b7e25a0de7717 \
-    --hash=sha256:94cd0549accc38d1494e1f8de71eca837d0509d0d44bf11d158524b0e12cebf9 \
-    --hash=sha256:a04bee9ab6a4da801eb9b51f1b708a1b5b5c9eb48c03f74198464c66f0d344ac \
-    --hash=sha256:a23582810fedb8c0bc47524558fb6c56aac3fc252cb306072fd2815da2a47c32 \
-    --hash=sha256:a2c0cd47381a3229c403062f764160d57d4d175e022c1df84e168c6251a22eec \
-    --hash=sha256:a8b17438104fed022ce745b362294d9ce35b4c2e45c1d958ad4a4b019285f4a1 \
-    --hash=sha256:a9a3008438615669153eb86b26b61e09993921ebdd75385ddd748702c5adfddb \
-    --hash=sha256:b02cf04496f6576afffef5ddd04a0cb7d49cf6be16a9059d793a30b035f6b6ac \
-    --hash=sha256:b419ae593c86b87014b9be7396b385491ad7f320bde96826d0dd174459e54665 \
-    --hash=sha256:c0a7bb1a68a5d3471880e264621346c48665b3bf1c3759d682fc0864c540bd9e \
-    --hash=sha256:c70cc23f12726be8f8bc72e41d5065d77e4515efae3690326764ea1b07845cfb \
-    --hash=sha256:c8daeb2d2174beb4575b77482320303f3d39b8e81153da4f0fb08eb5fe86a6c5 \
-    --hash=sha256:cb3d760a6117f621261d662bccc8ef5bc32ca673e037c83fbe565324f5c46936 \
-    --hash=sha256:d55f3dffadd674514ad19451161118fd010988540cee43d8bc20675e775925de \
-    --hash=sha256:d89c3468de4cdc4f08a57e214384d0471911a3830fcdaf7a8cc587e42a866372 \
-    --hash=sha256:db391fa7c66df6762ee3f00c95a89e6d428f4d60e7abc8328f4fe155b5ac6e54 \
-    --hash=sha256:dfb781ff7eaa91a6f7fd41776ec37c5853c795d3b358d4896fdbb5df168af422 \
-    --hash=sha256:e5bf0ed4490068a2e72ac03d786693adeb909981cc596425d09032d372bcc849 \
-    --hash=sha256:e7aec276d68421f9574040c26e2a7c3771060bc0cff408bae1dcb19d3ab1e63c \
-    --hash=sha256:ef639cb3372f69ec44915fafcd6698b6cc78fbe0c2ea41be867f6ed612811963 \
-    --hash=sha256:f260d0d41e9b4da1ed1e0f1ce571f97fe370b152ab18778e9e8f67d6af432018
+cryptography==46.0.5 \
+    --hash=sha256:02f547fce831f5096c9a567fd41bc12ca8f11df260959ecc7c3202555cc47a72 \
+    --hash=sha256:039917b0dc418bb9f6edce8a906572d69e74bd330b0b3fea4f79dab7f8ddd235 \
+    --hash=sha256:1abfdb89b41c3be0365328a410baa9df3ff8a9110fb75e7b52e66803ddabc9a9 \
+    --hash=sha256:2ae6971afd6246710480e3f15824ed3029a60fc16991db250034efd0b9fb4356 \
+    --hash=sha256:2b7a67c9cd56372f3249b39699f2ad479f6991e62ea15800973b956f4b73e257 \
+    --hash=sha256:351695ada9ea9618b3500b490ad54c739860883df6c1f555e088eaf25b1bbaad \
+    --hash=sha256:38946c54b16c885c72c4f59846be9743d699eee2b69b6988e0a00a01f46a61a4 \
+    --hash=sha256:3b4995dc971c9fb83c25aa44cf45f02ba86f71ee600d81091c2f0cbae116b06c \
+    --hash=sha256:3ce58ba46e1bc2aac4f7d9290223cead56743fa6ab94a5d53292ffaac6a91614 \
+    --hash=sha256:3ee190460e2fbe447175cda91b88b84ae8322a104fc27766ad09428754a618ed \
+    --hash=sha256:4108d4c09fbbf2789d0c926eb4152ae1760d5a2d97612b92d508d96c861e4d31 \
+    --hash=sha256:420d0e909050490d04359e7fdb5ed7e667ca5c3c402b809ae2563d7e66a92229 \
+    --hash=sha256:47fb8a66058b80e509c47118ef8a75d14c455e81ac369050f20ba0d23e77fee0 \
+    --hash=sha256:4c3341037c136030cb46e4b1e17b7418ea4cbd9dd207e4a6f3b2b24e0d4ac731 \
+    --hash=sha256:4d7e3d356b8cd4ea5aff04f129d5f66ebdc7b6f8eae802b93739ed520c47c79b \
+    --hash=sha256:4d8ae8659ab18c65ced284993c2265910f6c9e650189d4e3f68445ef82a810e4 \
+    --hash=sha256:4e817a8920bfbcff8940ecfd60f23d01836408242b30f1a708d93198393a80b4 \
+    --hash=sha256:50bfb6925eff619c9c023b967d5b77a54e04256c4281b0e21336a130cd7fc263 \
+    --hash=sha256:556e106ee01aa13484ce9b0239bca667be5004efb0aabbed28d353df86445595 \
+    --hash=sha256:582f5fcd2afa31622f317f80426a027f30dc792e9c80ffee87b993200ea115f1 \
+    --hash=sha256:5be7bf2fb40769e05739dd0046e7b26f9d4670badc7b032d6ce4db64dddc0678 \
+    --hash=sha256:60ee7e19e95104d4c03871d7d7dfb3d22ef8a9b9c6778c94e1c8fcc8365afd48 \
+    --hash=sha256:61aa400dce22cb001a98014f647dc21cda08f7915ceb95df0c9eaf84b4b6af76 \
+    --hash=sha256:68f68d13f2e1cb95163fa3b4db4bf9a159a418f5f6e7242564fc75fcae667fd0 \
+    --hash=sha256:7d1f30a86d2757199cb2d56e48cce14deddf1f9c95f1ef1b64ee91ea43fe2e18 \
+    --hash=sha256:7d731d4b107030987fd61a7f8ab512b25b53cef8f233a97379ede116f30eb67d \
+    --hash=sha256:803812e111e75d1aa73690d2facc295eaefd4439be1023fefc4995eaea2af90d \
+    --hash=sha256:80a8d7bfdf38f87ca30a5391c0c9ce4ed2926918e017c29ddf643d0ed2778ea1 \
+    --hash=sha256:8293f3dea7fc929ef7240796ba231413afa7b68ce38fd21da2995549f5961981 \
+    --hash=sha256:8456928655f856c6e1533ff59d5be76578a7157224dbd9ce6872f25055ab9ab7 \
+    --hash=sha256:890bcb4abd5a2d3f852196437129eb3667d62630333aacc13dfd470fad3aaa82 \
+    --hash=sha256:94a76daa32eb78d61339aff7952ea819b1734b46f73646a07decb40e5b3448e2 \
+    --hash=sha256:9f16fbdf4da055efb21c22d81b89f155f02ba420558db21288b3d0035bafd5f4 \
+    --hash=sha256:a3d1fae9863299076f05cb8a778c467578262fae09f9dc0ee9b12eb4268ce663 \
+    --hash=sha256:a3d507bb6a513ca96ba84443226af944b0f7f47dcc9a399d110cd6146481d24c \
+    --hash=sha256:abace499247268e3757271b2f1e244b36b06f8515cf27c4d49468fc9eb16e93d \
+    --hash=sha256:ba2a27ff02f48193fc4daeadf8ad2590516fa3d0adeeb34336b96f7fa64c1e3a \
+    --hash=sha256:bc84e875994c3b445871ea7181d424588171efec3e185dced958dad9e001950a \
+    --hash=sha256:bfd56bb4b37ed4f330b82402f6f435845a5f5648edf1ad497da51a8452d5d62d \
+    --hash=sha256:c18ff11e86df2e28854939acde2d003f7984f721eba450b56a200ad90eeb0e6b \
+    --hash=sha256:c3bcce8521d785d510b2aad26ae2c966092b7daa8f45dd8f44734a104dc0bc1a \
+    --hash=sha256:c4143987a42a2397f2fc3b4d7e3a7d313fbe684f67ff443999e803dd75a76826 \
+    --hash=sha256:c69fd885df7d089548a42d5ec05be26050ebcd2283d89b3d30676eb32ff87dee \
+    --hash=sha256:ced80795227d70549a411a4ab66e8ce307899fad2220ce5ab2f296e687eacde9 \
+    --hash=sha256:d66e421495fdb797610a08f43b05269e0a5ea7f5e652a89bfd5a7d3c1dee3648 \
+    --hash=sha256:d861ee9e76ace6cf36a6a89b959ec08e7bc2493ee39d07ffe5acb23ef46d27da \
+    --hash=sha256:e9251e3be159d1020c4030bd2e5f84d6a43fe54b6c19c12f51cde9542a2817b2 \
+    --hash=sha256:f145bba11b878005c496e93e257c1e88f154d278d2638e6450d17e0f31e558d2 \
+    --hash=sha256:fe346b143ff9685e40192a4960938545c699054ba11d4f9029f94751e3f71d87
     # via
     #   -r requirements.in
+    #   google-auth
     #   secretstorage
 cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
@@ -478,9 +488,9 @@ cycler==0.12.1 \
     # via
     #   -r requirements.in
     #   matplotlib
-faker==40.1.0 \
-    --hash=sha256:a616d35818e2a2387c297de80e2288083bc915e24b7e39d2fb5bc66cce3a929f \
-    --hash=sha256:c402212a981a8a28615fea9120d789e3f6062c0c259a82bfb8dff5d273e539d2
+faker==40.4.0 \
+    --hash=sha256:486d43c67ebbb136bc932406418744f9a0bdf2c07f77703ea78b58b77e9aa443 \
+    --hash=sha256:76f8e74a3df28c3e2ec2caafa956e19e37a132fdc7ea067bc41783affcfee364
     # via
     #   -r requirements.in
     #   polyfactory
@@ -564,22 +574,22 @@ google-api-core[grpc]==2.29.0 \
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
     #   google-cloud-core
-google-auth==2.47.0 \
-    --hash=sha256:833229070a9dfee1a353ae9877dcd2dec069a8281a4e72e72f77d4a70ff945da \
-    --hash=sha256:c516d68336bfde7cf0da26aab674a36fedcf04b37ac4edd59c597178760c3498
+google-auth==2.48.0 \
+    --hash=sha256:2e2a537873d449434252a9632c28bfc268b0adb1e53f9fb62afc5333a975903f \
+    --hash=sha256:4f7e706b0cd3208a3d940a19a822c37a476ddba5450156c3e6624a71f7c841ce
     # via
     #   -r requirements.in
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
     #   google-cloud-core
-google-cloud-bigquery==3.40.0 \
-    --hash=sha256:0469bcf9e3dad3cab65b67cce98180c8c0aacf3253d47f0f8e976f299b49b5ab \
-    --hash=sha256:b3ccb11caf0029f15b29569518f667553fe08f6f1459b959020c83fbbd8f2e68
+google-cloud-bigquery==3.40.1 \
+    --hash=sha256:75afcfb6e007238fe1deefb2182105249321145ff921784fe7b1de2b4ba24506 \
+    --hash=sha256:9082a6b8193aba87bed6a2c79cf1152b524c99bb7e7ac33a785e333c09eac868
     # via -r requirements.in
-google-cloud-bigquery-storage==2.36.0 \
-    --hash=sha256:1769e568070db672302771d2aec18341de10712aa9c4a8c549f417503e0149f0 \
-    --hash=sha256:d3c1ce9d2d3a4d7116259889dcbe3c7c70506f71f6ce6bbe54aa0a68bbba8f8f
+google-cloud-bigquery-storage==2.36.1 \
+    --hash=sha256:99ad6b8810d028f0cf368ea0cc54b3cda20e856f05eb4cda51f1db2a70692286 \
+    --hash=sha256:fd3917584a41f7a9d9c633b31ff43103869b108224e8a4b765537eb1ea83148c
     # via -r requirements.in
 google-cloud-core==2.5.0 \
     --hash=sha256:67d977b41ae6c7211ee830c7912e41003ea8194bff15ae7d72fd6f51e57acabc \
@@ -637,76 +647,76 @@ googleapis-common-protos==1.72.0 \
     #   -r requirements.in
     #   google-api-core
     #   grpcio-status
-grpcio==1.76.0 \
-    --hash=sha256:035d90bc79eaa4bed83f524331d55e35820725c9fbb00ffa1904d5550ed7ede3 \
-    --hash=sha256:04bbe1bfe3a68bbfd4e52402ab7d4eb59d72d02647ae2042204326cf4bbad280 \
-    --hash=sha256:063065249d9e7e0782d03d2bca50787f53bd0fb89a67de9a7b521c4a01f1989b \
-    --hash=sha256:06c3d6b076e7b593905d04fdba6a0525711b3466f43b3400266f04ff735de0cd \
-    --hash=sha256:08caea849a9d3c71a542827d6df9d5a69067b0a1efbea8a855633ff5d9571465 \
-    --hash=sha256:0aaa82d0813fd4c8e589fac9b65d7dd88702555f702fb10417f96e2a2a6d4c0f \
-    --hash=sha256:0b7604868b38c1bfd5cf72d768aedd7db41d78cb6a4a18585e33fb0f9f2363fd \
-    --hash=sha256:0c37db8606c258e2ee0c56b78c62fc9dee0e901b5dbdcf816c2dd4ad652b8b0c \
-    --hash=sha256:1c9b93f79f48b03ada57ea24725d83a30284a012ec27eab2cf7e50a550cbbbcc \
-    --hash=sha256:2107b0c024d1b35f4083f11245c0e23846ae64d02f40b2b226684840260ed054 \
-    --hash=sha256:2229ae655ec4e8999599469559e97630185fdd53ae1e8997d147b7c9b2b72cba \
-    --hash=sha256:25a18e9810fbc7e7f03ec2516addc116a957f8cbb8cbc95ccc80faa072743d03 \
-    --hash=sha256:26ef06c73eb53267c2b319f43e6634c7556ea37672029241a056629af27c10e2 \
-    --hash=sha256:2e1743fbd7f5fa713a1b0a8ac8ebabf0ec980b5d8809ec358d488e273b9cf02a \
-    --hash=sha256:32483fe2aab2c3794101c2a159070584e5db11d0aa091b2c0ea9c4fc43d0d749 \
-    --hash=sha256:3bf0f392c0b806905ed174dcd8bdd5e418a40d5567a05615a030a5aeddea692d \
-    --hash=sha256:3e2a27c89eb9ac3d81ec8835e12414d73536c6e620355d65102503064a4ed6eb \
-    --hash=sha256:40ad3afe81676fd9ec6d9d406eda00933f218038433980aa19d401490e46ecde \
-    --hash=sha256:4215d3a102bd95e2e11b5395c78562967959824156af11fa93d18fdd18050990 \
-    --hash=sha256:45d59a649a82df5718fd9527ce775fd66d1af35e6d31abdcdc906a49c6822958 \
-    --hash=sha256:45e0111e73f43f735d70786557dc38141185072d7ff8dc1829d6a77ac1471468 \
-    --hash=sha256:479496325ce554792dba6548fae3df31a72cef7bad71ca2e12b0e58f9b336bfc \
-    --hash=sha256:490fa6d203992c47c7b9e4a9d39003a0c2bcc1c9aa3c058730884bbbb0ee9f09 \
-    --hash=sha256:49ce47231818806067aea3324d4bf13825b658ad662d3b25fada0bdad9b8a6af \
-    --hash=sha256:4baf3cbe2f0be3289eb68ac8ae771156971848bb8aaff60bad42005539431980 \
-    --hash=sha256:522175aba7af9113c48ec10cc471b9b9bd4f6ceb36aeb4544a8e2c80ed9d252d \
-    --hash=sha256:5e8571632780e08526f118f74170ad8d50fb0a48c23a746bef2a6ebade3abd6f \
-    --hash=sha256:615ba64c208aaceb5ec83bfdce7728b80bfeb8be97562944836a7a0a9647d882 \
-    --hash=sha256:61f69297cba3950a524f61c7c8ee12e55c486cb5f7db47ff9dcee33da6f0d3ae \
-    --hash=sha256:65a20de41e85648e00305c1bb09a3598f840422e522277641145a32d42dcefcc \
-    --hash=sha256:6a15c17af8839b6801d554263c546c69c4d7718ad4321e3166175b37eaacca77 \
-    --hash=sha256:747fa73efa9b8b1488a95d0ba1039c8e2dca0f741612d80415b1e1c560febf4e \
-    --hash=sha256:7be78388d6da1a25c0d5ec506523db58b18be22d9c37d8d3a32c08be4987bd73 \
-    --hash=sha256:81fd9652b37b36f16138611c7e884eb82e0cec137c40d3ef7c3f9b3ed00f6ed8 \
-    --hash=sha256:83d57312a58dcfe2a3a0f9d1389b299438909a02db60e2f2ea2ae2d8034909d3 \
-    --hash=sha256:8843114c0cfce61b40ad48df65abcfc00d4dba82eae8718fab5352390848c5da \
-    --hash=sha256:8cc3309d8e08fd79089e13ed4819d0af72aa935dd8f435a195fd152796752ff2 \
-    --hash=sha256:8ebe63ee5f8fa4296b1b8cfc743f870d10e902ca18afc65c68cf46fd39bb0783 \
-    --hash=sha256:8eddfb4d203a237da6f3cc8a540dad0517d274b5a1e9e636fd8d2c79b5c1d397 \
-    --hash=sha256:922fa70ba549fce362d2e2871ab542082d66e2aaf0c19480ea453905b01f384e \
-    --hash=sha256:931091142fd8cc14edccc0845a79248bc155425eee9a98b2db2ea4f00a235a42 \
-    --hash=sha256:971fd5a1d6e62e00d945423a567e42eb1fa678ba89072832185ca836a94daaa6 \
-    --hash=sha256:980a846182ce88c4f2f7e2c22c56aefd515daeb36149d1c897f83cf57999e0b6 \
-    --hash=sha256:9d9adda641db7207e800a7f089068f6f645959f2df27e870ee81d44701dd9db3 \
-    --hash=sha256:9f8f757bebaaea112c00dba718fc0d3260052ce714e25804a03f93f5d1c6cc11 \
-    --hash=sha256:a6ae758eb08088d36812dd5d9af7a9859c05b1e0f714470ea243694b49278e7b \
-    --hash=sha256:a8c2cf1209497cf659a667d7dea88985e834c24b7c3b605e6254cbb5076d985c \
-    --hash=sha256:acab0277c40eff7143c2323190ea57b9ee5fd353d8190ee9652369fae735668a \
-    --hash=sha256:b331680e46239e090f5b3cead313cc772f6caa7d0fc8de349337563125361a4a \
-    --hash=sha256:c088e7a90b6017307f423efbb9d1ba97a22aa2170876223f9709e9d1de0b5347 \
-    --hash=sha256:d099566accf23d21037f18a2a63d323075bebace807742e4b0ac210971d4dd70 \
-    --hash=sha256:d388087771c837cdb6515539f43b9d4bf0b0f23593a24054ac16f7a960be16f4 \
-    --hash=sha256:dcfe41187da8992c5f40aa8c5ec086fa3672834d2be57a32384c08d5a05b4c00 \
-    --hash=sha256:e6d1db20594d9daba22f90da738b1a0441a7427552cc6e2e3d1297aeddc00378 \
-    --hash=sha256:ebea5cc3aa8ea72e04df9913492f9a96d9348db876f9dda3ad729cfedf7ac416 \
-    --hash=sha256:ebebf83299b0cb1721a8859ea98f3a77811e35dce7609c5c963b9ad90728f886 \
-    --hash=sha256:f0e34c2079d47ae9f6188211db9e777c619a21d4faba6977774e8fa43b085e48 \
-    --hash=sha256:f92f88e6c033db65a5ae3d97905c8fea9c725b63e28d5a75cb73b49bda5024d8 \
