diff --git a/poetry.lock b/poetry.lock
index be3dd5ed..fcea2d75 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -7,7 +7,7 @@ description = "Abseil Python Common Libraries, see https://github.com/abseil/abs
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "absl_py-2.4.0-py3-none-any.whl", hash = "sha256:88476fd881ca8aab94ffa78b7b6c632a782ab3ba1cd19c9bd423abc4fb4cd28d"},
     {file = "absl_py-2.4.0.tar.gz", hash = "sha256:8c6af82722b35cf71e0f4d1d47dcaebfff286e27110a99fc359349b247dfb5d4"},
@@ -271,7 +271,7 @@ description = "An AST unparser for Python"
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"},
     {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"},
@@ -381,14 +381,14 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2026.10.19"
+version = "2026.10.23"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
-    {file = "certifi-2026.10.19-py3-none-any.whl", hash = "sha256:42d35340cc5b9ba78e818ddbff0c5b1c2b779de448a340fd1b989f5fa8670e1b"},
-    {file = "certifi-2026.10.19.tar.gz", hash = "sha256:035c1e85572b141bf1c3a3eff0e33a8eb74917522f2559075ff8d2fea780a1ae"},
+    {file = "certifi-2026.10.23-py3-none-any.whl", hash = "sha256:e9b54de76e530bb6cf0ccd036787103acb58fd42ba930ea8bf948ddbaa2f61d1"},
+    {file = "certifi-2026.10.23.tar.gz", hash = "sha256:a9895e6e2758b371e0545e321a3a8fd1fcfd9829ada8824a936dfb16aaaf36cd"},
 ]
 
 [[package]]
@@ -398,7 +398,7 @@ description = "Foreign Function Interface for Python calling C code."
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"linux\" or sys_platform == \"darwin\" or platform_machine == \"x86_64\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and extra == \"ml\" and platform_python_implementation != \"PyPy\" and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\") and (sys_platform == \"linux\" or sys_platform == \"darwin\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\" or python_version == \"3.10\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or sys_platform == \"linux\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\") and platform_python_implementation != \"PyPy\""
 files = [
     {file = "cffi-2.0.0-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44"},
     {file = "cffi-2.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49"},
@@ -690,7 +690,7 @@ description = "cryptography is a package which provides cryptographic recipes an
 optional = true
 python-versions = "!=3.9.0,!=3.9.1,>=3.8"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "cryptography-46.0.6-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8"},
     {file = "cryptography-46.0.6-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30"},
@@ -831,7 +831,7 @@ description = "The FlatBuffers serialization format for Python"
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "flatbuffers-25.12.19-py2.py3-none-any.whl", hash = "sha256:7634f50c427838bb021c2d66a3d1168e9d199b0607e6329399f04846d42e20b4"},
 ]
@@ -998,7 +998,7 @@ description = "Python AST that abstracts the underlying Python version"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "gast-0.4.0-py3-none-any.whl", hash = "sha256:b7adcdd5adbebf1adf17378da5ba3f543684dbec47b1cda1f3997e573cd542c4"},
     {file = "gast-0.4.0.tar.gz", hash = "sha256:40feb7b8b8434785585ab224d1568b857edb18297e5a3047f1ba012bc83b42c1"},
@@ -1011,7 +1011,7 @@ description = "Google Authentication Library"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "google_auth-2.49.1-py3-none-any.whl", hash = "sha256:195ebe3dca18eddd1b3db5edc5189b76c13e96f29e73043b923ebcf3f1a860f7"},
     {file = "google_auth-2.49.1.tar.gz", hash = "sha256:16d40da1c3c5a0533f57d268fe72e0ebb0ae1cc3b567024122651c045d879b64"},
@@ -1040,7 +1040,7 @@ description = "Google Authentication Library"
 optional = true
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "google-auth-oauthlib-1.0.0.tar.gz", hash = "sha256:e375064964820b47221a7e1b7ee1fd77051b6323c3f9e3e19785f78ab67ecfc5"},
     {file = "google_auth_oauthlib-1.0.0-py2.py3-none-any.whl", hash = "sha256:95880ca704928c300f48194d1770cf5b1462835b6e49db61445a520f793fd5fb"},
@@ -1060,7 +1060,7 @@ description = "pasta is an AST-based Python refactoring library"
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "google-pasta-0.2.0.tar.gz", hash = "sha256:c9f2c8dfc8f96d0d5808299920721be30c9eec37f2389f28904f454565c8a16e"},
     {file = "google_pasta-0.2.0-py2-none-any.whl", hash = "sha256:4612951da876b1a10fe3960d7226f0c7682cf901e16ac06e473b267a5afa8954"},
@@ -1094,7 +1094,7 @@ description = "HTTP/2-based RPC framework"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "grpcio-1.80.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:886457a7768e408cdce226ad1ca67d2958917d306523a0e21e1a2fdaa75c9c9c"},
     {file = "grpcio-1.80.0-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:7b641fc3f1dc647bfd80bd713addc68f6d145956f64677e56d9ebafc0bd72388"},
@@ -1172,7 +1172,7 @@ description = "Read and write HDF5 files from Python"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "h5py-3.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e06f864bedb2c8e7c1358e6c73af48519e317457c444d6f3d332bb4e8fa6d7d9"},
     {file = "h5py-3.16.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ec86d4fffd87a0f4cb3d5796ceb5a50123a2a6d99b43e616e5504e66a953eca3"},
@@ -1297,7 +1297,7 @@ description = "Differentiate, compile, and transform Numpy code."
