diff --git a/pdm.lock b/pdm.lock
index 45b1503..3317215 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -2,10 +2,10 @@
 # It is not intended for manual editing.
 
 [metadata]
-groups = ["default", "dev", "lint", "tests"]
+groups = ["default", "dev", "lint", "nb", "tests"]
 strategy = ["inherit_metadata"]
 lock_version = "4.5.0"
-content_hash = "sha256:bdf47e50c34831d2a97e032e3e32befada0ce63b526995c7ea5e89dc1a8e7572"
+content_hash = "sha256:885e3394c643713ef42f67767d3bf572bc513d882effd594e3cec14db665aa79"
 
 [[metadata.targets]]
 requires_python = ">=3.11"
@@ -29,7 +29,7 @@ name = "anyio"
 version = "4.8.0"
 requires_python = ">=3.9"
 summary = "High level compatibility layer for multiple asynchronous event loop implementations"
-groups = ["dev"]
+groups = ["dev", "nb"]
 dependencies = [
     "exceptiongroup>=1.0.2; python_version < \"3.11\"",
     "idna>=2.8",
@@ -41,6 +41,18 @@ files = [
     {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
 ]
 
+[[package]]
+name = "appnope"
+version = "0.1.4"
+requires_python = ">=3.6"
+summary = "Disable App Nap on macOS >= 10.9"
+groups = ["nb"]
+marker = "platform_system == \"Darwin\""
+files = [
+    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
+]
+
 [[package]]
 name = "argcomplete"
 version = "3.5.3"
@@ -52,17 +64,154 @@ files = [
     {file = "argcomplete-3.5.3.tar.gz", hash = "sha256:c12bf50eded8aebb298c7b7da7a5ff3ee24dffd9f5281867dfe1424b58c55392"},
 ]
 
+[[package]]
+name = "argon2-cffi"
+version = "23.1.0"
+requires_python = ">=3.7"
+summary = "Argon2 for Python"
+groups = ["nb"]
+dependencies = [
+    "argon2-cffi-bindings",
+    "typing-extensions; python_version < \"3.8\"",
+]
+files = [
+    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
+    {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
+]
+
+[[package]]
+name = "argon2-cffi-bindings"
+version = "21.2.0"
+requires_python = ">=3.6"
+summary = "Low-level CFFI bindings for Argon2"
+groups = ["nb"]
+dependencies = [
+    "cffi>=1.0.1",
+]
+files = [
+    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_i686.whl", hash = "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win32.whl", hash = "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win_amd64.whl", hash = "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93"},
+]
+
+[[package]]
+name = "arrow"
+version = "1.3.0"
+requires_python = ">=3.8"
+summary = "Better dates & times for Python"
+groups = ["nb"]
+dependencies = [
+    "python-dateutil>=2.7.0",
+    "types-python-dateutil>=2.8.10",
+]
+files = [
+    {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
+    {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
+]
+
+[[package]]
+name = "asttokens"
+version = "3.0.0"
+requires_python = ">=3.8"
+summary = "Annotate AST trees with source code positions"
+groups = ["nb"]
+files = [
+    {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
+    {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
+]
+
+[[package]]
+name = "async-lru"
+version = "2.0.4"
+requires_python = ">=3.8"
+summary = "Simple LRU cache for asyncio"
+groups = ["nb"]
+dependencies = [
+    "typing-extensions>=4.0.0; python_version < \"3.11\"",
+]
+files = [
+    {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
+    {file = "async_lru-2.0.4-py3-none-any.whl", hash = "sha256:ff02944ce3c288c5be660c42dbcca0742b32c3b279d6dceda655190240b99224"},
+]
+
 [[package]]
 name = "attrs"
 version = "25.1.0"
 requires_python = ">=3.8"
 summary = "Classes Without Boilerplate"
-groups = ["dev"]
+groups = ["dev", "nb"]
 files = [
     {file = "attrs-25.1.0-py3-none-any.whl", hash = "sha256:c75a69e28a550a7e93789579c22aa26b0f5b83b75dc4e08fe092980051e1090a"},
     {file = "attrs-25.1.0.tar.gz", hash = "sha256:1c97078a80c814273a76b2a298a932eb681c87415c11dee0a6921de7f1b02c3e"},
 ]
 