-    --hash=sha256:f9f7bd5faab55f47231ad8dba7787866b69f5e93bc306e3915606779bbfb4ba8 \
-    --hash=sha256:fd5ef5932f6475c436c4a55e4336ebbe47bd3272be04964a03d316bbf4afbcbc \
-    --hash=sha256:ff8a59ea85a1f2191a0ffcc61298c571bc566332f82e5f5be1b83c9d8e668a62
+grpcio==1.78.0 \
+    --hash=sha256:082653eecbdf290e6e3e2c276ab2c54b9e7c299e07f4221872380312d8cf395e \
+    --hash=sha256:10a9a644b5dd5aec3b82b5b0b90d41c0fa94c85ef42cb42cf78a23291ddb5e7d \
+    --hash=sha256:12a771591ae40bc65ba67048fa52ef4f0e6db8279e595fd349f9dfddeef571f9 \
+    --hash=sha256:185dea0d5260cbb2d224c507bf2a5444d5abbb1fa3594c1ed7e4c709d5eb8383 \
+    --hash=sha256:1afa62af6e23f88629f2b29ec9e52ec7c65a7176c1e0a83292b93c76ca882558 \
+    --hash=sha256:2045397e63a7a0ee7957c25f7dbb36ddc110e0cfb418403d110c0a7a68a844e9 \
+    --hash=sha256:207db540302c884b8848036b80db352a832b99dfdf41db1eb554c2c2c7800f65 \
+    --hash=sha256:271c73e6e5676afe4fc52907686670c7cea22ab2310b76a59b678403ed40d670 \
+    --hash=sha256:2777b783f6c13b92bd7b716667452c329eefd646bfb3f2e9dabea2e05dbd34f6 \
+    --hash=sha256:2bf5e2e163b356978b23652c4818ce4759d40f4712ee9ec5a83c4be6f8c23a3a \
+    --hash=sha256:35eb275bf1751d2ffbd8f57cdbc46058e857cf3971041521b78b7db94bdaf127 \
+    --hash=sha256:391e93548644e6b2726f1bb84ed60048d4bcc424ce5e4af0843d28ca0b754fec \
+    --hash=sha256:3c586ac70e855c721bda8f548d38c3ca66ac791dc49b66a8281a1f99db85e452 \
+    --hash=sha256:3f8904a8165ab21e07e58bf3e30a73f4dffc7a1e0dbc32d51c61b5360d26f43e \
+    --hash=sha256:459ab414b35f4496138d0ecd735fed26f1318af5e52cb1efbc82a09f0d5aa911 \
+    --hash=sha256:4c5533d03a6cbd7f56acfc9cfb44ea64f63d29091e40e44010d34178d392d7eb \
+    --hash=sha256:51b13f9aed9d59ee389ad666b8c2214cc87b5de258fa712f9ab05f922e3896c6 \
+    --hash=sha256:5361a0630a7fdb58a6a97638ab70e1dae2893c4d08d7aba64ded28bb9e7a29df \
+    --hash=sha256:5397fff416b79e4b284959642a4e95ac4b0f1ece82c9993658e0e477d40551ec \
+    --hash=sha256:57bab6deef2f4f1ca76cc04565df38dc5713ae6c17de690721bdf30cb1e0545c \
+    --hash=sha256:6092beabe1966a3229f599d7088b38dfc8ffa1608b5b5cdda31e591e6500f856 \
+    --hash=sha256:684083fd383e9dc04c794adb838d4faea08b291ce81f64ecd08e4577c7398adf \
+    --hash=sha256:735e38e176a88ce41840c21bb49098ab66177c64c82426e24e0082500cc68af5 \
+    --hash=sha256:7382b95189546f375c174f53a5fa873cef91c4b8005faa05cc5b3beea9c4f1c5 \
+    --hash=sha256:748b6138585379c737adc08aeffd21222abbda1a86a0dca2a39682feb9196c20 \
+    --hash=sha256:74be1268d1439eaaf552c698cdb11cd594f0c49295ae6bb72c34ee31abbe611b \
+    --hash=sha256:7cc47943d524ee0096f973e1081cb8f4f17a4615f2116882a5f1416e4cfe92b5 \
+    --hash=sha256:859b13906ce098c0b493af92142ad051bf64c7870fa58a123911c88606714996 \
+    --hash=sha256:85f93781028ec63f383f6bc90db785a016319c561cc11151fbb7b34e0d012303 \
+    --hash=sha256:86ce2371bfd7f212cf60d8517e5e854475c2c43ce14aa910e136ace72c6db6c1 \
+    --hash=sha256:86f85dd7c947baa707078a236288a289044836d4b640962018ceb9cd1f899af5 \
+    --hash=sha256:8dfffba826efcf366b1e3ccc37e67afe676f290e13a3b48d31a46739f80a8724 \
+    --hash=sha256:8f2ac84905d12918e4e55a16da17939eb63e433dc11b677267c35568aa63fc84 \
+    --hash=sha256:94309f498bcc07e5a7d16089ab984d42ad96af1d94b5a4eb966a266d9fcabf68 \
+    --hash=sha256:94f95cf5d532d0e717eed4fc1810e8e6eded04621342ec54c89a7c2f14b581bf \
+    --hash=sha256:9566fe4ababbb2610c39190791e5b829869351d14369603702e890ef3ad2d06e \
+    --hash=sha256:9dca934f24c732750389ce49d638069c3892ad065df86cb465b3fa3012b70c9e \
+    --hash=sha256:a9f136fbafe7ccf4ac7e8e0c28b31066e810be52d6e344ef954a3a70234e1702 \
+    --hash=sha256:ab399ef5e3cd2a721b1038a0f3021001f19c5ab279f145e1146bb0b9f1b2b12c \
+    --hash=sha256:b0c689c02947d636bc7fab3e30cc3a3445cca99c834dfb77cd4a6cabfc1c5597 \
+    --hash=sha256:b2342d87af32790f934a79c3112641e7b27d63c261b8b4395350dad43eff1dc7 \
+    --hash=sha256:b58f37edab4a3881bc6c9bca52670610e0c9ca14e2ea3cf9debf185b870457fb \
+    --hash=sha256:bd8cb8026e5f5b50498a3c4f196f57f9db344dad829ffae16b82e4fdbaea2813 \
+    --hash=sha256:be63c88b32e6c0f1429f1398ca5c09bc64b0d80950c8bb7807d7d7fb36fb84c7 \
+    --hash=sha256:c3f293fdc675ccba4db5a561048cca627b5e7bd1c8a6973ffedabe7d116e22e2 \
+    --hash=sha256:c41bc64626db62e72afec66b0c8a0da76491510015417c127bfc53b2fe6d7f7f \
+    --hash=sha256:ce3a90455492bf8bfa38e56fbbe1dbd4f872a3d8eeaf7337dc3b1c8aa28c271b \
+    --hash=sha256:ce7599575eeb25c0f4dc1be59cada6219f3b56176f799627f44088b21381a28a \
+    --hash=sha256:dce09d6116df20a96acfdbf85e4866258c3758180e8c49845d6ba8248b6d0bbb \
+    --hash=sha256:de8cb00d1483a412a06394b8303feec5dcb3b55f81d83aa216dbb6a0b86a94f5 \
+    --hash=sha256:df2c8f3141f7cbd112a6ebbd760290b5849cda01884554f7c67acc14e7b1758a \
+    --hash=sha256:e87cbc002b6f440482b3519e36e1313eb5443e9e9e73d6a52d43bd2004fcfd8e \
+    --hash=sha256:e888474dee2f59ff68130f8a397792d8cb8e17e6b3434339657ba4ee90845a8c \
+    --hash=sha256:f12857d24d98441af6a1d5c87442d624411db486f7ba12550b07788f74b67b04 \
+    --hash=sha256:f2d4e43ee362adfc05994ed479334d5a451ab7bc3f3fee1b796b8ca66895acb4 \
+    --hash=sha256:f3d6379493e18ad4d39537a82371c5281e153e963cecb13f953ebac155756525 \
+    --hash=sha256:f8dff3d9777e5d2703a962ee5c286c239bf0ba173877cc68dc02c17d042e29de \
+    --hash=sha256:f9ab915a267fc47c7e88c387a3a28325b58c898e23d4995f765728f4e3dedb97 \
+    --hash=sha256:fbe6e89c7ffb48518384068321621b2a69cab509f58e40e4399fdd378fa6d074 \
+    --hash=sha256:fd5f135b1bd58ab088930b3c613455796dfa0393626a6972663ccdda5b4ac6ce \
+    --hash=sha256:ff870aebe9a93a85283837801d35cd5f8814fe2ad01e606861a7fb47c762a2b7
     # via
     #   -r requirements.in
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   grpcio-status
-grpcio-status==1.76.0 \
-    --hash=sha256:25fcbfec74c15d1a1cb5da3fab8ee9672852dc16a5a9eeb5baf7d7a9952943cd \
-    --hash=sha256:380568794055a8efbbd8871162df92012e0228a5f6dffaf57f2a00c534103b18
+grpcio-status==1.78.0 \
+    --hash=sha256:a34cfd28101bfea84b5aa0f936b4b423019e9213882907166af6b3bddc59e189 \
+    --hash=sha256:b492b693d4bf27b47a6c32590701724f1d3b9444b36491878fb71f6208857f34
     # via
     #   -r requirements.in
     #   google-api-core
@@ -857,83 +867,97 @@ kiwisolver==1.4.9 \
     # via
     #   -r requirements.in
     #   matplotlib
-librt==0.7.7 \
-    --hash=sha256:067be973d90d9e319e6eb4ee2a9b9307f0ecd648b8a9002fa237289a4a07a9e7 \
-    --hash=sha256:0996c83b1cb43c00e8c87835a284f9057bc647abd42b5871e5f941d30010c832 \
-    --hash=sha256:0ecce0544d3db91a40f8b57ae26928c02130a997b540f908cefd4d279d6c5848 \
-    --hash=sha256:10c8fb9966f84737115513fecbaf257f9553d067a7dd45a69c2c7e5339e6a8dc \
-    --hash=sha256:142c2cd91794b79fd0ce113bd658993b7ede0fe93057668c2f98a45ca00b7e91 \
-    --hash=sha256:14ef0f4ac3728ffd85bfc58e2f2f48fb4ef4fa871876f13a73a7381d10a9f77c \
-    --hash=sha256:1908c3e5a5ef86b23391448b47759298f87f997c3bd153a770828f58c2bb4630 \
-    --hash=sha256:1bcd79be209313b270b0e1a51c67ae1af28adad0e0c7e84c3ad4b5cb57aaa75b \
-    --hash=sha256:23d2299ed007812cccc1ecef018db7d922733382561230de1f3954db28433977 \
-    --hash=sha256:23daa1ab0512bafdd677eb1bfc9611d8ffbe2e328895671e64cb34166bc1b8c8 \
-    --hash=sha256:2567cb48dc03e5b246927ab35cbb343376e24501260a9b5e30b8e255dca0d1d2 \
-    --hash=sha256:264720fc288c86039c091a4ad63419a5d7cabbf1c1c9933336a957ed2483e570 \
-    --hash=sha256:2987cf827011907d3dfd109f1be0d61e173d68b1270107bb0e89f2fca7f2ed6b \
-    --hash=sha256:2a85a1fc4ed11ea0eb0a632459ce004a2d14afc085a50ae3463cd3dfe1ce43fc \
-    --hash=sha256:3d1fe2e8df3268dd6734dba33ededae72ad5c3a859b9577bc00b715759c5aaab \
-    --hash=sha256:4353ee891a1834567e0302d4bd5e60f531912179578c36f3d0430f8c5e16b456 \
-    --hash=sha256:44d63ce643f34a903f09ff7ca355aae019a3730c7afd6a3c037d569beeb5d151 \
-    --hash=sha256:467dbd7443bda08338fc8ad701ed38cef48194017554f4c798b0a237904b3f99 \
-    --hash=sha256:4862cb2c702b1f905c0503b72d9d4daf65a7fdf5a9e84560e563471e57a56949 \
-    --hash=sha256:4bf3cc46d553693382d2abf5f5bd493d71bb0f50a7c0beab18aa13a5545c8900 \
-    --hash=sha256:4dcee2f921a8632636d1c37f1bbdb8841d15666d119aa61e5399c5268e7ce02e \
-    --hash=sha256:50d1d1ee813d2d1a3baf2873634ba506b263032418d16287c92ec1cc9c1a00cb \
-    --hash=sha256:5335890fea9f9e6c4fdf8683061b9ccdcbe47c6dc03ab8e9b68c10acf78be78d \
-    --hash=sha256:558a9e5a6f3cc1e20b3168fb1dc802d0d8fa40731f6e9932dcc52bbcfbd37111 \
-    --hash=sha256:5e419e0db70991b6ba037b70c1d5bbe92b20ddf82f31ad01d77a347ed9781398 \
-    --hash=sha256:6066c638cdf85ff92fc6f932d2d73c93a0e03492cdfa8778e6d58c489a3d7259 \
-    --hash=sha256:6ae8aec43117a645a31e5f60e9e3a0797492e747823b9bda6972d521b436b4e8 \
-    --hash=sha256:6b6f8ea465524aa4c7420c7cc4ca7d46fe00981de8debc67b1cc2e9957bb5b9d \
-    --hash=sha256:7b16ccaeff0ed4355dfb76fe1ea7a5d6d03b5ad27f295f77ee0557bc20a72495 \
-    --hash=sha256:7d13cc340b3b82134f8038a2bfe7137093693dcad8ba5773da18f95ad6b77a8a \
-    --hash=sha256:7ef28f2e7a016b29792fe0a2dd04dec75725b32a1264e390c366103f834a9c3a \
-    --hash=sha256:8185c8497d45164e256376f9da5aed2bb26ff636c798c9dabe313b90e9f25b28 \
-    --hash=sha256:81d957b069fed1890953c3b9c3895c7689960f233eea9a1d9607f71ce7f00b2c \
-    --hash=sha256:86f86b3b785487c7760247bcdac0b11aa8bf13245a13ed05206286135877564b \
-    --hash=sha256:8e92c8de62b40bfce91d5e12c6e8b15434da268979b1af1a6589463549d491e6 \
-    --hash=sha256:8f2f8dcf5ab9f80fb970c6fd780b398efb2f50c1962485eb8d3ab07788595a48 \
-    --hash=sha256:8f4a0b0a3c86ba9193a8e23bb18f100d647bf192390ae195d84dfa0a10fb6244 \
-    --hash=sha256:8f7a74cf3a80f0c3b0ec75b0c650b2f0a894a2cec57ef75f6f72c1e82cdac61d \
-    --hash=sha256:955c62571de0b181d9e9e0a0303c8bc90d47670a5eff54cf71bf5da61d1899cf \
-    --hash=sha256:983de36b5a83fe9222f4f7dcd071f9b1ac6f3f17c0af0238dadfb8229588f890 \
-    --hash=sha256:9b15e5d17812d4d629ff576699954f74e2cc24a02a4fc401882dd94f81daba45 \
-    --hash=sha256:9b4346b1225be26def3ccc6c965751c74868f0578cbcba293c8ae9168483d811 \
-    --hash=sha256:9b5fb1ecb2c35362eab2dbd354fd1efa5a8440d3e73a68be11921042a0edc0ff \
-    --hash=sha256:a10b8eebdaca6e9fdbaf88b5aefc0e324b763a5f40b1266532590d5afb268a4c \
-    --hash=sha256:a1f5cc41a570269d1be7a676655875e3a53de4992a9fa38efb7983e97cf73d7c \
-    --hash=sha256:a3bfe73a32bd0bdb9a87d586b05a23c0a1729205d79df66dee65bb2e40d671ba \
-    --hash=sha256:a487b71fbf8a9edb72a8c7a456dda0184642d99cd007bc819c0b7ab93676a8ee \
-    --hash=sha256:a609849aca463074c17de9cda173c276eb8fee9e441053529e7b9e249dc8b8ee \
-    --hash=sha256:a76f1d679beccccdf8c1958e732a1dfcd6e749f8821ee59d7bec009ac308c029 \
-    --hash=sha256:a7ea4e1fbd253e5c68ea0fe63d08577f9d288a73f17d82f652ebc61fa48d878d \
-    --hash=sha256:ab2a2a9cd7d044e1a11ca64a86ad3361d318176924bbe5152fbc69f99be20b8c \
-    --hash=sha256:ad3fc2d859a709baf9dd9607bb72f599b1cfb8a39eafd41307d0c3c4766763cb \
-    --hash=sha256:add4e0a000858fe9bb39ed55f31085506a5c38363e6eb4a1e5943a10c2bfc3d1 \
-    --hash=sha256:aea05f701ccd2a76b34f0daf47ca5068176ff553510b614770c90d76ac88df06 \
-    --hash=sha256:b8bb331aad734b059c4b450cd0a225652f16889e286b2345af5e2c3c625c3d85 \
-    --hash=sha256:bdb9f3d865b2dafe7f9ad7f30ef563c80d0ddd2fdc8cc9b8e4f242f475e34d75 \
-    --hash=sha256:c084841b879c4d9b9fa34e5d5263994f21aea7fd9c6add29194dbb41a6210536 \
-    --hash=sha256:c48c7e150c095d5e3cea7452347ba26094be905d6099d24f9319a8b475fcd3e0 \
-    --hash=sha256:c7e5070cf3ec92d98f57574da0224f8c73faf1ddd6d8afa0b8c9f6e86997bc74 \
-    --hash=sha256:c87654e29a35938baead1c4559858f346f4a2a7588574a14d784f300ffba0efd \
-    --hash=sha256:c8ffe3431d98cc043a14e88b21288b5ec7ee12cb01260e94385887f285ef9389 \
-    --hash=sha256:c9faaebb1c6212c20afd8043cd6ed9de0a47d77f91a6b5b48f4e46ed470703fe \
-    --hash=sha256:d1454899909d63cc9199a89fcc4f81bdd9004aef577d4ffc022e600c412d57f3 \
-    --hash=sha256:d6b7d93657332c817b8d674ef6bf1ab7796b4f7ce05e420fd45bd258a72ac804 \
-    --hash=sha256:dbc4900e95a98fc0729523be9d93a8fedebb026f32ed9ffc08acd82e3e181503 \
-    --hash=sha256:e40d20ae1722d6b8ea6acf4597e789604649dcd9c295eb7361a28225bc2e9e12 \
-    --hash=sha256:e4836c5645f40fbdc275e5670819bde5ab5f2e882290d304e3c6ddab1576a6d0 \
-    --hash=sha256:e4ab69fa37f8090f2d971a5d2bc606c7401170dbdae083c393d6cbf439cb45b8 \
-    --hash=sha256:ef7699b7a5a244b1119f85c5bbc13f152cd38240cbb2baa19b769433bae98e50 \
-    --hash=sha256:f0c8fe5aeadd8a0e5b0598f8a6ee3533135ca50fd3f20f130f9d72baf5c6ac58 \
-    --hash=sha256:f2cb63c49bc96847c3bb8dca350970e4dcd19936f391cfdfd057dcb37c4fa97e \
-    --hash=sha256:f4d4efb218264ecf0f8516196c9e2d1a0679d9fb3bb15df1155a35220062eba8 \
-    --hash=sha256:f683dcd49e2494a7535e30f779aa1ad6e3732a019d80abe1309ea91ccd3230e3 \
-    --hash=sha256:f83c971eb9d2358b6a18da51dc0ae00556ac7c73104dde16e9e14c15aaf685ca \
-    --hash=sha256:f8df32a99cc46eb0ee90afd9ada113ae2cafe7e8d673686cf03ec53e49635439 \
-    --hash=sha256:ff1fb2dfef035549565a4124998fadcb7a3d4957131ddf004a56edeb029626b3
+librt==0.8.1 \
+    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
+    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
+    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
+    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
+    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
+    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
+    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
+    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
+    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
+    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
+    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
