diff --git a/requirements.in b/requirements.in
index 509a01cb..b5cbd1e8 100644
--- a/requirements.in
+++ b/requirements.in
@@ -207,7 +207,7 @@ narwhals==2.15.0
     # via
     #   formulaic
     #   marginaleffects
-numpy==2.4.0
+numpy==2.4.1
     # via
     #   contourpy
     #   db-dtypes
diff --git a/requirements.txt b/requirements.txt
index 9f23ccea..4898def2 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1361,79 +1361,79 @@ narwhals==2.15.0 \
     #   -r requirements.in
     #   formulaic
     #   marginaleffects
-numpy==2.4.0 \
-    --hash=sha256:009bd0ea12d3c784b6639a8457537016ce5172109e585338e11334f6a7bb88ee \
-    --hash=sha256:02a2038eb27f9443a8b266a66911e926566b5a6ffd1a689b588f7f35b81e7dc3 \
-    --hash=sha256:0804a8e4ab070d1d35496e65ffd3cf8114c136a2b81f61dfab0de4b218aacfd5 \
-    --hash=sha256:0feafc9e03128074689183031181fac0897ff169692d8492066e949041096548 \
-    --hash=sha256:1889b3a3f47a7b5bee16bc25a2145bd7cb91897f815ce3499db64c7458b6d91d \
-    --hash=sha256:1d8f9fde5f6dc1b6fc34df8162f3b3079365468703fee7f31d4e0cc8c63baed9 \
-    --hash=sha256:1ee32359fb7543b7b7bd0b2f46294db27e29e7bbdf70541e81b190836cd83ded \
-    --hash=sha256:20c115517513831860c573996e395707aa9fb691eb179200125c250e895fcd93 \
-    --hash=sha256:21555da4ec4a0c942520ead42c3b0dc9477441e085c42b0fbdd6a084869a6f6b \
-    --hash=sha256:23a3e9d1a6f360267e8fbb38ba5db355a6a7e9be71d7fce7ab3125e88bb646c8 \
-    --hash=sha256:2a8b6bb8369abefb8bd1801b054ad50e02b3275c8614dc6e5b0373c305291037 \
-    --hash=sha256:2e284ca13d5a8367e43734148622caf0b261b275673823593e3e3634a6490f83 \
-    --hash=sha256:2f585f52b2baf07ff3356158d9268ea095e221371f1074fadea2f42544d58b4d \
-    --hash=sha256:316b2f2584682318539f0bcaca5a496ce9ca78c88066579ebd11fd06f8e4741e \
-    --hash=sha256:32ed06d0fe9cae27d8fb5f400c63ccee72370599c75e683a6358dd3a4fb50aaf \
-    --hash=sha256:355354388cba60f2132df297e2d53053d4063f79077b67b481d21276d61fc4df \
-    --hash=sha256:35ddc8f4914466e6fc954c76527aa91aa763682a4f6d73249ef20b418fe6effb \
-    --hash=sha256:36667db4d6c1cea79c8930ab72fadfb4060feb4bfe724141cd4bd064d2e5f8ce \
-    --hash=sha256:36cbfb13c152b1c7c184ddac43765db8ad672567e7bafff2cc755a09917ed2e6 \
-    --hash=sha256:39699233bc72dd482da1415dcb06076e32f60eddc796a796c5fb6c5efce94667 \
-    --hash=sha256:39b19251dec4de8ff8496cd0806cbe27bf0684f765abb1f4809554de93785f2d \
-    --hash=sha256:3d857f55e7fdf7c38ab96c4558c95b97d1c685be6b05c249f5fdafcbd6f9899e \
-    --hash=sha256:3de19cfecd1465d0dcf8a5b5ea8b3155b42ed0b639dba4b71e323d74f2a3be5e \
-    --hash=sha256:3f3096405acc48887458bbf9f6814d43785ac7ba2a57ea6442b581dedbc60ce6 \