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "jax-0.4.30-py3-none-any.whl", hash = "sha256:289b30ae03b52f7f4baf6ef082a9f4e3e29c1080e22d13512c5ecf02d5f1a55b"},
     {file = "jax-0.4.30.tar.gz", hash = "sha256:94d74b5b2db0d80672b61d83f1f63ebf99d2ab7398ec12b2ca0c9d1e97afe577"},
@@ -1329,7 +1329,7 @@ description = "XLA library for JAX"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "jaxlib-0.4.30-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:c40856e28f300938c6824ab1a615166193d6997dec946578823f6d402ad454e5"},
     {file = "jaxlib-0.4.30-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4bdfda6a3c7a2b0cc0a7131009eb279e98ca4a6f25679fabb5302dd135a5e349"},
@@ -1442,7 +1442,7 @@ description = "Clang Python Bindings, mirrored from the official LLVM repo: http
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "libclang-18.1.1-1-py2.py3-none-macosx_11_0_arm64.whl", hash = "sha256:0b2e143f0fac830156feb56f9231ff8338c20aecfe72b4ffe96f19e5a1dbb69a"},
     {file = "libclang-18.1.1-py2.py3-none-macosx_10_9_x86_64.whl", hash = "sha256:6f14c3f194704e5d09769108f03185fce7acaf1d1ae4bbb2f30a72c2400cb7c5"},
@@ -1613,7 +1613,7 @@ description = "Python implementation of John Gruber's Markdown."
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "markdown-3.10.2-py3-none-any.whl", hash = "sha256:e91464b71ae3ee7afd3017d9f358ef0baf158fd9a298db92f1d4761133824c36"},
     {file = "markdown-3.10.2.tar.gz", hash = "sha256:994d51325d25ad8aa7ce4ebaec003febcce822c3f8c911e3b17c52f7f589f950"},
@@ -1741,7 +1741,7 @@ description = "ml_dtypes is a stand-alone implementation of several NumPy dtype
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "ml_dtypes-0.5.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b95e97e470fe60ed493fd9ae3911d8da4ebac16bd21f87ffa2b7c588bf22ea2c"},
     {file = "ml_dtypes-0.5.4-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b4b801ebe0b477be666696bda493a9be8356f1f0057a57f1e35cd26928823e5a"},
@@ -1979,14 +1979,14 @@ files = [
 
 [[package]]
 name = "nltk"
-version = "3.10.3"
+version = "3.10.4"
 description = "Natural Language Toolkit"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "nltk-3.10.3-py3-none-any.whl", hash = "sha256:ff9598a8e20518ee0d557745890cc4435b9578489e2dcbc69c4f81fa060caf7c"},
-    {file = "nltk-3.10.3.tar.gz", hash = "sha256:bb9327a461c3811c2fa4900e03840401f2126adfb30c0072827c433bd2444ea4"},
+    {file = "nltk-3.10.4-py3-none-any.whl", hash = "sha256:769ba5413f265b7d3e87cd163cc28efa01e29eeef8bb6080bc907949d9fcfb51"},
+    {file = "nltk-3.10.4.tar.gz", hash = "sha256:44679f4e9220abfd496d2c8cdb22f8425ccbe557604f9aa5cacb1c44003dabc1"},
 ]
 
 [package.dependencies]
@@ -2049,7 +2049,7 @@ description = "A generic, spec-compliant, thorough implementation of the OAuth r
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "oauthlib-3.3.1-py3-none-any.whl", hash = "sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1"},
     {file = "oauthlib-3.3.1.tar.gz", hash = "sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9"},
@@ -2082,7 +2082,7 @@ description = "Path optimization of einsum functions."