+    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
+    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
+    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
+    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
+    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
+    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
+    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
+    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
+    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
+    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
+    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
+    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
+    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
+    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
+    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
+    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
+    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
+    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
+    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
+    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
+    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
+    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
+    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
+    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
+    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
+    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
+    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
+    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
+    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
+    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
+    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
+    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
+    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
+    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
+    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
+    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
+    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
+    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
+    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
+    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
+    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
+    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
+    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
+    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
+    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
+    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
+    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
+    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
+    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
+    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
+    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
+    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
+    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
+    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
+    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
+    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
+    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
+    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
+    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
+    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
+    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
+    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
+    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
+    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
+    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
+    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
+    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
+    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
+    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
+    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
+    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
+    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
+    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
+    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
+    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
+    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
+    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
+    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
+    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
     # via
     #   -r requirements.in
     #   mypy
@@ -1093,9 +1117,9 @@ matplotlib==3.10.8 \
     # via
     #   -r requirements.in
     #   plotnine
-mizani==0.14.3 \
-    --hash=sha256:6d2ca9b1b8366ff85668f0cc1b6095f1e702e26e66f132c4f02a949efa32a688 \
-    --hash=sha256:c2fb886b3c9e8109be5b8fd21e1130fba1f0a20230a987146240221209fc0ddd
+mizani==0.14.4 \
+    --hash=sha256:28934d91516d922d7cb0382c82a6c513692abc0174c42a50294ae571520633f9 \
+    --hash=sha256:ed72bf249e2a18b5dcc65cd54c7eaa5444b2cb09c7e18aafa2ab6f05f1b78620
     # via
     #   -r requirements.in
     #   plotnine
@@ -1158,88 +1182,86 @@ mypy-extensions==1.1.0 \
     # via
     #   -r requirements.in
     #   mypy
-narwhals==2.15.0 \
-    --hash=sha256:a9585975b99d95084268445a1fdd881311fa26ef1caa18020d959d5b2ff9a965 \
-    --hash=sha256:cbfe21ca19d260d9fd67f995ec75c44592d1f106933b03ddd375df7ac841f9d6
+narwhals==2.16.0 \
+    --hash=sha256:155bb45132b370941ba0396d123cf9ed192bf25f39c4cea726f2da422ca4e145 \
+    --hash=sha256:846f1fd7093ac69d63526e50732033e86c30ea0026a44d9b23991010c7d1485d
     # via
     #   -r requirements.in
     #   formulaic
     #   marginaleffects
-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
+numpy==2.4.2 \
+    --hash=sha256:00ab83c56211a1d7c07c25e3217ea6695e50a3e2f255053686b081dc0b091a82 \
+    --hash=sha256:068cdb2d0d644cdb45670810894f6a0600797a69c05f1ac478e8d31670b8ee75 \
+    --hash=sha256:0f01dcf33e73d80bd8dc0f20a71303abbafa26a19e23f6b68d1aa9990af90257 \
+    --hash=sha256:0fece1d1f0a89c16b03442eae5c56dc0be0c7883b5d388e0c03f53019a4bfd71 \
+    --hash=sha256:12e26134a0331d8dbd9351620f037ec470b7c75929cb8a1537f6bfe411152a1a \
+    --hash=sha256:1ae241bbfc6ae276f94a170b14785e561cb5e7f626b6688cf076af4110887413 \
+    --hash=sha256:1f92f53998a17265194018d1cc321b2e96e900ca52d54c7c77837b71b9465181 \
+    --hash=sha256:209fae046e62d0ce6435fcfe3b1a10537e858249b3d9b05829e2a05218296a85 \
+    --hash=sha256:20abd069b9cda45874498b245c8015b18ace6de8546bf50dfa8cea1696ed06ef \
+    --hash=sha256:21982668592194c609de53ba4933a7471880ccbaadcc52352694a59ecc860b3a \
+    --hash=sha256:25f2059807faea4b077a2b6837391b5d830864b3543627f381821c646f31a63c \
+    --hash=sha256:2653de5c24910e49c2b106499803124dde62a5a1fe0eedeaecf4309a5f639390 \
+    --hash=sha256:2b8f157c8a6f20eb657e240f8985cc135598b2b46985c5bccbde7616dc9c6b1e \
+    --hash=sha256:2fb882da679409066b4603579619341c6d6898fc83a8995199d5249f986e8e8f \
+    --hash=sha256:40397bda92382fcec844066efb11f13e1c9a3e2a8e8f318fb72ed8b6db9f60f1 \
+    --hash=sha256:444be170853f1f9d528428eceb55f12918e4fda5d8805480f36a002f1415e09b \
+    --hash=sha256:47c5a6ed21d9452b10227e5e8a0e1c22979811cad7dcc19d8e3e2fb8fa03f1a3 \
+    --hash=sha256:4f069069931240b3fc703f1e23df63443dbd6390614c8c44a87d96cd0ec81eb1 \
+    --hash=sha256:52b913ec40ff7ae845687b0b34d8d93b60cb66dcee06996dd5c99f2fc9328657 \
+    --hash=sha256:5633c0da313330fd20c484c78cdd3f9b175b55e1a766c4a174230c6b70ad8262 \
+    --hash=sha256:5daf6f3914a733336dab21a05cdec343144600e964d2fcdabaac0c0269874b2a \
+    --hash=sha256:5eea80d908b2c1f91486eb95b3fb6fab187e569ec9752ab7d9333d2e66bf2d6b \
+    --hash=sha256:602f65afdef699cda27ec0b9224ae5dc43e328f4c24c689deaf77133dbee74d0 \
+    --hash=sha256:659a6107e31a83c4e33f763942275fd278b21d095094044eb35569e86a21ddae \
+    --hash=sha256:66cb9422236317f9d44b67b4d18f44efe6e9c7f8794ac0462978513359461554 \
+    --hash=sha256:6d82351358ffbcdcd7b686b90742a9b86632d6c1c051016484fa0b326a0a1548 \
+    --hash=sha256:6e9f61981ace1360e42737e2bae58b27bf28a1b27e781721047d84bd754d32e7 \
+    --hash=sha256:6ed0be1ee58eef41231a5c943d7d1375f093142702d5723ca2eb07db9b934b05 \
+    --hash=sha256:7cdde6de52fb6664b00b056341265441192d1291c130e99183ec0d4b110ff8b1 \
+    --hash=sha256:7df2de1e4fba69a51c06c28f5a3de36731eb9639feb8e1cf7e4a7b0daf4cf622 \
+    --hash=sha256:7edc794af8b36ca37ef5fcb5e0d128c7e0595c7b96a2318d1badb6fcd8ee86b1 \
+    --hash=sha256:7f54844851cdb630ceb623dcec4db3240d1ac13d4990532446761baede94996a \
+    --hash=sha256:805cc8de9fd6e7a22da5aed858e0ab16be5a4db6c873dde1d7451c541553aa27 \
+    --hash=sha256:8906e71fd8afcb76580404e2a950caef2685df3d2a57fe82a86ac8d33cc007ba \
+    --hash=sha256:89f7268c009bc492f506abd6f5265defa7cb3f7487dc21d357c3d290add45082 \
+    --hash=sha256:8c50dd1fc8826f5b26a5ee4d77ca55d88a895f4e4819c7ecc2a9f5905047a443 \
+    --hash=sha256:8e4549f8a3c6d13d55041925e912bfd834285ef1dd64d6bc7d542583355e2e98 \
+    --hash=sha256:8e9afaeb0beff068b4d9cd20d322ba0ee1cecfb0b08db145e4ab4dd44a6b5110 \
+    --hash=sha256:98f16a80e917003a12c0580f97b5f875853ebc33e2eaa4bccfc8201ac6869308 \
+    --hash=sha256:9e35d3e0144137d9fdae62912e869136164534d64a169f86438bc9561b6ad49f \
+    --hash=sha256:9e4424677ce4b47fe73c8b5556d876571f7c6945d264201180db2dc34f676ab5 \
+    --hash=sha256:adb6ed2ad29b9e15321d167d152ee909ec73395901b70936f029c3bc6d7f4460 \
+    --hash=sha256:aea4f66ff44dfddf8c2cffd66ba6538c5ec67d389285292fe428cb2c738c8aef \
+    --hash=sha256:b21041e8cb6a1eb5312dd1d2f80a94d91efffb7a06b70597d44f1bd2dfc315ab \
+    --hash=sha256:b2f0073ed0868db1dcd86e052d37279eef185b9c8db5bf61f30f46adac63c909 \
+    --hash=sha256:b3a24467af63c67829bfaa61eecf18d5432d4f11992688537be59ecd6ad32f5e \
+    --hash=sha256:b9c618d56a29c9cb1c4da979e9899be7578d2e0b3c24d52079c166324c9e8695 \
+    --hash=sha256:bba37bc29d4d85761deed3954a1bc62be7cf462b9510b51d367b769a8c8df325 \
+    --hash=sha256:bd3a7a9f5847d2fb8c2c6d1c862fa109c31a9abeca1a3c2bd5a64572955b2979 \
+    --hash=sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0 \
+    --hash=sha256:c02ef4401a506fb60b411467ad501e1429a3487abca4664871d9ae0b46c8ba32 \
+    --hash=sha256:c3cd545784805de05aafe1dde61752ea49a359ccba9760c1e5d1c88a93bbf2b7 \
+    --hash=sha256:c7ac672d699bf36275c035e16b65539931347d68b70667d28984c9fb34e07fa7 \
+    --hash=sha256:cb7bbb88aa74908950d979eeaa24dbdf1a865e3c7e45ff0121d8f70387b55f73 \
+    --hash=sha256:cd2bd2bbed13e213d6b55dc1d035a4f91748a7d3edc9480c13898b0353708920 \
+    --hash=sha256:cda077c2e5b780200b6b3e09d0b42205a3d1c68f30c6dceb90401c13bff8fe74 \
+    --hash=sha256:cf28c0c1d4c4bf00f509fa7eb02c58d7caf221b50b467bcb0d9bbf1584d5c821 \
+    --hash=sha256:d0d9b7c93578baafcbc5f0b83eaf17b79d345c6f36917ba0c67f45226911d499 \
+    --hash=sha256:d1240d50adff70c2a88217698ca844723068533f3f5c5fa6ee2e3220e3bdb000 \
+    --hash=sha256:d30291931c915b2ab5717c2974bb95ee891a1cf22ebc16a8006bd59cd210d40a \
+    --hash=sha256:d9f64d786b3b1dd742c946c42d15b07497ed14af1a1f3ce840cce27daa0ce913 \
+    --hash=sha256:da6cad4e82cb893db4b69105c604d805e0c3ce11501a55b5e9f9083b47d2ffe8 \
+    --hash=sha256:df1b10187212b198dd45fa943d8985a3c8cf854aed4923796e0e019e113a1bda \
+    --hash=sha256:e04ae107ac591763a47398bb45b568fc38f02dbc4aa44c063f67a131f99346cb \
+    --hash=sha256:e6dee3bb76aa4009d5a912180bf5b2de012532998d094acee25d9cb8dee3e44a \
+    --hash=sha256:e7e88598032542bd49af7c4747541422884219056c268823ef6e5e89851c8825 \
+    --hash=sha256:e98c97502435b53741540a5717a6749ac2ada901056c7db951d33e11c885cc7d \
+    --hash=sha256:ec055f6dae239a6299cace477b479cca2fc125c5675482daf1dd886933a1076f \
+    --hash=sha256:f74f0f7779cc7ae07d1810aab8ac6b1464c3eafb9e283a40da7309d5e6e48fbb \
+    --hash=sha256:fbde1b0c6e81d56f5dccd95dd4a711d9b95df1ae4009a60887e56b27e8d903fa \
+    --hash=sha256:fcf92bee92742edd401ba41135185866f7026c502617f422eb432cfeca4fe236 \
+    --hash=sha256:fd49860271d52127d61197bb50b64f58454e9f578cb4b2c001a6de8b1f50b0b1
     # via
     #   -r requirements.in
     #   contourpy
@@ -1255,9 +1277,9 @@ numpy==2.3.5 \
     #   plotnine
     #   scipy
     #   statsmodels
-numpy-typing-compat==20251206.2.3 \
-    --hash=sha256:18e00e0f4f2040fe98574890248848c7c6831a975562794da186cf4f3c90b935 \
-    --hash=sha256:bfa2e4c4945413e84552cbd34a6d368c88a06a54a896e77ced760521b08f0f61
+numpy-typing-compat==20251206.2.4 \
+    --hash=sha256:59882d23aaff054a2536da80564012cdce33487657be4d79c5925bb8705fcabc \
+    --hash=sha256:a82e723bd20efaa4cf2886709d4264c144f1f2b609bda83d1545113b7e47a5b5
     # via
     #   -r requirements.in
     #   optype
@@ -1267,84 +1289,77 @@ optype[numpy]==0.15.0 \
     # via
     #   -r requirements.in
     #   scipy-stubs
-packaging==25.0 \
-    --hash=sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484 \
-    --hash=sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f
+packaging==26.0 \
+    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
+    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
     # via
     #   -r requirements.in
     #   google-cloud-bigquery
     #   matplotlib
     #   pytest
     #   statsmodels
-pandas==2.3.3 \
-    --hash=sha256:0242fe9a49aa8b4d78a4fa03acb397a58833ef6199e9aa40a95f027bb3a1b6e7 \
-    --hash=sha256:1611aedd912e1ff81ff41c745822980c49ce4a7907537be8692c8dbc31924593 \