-    --hash=sha256:40483b2f2d3ba7aad426443767ff5632ec3156ef09742b96913787d13c336471 \
-    --hash=sha256:413aa561266a4be2d06cd2b9665e89d9f54c543f418773076a76adcf2af08bc7 \
-    --hash=sha256:44aba2f0cafd287871a495fb3163408b0bd25bbce135c6f621534a07f4f7875c \
-    --hash=sha256:49ff32b09f5aa0cd30a20c2b39db3e669c845589f2b7fc910365210887e39344 \
-    --hash=sha256:4d1cfce39e511069b11e67cd0bd78ceff31443b7c9e5c04db73c7a19f572967c \
-    --hash=sha256:57c540ed8fb1f05cb997c6761cd56db72395b0d6985e90571ff660452ade4f98 \
-    --hash=sha256:5f48cb3e88fbc294dc90e215d86fbaf1c852c63dbdb6c3a3e63f45c4b57f7344 \
-    --hash=sha256:5fe44e277225fd3dff6882d86d3d447205d43532c3627313d17e754fb3905a0e \
-    --hash=sha256:60e8c196cd82cbbd4f130b5290007e13e6de3eca79f0d4d38014769d96a7c475 \
-    --hash=sha256:65167da969cd1ec3a1df31cb221ca3a19a8aaa25370ecb17d428415e93c1935e \
-    --hash=sha256:680060061adb2d74ce352628cb798cfdec399068aa7f07ba9fb818b2b3305f98 \
-    --hash=sha256:6bbaebf0d11567fa8926215ae731e1d58e6ec28a8a25235b8a47405d301332db \
-    --hash=sha256:6c05483c3136ac4c91b4e81903cb53a8707d316f488124d0398499a4f8e8ef51 \
-    --hash=sha256:6dc8b7e2f4eb184b37655195f421836cfae6f58197b67e3ffc501f1333d993fa \
-    --hash=sha256:6e504f7b16118198f138ef31ba24d985b124c2c469fe8467007cf30fd992f934 \
-    --hash=sha256:74623f2ab5cc3f7c886add4f735d1031a1d2be4a4ae63c0546cfd74e7a31ddf6 \
-    --hash=sha256:77f0d13fa87036d7553bf81f0e1fe3ce68d14c9976c9851744e4d3e91127e95f \
-    --hash=sha256:85eef4cb5625c47ee6425c58a3502555e10f45ee973da878ac8248ad58c136f3 \
-    --hash=sha256:882567b7ae57c1b1a0250208cc21a7976d8cbcc49d5a322e607e6f09c9e0bd53 \
-    --hash=sha256:8b986403023c8f3bf8f487c2e6186afda156174d31c175f747d8934dfddf3479 \
-    --hash=sha256:8cfa5f29a695cb7438965e6c3e8d06e0416060cf0d709c1b1c1653a939bf5c2a \
-    --hash=sha256:8eafe7c36c8430b7794edeab3087dec7bf31d634d92f2af9949434b9d1964cba \
-    --hash=sha256:9198f447e1dc5647d07c9a6bbe2063cc0132728cc7175b39dbc796da5b54920d \
-    --hash=sha256:92190db305a6f48734d3982f2c60fa30d6b5ee9bff10f2887b930d7b40119f4c \
-    --hash=sha256:927ccf5cd17c48f801f4ed43a7e5673a2724bd2171460be3e3894e6e332ef83a \
-    --hash=sha256:98e81648e0b36e325ab67e46b5400a7a6d4a22b8a7c8e8bbfe20e7db7906bf95 \
-    --hash=sha256:9a818668b674047fd88c4cddada7ab8f1c298812783e8328e956b78dc4807f9f \
-    --hash=sha256:a152d86a3ae00ba5f47b3acf3b827509fd0b6cb7d3259665e63dafbad22a75ea \
-    --hash=sha256:a2718c1de8504121714234b6f8241d0019450353276c88b9453c9c3d92e101db \
-    --hash=sha256:a39fb973a726e63223287adc6dafe444ce75af952d711e400f3bf2b36ef55a7b \