+[[package]]
+name = "babel"
+version = "2.17.0"
+requires_python = ">=3.8"
+summary = "Internationalization utilities"
+groups = ["nb"]
+dependencies = [
+    "pytz>=2015.7; python_version < \"3.9\"",
+]
+files = [
+    {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
+    {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
+]
+
+[[package]]
+name = "beautifulsoup4"
+version = "4.13.3"
+requires_python = ">=3.7.0"
+summary = "Screen-scraping library"
+groups = ["nb"]
+dependencies = [
+    "soupsieve>1.2",
+    "typing-extensions>=4.0.0",
+]
+files = [
+    {file = "beautifulsoup4-4.13.3-py3-none-any.whl", hash = "sha256:99045d7d3f08f91f0d656bc9b7efbae189426cd913d830294a15eefa0ea4df16"},
+    {file = "beautifulsoup4-4.13.3.tar.gz", hash = "sha256:1bd32405dacc920b42b83ba01644747ed77456a65760e285fbc47633ceddaf8b"},
+]
+
+[[package]]
+name = "bleach"
+version = "6.2.0"
+requires_python = ">=3.9"
+summary = "An easy safelist-based HTML-sanitizing tool."
+groups = ["nb"]
+dependencies = [
+    "webencodings",
+]
+files = [
+    {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
+    {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
+]
+
+[[package]]
+name = "bleach"
+version = "6.2.0"
+extras = ["css"]
+requires_python = ">=3.9"
+summary = "An easy safelist-based HTML-sanitizing tool."
+groups = ["nb"]
+dependencies = [
+    "bleach==6.2.0",
+    "tinycss2<1.5,>=1.1.0",
+]
+files = [
+    {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
+    {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
+]
+
 [[package]]
 name = "bracex"
 version = "2.5.post1"
@@ -101,12 +250,109 @@ name = "certifi"
 version = "2025.1.31"
 requires_python = ">=3.6"
 summary = "Python package for providing Mozilla's CA Bundle."
-groups = ["dev"]
+groups = ["dev", "nb"]
 files = [
     {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
     {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
 ]
 
+[[package]]
+name = "cffi"
+version = "1.17.1"
+requires_python = ">=3.8"
+summary = "Foreign Function Interface for Python calling C code."
+groups = ["nb"]
+dependencies = [
+    "pycparser",
+]
+files = [
+    {file = "cffi-1.17.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:a45e3c6913c5b87b3ff120dcdc03f6131fa0065027d0ed7ee6190736a74cd401"},
+    {file = "cffi-1.17.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:30c5e0cb5ae493c04c8b42916e52ca38079f1b235c2f8ae5f4527b963c401caf"},
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+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.4.1"
+requires_python = ">=3.7"
+summary = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+groups = ["nb"]
+files = [
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+]
+
 [[package]]
 name = "click"
 version = "8.1.8"
@@ -127,7 +373,7 @@ name = "colorama"
 version = "0.4.6"
 requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 summary = "Cross-platform colored terminal text."
-groups = ["dev", "tests"]
+groups = ["dev", "nb", "tests"]
 marker = "sys_platform == \"win32\" or platform_system == \"Windows\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
@@ -148,6 +394,20 @@ files = [
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 ]
 
+[[package]]
+name = "comm"
+version = "0.2.2"
+requires_python = ">=3.8"
+summary = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
+groups = ["nb"]
+dependencies = [
+    "traitlets>=4",
+]
+files = [
+    {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"},
+    {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"},
+]
+
 [[package]]
 name = "coverage"
 version = "7.6.11"
@@ -247,6 +507,51 @@ files = [
     {file = "coverage-7.6.11.tar.gz", hash = "sha256:e642e6a46a04e992ebfdabed79e46f478ec60e2c528e1e1a074d63800eda4286"},
 ]
 