-    --hash=sha256:1b07204a219b3b7350abaae088f451860223a52cfb8a6c53358e7948735158e5 \
-    --hash=sha256:1d37b5848ba49824e5c30bedb9c830ab9b7751fd049bc7914533e01c65f79791 \
-    --hash=sha256:23ebd657a4d38268c7dfbdf089fbc31ea709d82e4923c5ffd4fbd5747133ce73 \
-    --hash=sha256:2462b1a365b6109d275250baaae7b760fd25c726aaca0054649286bcfbb3e8ec \
-    --hash=sha256:28083c648d9a99a5dd035ec125d42439c6c1c525098c58af0fc38dd1a7a1b3d4 \
-    --hash=sha256:2e3ebdb170b5ef78f19bfb71b0dc5dc58775032361fa188e814959b74d726dd5 \
-    --hash=sha256:318d77e0e42a628c04dc56bcef4b40de67918f7041c2b061af1da41dcff670ac \
-    --hash=sha256:371a4ab48e950033bcf52b6527eccb564f52dc826c02afd9a1bc0ab731bba084 \
-    --hash=sha256:376c6446ae31770764215a6c937f72d917f214b43560603cd60da6408f183b6c \
-    --hash=sha256:3869faf4bd07b3b66a9f462417d0ca3a9df29a9f6abd5d0d0dbab15dac7abe87 \
-    --hash=sha256:3fd2f887589c7aa868e02632612ba39acb0b8948faf5cc58f0850e165bd46f35 \
-    --hash=sha256:4793891684806ae50d1288c9bae9330293ab4e083ccd1c5e383c34549c6e4250 \
-    --hash=sha256:4e0a175408804d566144e170d0476b15d78458795bb18f1304fb94160cabf40c \
-    --hash=sha256:503cf027cf9940d2ceaa1a93cfb5f8c8c7e6e90720a2850378f0b3f3b1e06826 \
-    --hash=sha256:5554c929ccc317d41a5e3d1234f3be588248e61f08a74dd17c9eabb535777dc9 \
-    --hash=sha256:56851a737e3470de7fa88e6131f41281ed440d29a9268dcbf0002da5ac366713 \
-    --hash=sha256:5caf26f64126b6c7aec964f74266f435afef1c1b13da3b0636c7518a1fa3e2b1 \
-    --hash=sha256:602b8615ebcc4a0c1751e71840428ddebeb142ec02c786e8ad6b1ce3c8dec523 \
-    --hash=sha256:6253c72c6a1d990a410bc7de641d34053364ef8bcd3126f7e7450125887dffe3 \
-    --hash=sha256:6435cb949cb34ec11cc9860246ccb2fdc9ecd742c12d3304989017d53f039a78 \
-    --hash=sha256:6d21f6d74eb1725c2efaa71a2bfc661a0689579b58e9c0ca58a739ff0b002b53 \
-    --hash=sha256:6d2cefc361461662ac48810cb14365a365ce864afe85ef1f447ff5a1e99ea81c \
-    --hash=sha256:74ecdf1d301e812db96a465a525952f4dde225fdb6d8e5a521d47e1f42041e21 \
-    --hash=sha256:75ea25f9529fdec2d2e93a42c523962261e567d250b0013b16210e1d40d7c2e5 \
-    --hash=sha256:854d00d556406bffe66a4c0802f334c9ad5a96b4f1f868adf036a21b11ef13ff \
-    --hash=sha256:8fe25fc7b623b0ef6b5009149627e34d2a4657e880948ec3c840e9402e5c1b45 \
-    --hash=sha256:900f47d8f20860de523a1ac881c4c36d65efcb2eb850e6948140fa781736e110 \
-    --hash=sha256:93c2d9ab0fc11822b5eece72ec9587e172f63cff87c00b062f6e37448ced4493 \
-    --hash=sha256:a16dcec078a01eeef8ee61bf64074b4e524a2a3f4b3be9326420cabe59c4778b \
-    --hash=sha256:a21d830e78df0a515db2b3d2f5570610f5e6bd2e27749770e8bb7b524b89b450 \
-    --hash=sha256:a45c765238e2ed7d7c608fc5bc4a6f88b642f2f01e70c0c23d2224dd21829d86 \
-    --hash=sha256:a637c5cdfa04b6d6e2ecedcb81fc52ffb0fd78ce2ebccc9ea964df9f658de8c8 \
-    --hash=sha256:a68e15f780eddf2b07d242e17a04aa187a7ee12b40b930bfdd78070556550e98 \
-    --hash=sha256:b3d11d2fda7eb164ef27ffc14b4fcab16a80e1ce67e9f57e19ec0afaf715ba89 \
-    --hash=sha256:b468d3dad6ff947df92dcb32ede5b7bd41a9b3cceef0a30ed925f6d01fb8fa66 \
-    --hash=sha256:b98560e98cb334799c0b07ca7967ac361a47326e9b4e5a7dfb5ab2b1c9d35a1b \
-    --hash=sha256:bdcd9d1167f4885211e401b3036c0c8d9e274eee67ea8d0758a256d60704cfe8 \
-    --hash=sha256:bf1f8a81d04ca90e32a0aceb819d34dbd378a98bf923b6398b9a3ec0bf44de29 \
-    --hash=sha256:c46467899aaa4da076d5abc11084634e2d197e9460643dd455ac3db5856b24d6 \
-    --hash=sha256:c4fc4c21971a1a9f4bdb4c73978c7f7256caa3e62b323f70d6cb80db583350bc \
-    --hash=sha256:c503ba5216814e295f40711470446bc3fd00f0faea8a086cbc688808e26f92a2 \
-    --hash=sha256:d051c0e065b94b7a3cea50eb1ec32e912cd96dba41647eb24104b6c6c14c5788 \
-    --hash=sha256:d3e28b3e83862ccf4d85ff19cf8c20b2ae7e503881711ff2d534dc8f761131aa \
-    --hash=sha256:db4301b2d1f926ae677a751eb2bd0e8c5f5319c9cb3f88b0becbbb0b07b34151 \
-    --hash=sha256:dd7478f1463441ae4ca7308a70e90b33470fa593429f9d4c578dd00d1fa78838 \
-    --hash=sha256:e05e1af93b977f7eafa636d043f9f94c7ee3ac81af99c13508215942e64c993b \
-    --hash=sha256:e19d192383eab2f4ceb30b412b22ea30690c9e618f78870357ae1d682912015a \
-    --hash=sha256:e32e7cc9af0f1cc15548288a51a3b681cc2a219faa838e995f7dc53dbab1062d \
-    --hash=sha256:ecaf1e12bdc03c86ad4a7ea848d66c685cb6851d807a26aa245ca3d2017a1908 \
-    --hash=sha256:ee15f284898e7b246df8087fc82b87b01686f98ee67d85a17b7ab44143a3a9a0 \
-    --hash=sha256:ee67acbbf05014ea6c763beb097e03cd629961c8a632075eeb34247120abcb4b \
-    --hash=sha256:f086f6fe114e19d92014a1966f43a3e62285109afe874f067f5abbdcbb10e59c \
-    --hash=sha256:f8bfc0e12dc78f777f323f55c58649591b2cd0c43534e8355c51d3fede5f4dee
+pandas==3.0.0 \
+    --hash=sha256:0192fee1f1a8e743b464a6607858ee4b071deb0b118eb143d71c2a1d170996d5 \
+    --hash=sha256:083b11415b9970b6e7888800c43c82e81a06cd6b06755d84804444f0007d6bb7 \
+    --hash=sha256:0facf7e87d38f721f0af46fe70d97373a37701b1c09f7ed7aeeb292ade5c050f \
+    --hash=sha256:113b4cca2614ff7e5b9fee9b6f066618fe73c5a83e99d721ffc41217b2bf57dd \
+    --hash=sha256:125eb901e233f155b268bbef9abd9afb5819db74f0e677e89a61b246228c71ac \
+    --hash=sha256:14c2a4099cd38a1d18ff108168ea417909b2dea3bd1ebff2ccf28ddb6a74d740 \
+    --hash=sha256:15d59f885ee5011daf8335dff47dcb8a912a27b4ad7826dc6cbe809fd145d327 \
+    --hash=sha256:177d9df10b3f43b70307a149d7ec49a1229a653f907aa60a48f1877d0e6be3be \
+    --hash=sha256:1c39eab3ad38f2d7a249095f0a3d8f8c22cc0f847e98ccf5bbe732b272e2d9fa \
+    --hash=sha256:1fbbb5a7288719e36b76b4f18d46ede46e7f916b6c8d9915b756b0a6c3f792b3 \
+    --hash=sha256:24e6547fb64d2c92665dd2adbfa4e85fa4fd70a9c070e7cfb03b629a0bbab5eb \
+    --hash=sha256:2713810ad3806767b89ad3b7b69ba153e1c6ff6d9c20f9c2140379b2a98b6c98 \
+    --hash=sha256:33fd3e6baa72899746b820c31e4b9688c8e1b7864d7aec2de7ab5035c285277a \
+    --hash=sha256:3c9a1a149aed3b6c9bf246033ff91e1b02d529546c5d6fb6b74a28fea0cf4c70 \
+    --hash=sha256:412d1a89aab46889f3033a386912efcdfa0f1131c5705ff5b668dda88305e986 \
+    --hash=sha256:447b2d68ac5edcbf94655fe909113a6dba6ef09ad7f9f60c80477825b6c489fe \
+    --hash=sha256:48ee04b90e2505c693d3f8e8f524dab8cb8aaf7ddcab52c92afa535e717c4812 \
+    --hash=sha256:4a4a400ca18230976724a5066f20878af785f36c6756e498e94c2a5e5d57779c \
+    --hash=sha256:4a66384f017240f3858a4c8a7cf21b0591c3ac885cddb7758a589f0f71e87ebb \
+    --hash=sha256:597c08fb9fef0edf1e4fa2f9828dd27f3d78f9b8c9b4a748d435ffc55732310b \
+    --hash=sha256:5db1e62cb99e739fa78a28047e861b256d17f88463c76b8dafc7c1338086dca8 \
+    --hash=sha256:613e13426069793aa1ec53bdcc3b86e8d32071daea138bbcf4fa959c9cdaa2e2 \
+    --hash=sha256:66f72fb172959af42a459e27a8d8d2c7e311ff4c1f7db6deb3b643dbc382ae08 \
+    --hash=sha256:69780c98f286076dcafca38d8b8eee1676adf220199c0a39f0ecbf976b68151a \
+    --hash=sha256:697b8f7d346c68274b1b93a170a70974cdc7d7354429894d5927c1effdcccd73 \
+    --hash=sha256:707a9a877a876c326ae2cb640fbdc4ef63b0a7b9e2ef55c6df9942dcee8e2af9 \
+    --hash=sha256:783ac35c4d0fe0effdb0d67161859078618b1b6587a1af15928137525217a721 \
+    --hash=sha256:8cb3120f0d9467ed95e77f67a75e030b67545bcfa08964e349252d674171def2 \
+    --hash=sha256:8e8b9808590fa364416b49b2a35c1f4cf2785a6c156935879e57f826df22038e \
+    --hash=sha256:940eebffe55528074341a5a36515f3e4c5e25e958ebbc764c9502cfc35ba3faa \
+    --hash=sha256:95683af6175d884ee89471842acfca29172a85031fccdabc35e50c0984470a0e \
+    --hash=sha256:9803b31f5039b3c3b10cc858c5e40054adb4b29b4d81cb2fd789f4121c8efbcd \
+    --hash=sha256:98212a38a709feb90ae658cb6227ea3657c22ba8157d4b8f913cd4c950de5e7e \
+    --hash=sha256:a453aad8c4f4e9f166436994a33884442ea62aa8b27d007311e87521b97246e1 \
+    --hash=sha256:a8942e333dc67ceda1095227ad0febb05a3b36535e520154085db632c40ad084 \
+    --hash=sha256:afd0aa3d0b5cda6e0b8ffc10dbcca3b09ef3cbcd3fe2b27364f85fdc04e1989d \
+    --hash=sha256:b78d646249b9a2bc191040988c7bb524c92fa8534fb0898a0741d7e6f2ffafa6 \
+    --hash=sha256:b86d113b6c109df3ce0ad5abbc259fe86a1bd4adfd4a31a89da42f84f65509bb \
+    --hash=sha256:bc9cba7b355cb4162442a88ce495e01cb605f17ac1e27d6596ac963504e0305f \
+    --hash=sha256:be8c515c9bc33989d97b89db66ea0cececb0f6e3c2a87fcc8b69443a6923e95f \
+    --hash=sha256:c14837eba8e99a8da1527c0280bba29b0eb842f64aa94982c5e21227966e164b \
+    --hash=sha256:d257699b9a9960e6125686098d5714ac59d05222bef7a5e6af7a7fd87c650801 \
+    --hash=sha256:d64ce01eb9cdca96a15266aa679ae50212ec52757c79204dbc7701a222401850 \
+    --hash=sha256:da768007b5a33057f6d9053563d6b74dd6d029c337d93c6d0d22a763a5c2ecc0 \
+    --hash=sha256:debb95c77ff3ed3ba0d9aa20c3a2f19165cc7956362f9873fce1ba0a53819d70 \
+    --hash=sha256:e979d22316f9350c516479dd3a92252be2937a9531ed3a26ec324198a99cdd49 \
+    --hash=sha256:f0b853319dec8d5e0c8b875374c078ef17f2269986a78168d9bd57e49bf650ae \
+    --hash=sha256:fedabf175e7cd82b69b74c30adbaa616de301291a5231138d7242596fc296a8d
     # via
     #   -r requirements.in
     #   formulaic
     #   mizani
     #   plotnine
     #   statsmodels
-pandas-stubs==2.3.3.251219 \
-    --hash=sha256:ccc6337febb51d6d8a08e4c96b479478a0da0ef704b5e08bd212423fe1cb549c \
-    --hash=sha256:dc2883e6daff49d380d1b5a2e864983ab9be8cd9a661fa861e3dea37559a5af4
+pandas-stubs==3.0.0.260204 \
+    --hash=sha256:5ab9e4d55a6e2752e9720828564af40d48c4f709e6a2c69b743014a6fcb6c241 \
+    --hash=sha256:bf9294b76352effcffa9cb85edf0bed1339a7ec0c30b8e1ac3d66b4228f1fbc3
     # via -r requirements.in
-pathspec==1.0.3 \
-    --hash=sha256:bac5cf97ae2c2876e2d25ebb15078eb04d76e4b98921ee31c6f85ade8b59444d \
-    --hash=sha256:e80767021c1cc524aa3fb14bedda9c34406591343cc42797b386ce7b9354fb6c
+pathspec==1.0.4 \
+    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
+    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
     # via
     #   -r requirements.in
     #   mypy
@@ -1355,104 +1370,104 @@ patsy==1.0.2 \
     #   -r requirements.in
     #   marginaleffects
     #   statsmodels
-pillow==12.1.0 \
-    --hash=sha256:00162e9ca6d22b7c3ee8e61faa3c3253cd19b6a37f126cad04f2f88b306f557d \
-    --hash=sha256:079af2fb0c599c2ec144ba2c02766d1b55498e373b3ac64687e43849fbbef5bc \
-    --hash=sha256:0b022eaaf709541b391ee069f0022ee5b36c709df71986e3f7be312e46f42c84 \
-    --hash=sha256:0c27407a2d1b96774cbc4a7594129cc027339fd800cd081e44497722ea1179de \
-    --hash=sha256:0ddedfaa8b5f0b4ffbc2fa87b556dc59f6bb4ecb14a53b33f9189713ae8053c0 \
-    --hash=sha256:0deedf2ea233722476b3a81e8cdfbad786f7adbed5d848469fa59fe52396e4ef \
-    --hash=sha256:0ed07dca4a8464bada6139ab38f5382f83e5f111698caf3191cb8dbf27d908b4 \
-    --hash=sha256:0fde7ec5538ab5095cc02df38ee99b0443ff0e1c847a045554cf5f9af1f4aa82 \
-    --hash=sha256:15c794d74303828eaa957ff8070846d0efe8c630901a1c753fdc63850e19ecd9 \
-    --hash=sha256:1a949604f73eb07a8adab38c4fe50791f9919344398bdc8ac6b307f755fc7030 \
-    --hash=sha256:1f345e7bc9d7f368887c712aa5054558bad44d2a301ddf9248599f4161abc7c0 \
-    --hash=sha256:1fcc52d86ce7a34fd17cb04e87cfdb164648a3662a6f20565910a99653d66c18 \
-    --hash=sha256:21e686a21078b0f9cb8c8a961d99e6a4ddb88e0fc5ea6e130172ddddc2e5221a \
-    --hash=sha256:2415373395a831f53933c23ce051021e79c8cd7979822d8cc478547a3f4da8ef \
-    --hash=sha256:277518bf4fe74aa91489e1b20577473b19ee70fb97c374aa50830b279f25841b \
-    --hash=sha256:27b9baecb428899db6c0de572d6d305cfaf38ca1596b5c0542a5182e3e74e8c6 \
-    --hash=sha256:29a4cef9cb672363926f0470afc516dbf7305a14d8c54f7abbb5c199cd8f8179 \
-    --hash=sha256:3413c2ae377550f5487991d444428f1a8ae92784aac79caa8b1e3b89b175f77e \
-    --hash=sha256:351889afef0f485b84078ea40fe33727a0492b9af3904661b0abbafee0355b72 \
-    --hash=sha256:3ffaa2f0659e2f740473bcf03c702c39a8d4b2b7ffc629052028764324842c64 \
-    --hash=sha256:40a8e3b9e8773876d6e30daed22f016509e3987bab61b3b7fe309d7019a87451 \
-    --hash=sha256:414b9a78e14ffeb98128863314e62c3f24b8a86081066625700b7985b3f529bd \
-    --hash=sha256:43aca0a55ce1eefc0aefa6253661cb54571857b1a7b2964bd8a1e3ef4b729924 \
-    --hash=sha256:43b4899cfd091a9693a1278c4982f3e50f7fb7cff5153b05174b4afc9593b616 \
-    --hash=sha256:461f9dfdafa394c59cd6d818bdfdbab4028b83b02caadaff0ffd433faf4c9a7a \
-    --hash=sha256:4f9f6a650743f0ddee5593ac9e954ba1bdbc5e150bc066586d4f26127853ab94 \
-    --hash=sha256:53d8b764726d3af1a138dd353116f774e3862ec7e3794e0c8781e30db0f35dfc \
-    --hash=sha256:565c986f4b45c020f5421a4cea13ef294dde9509a8577f29b2fc5edc7587fff8 \
-    --hash=sha256:5c5ae0a06e9ea030ab786b0251b32c7e4ce10e58d983c0d5c56029455180b5b9 \
-    --hash=sha256:5cb7bc1966d031aec37ddb9dcf15c2da5b2e9f7cc3ca7c54473a20a927e1eb91 \
-    --hash=sha256:5da841d81b1a05ef940a8567da92decaa15bc4d7dedb540a8c219ad83d91808a \
-    --hash=sha256:5fee4c04aad8932da9f8f710af2c1a15a83582cfb884152a9caa79d4efcdbf9c \
-    --hash=sha256:609e89d9f90b581c8d16358c9087df76024cf058fa693dd3e1e1620823f39670 \
-    --hash=sha256:6258f3260986990ba2fa8a874f8b6e808cf5abb51a94015ca3dc3c68aa4f30ea \
-    --hash=sha256:64efdf00c09e31efd754448a383ea241f55a994fd079866b92d2bbff598aad91 \
-    --hash=sha256:65b80c1ee7e14a87d6a068dd3b0aea268ffcabfe0498d38661b00c5b4b22e74c \
-    --hash=sha256:6741e6f3074a35e47c77b23a4e4f2d90db3ed905cb1c5e6e0d49bff2045632bc \
-    --hash=sha256:681088909d7e8fa9e31b9799aaa59ba5234c58e5e4f1951b4c4d1082a2e980e0 \
-    --hash=sha256:6b7a9d1db5dad90e2991645874f708e87d9a3c370c243c2d7684d28f7e133e6b \
-    --hash=sha256:7315f9137087c4e0ee73a761b163fc9aa3b19f5f606a7fc08d83fd3e4379af65 \
-    --hash=sha256:742aea052cf5ab5034a53c3846165bc3ce88d7c38e954120db0ab867ca242661 \
-    --hash=sha256:75af0b4c229ac519b155028fa1be632d812a519abba9b46b20e50c6caa184f19 \
