diff --git a/.gitignore b/.gitignore
index edef47a..52b01f8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,5 @@
 *.egg-info
 .ipynb_checkpoints/
 .pixi
+.virtual_documents/
 node_modules/
diff --git a/pixi.lock b/pixi.lock
index 6e93627..929ed4f 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -14,10 +14,12 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/astroid-3.2.2-py312h7900ff3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-2.4.1-pyhd8ed1ab_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-23.2.0-pyh71513ae_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/autopep8-2.0.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.14.0-pyhd8ed1ab_0.conda
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@@ -40,13 +42,16 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/noarch/deprecated-1.2.14-pyh1a96a4e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dill-0.3.8-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/distlib-0.3.8-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/docstring-to-markdown-0.15-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.21.2-pyhd8ed1ab_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/linux-64/expat-2.6.2-h59595ed_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/filelock-3.14.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/flake8-7.0.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2
@@ -158,6 +163,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-2.1.5-py312h98912ed_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/mdit-py-plugins-0.4.1-pyhd8ed1ab_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.0.2-pyhd8ed1ab_0.conda
@@ -198,6 +204,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.2.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.5.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pre-commit-3.7.1-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.20.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.42-pyha770c72_0.conda
@@ -206,9 +213,13 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.2-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pycodestyle-2.11.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pydata-sphinx-theme-0.15.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pydocstyle-6.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyflakes-3.2.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.18.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pylint-3.2.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha2e5f31_6.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.12.3-hab00c5b_0_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-constraint-1.4.0-py_0.tar.bz2
@@ -216,7 +227,11 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-lsp-jsonrpc-1.1.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-lsp-server-1.11.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-lsp-server-base-1.11.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.12-4_cp312.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pytoolconfig-1.2.5-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2024.1-pyhd8ed1ab_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-26.0.3-py312h8fd38d8_0.conda
@@ -229,6 +244,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/rope-1.13.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.18.1-py312h4413252_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.0.1-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.12.5-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.4-py312h98912ed_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2024a-h0c530f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ujson-5.10.0-py312h7070661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ukkonen-1.0.1-py312h8572e83_4.conda
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       - conda: https://conda.anaconda.org/conda-forge/linux-64/websockets-12.0-py312h98912ed_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/whatthepatch-1.0.5-pyhd8ed1ab_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h7f98852_2.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/yapf-0.40.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h75354e8_4.conda
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@@ -465,6 +485,21 @@ packages:
   - pkg:pypi/arrow
   size: 100096
   timestamp: 1696129131844
+- kind: conda
+  name: astroid
+  version: 3.2.2
+  build: py312h7900ff3_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/astroid-3.2.2-py312h7900ff3_0.conda
+  sha256: e194bbb0a8c660cf90db67889b179b4e1bef9d324f21096a0c439a17ac8ab519
+  md5: 2acaebd0ea2aeaf38e996bda79545c0b
+  depends:
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  license: LGPL-2.1-or-later
+  license_family: LGPL
+  size: 505913
+  timestamp: 1716193798370
 - kind: conda
   name: asttokens
   version: 2.4.1
@@ -537,6 +572,24 @@ packages:
   - pkg:pypi/attrs
   size: 54582
   timestamp: 1704011393776
+- kind: conda
+  name: autopep8
+  version: 2.0.4
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/autopep8-2.0.4-pyhd8ed1ab_0.conda
+  sha256: 5d9de00093c8757939df773754a76341f908bd7d6aaa65005e8dbae5632bac73
+  md5: 1053857605b5139c8f9818a029a71913
+  depends:
+  - packaging
+  - pycodestyle >=2.10.0
+  - python >=3.6
+  - tomli
+  license: MIT
+  license_family: MIT
+  size: 45709
+  timestamp: 1693061409657
 - kind: conda
   name: babel
   version: 2.14.0
@@ -614,8 +667,8 @@ packages:
   license: Apache-2.0
   license_family: Apache
   purls:
-  - pkg:pypi/html5lib
   - pkg:pypi/bleach