+[[package]]
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+version = "1.8.12"
+requires_python = ">=3.8"
+summary = "An implementation of the Debug Adapter Protocol for Python"
+groups = ["nb"]
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+]
+
+[[package]]
+name = "decorator"
+version = "5.1.1"
+requires_python = ">=3.5"
+summary = "Decorators for Humans"
+groups = ["nb"]
+files = [
+    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
+    {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
+]
+
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+summary = "XML bomb protection for Python stdlib modules"
+groups = ["nb"]
+files = [
+    {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
+    {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
+]
+
 [[package]]
 name = "dependency-groups"
 version = "1.3.0"
@@ -283,6 +588,27 @@ files = [
     {file = "execnet-2.1.1.tar.gz", hash = "sha256:5189b52c6121c24feae288166ab41b32549c7e2348652736540b9e6e7d4e72e3"},
 ]
 
+[[package]]
+name = "executing"
+version = "2.2.0"
+requires_python = ">=3.8"
+summary = "Get the currently executing AST node of a frame, and other information"
+groups = ["nb"]
+files = [
+    {file = "executing-2.2.0-py2.py3-none-any.whl", hash = "sha256:11387150cad388d62750327a53d3339fad4888b39a6fe233c3afbb54ecffd3aa"},
+    {file = "executing-2.2.0.tar.gz", hash = "sha256:5d108c028108fe2551d1a7b2e8b713341e2cb4fc0aa7dcf966fa4327a5226755"},
+]
+
+[[package]]
+name = "fastjsonschema"
+version = "2.21.1"
+summary = "Fastest Python implementation of JSON schema"
+groups = ["nb"]
+files = [
+    {file = "fastjsonschema-2.21.1-py3-none-any.whl", hash = "sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667"},
+    {file = "fastjsonschema-2.21.1.tar.gz", hash = "sha256:794d4f0a58f848961ba16af7b9c85a3e88cd360df008c59aac6fc5ae9323b5d4"},
+]
+
 [[package]]
 name = "filelock"
 version = "3.17.0"
@@ -294,12 +620,26 @@ files = [
     {file = "filelock-3.17.0.tar.gz", hash = "sha256:ee4e77401ef576ebb38cd7f13b9b28893194acc20a8e68e18730ba9c0e54660e"},
 ]
 
+[[package]]
+name = "fqdn"
+version = "1.5.1"
+requires_python = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
+summary = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
+groups = ["nb"]
+dependencies = [
+    "cached-property>=1.3.0; python_version < \"3.8\"",
+]
+files = [
+    {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
+    {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
+]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
 requires_python = ">=3.7"
 summary = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-groups = ["dev"]
+groups = ["dev", "nb"]
 dependencies = [
     "typing-extensions; python_version < \"3.8\"",
 ]
@@ -313,7 +653,7 @@ name = "httpcore"
 version = "1.0.7"
 requires_python = ">=3.8"
 summary = "A minimal low-level HTTP client."
-groups = ["dev"]
+groups = ["dev", "nb"]
 dependencies = [
     "certifi",
     "h11<0.15,>=0.13",
@@ -328,7 +668,7 @@ name = "httpx"
 version = "0.28.1"
 requires_python = ">=3.8"
 summary = "The next generation HTTP client."
-groups = ["dev"]
+groups = ["dev", "nb"]
 dependencies = [
     "anyio",
     "certifi",
@@ -345,7 +685,7 @@ name = "idna"
 version = "3.10"
 requires_python = ">=3.6"
 summary = "Internationalized Domain Names in Applications (IDNA)"
-groups = ["dev"]
+groups = ["dev", "nb"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -362,6 +702,116 @@ files = [
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 ]
 