-    --hash=sha256:7b5dd7cbae20285cdb597b10eb5a2c13aa9de6cde9bb64a3c1317427b1db1ae1 \
-    --hash=sha256:7d6daa89a00b58c37cb1747ec9fb7ac3bc5ffd5949f5888657dfddde6d1312e0 \
-    --hash=sha256:800429ac32c9b72909c671aaf17ecd13110f823ddb7db4dfef412a5587c2c24e \
-    --hash=sha256:806f3987ffe10e867bab0ddad45df1148a2b98221798457fa097ad85d6e8bc75 \
-    --hash=sha256:808b99604f7873c800c4840f55ff389936ef1948e4e87645eaf3fccbc8477ac4 \
-    --hash=sha256:80941e6d573197a0c28f394753de529bb436b1ca990ed6e765cf42426abc39f8 \
-    --hash=sha256:84cabc7095dd535ca934d57e9ce2a72ffd216e435a84acb06b2277b1de2689bd \
-    --hash=sha256:8637e29d13f478bc4f153d8daa9ffb16455f0a6cb287da1b432fdad2bfbd66c7 \
-    --hash=sha256:896866d2d436563fa2a43a9d72f417874f16b5545955c54a64941e87c1376c61 \
-    --hash=sha256:8e178e3e99d3c0ea8fc64b88447f7cac8ccf058af422a6cedc690d0eadd98c51 \
-    --hash=sha256:907bfa8a9cb790748a9aa4513e37c88c59660da3bcfffbd24a7d9e6abf224551 \
-    --hash=sha256:9212d6b86917a2300669511ed094a9406888362e085f2431a7da985a6b124f45 \
-    --hash=sha256:92a7fe4225365c5e3a8e598982269c6d6698d3e783b3b1ae979e7819f9cd55c1 \
-    --hash=sha256:935b9d1aed48fcfb3f838caac506f38e29621b44ccc4f8a64d575cb1b2a88644 \
-    --hash=sha256:97e9993d5ed946aba26baf9c1e8cf18adbab584b99f452ee72f7ee8acb882796 \
-    --hash=sha256:983976c2ab753166dc66d36af6e8ec15bb511e4a25856e2227e5f7e00a160587 \
-    --hash=sha256:9f5fefaca968e700ad1a4a9de98bf0869a94e397fe3524c4c9450c1445252304 \
-    --hash=sha256:a332ac4ccb84b6dde65dbace8431f3af08874bf9770719d32a635c4ef411b18b \
-    --hash=sha256:a40905599d8079e09f25027423aed94f2823adaf2868940de991e53a449e14a8 \
-    --hash=sha256:a6dfc2af5b082b635af6e08e0d1f9f1c4e04d17d4e2ca0ef96131e85eda6eb17 \
-    --hash=sha256:a786bf667724d84aa29b5db1c61b7bfdde380202aaca12c3461afd6b71743171 \
-    --hash=sha256:a83e0850cb8f5ac975291ebfc4170ba481f41a28065277f7f735c202cd8e0af3 \
-    --hash=sha256:aa0c9cc0b82b14766a99fbe6084409972266e82f459821cd26997a488a7261a7 \
-    --hash=sha256:b17fbdbe01c196e7e159aacb889e091f28e61020a8abeac07b68079b6e626988 \
-    --hash=sha256:b63e13dd27da389ed9475b3d28510f0f954bca0041e8e551b2a4eb1eab56a39a \
-    --hash=sha256:b6e53e82ec2db0717eabb276aa56cf4e500c9a7cec2c2e189b55c24f65a3e8c0 \
-    --hash=sha256:bb0984b30e973f7e2884362b7d23d0a348c7143ee559f38ef3eaab640144204c \
-    --hash=sha256:bc11908616c8a283cf7d664f77411a5ed2a02009b0097ff8abbba5e79128ccf2 \
-    --hash=sha256:bdec5e43377761c5dbca620efb69a77f6855c5a379e32ac5b158f54c84212b14 \
-    --hash=sha256:bef9768cab184e7ae6e559c032e95ba8d07b3023c289f79a2bd36e8bf85605a5 \
-    --hash=sha256:c990547452ee2800d8506c4150280757f88532f3de2a58e3022e9b179107862a \
-    --hash=sha256:ca94b6aac0d7af2a10ba08c0f888b3d5114439b6b3ef39968378723622fed377 \
-    --hash=sha256:cad302dc10fac357d3467a74a9561c90609768a6f73a1923b0fd851b6486f8b0 \
-    --hash=sha256:d0a7735df32ccbcc98b98a1ac785cc4b19b580be1bdf0aeb5c03223220ea09d5 \
-    --hash=sha256:d70347c8a5b7ccd803ec0c85c8709f036e6348f1e6a5bf048ecd9c64d3550b8b \
-    --hash=sha256:d70534cea9e7966169ad29a903b99fc507e932069a881d0965a1a84bb57f6c6d \
-    --hash=sha256:db44d5c160a90df2d24a24760bbd37607d53da0b34fb546c4c232af7192298ac \
-    --hash=sha256:e115c15e3bc727b1ca3e641a909f77f8ca72a64fff150f666fcc85e57701c26c \
-    --hash=sha256:e2479c7f02f9d505682dc47df8c0ea1fc5e264c4d1629a5d63fe3e2334b89554 \
-    --hash=sha256:e5dcbe95016e88437ecf33544ba5db21ef1b8dd6e1b434a2cb2a3d605299e643 \
-    --hash=sha256:e6bdb408f7c9dd2a5ff2b14a3b0bb6d4deb29fb9961e6eb3ae2031ae9a5cec13 \
-    --hash=sha256:e75d3dba8fc1ddfec0cd752108f93b83b4f8d6ab40e524a95d35f016b9683b09 \
-    --hash=sha256:efdc140e7b63b8f739d09a99033aa430accce485ff78e6d311973a67b6bf3208 \
-    --hash=sha256:f10c98f49227ed8383d28174ee95155a675c4ed7f85e2e573b04414f7e371bda \
-    --hash=sha256:f188028b5af6b8fb2e9a76ac0f841a575bd1bd396e46ef0840d9b88a48fdbcea \
-    --hash=sha256:f188d580bd870cda1e15183790d1cc2fa78f666e76077d103edf048eed9c356e \
-    --hash=sha256:f45bd71d1fa5e5749587613037b172e0b3b23159d1c00ef2fc920da6f470e6f0 \
-    --hash=sha256:f61333d817698bdcdd0f9d7793e365ac3d2a21c1f1eb02b32ad6aefb8d8ea831 \
-    --hash=sha256:fb125d860738a09d363a88daa0f59c4533529a90e564785e20fe875b200b6dbd
+pillow==12.1.1 \
+    --hash=sha256:02f84dfad02693676692746df05b89cf25597560db2857363a208e393429f5e9 \
+    --hash=sha256:0330d233c1a0ead844fc097a7d16c0abff4c12e856c0b325f231820fee1f39da \
+    --hash=sha256:03edcc34d688572014ff223c125a3f77fb08091e4607e7745002fc214070b35f \
+    --hash=sha256:097690ba1f2efdeb165a20469d59d8bb03c55fb6621eb2041a060ae8ea3e9642 \
+    --hash=sha256:178aa072084bd88ec759052feca8e56cbb14a60b39322b99a049e58090479713 \
+    --hash=sha256:18e5bddd742a44b7e6b1e773ab5db102bd7a94c32555ba656e76d319d19c3850 \
+    --hash=sha256:1a9b0ee305220b392e1124a764ee4265bd063e54a751a6b62eff69992f457fa9 \
+    --hash=sha256:1f1625b72740fdda5d77b4def688eb8fd6490975d06b909fd19f13f391e077e0 \
+    --hash=sha256:1f1be78ce9466a7ee64bfda57bdba0f7cc499d9794d518b854816c41bf0aa4e9 \
+    --hash=sha256:1f90cff8aa76835cba5769f0b3121a22bd4eb9e6884cfe338216e557a9a548b8 \
+    --hash=sha256:21329ec8c96c6e979cd0dfd29406c40c1d52521a90544463057d2aaa937d66a6 \
+    --hash=sha256:2815a87ab27848db0321fb78c7f0b2c8649dee134b7f2b80c6a45c6831d75ccd \
+    --hash=sha256:2c1fc0f2ca5f96a3c8407e41cca26a16e46b21060fe6d5b099d2cb01412222f5 \
+    --hash=sha256:2e0c664be47252947d870ac0d327fea7e63985a08794758aa8af5b6cb6ec0c9c \
+    --hash=sha256:339ffdcb7cbeaa08221cd401d517d4b1fe7a9ed5d400e4a8039719238620ca35 \
+    --hash=sha256:344cf1e3dab3be4b1fa08e449323d98a2a3f819ad20f4b22e77a0ede31f0faa1 \
+    --hash=sha256:36341d06738a9f66c8287cf8b876d24b18db9bd8740fa0672c74e259ad408cff \
+    --hash=sha256:365b10bb9417dd4498c0e3b128018c4a624dc11c7b97d8cc54effe3b096f4c38 \
+    --hash=sha256:3a5cbdcddad0af3da87cb16b60d23648bc3b51967eb07223e9fed77a82b457c4 \
+    --hash=sha256:417423db963cb4be8bac3fc1204fe61610f6abeed1580a7a2cbb2fbda20f12af \
+    --hash=sha256:42fc1f4677106188ad9a55562bbade416f8b55456f522430fadab3cef7cd4e60 \
+    --hash=sha256:44ce27545b6efcf0fdbdceb31c9a5bdea9333e664cda58a7e674bb74608b3986 \
+    --hash=sha256:472a8d7ded663e6162dafdf20015c486a7009483ca671cece7a9279b512fcb13 \
+    --hash=sha256:47b94983da0c642de92ced1702c5b6c292a84bd3a8e1d1702ff923f183594717 \
+    --hash=sha256:495c302af3aad1ca67420ddd5c7bd480c8867ad173528767d906428057a11f0e \
+    --hash=sha256:4ceb838d4bd9dab43e06c363cab2eebf63846d6a4aeaea283bbdfd8f1a8ed58b \
+    --hash=sha256:50480dcd74fa63b8e78235957d302d98d98d82ccbfac4c7e12108ba9ecbdba15 \
+    --hash=sha256:518a48c2aab7ce596d3bf79d0e275661b846e86e4d0e7dec34712c30fe07f02a \
+    --hash=sha256:559b38da23606e68681337ad74622c4dbba02254fc9cb4488a305dd5975c7eeb \
+    --hash=sha256:578510d88c6229d735855e1f278aa305270438d36a05031dfaae5067cc8eb04d \
+    --hash=sha256:597bd9c8419bc7c6af5604e55847789b69123bbe25d65cc6ad3012b4f3c98d8b \
+    --hash=sha256:5a8eb7ed8d4198bccbd07058416eeec51686b498e784eda166395a23eb99138e \
+    --hash=sha256:5c0dd1636633e7e6a0afe7bf6a51a14992b7f8e60de5789018ebbdfae55b040a \
+    --hash=sha256:5cb1785d97b0c3d1d1a16bc1d710c4a0049daefc4935f3a8f31f827f4d3d2e7f \
+    --hash=sha256:5d1f9575a12bed9e9eedd9a4972834b08c97a352bd17955ccdebfeca5913fa0a \
+    --hash=sha256:5d8c41325b382c07799a3682c1c258469ea2ff97103c53717b7893862d0c98ce \
+    --hash=sha256:5dae5f21afb91322f2ff791895ddd8889e5e947ff59f71b46041c8ce6db790bc \
+    --hash=sha256:600fd103672b925fe62ed08e0d874ea34d692474df6f4bf7ebe148b30f89f39f \
+    --hash=sha256:6408a7b064595afcab0a49393a413732a35788f2a5092fdc6266952ed67de586 \
+    --hash=sha256:652a2c9ccfb556235b2b501a3a7cf3742148cd22e04b5625c5fe057ea3e3191f \
+    --hash=sha256:665e1b916b043cef294bc54d47bf02d87e13f769bc4bc5fa225a24b3a6c5aca9 \
+    --hash=sha256:691ab2ac363b8217f7d31b3497108fb1f50faab2f75dfb03284ec2f217e87bf8 \
+    --hash=sha256:6c52f062424c523d6c4db85518774cc3d50f5539dd6eed32b8f6229b26f24d40 \
+    --hash=sha256:6c6db3b84c87d48d0088943bf33440e0c42370b99b1c2a7989216f7b42eede60 \
+    --hash=sha256:7311c0a0dcadb89b36b7025dfd8326ecfa36964e29913074d47382706e516a7c \
+    --hash=sha256:7aac39bcf8d4770d089588a2e1dd111cbaa42df5a94be3114222057d68336bd0 \
+    --hash=sha256:7b03048319bfc6170e93bd60728a1af51d3dd7704935feb228c4d4faab35d334 \
+    --hash=sha256:7e7976bf1910a8116b523b9f9f58bf410f3e8aa330cd9a2bb2953f9266ab49af \
+    --hash=sha256:8089c852a56c2966cf18835db62d9b34fef7ba74c726ad943928d494fa7f4735 \
+    --hash=sha256:86172b0831b82ce4f7877f280055892b31179e1576aa00d0df3bb1bbf8c3e524 \
+    --hash=sha256:89b54027a766529136a06cfebeecb3a04900397a3590fd252160b888479517bf \
+    --hash=sha256:89c7e895002bbe49cdc5426150377cbbc04767d7547ed145473f496dfa40408b \
+    --hash=sha256:8b7e5304e34942bf62e15184219a7b5ad4ff7f3bb5cca4d984f37df1a0e1aee2 \
+    --hash=sha256:8fd420ef0c52c88b5a035a0886f367748c72147b2b8f384c9d12656678dfdfa9 \
+    --hash=sha256:98edb152429ab62a1818039744d8fbb3ccab98a7c29fc3d5fcef158f3f1f68b7 \
+    --hash=sha256:99c1506ea77c11531d75e3a412832a13a71c7ebc8192ab9e4b2e355555920e3e \
+    --hash=sha256:9ad8fa5937ab05218e2b6a4cff30295ad35afd2f83ac592e68c0d871bb0fdbc4 \
+    --hash=sha256:9f51079765661884a486727f0729d29054242f74b46186026582b4e4769918e4 \
+    --hash=sha256:a003d7422449f6d1e3a34e3dd4110c22148336918ddbfc6a32581cd54b2e0b2b \
+    --hash=sha256:a0b1cd6232e2b618adcc54d9882e4e662a089d5768cd188f7c245b4c8c44a397 \
+    --hash=sha256:a285e3eb7a5a45a2ff504e31f4a8d1b12ef62e84e5411c6804a42197c1cf586c \
+    --hash=sha256:a37691702ed687799de29a518d63d4682d9016932db66d4e90c345831b02fb4e \
+    --hash=sha256:a550ae29b95c6dc13cf69e2c9dc5747f814c54eeb2e32d683e5e93af56caa029 \
+    --hash=sha256:ab174cd7d29a62dd139c44bf74b698039328f45cb03b4596c43473a46656b2f3 \
+    --hash=sha256:ab323b787d6e18b3d91a72fc99b1a2c28651e4358749842b8f8dfacd28ef2052 \
+    --hash=sha256:adebb5bee0f0af4909c30db0d890c773d1a92ffe83da908e2e9e720f8edf3984 \
+    --hash=sha256:aee2810642b2898bb187ced9b349e95d2a7272930796e022efaf12e99dccd293 \
+    --hash=sha256:af9a332e572978f0218686636610555ae3defd1633597be015ed50289a03c523 \
+    --hash=sha256:b574c51cf7d5d62e9be37ba446224b59a2da26dc4c1bb2ecbe936a4fb1a7cb7f \
+    --hash=sha256:b66e95d05ba806247aaa1561f080abc7975daf715c30780ff92a20e4ec546e1b \
+    --hash=sha256:b81b5e3511211631b3f672a595e3221252c90af017e399056d0faabb9538aa80 \
+    --hash=sha256:b957b71c6b2387610f556a7eb0828afbe40b4a98036fc0d2acfa5a44a0c2036f \
+    --hash=sha256:bb66b7cc26f50977108790e2456b7921e773f23db5630261102233eb355a3b79 \
+    --hash=sha256:c6008de247150668a705a6338156efb92334113421ceecf7438a12c9a12dab23 \
+    --hash=sha256:c7697918b5be27424e9ce568193efd13d925c4481dd364e43f5dff72d33e10f8 \
+    --hash=sha256:cb9bb857b2d057c6dfc72ac5f3b44836924ba15721882ef103cecb40d002d80e \
+    --hash=sha256:cc7d296b5ea4d29e6570dabeaed58d31c3fea35a633a69679fb03d7664f43fb3 \
+    --hash=sha256:d242e8ac078781f1de88bf823d70c1a9b3c7950a44cdf4b7c012e22ccbcd8e4e \
+    --hash=sha256:d2912fd8114fc5545aa3a4b5576512f64c55a03f3ebcca4c10194d593d43ea36 \
+    --hash=sha256:d470ab1178551dd17fdba0fef463359c41aaa613cdcd7ff8373f54be629f9f8f \
+    --hash=sha256:d4ce8e329c93845720cd2014659ca67eac35f6433fd3050393d85f3ecef0dad5 \
+    --hash=sha256:d6e4571eedf43af33d0fc233a382a76e849badbccdf1ac438841308652a08e1f \
+    --hash=sha256:e65498daf4b583091ccbb2556c7000abf0f3349fcd57ef7adc9a84a394ed29f6 \
+    --hash=sha256:e879bb6cd5c73848ef3b2b48b8af9ff08c5b71ecda8048b7dd22d8a33f60be32 \
+    --hash=sha256:e9e8064fb1cc019296958595f6db671fba95209e3ceb0c4734c9baf97de04b20 \
+    --hash=sha256:f7ed2c6543bad5a7d5530eb9e78c53132f93dfa44a28492db88b41cdab885202 \
+    --hash=sha256:f95c00d5d6700b2b890479664a06e754974848afaae5e21beb4d83c106923fd0 \
+    --hash=sha256:f975aa7ef9684ce7e2c18a3aa8f8e2106ce1e46b94ab713d156b2898811651d3 \
+    --hash=sha256:fbfa2a7c10cc2623f412753cddf391c7f971c52ca40a3f65dc5039b2939e8563 \
+    --hash=sha256:fc354a04072b765eccf2204f588a7a532c9511e8b9c7f900e1b64e3e33487090 \
+    --hash=sha256:fc44ef1f3de4f45b50ccf9136999d71abb99dca7706bc75d222ed350b9fd2289
     # via
     #   -r requirements.in
     #   matplotlib
-plotnine==0.15.2 \
-    --hash=sha256:7dc508bc51625b9b9f945e274d8ee4463cf30b280749190a5b707e6828003fa6 \
-    --hash=sha256:ec2e4cdf2d022eb0dab63ef4aa0017ce0d84c60bd99d55093e72637fddf757e6
+plotnine==0.15.3 \
+    --hash=sha256:2e8130db4673e0daccb1fd1dfc9f2a6cd2e7843b14f861f4ab861dde1639045f \
+    --hash=sha256:39fd2ab8b6465275c8a283ce20d4b743dd865e94c74ae7d7d6f21a7eb31f62c1
     # via
     #   -r requirements.in
     #   marginaleffects
@@ -1463,20 +1478,22 @@ pluggy==1.6.0 \
     #   -r requirements.in
     #   pytest
     #   pytest-cov
-polars==1.36.1 \
-    --hash=sha256:12c7616a2305559144711ab73eaa18814f7aa898c522e7645014b68f1432d54c \
-    --hash=sha256:853c1bbb237add6a5f6d133c15094a9b727d66dd6a4eb91dbb07cdb056b2b8ef
+polars==1.38.1 \
+    --hash=sha256:803a2be5344ef880ad625addfb8f641995cfd777413b08a10de0897345778239 \
+    --hash=sha256:a29479c48fed4984d88b656486d221f638cba45d3e961631a50ee5fdde38cb2c
     # via
     #   -r requirements.in
     #   marginaleffects
-polars-runtime-32==1.36.1 \
-    --hash=sha256:201c2cfd80ceb5d5cd7b63085b5fd08d6ae6554f922bcb941035e39638528a09 \
-    --hash=sha256:327b621ca82594f277751f7e23d4b939ebd1be18d54b4cdf7a2f8406cecc18b2 \
-    --hash=sha256:809e73857be71250141225ddd5d2b30c97e6340aeaa0d445f930e01bef6888dc \