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "opt_einsum-3.4.0-py3-none-any.whl", hash = "sha256:69bb92469f86a1565195ece4ac0323943e83477171b91d24c35afe028a90d7cd"},
     {file = "opt_einsum-3.4.0.tar.gz", hash = "sha256:96ca72f1b886d148241348783498194c577fa30a8faac108586b14f1ba4473ac"},
@@ -2284,7 +2284,7 @@ description = ""
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "protobuf-4.25.9-cp310-abi3-win32.whl", hash = "sha256:bde396f568b0b46fc8fbfe9f02facf25b6755b2578a3b8ac61e74b9d69499e03"},
     {file = "protobuf-4.25.9-cp310-abi3-win_amd64.whl", hash = "sha256:3683c05154252206f7cb2d371626514b3708199d9bcf683b503dabf3a2e38e06"},
@@ -2333,7 +2333,7 @@ description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "pyasn1-0.6.3-py3-none-any.whl", hash = "sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde"},
     {file = "pyasn1-0.6.3.tar.gz", hash = "sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf"},
@@ -2346,7 +2346,7 @@ description = "A collection of ASN.1-based protocols modules"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "pyasn1_modules-0.4.2-py3-none-any.whl", hash = "sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a"},
     {file = "pyasn1_modules-0.4.2.tar.gz", hash = "sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6"},
@@ -2374,7 +2374,7 @@ description = "C parser in Python"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"linux\" or sys_platform == \"darwin\" or platform_machine == \"x86_64\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and extra == \"ml\" and platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\" and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or sys_platform == \"linux\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\") and platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\""
 files = [
     {file = "pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992"},
     {file = "pycparser-3.0.tar.gz", hash = "sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29"},
@@ -2850,7 +2850,7 @@ description = "OAuthlib authentication support for Requests."
 optional = true
 python-versions = ">=3.4"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
     {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
@@ -3113,7 +3113,7 @@ description = "TensorBoard lets you watch Tensors Flow"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "tensorboard-2.12.3-py3-none-any.whl", hash = "sha256:b4a69366784bc347e02fbe7d847e01896a649ca52f8948a11005e205dcf724fb"},
 ]
@@ -3139,7 +3139,7 @@ description = "Fast data loading for TensorBoard"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "tensorboard_data_server-0.7.2-py3-none-any.whl", hash = "sha256:7e0610d205889588983836ec05dc098e80f97b7e7bbff7e994ebb78f578d0ddb"},
     {file = "tensorboard_data_server-0.7.2-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:9fe5d24221b29625dbc7328b0436ca7fc1c23de4acf4d272f1180856e32f9f60"},
@@ -3243,7 +3243,7 @@ description = "TensorFlow Estimator."