+[[package]]
+name = "ipykernel"
+version = "6.29.5"
+requires_python = ">=3.8"
+summary = "IPython Kernel for Jupyter"
+groups = ["nb"]
+dependencies = [
+    "appnope; platform_system == \"Darwin\"",
+    "comm>=0.1.1",
+    "debugpy>=1.6.5",
+    "ipython>=7.23.1",
+    "jupyter-client>=6.1.12",
+    "jupyter-core!=5.0.*,>=4.12",
+    "matplotlib-inline>=0.1",
+    "nest-asyncio",
+    "packaging",
+    "psutil",
+    "pyzmq>=24",
+    "tornado>=6.1",
+    "traitlets>=5.4.0",
+]
+files = [
+    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
+    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
+]
+
+[[package]]
+name = "ipython"
+version = "8.32.0"
+requires_python = ">=3.10"
+summary = "IPython: Productive Interactive Computing"
+groups = ["nb"]
+dependencies = [
+    "colorama; sys_platform == \"win32\"",
+    "decorator",
+    "exceptiongroup; python_version < \"3.11\"",
+    "jedi>=0.16",
+    "matplotlib-inline",
+    "pexpect>4.3; sys_platform != \"win32\" and sys_platform != \"emscripten\"",
+    "prompt-toolkit<3.1.0,>=3.0.41",
+    "pygments>=2.4.0",
+    "stack-data",
+    "traitlets>=5.13.0",
+    "typing-extensions>=4.6; python_version < \"3.12\"",
+]
+files = [
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+]
+
+[[package]]
+name = "ipywidgets"
+version = "8.1.5"
+requires_python = ">=3.7"
+summary = "Jupyter interactive widgets"
+groups = ["nb"]
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+groups = ["nb"]
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+]
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+groups = ["nb"]
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+]
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 version = "1.4.2"
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+
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+summary = "Identify specific nodes in a JSON document (RFC 6901) "
+groups = ["nb"]
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+groups = ["nb"]
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+    "attrs>=22.2.0",
+    "importlib-resources>=1.4.0; python_version < \"3.9\"",
+    "jsonschema-specifications>=2023.03.6",
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+    "referencing>=0.28.4",
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+summary = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+groups = ["nb"]
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+]
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+summary = "An implementation of JSON Schema validation for Python"
+groups = ["nb"]
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+    "fqdn",
+    "idna",
+    "isoduration",
+    "jsonpointer>1.13",
+    "jsonschema==4.23.0",
+    "rfc3339-validator",
+    "rfc3986-validator>0.1.0",
+    "uri-template",
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+]
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+groups = ["nb"]
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+groups = ["nb"]
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+    "pywin32>=300; sys_platform == \"win32\" and platform_python_implementation != \"PyPy\"",
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+groups = ["nb"]
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+    "packaging",
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+    "overrides>=5.0",
+    "packaging>=22.0",
+    "prometheus-client>=0.9",
+    "pywinpty>=2.0.1; os_name == \"nt\"",
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+groups = ["nb"]
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+    "terminado>=0.8.3",
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+groups = ["nb"]
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+    "httpx>=0.25.0",
+    "importlib-metadata>=4.8.3; python_version < \"3.10\"",
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+    "jupyter-core",
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+    "tomli>=1.2.2; python_version < \"3.11\"",
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+groups = ["nb"]
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+requires_python = ">=3.8"
+summary = "A set of server components for JupyterLab and JupyterLab like applications."
+groups = ["nb"]
+dependencies = [
+    "babel>=2.10",
+    "importlib-metadata>=4.8.3; python_version < \"3.10\"",
+    "jinja2>=3.0.3",
+    "json5>=0.9.0",
+    "jsonschema>=4.18.0",
+    "jupyter-server<3,>=1.21",
+    "packaging>=21.3",
+    "requests>=2.31",
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+]
+
+[[package]]
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+version = "3.0.13"
+requires_python = ">=3.7"
+summary = "Jupyter interactive widgets for JupyterLab"
+groups = ["nb"]
+files = [
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+
 [[package]]
 name = "mako"
 version = "1.3.9"
@@ -420,7 +1138,7 @@ name = "markupsafe"
 version = "3.0.2"
 requires_python = ">=3.9"
 summary = "Safely add untrusted strings to HTML/XML markup."
-groups = ["dev"]
+groups = ["dev", "nb"]
 files = [
     {file = "MarkupSafe-3.0.2-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:9025b4018f3a1314059769c7bf15441064b2207cb3f065e6ea1e7359cb46db9d"},
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@@ -465,6 +1183,20 @@ files = [
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 ]
 