-    --hash=sha256:899b9ad2e47ceb31eb157f27a09dbc2047efbf4969a923a6b1ba7f0412c3e64c \
-    --hash=sha256:ab0d1f23084afee2b97de8c37aa3e02ec3569749ae39571bd89e7a8b11ae9e83 \
-    --hash=sha256:cc17101f28c9a169ff8b5b8d4977a3683cd403621841623825525f440b564cf0 \
-    --hash=sha256:d9d077bb9df711bc635a86540df48242bb91975b353e53ef261c6fae6cb0948f
+polars-runtime-32==1.38.1 \
+    --hash=sha256:04f20ed1f5c58771f34296a27029dc755a9e4b1390caeaef8f317e06fdfce2ec \
+    --hash=sha256:08c2b3b93509c1141ac97891294ff5c5b0c548a373f583eaaea873a4bf506437 \
+    --hash=sha256:10d19cd9863e129273b18b7fcaab625b5c8143c2d22b3e549067b78efa32e4fa \
+    --hash=sha256:18154e96044724a0ac38ce155cf63aa03c02dd70500efbbf1a61b08cadd269ef \
+    --hash=sha256:61e8d73c614b46a00d2f853625a7569a2e4a0999333e876354ac81d1bf1bb5e2 \
+    --hash=sha256:6d07d0cc832bfe4fb54b6e04218c2c27afcfa6b9498f9f6bbf262a00d58cc7c4 \
+    --hash=sha256:c49acac34cc4049ed188f1eb67d6ff3971a39b4af7f7b734b367119970f313ac \
+    --hash=sha256:e8a5f7a8125e2d50e2e060296551c929aec09be23a9edcb2b12ca923f555a5ba \
+    --hash=sha256:fef2ef2626a954e010e006cc8e4de467ecf32d08008f130cea1c78911f545323
     # via
     #   -r requirements.in
     #   polars
@@ -1486,24 +1503,24 @@ polyfactory==2.22.5 \
     # via
     #   -r requirements.in
     #   mozilla-nimbus-schemas
-proto-plus==1.27.0 \
-    --hash=sha256:1baa7f81cf0f8acb8bc1f6d085008ba4171eaf669629d1b6d1673b21ed1c0a82 \
-    --hash=sha256:873af56dd0d7e91836aee871e5799e1c6f1bda86ac9a983e0bb9f0c266a568c4
+proto-plus==1.27.1 \
+    --hash=sha256:912a7460446625b792f6448bade9e55cd4e41e6ac10e27009ef71a7f317fa147 \
+    --hash=sha256:e4643061f3a4d0de092d62aa4ad09fa4756b2cbb89d4627f3985018216f9fefc
     # via
     #   -r requirements.in
     #   google-api-core
     #   google-cloud-bigquery-storage
-protobuf==6.33.2 \
-    --hash=sha256:1f8017c48c07ec5859106533b682260ba3d7c5567b1ca1f24297ce03384d1b4f \
-    --hash=sha256:2981c58f582f44b6b13173e12bb8656711189c2a70250845f264b877f00b1913 \
-    --hash=sha256:56dc370c91fbb8ac85bc13582c9e373569668a290aa2e66a590c2a0d35ddb9e4 \
-    --hash=sha256:7109dcc38a680d033ffb8bf896727423528db9163be1b6a02d6a49606dcadbfe \
-    --hash=sha256:7636aad9bb01768870266de5dc009de2d1b936771b38a793f73cbbf279c91c5c \
-    --hash=sha256:87eb388bd2d0f78febd8f4c8779c79247b26a5befad525008e49a6955787ff3d \
-    --hash=sha256:8cd7640aee0b7828b6d03ae518b5b4806fdfc1afe8de82f79c3454f8aef29872 \
-    --hash=sha256:b5d3b5625192214066d99b2b605f5783483575656784de223f00a8d00754fc0e \
-    --hash=sha256:d9b19771ca75935b3a4422957bc518b0cecb978b31d1dd12037b088f6bcc0e43 \
-    --hash=sha256:fc2a0e8b05b180e5fc0dd1559fe8ebdae21a27e81ac77728fb6c42b12c7419b4
+protobuf==6.33.5 \
+    --hash=sha256:3093804752167bcab3998bec9f1048baae6e29505adaf1afd14a37bddede533c \
+    --hash=sha256:69915a973dd0f60f31a08b8318b73eab2bd6a392c79184b3612226b0a3f8ec02 \
+    --hash=sha256:6ddcac2a081f8b7b9642c09406bc6a4290128fce5f471cddd165960bb9119e5c \
+    --hash=sha256:8afa18e1d6d20af15b417e728e9f60f3aa108ee76f23c3b2c07a2c3b546d3afd \
+    --hash=sha256:8f04fa32763dcdb4973d537d6b54e615cc61108c7cb38fe59310c3192d29510a \
+    --hash=sha256:9b71e0281f36f179d00cbcb119cb19dec4d14a81393e5ea220f64b286173e190 \
+    --hash=sha256:a3157e62729aafb8df6da2c03aa5c0937c7266c626ce11a278b6eb7963c4e37c \
+    --hash=sha256:a5cb85982d95d906df1e2210e58f8e4f1e3cdc088e52c921a041f9c9a0386de5 \
+    --hash=sha256:cbf16ba3350fb7b889fca858fb215967792dc125b35c7976ca4818bee3521cf0 \
+    --hash=sha256:d71b040839446bac0f4d162e758bea99c8251161dae9d0983a3b88dee345153b
     # via
     #   -r requirements.in
     #   google-api-core
@@ -1511,63 +1528,63 @@ protobuf==6.33.2 \
     #   googleapis-common-protos
     #   grpcio-status
     #   proto-plus
-pyarrow==22.0.0 \
-    --hash=sha256:001ea83a58024818826a9e3f89bf9310a114f7e26dfe404a4c32686f97bd7901 \
-    --hash=sha256:00626d9dc0f5ef3a75fe63fd68b9c7c8302d2b5bbc7f74ecaedba83447a24f84 \
-    --hash=sha256:0c34fe18094686194f204a3b1787a27456897d8a2d62caf84b61e8dfbc0252ae \
-    --hash=sha256:12fe549c9b10ac98c91cf791d2945e878875d95508e1a5d14091a7aaa66d9cf8 \
-    --hash=sha256:1a812a5b727bc09c3d7ea072c4eebf657c2f7066155506ba31ebf4792f88f016 \
-    --hash=sha256:252be4a05f9d9185bb8c18e83764ebcfea7185076c07a7a662253af3a8c07941 \
-    --hash=sha256:334f900ff08ce0423407af97e6c26ad5d4e3b0763645559ece6fbf3747d6a8f5 \
-    --hash=sha256:35ad0f0378c9359b3f297299c3309778bb03b8612f987399a0333a560b43862d \
-    --hash=sha256:3d600dc583260d845c7d8a6db540339dd883081925da2bd1c5cb808f720b3cd9 \
-    --hash=sha256:3e294c5eadfb93d78b0763e859a0c16d4051fc1c5231ae8956d61cb0b5666f5a \
-    --hash=sha256:3e739edd001b04f654b166204fc7a9de896cf6007eaff33409ee9e50ceaff754 \
-    --hash=sha256:44729980b6c50a5f2bfcc2668d36c569ce17f8b17bccaf470c4313dcbbf13c9d \
-    --hash=sha256:44d2d26cda26d18f7af7db71453b7b783788322d756e81730acb98f24eb90ace \
-    --hash=sha256:4c19236ae2402a8663a2c8f21f1870a03cc57f0bef7e4b6eb3238cc82944de80 \
-    --hash=sha256:69763ab2445f632d90b504a815a2a033f74332997052b721002298ed6de40f2e \
-    --hash=sha256:6dda1ddac033d27421c20d7a7943eec60be44e0db4e079f33cc5af3b8280ccde \
-    --hash=sha256:6f9762274496c244d951c819348afbcf212714902742225f649cf02823a6a10f \
-    --hash=sha256:710624ab925dc2b05a6229d47f6f0dac1c1155e6ed559be7109f684eba048a48 \
-    --hash=sha256:7388ac685cab5b279a41dfe0a6ccd99e4dbf322edfb63e02fc0443bf24134e91 \
-    --hash=sha256:77718810bd3066158db1e95a63c160ad7ce08c6b0710bc656055033e39cdad88 \
-    --hash=sha256:7a820d8ae11facf32585507c11f04e3f38343c1e784c9b5a8b1da5c930547fe2 \
-    --hash=sha256:8382ad21458075c2e66a82a29d650f963ce51c7708c7c0ff313a8c206c4fd5e8 \
-    --hash=sha256:84378110dd9a6c06323b41b56e129c504d157d1a983ce8f5443761eb5256bafc \
-    --hash=sha256:854794239111d2b88b40b6ef92aa478024d1e5074f364033e73e21e3f76b25e0 \
-    --hash=sha256:92843c305330aa94a36e706c16209cd4df274693e777ca47112617db7d0ef3d7 \
-    --hash=sha256:9bddc2cade6561f6820d4cd73f99a0243532ad506bc510a75a5a65a522b2d74d \
-    --hash=sha256:a4893d31e5ef780b6edcaf63122df0f8d321088bb0dee4c8c06eccb1ca28d145 \
-    --hash=sha256:a9d9ffdc2ab696f6b15b4d1f7cec6658e1d788124418cb30030afbae31c64746 \
-    --hash=sha256:ac93252226cf288753d8b46280f4edf3433bf9508b6977f8dd8526b521a1bbb9 \
-    --hash=sha256:b41f37cabfe2463232684de44bad753d6be08a7a072f6a83447eeaf0e4d2a215 \
-    --hash=sha256:b883fe6fd85adad7932b3271c38ac289c65b7337c2c132e9569f9d3940620730 \
-    --hash=sha256:b9d71701ce97c95480fecb0039ec5bb889e75f110da72005743451339262f4ce \
-    --hash=sha256:ba95112d15fd4f1105fb2402c4eab9068f0554435e9b7085924bcfaac2cc306f \
-    --hash=sha256:bba208d9c7decf9961998edf5c65e3ea4355d5818dd6cd0f6809bec1afb951cc \
-    --hash=sha256:bd0d42297ace400d8febe55f13fdf46e86754842b860c978dfec16f081e5c653 \
-    --hash=sha256:bea79263d55c24a32b0d79c00a1c58bb2ee5f0757ed95656b01c0fb310c5af3d \
-    --hash=sha256:c064e28361c05d72eed8e744c9605cbd6d2bb7481a511c74071fd9b24bc65d7d \
-    --hash=sha256:c3200cb41cdbc65156e5f8c908d739b0dfed57e890329413da2748d1a2cd1a4e \
-    --hash=sha256:c6c791b09c57ed76a18b03f2631753a4960eefbbca80f846da8baefc6491fcfe \
-    --hash=sha256:c6ec3675d98915bf1ec8b3c7986422682f7232ea76cad276f4c8abd5b7319b70 \
-    --hash=sha256:ce20fe000754f477c8a9125543f1936ea5b8867c5406757c224d745ed033e691 \
-    --hash=sha256:cedb9dd9358e4ea1d9bce3665ce0797f6adf97ff142c8e25b46ba9cdd508e9b6 \
-    --hash=sha256:e0a15757fccb38c410947df156f9749ae4a3c89b2393741a50521f39a8cf202a \
-    --hash=sha256:e6e95176209257803a8b3d0394f21604e796dadb643d2f7ca21b66c9c0b30c9a \
-    --hash=sha256:e70ff90c64419709d38c8932ea9fe1cc98415c4f87ea8da81719e43f02534bc9 \
-    --hash=sha256:ec1a15968a9d80da01e1d30349b2b0d7cc91e96588ee324ce1b5228175043e95 \
-    --hash=sha256:ec5d40dd494882704fb876c16fa7261a69791e784ae34e6b5992e977bd2e238c \
-    --hash=sha256:f633074f36dbc33d5c05b5dc75371e5660f1dbf9c8b1d95669def05e5425989c \
-    --hash=sha256:f7fe3dbe871294ba70d789be16b6e7e52b418311e166e0e3cba9522f0f437fb1 \
-    --hash=sha256:f963ba8c3b0199f9d6b794c90ec77545e05eadc83973897a4523c9e8d84e9340
+pyarrow==23.0.1 \
+    --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
+    --hash=sha256:07deae7783782ac7250989a7b2ecde9b3c343a643f82e8a4df03d93b633006f0 \
+    --hash=sha256:0ae6e17c828455b6265d590100c295193f93cc5675eb0af59e49dbd00d2de350 \
+    --hash=sha256:0b95a3994f015be13c63148fef8832e8a23938128c185ee951c98908a696e0eb \
+    --hash=sha256:17cd28e906c18af486a499422740298c52d7c6795344ea5002a7720b4eadf16d \
+    --hash=sha256:26d50dee49d741ac0e82185033488d28d35be4d763ae6f321f97d1140eb7a0e9 \
+    --hash=sha256:29f7f7419a0e30264ea261fdc0e5fe63ce5a6095003db2945d7cd78df391a7e1 \
+    --hash=sha256:33d648dc25b51fd8055c19e4261e813dfc4d2427f068bcecc8b53d01b81b0500 \
+    --hash=sha256:3a4c85ef66c134161987c17b147d6bffdca4566f9a4c1d81a0a01cdf08414ea5 \
+    --hash=sha256:3c30143b17161310f151f4a2bcfe41b5ff744238c1039338779424e38579d701 \
+    --hash=sha256:3f91c038b95f71ddfc865f11d5876c42f343b4495535bd262c7b321b0b94507c \
+    --hash=sha256:3fab8f82571844eb3c460f90a75583801d14ca0cc32b1acc8c361650e006fd56 \
+    --hash=sha256:46718a220d64677c93bc243af1d44b55998255427588e400677d7192671845c7 \
+    --hash=sha256:4982d71350b1a6e5cfe1af742c53dfb759b11ce14141870d05d9e540d13bc5d1 \
+    --hash=sha256:527e8d899f14bd15b740cd5a54ad56b7f98044955373a17179d5956ddb93d9ce \
+    --hash=sha256:564baf97c858ecc03ec01a41062e8f4698abc3e6e2acd79c01c2e97880a19730 \
+    --hash=sha256:5abde149bb3ce524782d838eb67ac095cd3fd6090eba051130589793f1a7f76d \
+    --hash=sha256:5c16ed4f53247fa3ffb12a14d236de4213a4415d127fe9cebed33d51671113e2 \
+    --hash=sha256:5df1161da23636a70838099d4aaa65142777185cc0cdba4037a18cee7d8db9ca \
+    --hash=sha256:5f4763b83c11c16e5f4c15601ba6dfa849e20723b46aa2617cb4bffe8768479f \
+    --hash=sha256:6b8fda694640b00e8af3c824f99f789e836720aa8c9379fb435d4c4953a756b8 \
+    --hash=sha256:6f0147ee9e0386f519c952cc670eb4a8b05caa594eeffe01af0e25f699e4e9bb \
+    --hash=sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125 \
+    --hash=sha256:71c5be5cbf1e1cb6169d2a0980850bccb558ddc9b747b6206435313c47c37677 \
+    --hash=sha256:76e823d0e86b4fb5e1cf4a58d293036e678b5a4b03539be933d3b31f9406859f \
+    --hash=sha256:7707d2b6673f7de054e2e83d59f9e805939038eebe1763fe811ee8fa5c0cd1a7 \
+    --hash=sha256:813d99f31275919c383aab17f0f455a04f5a429c261cc411b1e9a8f5e4aaaa05 \
+    --hash=sha256:86ff03fb9f1a320266e0de855dee4b17da6794c595d207f89bba40d16b5c78b9 \
+    --hash=sha256:8ff51b1addc469b9444b7c6f3548e19dc931b172ab234e995a60aea9f6e6025f \
+    --hash=sha256:9b6f4f17b43bc39d56fec96e53fe89d94bac3eb134137964371b45352d40d0c2 \
+    --hash=sha256:9fc13fc6c403d1337acab46a2c4346ca6c9dec5780c3c697cf8abfd5e19b6b37 \
+    --hash=sha256:a09f3876e87f48bc2f13583ab551f0379e5dfb83210391e68ace404181a20690 \
+    --hash=sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8 \
+    --hash=sha256:a62e1899e3078bf65943078b3ad2a6ddcacf2373bc06379aac61b1e548a75814 \
+    --hash=sha256:b8c5873e33440b2bc2f4a79d2b47017a89c5a24116c055625e6f2ee50523f019 \
+    --hash=sha256:bf5842f960cddd2ef757d486041d57c96483efc295a8c4a0e20e704cbbf39c67 \
+    --hash=sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83 \
+    --hash=sha256:c250248f1fe266db627921c89b47b7c06fee0489ad95b04d50353537d74d6886 \
+    --hash=sha256:c33b5bf406284fd0bba436ed6f6c3ebe8e311722b441d89397c54f871c6863a2 \
+    --hash=sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41 \
+    --hash=sha256:cecfb12ef629cf6be0b1887f9f86463b0dd3dc3195ae6224e74006be4736035a \
+    --hash=sha256:d0744403adabef53c985a7f8a082b502a368510c40d184df349a0a8754533258 \
+    --hash=sha256:db2190fa79c80a23fdd29fef4b8992893f024ae7c17d2f5f4db7171fa30c2c78 \
+    --hash=sha256:ddf743e82f69dcd6dbbcb63628895d7161e04e56794ef80550ac6f3315eeb1d5 \
+    --hash=sha256:df088e8f640c9fae3b1f495b3c64755c4e719091caf250f3a74d095ddf3c836d \
+    --hash=sha256:e052a211c5ac9848ae15d5ec875ed0943c0221e2fcfe69eee80b604b4e703222 \
+    --hash=sha256:f00f993a8179e0e1c9713bcc0baf6d6c01326a406a9c23495ec1ba9c9ebf2919 \
+    --hash=sha256:f4b0dbfa124c0bb161f8b5ebb40f1a680b70279aa0c9901d44a2b5a20806039f \
+    --hash=sha256:fa8e51cb04b9f8c9c5ace6bab63af9a1f88d35c0d6cbf53e8c17c098552285e1 \
+    --hash=sha256:fed7020203e9ef273360b9e45be52a2a47d3103caf156a30ace5247ffb51bdbd
     # via
     #   -r requirements.in
     #   marginaleffects
-pyasn1==0.6.1 \
-    --hash=sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629 \
-    --hash=sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034
+pyasn1==0.6.2 \
+    --hash=sha256:1eb26d860996a18e9b6ed05e7aae0e9fc21619fcee6af91cca9bad4fbea224bf \
+    --hash=sha256:9b59a2b25ba7e4f8197db7686c09fb33e658b98339fadb826e9512629017833b
     # via
     #   -r requirements.in
     #   pyasn1-modules
@@ -1578,9 +1595,9 @@ pyasn1-modules==0.4.2 \
     # via
     #   -r requirements.in
     #   google-auth
-pycparser==2.23 \
-    --hash=sha256:78816d4f24add8f10a06d6f05b4d424ad9e96cfebf68a4ddc99c65c0720d00c2 \
-    --hash=sha256:e5c6e8d3fbad53479cab09ac03729e0a9faf2bee3db8208a550daf5af81a5934
+pycparser==3.0 \
+    --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
+    --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via
     #   -r requirements.in
     #   cffi
@@ -1722,9 +1739,9 @@ pygments==2.19.2 \
     # via
     #   -r requirements.in
     #   pytest
-pyparsing==3.3.1 \