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "tensorflow_estimator-2.12.0-py2.py3-none-any.whl", hash = "sha256:59b191bead4883822de3d63ac02ace11a83bfe6c10d64d0c4dfde75a50e60ca1"},
 ]
@@ -3255,7 +3255,7 @@ description = "TensorFlow IO"
 optional = true
 python-versions = "<3.13,>=3.7"
 groups = ["main"]
-markers = "sys_platform == \"linux\" and extra == \"ml\" and platform_system != \"Darwin\" and (platform_machine == \"aarch64\" or platform_machine == \"x86_64\") or sys_platform == \"linux\" and extra == \"ml\" and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\") or python_version == \"3.10\" and extra == \"ml\" and platform_machine == \"x86_64\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") or sys_platform == \"darwin\" and extra == \"ml\" and platform_system != \"Darwin\" and (platform_machine == \"x86_64\" or platform_machine == \"arm64\") or platform_machine == \"x86_64\" and extra == \"ml\" and (sys_platform == \"darwin\" or sys_platform == \"linux\")"
+markers = "sys_platform == \"linux\" and extra == \"ml\" and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\") or extra == \"ml\" and platform_machine == \"x86_64\" and (sys_platform == \"darwin\" or sys_platform == \"linux\") or sys_platform == \"darwin\" and extra == \"ml\" and platform_system != \"Darwin\" and (platform_machine == \"x86_64\" or platform_machine == \"arm64\")"
 files = [
     {file = "tensorflow_io_gcs_filesystem-0.37.1-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:249c12b830165841411ba71e08215d0e94277a49c551e6dd5d72aab54fe5491b"},
     {file = "tensorflow_io_gcs_filesystem-0.37.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:257aab23470a0796978efc9c2bcf8b0bc80f22e6298612a4c0a50d3f4e88060c"},
@@ -3332,7 +3332,7 @@ description = "ANSI color formatting for output in terminal"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "termcolor-3.3.0-py3-none-any.whl", hash = "sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5"},
     {file = "termcolor-3.3.0.tar.gz", hash = "sha256:348871ca648ec6a9a983a13ab626c0acce02f515b9e1983332b17af7979521c5"},
@@ -3519,7 +3519,7 @@ description = "The comprehensive WSGI web application library."
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "werkzeug-3.1.7-py3-none-any.whl", hash = "sha256:4b314d81163a3e1a169b6a0be2a000a0e204e8873c5de6586f453c55688d422f"},
     {file = "werkzeug-3.1.7.tar.gz", hash = "sha256:fb8c01fe6ab13b9b7cdb46892b99b1d66754e1d7ab8e542e865ec13f526b5351"},
@@ -3538,7 +3538,7 @@ description = "Command line tool for manipulating wheel files"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "wheel-0.46.3-py3-none-any.whl", hash = "sha256:4b399d56c9d9338230118d705d9737a2a468ccca63d5e813e2a4fc7815d8bc4d"},
     {file = "wheel-0.46.3.tar.gz", hash = "sha256:e3e79874b07d776c40bd6033f8ddf76a7dad46a7b8aa1b2787a83083519a1803"},
@@ -3557,7 +3557,7 @@ description = "Module for decorators, wrappers and monkey patching."
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "extra == \"ml\" and (sys_platform == \"linux\" or sys_platform == \"darwin\") and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and (platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"arm64\")"
+markers = "(sys_platform == \"darwin\" or sys_platform == \"linux\") and (sys_platform == \"darwin\" or platform_machine == \"x86_64\" or platform_machine == \"aarch64\") and extra == \"ml\" and (sys_platform == \"linux\" or platform_machine == \"x86_64\" or platform_machine == \"arm64\") and (platform_machine == \"x86_64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "wrapt-1.14.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:734de7e0182d15f03eb4f4fce0ff7f07a072119a19cdcc97c40aee96d10fe851"},
     {file = "wrapt-1.14.2-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:851ded3662733bab093297a0adb844c71e7754b8c144f76bb569ac6544a7c27a"},
@@ -3786,4 +3786,4 @@ ml = ["keras", "scikit-learn", "scikit-learn", "tensorflow", "tensorflow", "tens
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10,<3.12"
-content-hash = "51d5b662c4148686df16c7670b2d7dd3ebff157e9b1008ed3e92b555ea9af12a"
+content-hash = "f4e9256645a88d778e839d6447826386161f6917b4569d3f9b88673f17c364b1"
diff --git a/pyproject.toml b/pyproject.toml
index 66ac027d..8e97a4e4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,7 +26,7 @@ dill = "0.3.6"
 ics = "0.6"
 Jinja2 = "3.1.6"
 keras = {version = "2.12.0", optional = true}
-nltk = "3.10.3"
+nltk = "3.10.4"
 numpy = "1.23.5"
 objgraph = "3.4.1"
 prometheus-client = "0.11.0"
@@ -57,7 +57,7 @@ freezegun = "1.1.0"
 lxml = "6.1.0"
 twisted = "26.10.0rc1"
 urllib3 = ">=2.7.0"
-certifi = ">=2024.7.4"
+certifi = ">=2026.10.23"
 aiokafka = ">=0.10.0,<1.0"
 TatSu = "5.8.3"
 python-decouple = "3.4"