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+version = "0.1.7"
+requires_python = ">=3.8"
+summary = "Inline Matplotlib backend for Jupyter"
+groups = ["nb"]
+dependencies = [
+    "traitlets",
+]
+files = [
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+    {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
+]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -476,6 +1208,107 @@ files = [
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
 ]
 
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+requires_python = ">=3.8"
+summary = "A sane and fast Markdown parser with useful plugins and renderers"
+groups = ["nb"]
+dependencies = [
+    "typing-extensions; python_version < \"3.11\"",
+]
+files = [
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+    {file = "mistune-3.1.2.tar.gz", hash = "sha256:733bf018ba007e8b5f2d3a9eb624034f6ee26c4ea769a98ec533ee111d504dff"},
+]
+
+[[package]]
+name = "nbclient"
+version = "0.10.2"
+requires_python = ">=3.9.0"
+summary = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+groups = ["nb"]
+dependencies = [
+    "jupyter-client>=6.1.12",
+    "jupyter-core!=5.0.*,>=4.12",
+    "nbformat>=5.1",
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+
+[[package]]
+name = "nbconvert"
+version = "7.16.6"
+requires_python = ">=3.8"
+summary = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
+groups = ["nb"]
+dependencies = [
+    "beautifulsoup4",
+    "bleach[css]!=5.0.0",
+    "defusedxml",
+    "importlib-metadata>=3.6; python_version < \"3.10\"",
+    "jinja2>=3.0",
+    "jupyter-core>=4.7",
+    "jupyterlab-pygments",
+    "markupsafe>=2.0",
+    "mistune<4,>=2.0.3",
+    "nbclient>=0.5.0",
+    "nbformat>=5.7",
+    "packaging",
+    "pandocfilters>=1.4.1",
+    "pygments>=2.4.1",
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+requires_python = ">=3.8"
+summary = "The Jupyter Notebook format"
+groups = ["nb"]
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+    "jsonschema>=2.6",
+    "jupyter-core!=5.0.*,>=4.12",
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+requires_python = ">=3.5"
+summary = "Patch asyncio to allow nested event loops"
+groups = ["nb"]
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+    {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
+]
+
+[[package]]
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+version = "0.2.4"
+requires_python = ">=3.7"
+summary = "A shim layer for notebook traits and config"
+groups = ["nb"]
+dependencies = [
+    "jupyter-server<3,>=1.8",
+]
+files = [
+    {file = "notebook_shim-0.2.4-py3-none-any.whl", hash = "sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef"},
+    {file = "notebook_shim-0.2.4.tar.gz", hash = "sha256:b4b2cfa1b65d98307ca24361f5b30fe785b53c3fd07b7a47e89acb5e6ac638cb"},
+]
+
 [[package]]
 name = "nox"
 version = "2025.2.9"
@@ -558,12 +1391,26 @@ files = [
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 ]
 
+[[package]]
+name = "overrides"
+version = "7.7.0"
+requires_python = ">=3.6"
+summary = "A decorator to automatically detect mismatch when overriding a method."
+groups = ["nb"]
+dependencies = [
+    "typing; python_version < \"3.5\"",
+]
+files = [
+    {file = "overrides-7.7.0-py3-none-any.whl", hash = "sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49"},
+    {file = "overrides-7.7.0.tar.gz", hash = "sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a"},
+]
+
 [[package]]
 name = "packaging"
 version = "24.2"
 requires_python = ">=3.8"
 summary = "Core utilities for Python packages"
-groups = ["dev", "tests"]
+groups = ["dev", "nb", "tests"]
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
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@@ -614,6 +1461,28 @@ files = [
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 ]
 