-    --hash=sha256:a899699294f28f7be8992853c0c60741f16ff199205e2e6cdca155762cbaa59d \
-    --hash=sha256:a8fdfed3deaf1928fb7667d96e0567cdf58c2b370ea2ee7e586aa383ec2cb346 \
-    --hash=sha256:aabb081ca0ec5d39591fc33018cd4b3f96e1a2dd6756282029986d00a785fba4 \
-    --hash=sha256:b1f5b45829ac1848893f0ddf5cb326110604d6df96cdc255b0bf9edd154104d4 \
-    --hash=sha256:b48e35f4ab6f6a7597c46e301126ceba4c44cd3280e3750f85db48b082624fa4 \
-    --hash=sha256:b54c83f1c0c0f1d748dca0af516062b8829d53d1f0c402be24b4257a9c48ada6 \
-    --hash=sha256:ba0cb30acd3ef11c94dc27fbfba68940652492bc107075e7ffe23057f9425681 \
-    --hash=sha256:bb50ce5fb202a26fd5404620e7ef820ad1ab3558b444cb0b55beb7ef66cd2d63 \
-    --hash=sha256:c95eb6db2884917d86cde0b4d4cf31adf485c8ec36bf8696dd66fa70de96f36b \
-    --hash=sha256:d0ffd9e2e4441c96a9c91ec1783285d80bf835b677853fc2770a89d50c1e48ac \
-    --hash=sha256:d57b5046c120561ba8fa8e4030fbb8b822f3063910fa901ffadf16e2b7128ad6 \
-    --hash=sha256:d9e6a7664ddd9746e20b7325351fe1a8408d0a2bf9c63b5e898290ddc8f09544 \
-    --hash=sha256:dc578891de1db95b2a35001b695451767b580bb45753717498213c5ff3c41d63 \
-    --hash=sha256:e0434aa22c821f44eeb4c650b81c7fbdd8c0122c6c4b5a576a76d5a35625ecd9 \
-    --hash=sha256:e06a922a469cae9a57100864caf4f8a97a1026513793969f8ba5b63137a35d25 \
-    --hash=sha256:e493962256a38f58283de033d8af176c5c91c084ea30f15834f7545451c42059 \
-    --hash=sha256:ecb0019d44f4cdb50b676c5d0cb4b1eae8e15d1ed3d3e6639f986fc92b2ec52c \
-    --hash=sha256:f935c4493eda9069851058fa0d9e39dbf6286be690066509305e52912714dbb2
+numpy==2.4.1 \
+    --hash=sha256:0093e85df2960d7e4049664b26afc58b03236e967fb942354deef3208857a04c \
+    --hash=sha256:09aa8a87e45b55a1c2c205d42e2808849ece5c484b2aab11fecabec3841cafba \
+    --hash=sha256:0cce2a669e3c8ba02ee563c7835f92c153cf02edff1ae05e1823f1dde21b16a5 \
+    --hash=sha256:0e6e8f9d9ecf95399982019c01223dc130542960a12edfa8edd1122dfa66a8a8 \
+    --hash=sha256:0f118ce6b972080ba0758c6087c3617b5ba243d806268623dc34216d69099ba0 \
+    --hash=sha256:178de8f87948163d98a4c9ab5bee4ce6519ca918926ec8df195af582de28544d \
+    --hash=sha256:18e14c4d09d55eef39a6ab5b08406e84bc6869c1e34eef45564804f90b7e0574 \
+    --hash=sha256:2023ef86243690c2791fd6353e5b4848eedaa88ca8a2d129f462049f6d484696 \
+    --hash=sha256:20d4649c773f66cc2fc36f663e091f57c3b7655f936a4c681b4250855d1da8f5 \
+    --hash=sha256:2302dc0224c1cbc49bb94f7064f3f923a971bfae45c33870dcbff63a2a550505 \
+    --hash=sha256:26f0bcd9c79a00e339565b303badc74d3ea2bd6d52191eeca5f95936cad107d0 \
+    --hash=sha256:297c72b1b98100c2e8f873d5d35fb551fce7040ade83d67dd51d38c8d42a2162 \