-    --hash=sha256:023b5e7e5520ad96642e2c6db4cb683d3970bd640cdf7115049a6e9c3682df82 \
-    --hash=sha256:47fad0f17ac1e2cad3de3b458570fbc9b03560aa029ed5e16ee5554da9a2251c
+pyparsing==3.3.2 \
+    --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
+    --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
     # via
     #   -r requirements.in
     #   matplotlib
@@ -1762,7 +1779,6 @@ pytz==2025.2 \
     # via
     #   -r requirements.in
     #   mozilla-metric-config-parser
-    #   pandas
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
     --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
@@ -1904,91 +1920,90 @@ rsa==4.9.1 \
     # via
     #   -r requirements.in
     #   google-auth
-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
+ruff==0.15.1 \
+    --hash=sha256:1d83466455fdefe60b8d9c8df81d3c1bbb2115cede53549d3b522ce2bc703899 \
+    --hash=sha256:1fe5c41ab43e3a06778844c586251eb5a510f67125427625f9eb2b9526535779 \
+    --hash=sha256:3dd86dccb83cd7d4dcfac303ffc277e6048600dfc22e38158afa208e8bf94a1f \
+    --hash=sha256:4ab064052c31dddada35079901592dfba2e05f5b1e43af3954aafcbc1096a5b2 \
+    --hash=sha256:518f9af03bfc33c03bdb4cb63fabc935341bb7f54af500f92ac309ecfbba6330 \
+    --hash=sha256:5631c940fe9fe91f817a4c2ea4e81f47bee3ca4aa646134a24374f3c19ad9454 \
+    --hash=sha256:5ff7d5f0f88567850f45081fac8f4ec212be8d0b963e385c3f7d0d2eb4899416 \
+    --hash=sha256:660975d9cb49b5d5278b12b03bb9951d554543a90b74ed5d366b20e2c57c2098 \
+    --hash=sha256:66a6dd6df4d80dc382c6484f8ce1bcceb55c32e9f27a8b94c32f6c7331bf14fb \
+    --hash=sha256:68138a4ba184b4691ccdc39f7795c66b3c68160c586519e7e8444cf5a53e1b4c \
+    --hash=sha256:6a4a42cbb8af0bda9bcd7606b064d7c0bc311a88d141d02f78920be6acb5aa83 \
+    --hash=sha256:92c92b003e9d4f7fbd33b1867bb15a1b785b1735069108dfc23821ba045b29bc \
+    --hash=sha256:939c995e9277e63ea632cc8d3fae17aa758526f49a9a850d2e7e758bfef46602 \
+    --hash=sha256:a9457e3c3291024866222b96108ab2d8265b477e5b1534c7ddb1810904858d16 \
+    --hash=sha256:b101ed7cf4615bda6ffe65bdb59f964e9f4a0d3f85cbf0e54f0ab76d7b90228a \
+    --hash=sha256:c590fe13fb57c97141ae975c03a1aedb3d3156030cabd740d6ff0b0d601e203f \
+    --hash=sha256:c820fef9dd5d4172a6570e5721704a96c6679b80cf7be41659ed439653f62336 \
+    --hash=sha256:da79f4d6a826caaea95de0237a67e33b81e6ec2e25fc7e1993a4015dffca7c61
     # via
     #   -r requirements.in
     #   pytest-ruff
-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
+scipy==1.17.0 \
+    --hash=sha256:00fb5f8ec8398ad90215008d8b6009c9db9fa924fd4c7d6be307c6f945f9cd73 \
+    --hash=sha256:031121914e295d9791319a1875444d55079885bbae5bdc9c5e0f2ee5f09d34ff \
+    --hash=sha256:0937a0b0d8d593a198cededd4c439a0ea216a3f36653901ea1f3e4be949056f8 \
+    --hash=sha256:0cf46c8013fec9d3694dc572f0b54100c28405d55d3e2cb15e2895b25057996e \
+    --hash=sha256:0d5018a57c24cb1dd828bcf51d7b10e65986d549f52ef5adb6b4d1ded3e32a57 \
+    --hash=sha256:130d12926ae34399d157de777472bf82e9061c60cc081372b3118edacafe1d00 \
+    --hash=sha256:13c4096ac6bc31d706018f06a49abe0485f96499deb82066b94d19b02f664209 \
+    --hash=sha256:13e861634a2c480bd237deb69333ac79ea1941b94568d4b0efa5db5e263d4fd1 \
+    --hash=sha256:1f9586a58039d7229ce77b52f8472c972448cded5736eaf102d5658bbac4c269 \
+    --hash=sha256:1ff269abf702f6c7e67a4b7aad981d42871a11b9dd83c58d2d2ea624efbd1088 \
+    --hash=sha256:255c0da161bd7b32a6c898e7891509e8a9289f0b1c6c7d96142ee0d2b114c2ea \
+    --hash=sha256:2591060c8e648d8b96439e111ac41fd8342fdeff1876be2e19dea3fe8930454e \
+    --hash=sha256:272a9f16d6bb4667e8b50d25d71eddcc2158a214df1b566319298de0939d2ab7 \
+    --hash=sha256:2abd71643797bd8a106dff97894ff7869eeeb0af0f7a5ce02e4227c6a2e9d6fd \
+    --hash=sha256:2b531f57e09c946f56ad0b4a3b2abee778789097871fc541e267d2eca081cff1 \
+    --hash=sha256:30509da9dbec1c2ed8f168b8d8aa853bc6723fede1dbc23c7d43a56f5ab72a67 \
+    --hash=sha256:33af70d040e8af9d5e7a38b5ed3b772adddd281e3062ff23fec49e49681c38cf \
+    --hash=sha256:357ca001c6e37601066092e7c89cca2f1ce74e2a520ca78d063a6d2201101df2 \
+    --hash=sha256:3625c631a7acd7cfd929e4e31d2582cf00f42fcf06011f59281271746d77e061 \
+    --hash=sha256:363ad4ae2853d88ebcde3ae6ec46ccca903ea9835ee8ba543f12f575e7b07e4e \
+    --hash=sha256:40052543f7bbe921df4408f46003d6f01c6af109b9e2c8a66dd1cf6cf57f7d5d \
+    --hash=sha256:423ca1f6584fc03936972b5f7c06961670dbba9f234e71676a7c7ccf938a0d61 \
+    --hash=sha256:474da16199f6af66601a01546144922ce402cb17362e07d82f5a6cf8f963e449 \
+    --hash=sha256:4e00562e519c09da34c31685f6acc3aa384d4d50604db0f245c14e1b4488bfa2 \
+    --hash=sha256:5194c445d0a1c7a6c1a4a4681b6b7c71baad98ff66d96b949097e7513c9d6742 \
+    --hash=sha256:5fb10d17e649e1446410895639f3385fd2bf4c3c7dfc9bea937bddcbc3d7b9ba \
+    --hash=sha256:65ec32f3d32dfc48c72df4291345dae4f048749bc8d5203ee0a3f347f96c5ce6 \
+    --hash=sha256:6680f2dfd4f6182e7d6db161344537da644d1cf85cf293f015c60a17ecf08752 \
+    --hash=sha256:6e886000eb4919eae3a44f035e63f0fd8b651234117e8f6f29bad1cd26e7bc45 \
+    --hash=sha256:7204fddcbec2fe6598f1c5fdf027e9f259106d05202a959a9f1aecf036adc9f6 \
+    --hash=sha256:819fc26862b4b3c73a60d486dbb919202f3d6d98c87cf20c223511429f2d1a97 \
+    --hash=sha256:8547e7c57f932e7354a2319fab613981cde910631979f74c9b542bb167a8b9db \
+    --hash=sha256:85b0ac3ad17fa3be50abd7e69d583d98792d7edc08367e01445a1e2076005379 \
+    --hash=sha256:87b411e42b425b84777718cc41516b8a7e0795abfa8e8e1d573bf0ef014f0812 \
+    --hash=sha256:88c22af9e5d5a4f9e027e26772cc7b5922fab8bcc839edb3ae33de404feebd9e \
+    --hash=sha256:9244608d27eafe02b20558523ba57f15c689357c85bdcfe920b1828750aa26eb \
+    --hash=sha256:979c3a0ff8e5ba254d45d59ebd38cde48fce4f10b5125c680c7a4bfe177aab07 \
+    --hash=sha256:9eeb9b5f5997f75507814ed9d298ab23f62cf79f5a3ef90031b1ee2506abdb5b \
+    --hash=sha256:9fad7d3578c877d606b1150135c2639e9de9cecd3705caa37b66862977cc3e72 \
+    --hash=sha256:a38c3337e00be6fd8a95b4ed66b5d988bac4ec888fd922c2ea9fe5fb1603dd67 \
+    --hash=sha256:aabf057c632798832f071a8dde013c2e26284043934f53b00489f1773b33527e \
+    --hash=sha256:c17514d11b78be8f7e6331b983a65a7f5ca1fd037b95e27b280921fe5606286a \
+    --hash=sha256:c5e8647f60679790c2f5c76be17e2e9247dc6b98ad0d3b065861e082c56e078d \
+    --hash=sha256:cacbaddd91fcffde703934897c5cd2c7cb0371fac195d383f4e1f1c5d3f3bd04 \
+    --hash=sha256:d7425fcafbc09a03731e1bc05581f5fad988e48c6a861f441b7ab729a49a55ea \
+    --hash=sha256:dac97a27520d66c12a34fd90a4fe65f43766c18c0d6e1c0a80f114d2260080e4 \
+    --hash=sha256:dbf133ced83889583156566d2bdf7a07ff89228fe0c0cb727f777de92092ec6b \
+    --hash=sha256:e8c0b331c2c1f531eb51f1b4fc9ba709521a712cce58f1aa627bc007421a5306 \
+    --hash=sha256:eb2651271135154aa24f6481cbae5cc8af1f0dd46e6533fb7b56aa9727b6a232 \
+    --hash=sha256:ebb7446a39b3ae0fe8f416a9a3fdc6fba3f11c634f680f16a239c5187bc487c0 \
+    --hash=sha256:ec0827aa4d36cb79ff1b81de898e948a51ac0b9b1c43e4a372c0508c38c0f9a3 \
+    --hash=sha256:edce1a1cf66298cccdc48a1bdf8fb10a3bf58e8b58d6c3883dd1530e103f87c0 \
+    --hash=sha256:eec3842ec9ac9de5917899b277428886042a93db0b227ebbe3a333b64ec7643d \
+    --hash=sha256:ef28d815f4d2686503e5f4f00edc387ae58dfd7a2f42e348bb53359538f01558 \
+    --hash=sha256:f2a4942b0f5f7c23c7cd641a0ca1955e2ae83dedcff537e3a0259096635e186b \
+    --hash=sha256:f3cd947f20fe17013d401b64e857c6b2da83cae567adbb75b9dcba865abc66d8 \
+    --hash=sha256:f603d8a5518c7426414d1d8f82e253e454471de682ce5e39c29adb0df1efb86b \
+    --hash=sha256:f7df7941d71314e60a481e02d5ebcb3f0185b8d799c70d03d8258f6c80f3d467 \
+    --hash=sha256:f9eb55bb97d00f8b7ab95cb64f873eb0bf54d9446264d9f3609130381233483f \
+    --hash=sha256:fc02c37a5639ee67d8fb646ffded6d793c06c5622d36b35cfa8fe5ececb8f042 \
+    --hash=sha256:fe508b5690e9eaaa9467fc047f833af58f1152ae51a0d0aed67aa5801f4dd7d6
     # via
     #   -r requirements.in
     #   formulaic
@@ -1996,9 +2011,9 @@ scipy==1.16.3 \
     #   mizani
     #   plotnine
     #   statsmodels
-scipy-stubs==1.17.0.0 \
-    --hash=sha256:01953f1c7967876be942afa21c1cc864c92714d01b1970ef8bdd468b4468d4b7 \
-    --hash=sha256:17b336fa6c56afb0cf47e426e3cb36a7eb8b73351ee0a52d1e5cef7634b5e936
+scipy-stubs==1.17.0.2 \
+    --hash=sha256:3981bd7fa4c189a8493307afadaee1a830d9a0de8e3ae2f4603f192b6260ef2a \
+    --hash=sha256:99d1aa75b7d72a7ee36a68d18bcf1149f62ab577bbd1236c65c471b3b465d824
     # via -r requirements.in
 secretstorage==3.5.0 \
     --hash=sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137 \
@@ -2062,12 +2077,6 @@ toml==0.10.2 \
     # via
     #   -r requirements.in
     #   mozilla-metric-config-parser
-types-pytz==2025.2.0.20251108 \
-    --hash=sha256:0f1c9792cab4eb0e46c52f8845c8f77cf1e313cb3d68bf826aa867fe4717d91c \
-    --hash=sha256:fca87917836ae843f07129567b74c1929f1870610681b4c92cb86a3df5817bdb
-    # via
-    #   -r requirements.in
-    #   pandas-stubs
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
@@ -2090,127 +2099,87 @@ typing-inspection==0.4.2 \
     # via
     #   -r requirements.in
     #   pydantic
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
-    # via
-    #   -r requirements.in
-    #   faker
-    #   pandas
 urllib3==2.6.3 \
     --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
     --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
     # via
     #   -r requirements.in
     #   requests
-wrapt==2.0.1 \
-    --hash=sha256:09c7476ab884b74dce081ad9bfd07fe5822d8600abade571cb1f66d5fc915af6 \
-    --hash=sha256:0e17283f533a0d24d6e5429a7d11f250a58d28b4ae5186f8f47853e3e70d2590 \
-    --hash=sha256:115cae4beed3542e37866469a8a1f2b9ec549b4463572b000611e9946b86e6f6 \
-    --hash=sha256:1218573502a8235bb8a7ecaed12736213b22dcde9feab115fa2989d42b5ded45 \
-    --hash=sha256:17fb85fa4abc26a5184d93b3efd2dcc14deb4b09edcdb3535a536ad34f0b4dba \
-    --hash=sha256:1e9b121e9aeb15df416c2c960b8255a49d44b4038016ee17af03975992d03931 \
-    --hash=sha256:1f186e26ea0a55f809f232e92cc8556a0977e00183c3ebda039a807a42be1494 \
-    --hash=sha256:1fdbb34da15450f2b1d735a0e969c24bdb8d8924892380126e2a293d9902078c \
-    --hash=sha256:23097ed8bc4c93b7bf36fa2113c6c733c976316ce0ee2c816f64ca06102034ef \
-    --hash=sha256:2879af909312d0baf35f08edeea918ee3af7ab57c37fe47cb6a373c9f2749c7b \
-    --hash=sha256:2afa23318136709c4b23d87d543b425c399887b4057936cd20386d5b1422b6fa \
-    --hash=sha256:2da620b31a90cdefa9cd0c2b661882329e2e19d1d7b9b920189956b76c564d75 \
-    --hash=sha256:35cdbd478607036fee40273be8ed54a451f5f23121bd9d4be515158f9498f7ad \
-    --hash=sha256:36982b26f190f4d737f04a492a68accbfc6fa042c3f42326fdfbb6c5b7a20a31 \
-    --hash=sha256:3793ac154afb0e5b45d1233cb94d354ef7a983708cc3bb12563853b1d8d53747 \
-    --hash=sha256:386fb54d9cd903ee0012c09291336469eb7b244f7183d40dc3e86a16a4bace62 \
-    --hash=sha256:3cd1a4bd9a7a619922a8557e1318232e7269b5fb69d4ba97b04d20450a6bf970 \
-    --hash=sha256:3d32794fe940b7000f0519904e247f902f0149edbe6316c710a8562fb6738841 \
-    --hash=sha256:3d366aa598d69416b5afedf1faa539fac40c1d80a42f6b236c88c73a3c8f2d41 \
-    --hash=sha256:3e271346f01e9c8b1130a6a3b0e11908049fe5be2d365a5f402778049147e7e9 \
-    --hash=sha256:3f373a4ab5dbc528a94334f9fe444395b23c2f5332adab9ff4ea82f5a9e33bc1 \
-    --hash=sha256:3fa272ca34332581e00bf7773e993d4f632594eb2d1b0b162a9038df0fd971dd \
-    --hash=sha256:47434236c396d04875180171ee1f3815ca1eada05e24a1ee99546320d54d1d1b \
-    --hash=sha256:47b0f8bafe90f7736151f61482c583c86b0693d80f075a58701dd1549b0010a9 \
-    --hash=sha256:4811e15d88ee62dbf5c77f2c3ff3932b1e3ac92323ba3912f51fc4016ce81ecf \
-    --hash=sha256:49989061a9977a8cbd6d20f2efa813f24bf657c6990a42967019ce779a878dbf \
-    --hash=sha256:4ae879acc449caa9ed43fc36ba08392b9412ee67941748d31d94e3cedb36628c \
-    --hash=sha256:4b55cacc57e1dc2d0991dbe74c6419ffd415fb66474a02335cb10efd1aa3f84f \
-    --hash=sha256:4d2ce1bf1a48c5277d7969259232b57645aae5686dba1eaeade39442277afbca \
-    --hash=sha256:4da7384b0e5d4cae05c97cd6f94faaf78cc8b0f791fc63af43436d98c4ab37bb \
-    --hash=sha256:4e54bbf554ee29fcceee24fa41c4d091398b911da6e7f5d7bffda963c9aed2e1 \
-    --hash=sha256:50844efc8cdf63b2d90cd3d62d4947a28311e6266ce5235a219d21b195b4ec2c \
-    --hash=sha256:5a4939eae35db6b6cec8e7aa0e833dcca0acad8231672c26c2a9ab7a0f8ac9c8 \
-    --hash=sha256:5dc1b852337c6792aa111ca8becff5bacf576bf4a0255b0f05eb749da6a1643e \
-    --hash=sha256:5e53b428f65ece6d9dad23cb87e64506392b720a0b45076c05354d27a13351a1 \
-    --hash=sha256:61c4956171c7434634401db448371277d07032a81cc21c599c22953374781395 \
-    --hash=sha256:641e94e789b5f6b4822bb8d8ebbdfc10f4e4eae7756d648b717d980f657a9eb9 \
-    --hash=sha256:64b103acdaa53b7caf409e8d45d39a8442fe6dcfec6ba3f3d141e0cc2b5b4dbd \
-    --hash=sha256:68424221a2dc00d634b54f92441914929c5ffb1c30b3b837343978343a3512a3 \
-    --hash=sha256:6bd1a18f5a797fe740cb3d7a0e853a8ce6461cc62023b630caec80171a6b8097 \
-    --hash=sha256:6c72328f668cf4c503ffcf9434c2b71fdd624345ced7941bc6693e61bbe36bef \
-    --hash=sha256:6d2d947d266d99a1477cd005b23cbd09465276e302515e122df56bb9511aca1b \
-    --hash=sha256:7164a55f5e83a9a0b031d3ffab4d4e36bbec42e7025db560f225489fa929e509 \
-    --hash=sha256:7b219cb2182f230676308cdcacd428fa837987b89e4b7c5c9025088b8a6c9faf \
-    --hash=sha256:7d539241e87b650cbc4c3ac9f32c8d1ac8a54e510f6dca3f6ab60dcfd48c9b10 \
-    --hash=sha256:7de3cc939be0e1174969f943f3b44e0d79b6f9a82198133a5b7fc6cc92882f16 \
-    --hash=sha256:8330b42d769965e96e01fa14034b28a2a7600fbf7e8f0cc90ebb36d492c993e4 \
-    --hash=sha256:837e31620e06b16030b1d126ed78e9383815cbac914693f54926d816d35d8edf \
-    --hash=sha256:83ce30937f0ba0d28818807b303a412440c4b63e39d3d8fc036a94764b728c92 \