+[[package]]
+name = "pandocfilters"
+version = "1.5.1"
+requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+summary = "Utilities for writing pandoc filters in python"
+groups = ["nb"]
+files = [
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+    {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"},
+]
+
+[[package]]
+name = "parso"
+version = "0.8.4"
+requires_python = ">=3.6"
+summary = "A Python Parser"
+groups = ["nb"]
+files = [
+    {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
+    {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
+]
+
 [[package]]
 name = "pdoc3"
 version = "0.11.5"
@@ -629,12 +1498,26 @@ files = [
     {file = "pdoc3-0.11.5.tar.gz", hash = "sha256:fc40607e3f46860ba42c02d30075fe1a52c039b77ffa8e86c1cbc4a8078841b3"},
 ]
 
+[[package]]
+name = "pexpect"
+version = "4.9.0"
+summary = "Pexpect allows easy control of interactive console applications."
+groups = ["nb"]
+marker = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
+dependencies = [
+    "ptyprocess>=0.5",
+]
+files = [
+    {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
+    {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
+]
+
 [[package]]
 name = "platformdirs"
 version = "4.3.6"
 requires_python = ">=3.8"
 summary = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
-groups = ["dev"]
+groups = ["dev", "nb"]
 files = [
     {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
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@@ -651,12 +1534,23 @@ files = [
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 ]
 
+[[package]]
+name = "prometheus-client"
+version = "0.21.1"
+requires_python = ">=3.8"
+summary = "Python client for the Prometheus monitoring system."
+groups = ["nb"]
+files = [
+    {file = "prometheus_client-0.21.1-py3-none-any.whl", hash = "sha256:594b45c410d6f4f8888940fe80b5cc2521b305a1fafe1c58609ef715a001f301"},
+    {file = "prometheus_client-0.21.1.tar.gz", hash = "sha256:252505a722ac04b0456be05c05f75f45d760c2911ffc45f2a06bcaed9f3ae3fb"},
+]
+
 [[package]]
 name = "prompt-toolkit"
 version = "3.0.50"
 requires_python = ">=3.8.0"
 summary = "Library for building powerful interactive command lines in Python"
-groups = ["dev"]
+groups = ["dev", "nb"]
 dependencies = [
     "wcwidth",
 ]
@@ -665,6 +1559,55 @@ files = [
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 ]
 
+[[package]]
+name = "psutil"
+version = "7.0.0"
+requires_python = ">=3.6"
+summary = "Cross-platform lib for process and system monitoring in Python.  NOTE: the syntax of this script MUST be kept compatible with Python 2.7."
+groups = ["nb"]
+files = [
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+    {file = "psutil-7.0.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:39db632f6bb862eeccf56660871433e111b6ea58f2caea825571951d4b6aa3da"},
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+    {file = "psutil-7.0.0-cp37-abi3-win32.whl", hash = "sha256:ba3fcef7523064a6c9da440fc4d6bd07da93ac726b5733c29027d7dc95b39d99"},
+    {file = "psutil-7.0.0-cp37-abi3-win_amd64.whl", hash = "sha256:4cf3d4eb1aa9b348dec30105c55cd9b7d4629285735a102beb4441e38db90553"},
+    {file = "psutil-7.0.0.tar.gz", hash = "sha256:7be9c3eba38beccb6495ea33afd982a44074b78f28c434a1f51cc07fd315c456"},
+]
+
+[[package]]
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+summary = "Run a subprocess in a pseudo terminal"
+groups = ["nb"]
+marker = "sys_platform != \"win32\" and sys_platform != \"emscripten\" or os_name != \"nt\""
+files = [
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+    {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
+]
+
+[[package]]
+name = "pure-eval"
+version = "0.2.3"
+summary = "Safely evaluate AST nodes without side effects"
+groups = ["nb"]
+files = [
+    {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"},
+    {file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"},
+]
+
+[[package]]
+name = "pycparser"
+version = "2.22"
+requires_python = ">=3.8"
+summary = "C parser in Python"
+groups = ["nb"]
+files = [
+    {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
+    {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
+]
+
 [[package]]
 name = "pydantic"
 version = "2.10.6"
@@ -756,7 +1699,7 @@ name = "pygments"
 version = "2.19.1"
 requires_python = ">=3.8"
 summary = "Pygments is a syntax highlighting package written in Python."
-groups = ["dev"]
+groups = ["dev", "nb"]
 files = [
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@@ -816,7 +1759,7 @@ name = "python-dateutil"
 version = "2.9.0.post0"
 requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 summary = "Extensions to the standard Python datetime module"
-groups = ["default"]
+groups = ["default", "nb"]
 dependencies = [
     "six>=1.5",
 ]
@@ -836,6 +1779,20 @@ files = [
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 ]
 