+    --hash=sha256:2f44de05659b67d20499cbc96d49f2650769afcb398b79b324bb6e297bfe3844 \
+    --hash=sha256:2ffd257026eb1b34352e749d7cc1678b5eeec3e329ad8c9965a797e08ccba205 \
+    --hash=sha256:382ad67d99ef49024f11d1ce5dcb5ad8432446e4246a4b014418ba3a1175a1f4 \
+    --hash=sha256:3869ea1ee1a1edc16c29bbe3a2f2a4e515cc3a44d43903ad41e0cacdbaf733dc \
+    --hash=sha256:3d1a100e48cb266090a031397863ff8a30050ceefd798f686ff92c67a486753d \
+    --hash=sha256:423797bdab2eeefbe608d7c1ec7b2b4fd3c58d51460f1ee26c7500a1d9c9ee93 \
+    --hash=sha256:42d7dd5fa36d16d52a84f821eb96031836fd405ee6955dd732f2023724d0aa01 \
+    --hash=sha256:49e792ec351315e16da54b543db06ca8a86985ab682602d90c60ef4ff4db2a9c \
+    --hash=sha256:4e53170557d37ae404bf8d542ca5b7c629d6efa1117dac6a83e394142ea0a43f \
+    --hash=sha256:4f1b68ff47680c2925f8063402a693ede215f0257f02596b1318ecdfb1d79e33 \
+    --hash=sha256:4f9c360ecef085e5841c539a9a12b883dff005fbd7ce46722f5e9cef52634d82 \
+    --hash=sha256:529050522e983e00a6c1c6b67411083630de8b57f65e853d7b03d9281b8694d2 \
+    --hash=sha256:52b5f61bdb323b566b528899cc7db2ba5d1015bda7ea811a8bcf3c89c331fa42 \
+    --hash=sha256:538bf4ec353709c765ff75ae616c34d3c3dca1a68312727e8f2676ea644f8509 \
+    --hash=sha256:5adf01965456a664fc727ed69cc71848f28d063217c63e1a0e200a118d5eec9a \
+    --hash=sha256:5b55aa56165b17aaf15520beb9cbd33c9039810e0d9643dd4379e44294c7303e \
+    --hash=sha256:5d558123217a83b2d1ba316b986e9248a1ed1971ad495963d555ccd75dcb1556 \
+    --hash=sha256:5de60946f14ebe15e713a6f22850c2372fa72f4ff9a432ab44aa90edcadaa65a \
+    --hash=sha256:62fea415f83ad8fdb6c20840578e5fbaf5ddd65e0ec6c3c47eda0f69da172510 \
+    --hash=sha256:6436cffb4f2bf26c974344439439c95e152c9a527013f26b3577be6c2ca64295 \
+    --hash=sha256:6461de5113088b399d655d45c3897fa188766415d0f568f175ab071c8873bd73 \
+    --hash=sha256:69e7419c9012c4aaf695109564e3387f1259f001b4326dfa55907b098af082d3 \
+    --hash=sha256:71abbea030f2cfc3092a0ff9f8c8fdefdc5e0bf7d9d9c99663538bb0ecdac0b9 \
+    --hash=sha256:7211b95ca365519d3596a1d8688a95874cc94219d417504d9ecb2df99fa7bfa8 \
+    --hash=sha256:727c6c3275ddefa0dc078524a85e064c057b4f4e71ca5ca29a19163c607be745 \
+    --hash=sha256:79e9e06c4c2379db47f3f6fc7a8652e7498251789bf8ff5bd43bf478ef314ca2 \
+    --hash=sha256:7ad270f438cbdd402c364980317fb6b117d9ec5e226fff5b4148dd9aa9fc6e02 \
+    --hash=sha256:7d5d7999df434a038d75a748275cd6c0094b0ecdb0837342b332a82defc4dc4d \
+    --hash=sha256:8097529164c0f3e32bb89412a0905d9100bf434d9692d9fc275e18dcf53c9344 \
+    --hash=sha256:82c55962006156aeef1629b953fd359064aa47e4d82cfc8e67f0918f7da3344f \