-    --hash=sha256:85df8d92158cb8f3965aecc27cf821461bb5f40b450b03facc5d9f0d4d6ddec6 \
-    --hash=sha256:8639b843c9efd84675f1e100ed9e99538ebea7297b62c4b45a7042edb84db03e \
-    --hash=sha256:89a82053b193837bf93c0f8a57ded6e4b6d88033a499dadff5067e912c2a41e9 \
-    --hash=sha256:8bacfe6e001749a3b64db47bcf0341da757c95959f592823a93931a422395013 \
-    --hash=sha256:8ec3303e8a81932171f455f792f8df500fc1a09f20069e5c16bd7049ab4e8e38 \
-    --hash=sha256:90897ea1cf0679763b62e79657958cd54eae5659f6360fc7d2ccc6f906342183 \
-    --hash=sha256:908f8c6c71557f4deaa280f55d0728c3bca0960e8c3dd5ceeeafb3c19942719d \
-    --hash=sha256:91bcc576260a274b169c3098e9a3519fb01f2989f6d3d386ef9cbf8653de1374 \
-    --hash=sha256:9219a1d946a9b32bb23ccae66bdb61e35c62773ce7ca6509ceea70f344656b7b \
-    --hash=sha256:949520bccc1fa227274da7d03bf238be15389cd94e32e4297b92337df9b7a349 \
-    --hash=sha256:98d873ed6c8b4ee2418f7afce666751854d6d03e3c0ec2a399bb039cd2ae89db \
-    --hash=sha256:9c9c635e78497cacb81e84f8b11b23e0aacac7a136e73b8e5b2109a1d9fc468f \
-    --hash=sha256:9ca66b38dd642bf90c59b6738af8070747b610115a39af2498535f62b5cdc1c3 \
-    --hash=sha256:a453257f19c31b31ba593c30d997d6e5be39e3b5ad9148c2af5a7314061c63eb \
-    --hash=sha256:a52f93d95c8d38fed0669da2ebdb0b0376e895d84596a976c15a9eb45e3eccb3 \
-    --hash=sha256:a9a83618c4f0757557c077ef71d708ddd9847ed66b7cc63416632af70d3e2308 \
-    --hash=sha256:ab594f346517010050126fcd822697b25a7031d815bb4fbc238ccbe568216489 \
-    --hash=sha256:ad3ee9d0f254851c71780966eb417ef8e72117155cff04821ab9b60549694a55 \
-    --hash=sha256:aea9c7224c302bc8bfc892b908537f56c430802560e827b75ecbde81b604598b \
-    --hash=sha256:b4c2e3d777e38e913b8ce3a6257af72fb608f86a1df471cb1d4339755d0a807c \
-    --hash=sha256:b667189cf8efe008f55bbda321890bef628a67ab4147ebf90d182f2dadc78790 \
-    --hash=sha256:b89ef9223d665ab255ae42cc282d27d69704d94be0deffc8b9d919179a609684 \
-    --hash=sha256:be9e84e91d6497ba62594158d3d31ec0486c60055c49179edc51ee43d095f79c \
-    --hash=sha256:bf4cb76f36be5de950ce13e22e7fdf462b35b04665a12b64f3ac5c1bbbcf3728 \
-    --hash=sha256:bfb5539005259f8127ea9c885bdc231978c06b7a980e63a8a61c8c4c979719d0 \
-    --hash=sha256:c046781d422f0830de6329fa4b16796096f28a92c8aef3850674442cdcb87b7f \
-    --hash=sha256:c1be685ac7700c966b8610ccc63c3187a72e33cab53526a27b2a285a662cd4f7 \
-    --hash=sha256:c1c91405fcf1d501fa5d55df21e58ea49e6b879ae829f1039faaf7e5e509b41e \
-    --hash=sha256:c235095d6d090aa903f1db61f892fffb779c1eaeb2a50e566b52001f7a0f66ed \
-    --hash=sha256:c4012a2bd37059d04f8209916aa771dfb564cccb86079072bdcd48a308b6a5c5 \
-    --hash=sha256:c5ef2f2b8a53b7caee2f797ef166a390fef73979b15778a4a153e4b5fedce8fa \
-    --hash=sha256:c654eafb01afac55246053d67a4b9a984a3567c3808bb7df2f8de1c1caba2e1c \
-    --hash=sha256:c8d60527d1ecfc131426b10d93ab5d53e08a09c5fa0175f6b21b3252080c70a9 \
-    --hash=sha256:c9e850f5b7fc67af856ff054c71690d54fa940c3ef74209ad9f935b4f66a0233 \
-    --hash=sha256:cbeb0971e13b4bd81d34169ed57a6dda017328d1a22b62fda45e1d21dd06148f \
-    --hash=sha256:d1a8a09a004ef100e614beec82862d11fc17d601092c3599afd22b1f36e4137e \
-    --hash=sha256:d67956c676be5a24102c7407a71f4126d30de2a569a1c7871c9f3cabc94225d7 \
-    --hash=sha256:d6cc985b9c8b235bd933990cdbf0f891f8e010b65a3911f7a55179cd7b0fc57b \
-    --hash=sha256:d7b822c61ed04ee6ad64bc90d13368ad6eb094db54883b5dde2182f67a7f22c0 \
-    --hash=sha256:df0b6d3b95932809c5b3fecc18fda0f1e07452d05e2662a0b35548985f256e28 \
-    --hash=sha256:e042d653a4745be832d5aa190ff80ee4f02c34b21f4b785745eceacd0907b815 \
-    --hash=sha256:e2f84e9af2060e3904a32cea9bb6db23ce3f91cfd90c6b426757cf7cc01c45c7 \
-    --hash=sha256:e3612dc06b436968dfb9142c62e5dfa9eb5924f91120b3c8ff501ad878f90eb3 \
-    --hash=sha256:e505629359cb5f751e16e30cf3f91a1d3ddb4552480c205947da415d597f7ac2 \
-    --hash=sha256:e60690ba71a57424c8d9ff28f8d006b7ad7772c22a4af432188572cd7fa004a1 \
-    --hash=sha256:e76e3f91f864e89db8b8d2a8311d57df93f01ad6bb1e9b9976d1f2e83e18315c \
-    --hash=sha256:eb7cffe572ad0a141a7886a1d2efa5bef0bf7fe021deeea76b3ab334d2c38218 \
-    --hash=sha256:ec65a78fbd9d6f083a15d7613b2800d5663dbb6bb96003899c834beaa68b242c \
-    --hash=sha256:eda8e4ecd662d48c28bb86be9e837c13e45c58b8300e43ba3c9b4fa9900302f7 \
-    --hash=sha256:f26f8e2ca19564e2e1fdbb6a0e47f36e0efbab1acc31e15471fad88f828c75f6 \
-    --hash=sha256:f49027b0b9503bf6c8cdc297ca55006b80c2f5dd36cecc72c6835ab6e10e8a25 \
-    --hash=sha256:f73f9f7a0ebd0db139253d27e5fc8d2866ceaeef19c30ab5d69dcbe35e1a6981 \
-    --hash=sha256:fa4184e74197af3adad3c889a1af95b53bb0466bced92ea99a0c014e48323eec \
-    --hash=sha256:fb1a5b72cbd751813adc02ef01ada0b0d05d3dcbc32976ce189a1279d80ad4a2 \
-    --hash=sha256:fb3a86e703868561c5cad155a15c36c716e1ab513b7065bd2ac8ed353c503333 \
-    --hash=sha256:fc007fdf480c77301ab1afdbb6ab22a5deee8885f3b1ed7afcb7e5e84a0e27be \
-    --hash=sha256:fe21b118b9f58859b5ebaa4b130dee18669df4bd111daad082b7beb8799ad16b \
-    --hash=sha256:fec0d993ecba3991645b4857837277469c8cc4c554a7e24d064d1ca291cfb81f
+wrapt==2.1.1 \
+    --hash=sha256:05c0db35ccffd7480143e62df1e829d101c7b86944ae3be7e4869a7efa621f53 \
+    --hash=sha256:0bb7207130ce6486727baa85373503bf3334cc28016f6928a0fa7e19d7ecdc06 \
+    --hash=sha256:0c2ec9f616755b2e1e0bf4d0961f59bb5c2e7a77407e7e2c38ef4f7d2fdde12c \
+    --hash=sha256:0cb4f59238c6625fae2eeb72278da31c9cfba0ff4d9cbe37446b73caa0e9bcf7 \
+    --hash=sha256:0d89c49356e5e2a50fa86b40e0510082abcd0530f926cbd71cf25bee6b9d82d7 \
+    --hash=sha256:0ddf582a95641b9a8c8bd643e83f34ecbbfe1b68bc3850093605e469ab680ae3 \
+    --hash=sha256:0fdf3073f488ce4d929929b7799e3b8c52b220c9eb3f4a5a51e2dc0e8ff07881 \
+    --hash=sha256:106c5123232ab9b9f4903692e1fa0bdc231510098f04c13c3081f8ad71c3d612 \
+    --hash=sha256:1a40b83ff2535e6e56f190aff123821eea89a24c589f7af33413b9c19eb2c738 \
+    --hash=sha256:1b9e08e57cabc32972f7c956d10e85093c5da9019faa24faf411e7dd258e528c \
+    --hash=sha256:203ba6b3f89e410e27dbd30ff7dccaf54dcf30fda0b22aa1b82d560c7f9fe9a1 \
+    --hash=sha256:2b27c070fd1132ab23957bcd4ee3ba707a91e653a9268dc1afbd39b77b2799f7 \
+    --hash=sha256:2d9b076411bed964e752c01b49fd224cc385f3a96f520c797d38412d70d08359 \
+    --hash=sha256:39c35e12e8215628984248bd9c8897ce0a474be2a773db207eb93414219d8469 \
+    --hash=sha256:3b0f4629eb954394a3d7c7a1c8cca25f0b07cefe6aa8545e862e9778152de5b7 \
+    --hash=sha256:3c59e103017a2c1ea0ddf589cbefd63f91081d7ce9d491d69ff2512bb1157e23 \
+    --hash=sha256:428cfc801925454395aa468ba7ddb3ed63dc0d881df7b81626cdd433b4e2b11b \
+    --hash=sha256:45c5631c9b6c792b78be2d7352129f776dd72c605be2c3a4e9be346be8376d83 \
+    --hash=sha256:4814a3e58bc6971e46baa910ecee69699110a2bf06c201e24277c65115a20c20 \
+    --hash=sha256:4aa4baadb1f94b71151b8e44a0c044f6af37396c3b8bcd474b78b49e2130a23b \
+    --hash=sha256:4ad839b55f0bf235f8e337ce060572d7a06592592f600f3a3029168e838469d3 \
+    --hash=sha256:4aeea04a9889370fcfb1ef828c4cc583f36a875061505cd6cd9ba24d8b43cc36 \
+    --hash=sha256:5797f65e4d58065a49088c3b32af5410751cd485e83ba89e5a45e2aa8905af98 \
+    --hash=sha256:5a2db44a71202c5ae4bb5f27c6d3afbc5b23053f2e7e78aa29704541b5dad789 \
+    --hash=sha256:5d6a2068bd2e1e19e5a317c8c0b288267eec4e7347c36bc68a6e378a39f19ee7 \
+    --hash=sha256:5fdcb09bf6db023d88f312bd0767594b414655d58090fc1c46b3414415f67fac \
+    --hash=sha256:63decff76ca685b5c557082dfbea865f3f5f6d45766a89bff8dc61d336348833 \
+    --hash=sha256:66bc1b2446f01cbbd3c56b79a3a8435bcd4178ac4e06b091913f7751a7f528b8 \
+    --hash=sha256:67c90c1ae6489a6cb1a82058902caa8006706f7b4e8ff766f943e9d2c8e608d0 \
+    --hash=sha256:69c26f51b67076b40714cff81bdd5826c0b10c077fb6b0678393a6a2f952a5fc \
+    --hash=sha256:6c366434a7fb914c7a5de508ed735ef9c133367114e1a7cb91dfb5cd806a1549 \
+    --hash=sha256:6f9426d9cfc2f8732922fc96198052e55c09bb9db3ddaa4323a18e055807410e \
+    --hash=sha256:75128507413a9f1bcbe2db88fd18fbdbf80f264b82fa33a6996cdeaf01c52352 \
+    --hash=sha256:76e9af3ebd86f19973143d4d592cbf3e970cf3f66ddee30b16278c26ae34b8ab \
+    --hash=sha256:789cea26e740d71cf1882e3a42bb29052bc4ada15770c90072cb47bf73fb3dbf \
+    --hash=sha256:7c0300007836373d1c2df105b40777986accb738053a92fe09b615a7a4547e9f \
+    --hash=sha256:7d2756061022aebbf57ba14af9c16e8044e055c22d38de7bf40d92b565ecd2b0 \
+    --hash=sha256:7d79954f51fcf84e5ec4878ab4aea32610d70145c5bbc84b3370eabfb1e096c2 \
+    --hash=sha256:7e927375e43fd5a985b27a8992327c22541b6dede1362fc79df337d26e23604f \
+    --hash=sha256:7ea74fc0bec172f1ae5f3505b6655c541786a5cabe4bbc0d9723a56ac32eb9b9 \
+    --hash=sha256:7f794a1c148871b714cb566f5466ec8288e0148a1c417550983864b3981737cd \
+    --hash=sha256:81fc5f22d5fcfdbabde96bb3f5379b9f4476d05c6d524d7259dc5dfb501d3281 \
+    --hash=sha256:860e9d3fd81816a9f4e40812f28be4439ab01f260603c749d14be3c0a1170d19 \
+    --hash=sha256:891ab4713419217b2aed7dd106c9200f64e6a82226775a0d2ebd6bef2ebd1747 \
+    --hash=sha256:8b0e36d845e8b6f50949b6b65fc6cd279f47a1944582ed4ec8258cd136d89a64 \
+    --hash=sha256:8d5350c3590af09c1703dd60ec78a7370c0186e11eaafb9dda025a30eee6492d \
+    --hash=sha256:94ded4540cac9125eaa8ddf5f651a7ec0da6f5b9f248fe0347b597098f8ec14c \
+    --hash=sha256:951b228ecf66def855d22e006ab9a1fc12535111ae7db2ec576c728f8ddb39e8 \
+    --hash=sha256:95ef3866631c6da9ce1fc0f1e17b90c4c0aa6d041fc70a11bc90733aee122e1a \
+    --hash=sha256:9aa1765054245bb01a37f615503290d4e207e3fd59226e78341afb587e9c1236 \
+    --hash=sha256:9ccd657873b7f964711447d004563a2bc08d1476d7a1afcad310f3713e6f50f4 \
+    --hash=sha256:9e03b3d486eb39f5d3f562839f59094dcee30c4039359ea15768dc2214d9e07c \
+    --hash=sha256:9e60a30aa0909435ec4ea2a3c53e8e1b50ac9f640c0e9fe3f21fd248a22f06c5 \
+    --hash=sha256:9fa7c7e1bee9278fc4f5dd8275bc8d25493281a8ec6c61959e37cc46acf02007 \
+    --hash=sha256:ab8e3793b239db021a18782a5823fcdea63b9fe75d0e340957f5828ef55fcc02 \
+    --hash=sha256:ac8cda531fe55be838a17c62c806824472bb962b3afa47ecbd59b27b78496f4e \
+    --hash=sha256:b2be3fa5f4efaf16ee7c77d0556abca35f5a18ad4ac06f0ef3904c3399010ce9 \
+    --hash=sha256:b828235d26c1e35aca4107039802ae4b1411be0fe0367dd5b7e4d90e562fcbcd \
+    --hash=sha256:b8af75fe20d381dd5bcc9db2e86a86d7fcfbf615383a7147b85da97c1182225b \
+    --hash=sha256:ba49c14222d5e5c0ee394495a8655e991dc06cbca5398153aefa5ac08cd6ccd7 \
+    --hash=sha256:c8ef36a0df38d2dc9d907f6617f89e113c5892e0a35f58f45f75901af0ce7d81 \
+    --hash=sha256:cbfee35c711046b15147b0ae7db9b976f01c9520e6636d992cd9e69e5e2b03b1 \
+    --hash=sha256:ce9646e17fa7c3e2e7a87e696c7de66512c2b4f789a8db95c613588985a2e139 \
+    --hash=sha256:d3ffc6b0efe79e08fd947605fd598515aebefe45e50432dc3b5cd437df8b1ada \
+    --hash=sha256:d88b46bb0dce9f74b6817bc1758ff2125e1ca9e1377d62ea35b6896142ab6825 \
+    --hash=sha256:da0af328373f97ed9bdfea24549ac1b944096a5a71b30e41c9b8b53ab3eec04a \
+    --hash=sha256:da815b9263947ac98d088b6414ac83507809a1d385e4632d9489867228d6d81c \
+    --hash=sha256:e1c99544b6a7d40ca22195563b6d8bc3986ee8bb82f272f31f0670fe9440c869 \
+    --hash=sha256:e75ad48c3cca739f580b5e14c052993eb644c7fa5b4c90aa51193280b30875ae \
+    --hash=sha256:f4c7dd22cf7f36aafe772f3d88656559205c3af1b7900adfccb70edeb0d2abc4 \
+    --hash=sha256:f76bc12c583ab01e73ba0ea585465a41e48d968f6d1311b4daec4f8654e356e3 \
+    --hash=sha256:fc5c500966bf48913f795f1984704e6d452ba2414207b15e1f8c339a059d5b16 \
+    --hash=sha256:feff14b63a6d86c1eee33a57f77573649f2550935981625be7ff3cb7342efe05 \
+    --hash=sha256:ff562067485ebdeaef2fa3fe9b1876bc4e7b73762e0a01406ad81e2076edcebf
     # via
     #   -r requirements.in
     #   formulaic
diff --git a/src/mozanalysis/experiment.py b/src/mozanalysis/experiment.py
index 15e8028b..5acbb0a3 100644
--- a/src/mozanalysis/experiment.py
+++ b/src/mozanalysis/experiment.py
@@ -4,7 +4,7 @@
 from __future__ import annotations
 
 import logging
-from enum import Enum
+from enum import StrEnum
 from typing import TYPE_CHECKING, assert_never, cast
 
 import attr
@@ -26,7 +26,7 @@
 logger = logging.getLogger(__name__)
 
 
-class EnrollmentsQueryType(str, Enum):
+class EnrollmentsQueryType(StrEnum):
     CIRRUS = "cirrus"
     FENIX_FALLBACK = "fenix-fallback"
     NORMANDY = "normandy"
diff --git a/src/mozanalysis/types.py b/src/mozanalysis/types.py
index 96ffe934..3d7ffb7d 100644
--- a/src/mozanalysis/types.py
+++ b/src/mozanalysis/types.py
@@ -1,15 +1,15 @@
-from enum import Enum
+from enum import StrEnum
 from typing import TypeAlias
 
 import pandas as pd
 
 
-class ComparativeOption(str, Enum):
+class ComparativeOption(StrEnum):
     INDIVIDUAL = "individual"
     COMPARATIVE = "comparative"
 
 
-class Uplift(str, Enum):
+class Uplift(StrEnum):
     ABSOLUTE = "abs_uplift"
     RELATIVE = "rel_uplift"
 
diff --git a/tests/frequentist_stats/test_linear_model_functions.py b/tests/frequentist_stats/test_linear_model_functions.py
index c806bb4f..3898ea89 100644
--- a/tests/frequentist_stats/test_linear_model_functions.py
+++ b/tests/frequentist_stats/test_linear_model_functions.py
@@ -60,7 +60,6 @@ def test_summarize_one_branch():
     assert np.isclose(actuals["0.975"], high)
 
     index_values = actuals.index.values
-    index_values.sort()
     assert list(index_values) == ["0.025", "0.5", "0.975", "mean"]
 
 
@@ -76,7 +75,6 @@ def test_summarize_univariate():
     assert sorted(result.keys()) == branch_list
     for branch in branch_list:
         index_values = result[branch].index.values
-        index_values.sort()
         assert list(index_values) == ["0.025", "0.5", "0.975", "mean"]
 
     # control