+[[package]]
+name = "python-json-logger"
+version = "3.2.1"
+requires_python = ">=3.8"
+summary = "JSON Log Formatter for the Python Logging Package"
+groups = ["nb"]
+dependencies = [
+    "typing-extensions; python_version < \"3.10\"",
+]
+files = [
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+    {file = "python_json_logger-3.2.1.tar.gz", hash = "sha256:8eb0554ea17cb75b05d2848bc14fb02fbdbd9d6972120781b974380bfa162008"},
+]
+
 [[package]]
 name = "pytz"
 version = "2025.1"
@@ -846,6 +1803,134 @@ files = [
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 ]
 
+[[package]]
+name = "pywin32"
+version = "308"
+summary = "Python for Window Extensions"
+groups = ["nb"]
+marker = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""
+files = [
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+requires_python = ">=3.9"
+summary = "Pseudo terminal support for Windows from Python."
+groups = ["nb"]
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+    "executing>=1.2.0",
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+groups = ["nb"]
+dependencies = [
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+    "pywinpty>=1.1.0; os_name == \"nt\"",
+    "tornado>=6.1.0",
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 version = "3.5.0"
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+groups = ["nb"]
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+
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 version = "0.13.2"
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+summary = "Typing stubs for python-dateutil"
+groups = ["nb"]
+files = [
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+requires_python = ">=3.7"
+summary = "RFC 6570 URI Template Processor"
+groups = ["nb"]
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+groups = ["nb"]
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 version = "20.29.2"
@@ -1100,7 +2447,7 @@ files = [
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 version = "0.2.13"
 summary = "Measures the displayed width of unicode strings in a terminal"
-groups = ["dev"]
+groups = ["dev", "nb"]
 dependencies = [
     "backports-functools-lru-cache>=1.2.1; python_version < \"3.2\"",
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@@ -1109,6 +2456,49 @@ files = [
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+summary = "A library for working with the color formats defined by HTML and CSS."
+groups = ["nb"]
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+summary = "Character encoding aliases for legacy web content"
+groups = ["nb"]
+files = [
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+requires_python = ">=3.8"
+summary = "WebSocket client for Python with low level API options"
+groups = ["nb"]
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+
+[[package]]
+name = "widgetsnbextension"
+version = "4.0.13"
+requires_python = ">=3.7"
+summary = "Jupyter interactive widgets for Jupyter Notebook"
+groups = ["nb"]
+files = [
+    {file = "widgetsnbextension-4.0.13-py3-none-any.whl", hash = "sha256:74b2692e8500525cc38c2b877236ba51d34541e6385eeed5aec15a70f88a6c71"},
+    {file = "widgetsnbextension-4.0.13.tar.gz", hash = "sha256:ffcb67bc9febd10234a362795f643927f4e0c05d9342c727b65d2384f8feacb6"},
+]
+
 [[package]]
 name = "xgboost"
 version = "2.1.4"
diff --git a/pyproject.toml b/pyproject.toml
index dfd174c..304a5ce 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -22,7 +22,7 @@ target-version = "py311"
 src = ["src"]
 
 [tool.ruff.format]
-quote-style = "single"
+quote-style = "double"
 skip-magic-trailing-comma = false
 
 [tool.ruff.lint]
@@ -145,3 +145,7 @@ dev = [
     "bump-my-version>=0.32.1",
     "nox>=2025.2.9",
 ]
+nb = [
+    "jupyterlab>=4.3.5",
+    "ipywidgets>=8.1.5",
+]