+    --hash=sha256:8361ea4220d763e54cff2fbe7d8c93526b744f7cd9ddab47afeff7e14e8503be \
+    --hash=sha256:899d2c18024984814ac7e83f8f49d8e8180e2fbe1b2e252f2e7f1d06bea92425 \
+    --hash=sha256:8ad35f20be147a204e28b6a0575fbf3540c5e5f802634d4258d55b1ff5facce1 \
+    --hash=sha256:8f085da926c0d491ffff3096f91078cc97ea67e7e6b65e490bc8dcda65663be2 \
+    --hash=sha256:9171a42fcad32dcf3fa86f0a4faa5e9f8facefdb276f54b8b390d90447cff4e2 \
+    --hash=sha256:92a0e65272fd60bfa0d9278e0484c2f52fe03b97aedc02b357f33fe752c52ffb \
+    --hash=sha256:941c2a93313d030f219f3a71fd3d91a728b82979a5e8034eb2e60d394a2b83f9 \
+    --hash=sha256:98b35775e03ab7f868908b524fc0a84d38932d8daf7b7e1c3c3a1b6c7a2c9f15 \
+    --hash=sha256:a1ceafc5042451a858231588a104093474c6a5c57dcc724841f5c888d237d690 \
+    --hash=sha256:a73044b752f5d34d4232f25f18160a1cc418ea4507f5f11e299d8ac36875f8a0 \
+    --hash=sha256:a7870e8c5fc11aef57d6fea4b4085e537a3a60ad2cdd14322ed531fdca68d261 \
+    --hash=sha256:a92f227dbcdc9e4c3e193add1a189a9909947d4f8504c576f4a732fd0b54240a \
+    --hash=sha256:ac08c63cb7779b85e9d5318e6c3518b424bc1f364ac4cb2c6136f12e5ff2dccc \
+    --hash=sha256:b6bcf39112e956594b3331316d90c90c90fb961e39696bda97b89462f5f3943f \
+    --hash=sha256:c0faba4a331195bfa96f93dd9dfaa10b2c7aa8cda3a02b7fd635e588fe821bf5 \
+    --hash=sha256:ce9ce141a505053b3c7bce3216071f3bf5c182b8b28930f14cd24d43932cd2df \
+    --hash=sha256:cf6470d91d34bf669f61d515499859fa7a4c2f7c36434afb70e82df7217933f9 \
+    --hash=sha256:d3703409aac693fa82c0aee023a1ae06a6e9d065dba10f5e8e80f642f1e9d0a2 \
+    --hash=sha256:d3e3087f53e2b4428766b54932644d148613c5a595150533ae7f00dab2f319a8 \
+    --hash=sha256:d3f8f0df9f4b8be57b3bf74a1d087fec68f927a2fab68231fdb442bf2c12e426 \
+    --hash=sha256:d797454e37570cfd61143b73b8debd623c3c0952959adb817dd310a483d58a1b \
+    --hash=sha256:e1a27bb1b2dee45a2a53f5ca6ff2d1a7f135287883a1689e930d44d1ff296c87 \
+    --hash=sha256:e3bd2cb07841166420d2fa7146c96ce00cb3410664cbc1a6be028e456c4ee220 \
+    --hash=sha256:e7b6b5e28bbd47b7532698e5db2fe1db693d84b58c254e4389d99a27bb9b8f6b \
+    --hash=sha256:e867df947d427cdd7a60e3e271729090b0f0df80f5f10ab7dd436f40811699c3 \
+    --hash=sha256:ea66d2b41ca4a1630aae5507ee0a71647d3124d1741980138aa8f28f44dac36e \
+    --hash=sha256:edee228f76ee2dab4579fad6f51f6a305de09d444280109e0f75df247ff21501 \
+    --hash=sha256:f0a90aba7d521e6954670550e561a4cb925713bd944445dbe9e729b71f6cabee \
+    --hash=sha256:f93bc6892fe7b0663e5ffa83b61aab510aacffd58c16e012bb9352d489d90cb7 \
+    --hash=sha256:fb1461c99de4d040666ca0444057b06541e5642f800b71c56e6ea92d6a853a0c
     # via
     #   -r requirements.in
     #   contourpy