+  - pkg:pypi/html5lib
   size: 131220
   timestamp: 1696630354218
 - kind: conda
@@ -882,8 +935,8 @@ packages:
   license: MIT
   license_family: MIT
   purls:
-  - pkg:pypi/debugpy
   - pkg:pypi/bytecode
+  - pkg:pypi/debugpy
   size: 2079306
   timestamp: 1707444570818
 - kind: conda
@@ -938,6 +991,21 @@ packages:
   - pkg:pypi/deprecated
   size: 14033
   timestamp: 1685233463632
+- kind: conda
+  name: dill
+  version: 0.3.8
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/dill-0.3.8-pyhd8ed1ab_0.conda
+  sha256: 482b5b566ca559119b504c53df12b08f3962a5ef8e48061d62fd58a47f8f2ec4
+  md5: 78745f157d56877a2c6e7b386f66f3e2
+  depends:
+  - python >=3.7
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 88169
+  timestamp: 1706434833883
 - kind: conda
   name: distlib
   version: 0.3.8
@@ -955,6 +1023,20 @@ packages:
   - pkg:pypi/distlib
   size: 274915
   timestamp: 1702383349284
+- kind: conda
+  name: docstring-to-markdown
+  version: '0.15'
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/docstring-to-markdown-0.15-pyhd8ed1ab_0.conda
+  sha256: 0c640c23785f0fb41e4c3dd815cce22efd14230a6ebc08275ce1a484e480e476
+  md5: a3a1e6af2926a3affcd6f2072871f551
+  depends:
+  - python >=3.7
+  license: LGPL-2.1-or-later
+  size: 34061
+  timestamp: 1708563226581
 - kind: conda
   name: docutils
   version: 0.21.2
@@ -1053,6 +1135,24 @@ packages:
   - pkg:pypi/filelock
   size: 15902
   timestamp: 1714422911808
+- kind: conda
+  name: flake8
+  version: 7.0.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/flake8-7.0.0-pyhd8ed1ab_0.conda
+  sha256: fd9256b775551e8b802151dc812833f60565fd284707b969ab6c257a02a36c0b
+  md5: 15bc58c860fc0a9abc26ec902df35252
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+  - pycodestyle >=2.11.0,<2.12.0
+  - pyflakes >=3.2.0,<3.3.0
+  - python >=3.8.1
+  license: MIT
+  license_family: MIT
+  size: 110938
+  timestamp: 1704483964269
 - kind: conda
   name: font-ttf-dejavu-sans-mono
   version: '2.37'
@@ -3154,6 +3254,21 @@ packages:
   - pkg:pypi/matplotlib-inline
   size: 14599
   timestamp: 1713250613726
+- kind: conda
+  name: mccabe
+  version: 0.7.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_0.tar.bz2
+  sha256: 0466ad9490b761e9a8c57fab574fc099136b45fa19a0746ce33acdeb2a84766b
+  md5: 34fc335fc50eef0b5ea708f2b5f54e0c
+  depends:
+  - python >=3.6
+  license: MIT
+  license_family: MIT
+  size: 10909
+  timestamp: 1643049714491
 - kind: conda
   name: mdit-py-plugins
   version: 0.4.1
@@ -3928,6 +4043,21 @@ packages:
   - pkg:pypi/platformdirs
   size: 20572
   timestamp: 1715777739019
+- kind: conda
+  name: pluggy
+  version: 1.5.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.5.0-pyhd8ed1ab_0.conda
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+  md5: d3483c8fc2dc2cc3f5cf43e26d60cabf
+  depends:
+  - python >=3.8
+  license: MIT
+  license_family: MIT
+  size: 23815
+  timestamp: 1713667175451
 - kind: conda
   name: pre-commit
   version: 3.7.1
@@ -4068,6 +4198,21 @@ packages:
   - pkg:pypi/pure-eval
   size: 14551
   timestamp: 1642876055775
+- kind: conda
+  name: pycodestyle
+  version: 2.11.1
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/pycodestyle-2.11.1-pyhd8ed1ab_0.conda
+  sha256: 1bd1199c16514cfbc92c0fdc143a00fc55a3deaf800a62a09ac79294606e567e
+  md5: 29ff12b36df16bb66fdccd4206aaebfb
+  depends:
+  - python >=3.8
+  license: MIT
+  license_family: MIT
+  size: 34318
+  timestamp: 1697203012487
 - kind: conda
   name: pycparser
   version: '2.22'
@@ -4110,6 +4255,38 @@ packages:
   - pkg:pypi/pydata-sphinx-theme
   size: 1375728
   timestamp: 1705630287042
+- kind: conda
+  name: pydocstyle
+  version: 6.3.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/pydocstyle-6.3.0-pyhd8ed1ab_0.conda
+  sha256: 2076385b40e99732a013eff3b8defd88cd848764b9911d8e0d21728fbc89e301
+  md5: 7e23a61a7fbaedfef6eb0e1ac775c8e5
+  depends:
+  - python >=3.8
+  - snowballstemmer >=2.2.0
+  - tomli >=1.2.3
+  license: MIT
+  license_family: MIT
+  size: 39851
+  timestamp: 1673997613432
+- kind: conda
+  name: pyflakes
+  version: 3.2.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/pyflakes-3.2.0-pyhd8ed1ab_0.conda
+  sha256: b1582410fcfa30b3597629e39b688ead87833c4a64f7c4637068f80aa1411d49
+  md5: 0cf7fef6aa123df28adb21a590065e3d
+  depends:
+  - python ==2.7.*|>=3.5
+  license: MIT
+  license_family: MIT
+  size: 58654
+  timestamp: 1704424729210
 - kind: conda
   name: pygments
   version: 2.18.0
@@ -4127,6 +4304,30 @@ packages:
   - pkg:pypi/pygments
   size: 879295
   timestamp: 1714846885370
+- kind: conda
+  name: pylint
+  version: 3.2.3
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/pylint-3.2.3-pyhd8ed1ab_0.conda
+  sha256: 4d67967d4fbcb57859cb2162d1e621fa9cd649e9660448023d68cff440234da6
+  md5: 206e71eea41f956fd1bb606d6b0c87fd
+  depends:
+  - astroid >=3.2.2,<3.3.0-dev0
+  - colorama >=0.4.5
+  - dill >=0.3.7
+  - isort >=4.2.5,<6,!=5.13.0
+  - mccabe >=0.6,<0.8
+  - platformdirs >=2.2.0
+  - python >=3.8.0
+  - tomli >=1.1.0
+  - tomlkit >=0.10.1
+  - typing_extensions >=3.10.0
+  license: GPL-2.0-or-later
+  license_family: GPL
+  size: 351223
+  timestamp: 1717705700460
 - kind: conda
   name: pysocks
   version: 1.7.1
@@ -4263,6 +4464,69 @@ packages:
   - pkg:pypi/python-json-logger
   size: 13383
   timestamp: 1677079727691
+- kind: conda
+  name: python-lsp-jsonrpc
+  version: 1.1.2
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/python-lsp-jsonrpc-1.1.2-pyhd8ed1ab_0.conda
+  sha256: 9d60c2ebce844420946beed1aca571f2bb8001269352c70ff0168a07bdc656e1
+  md5: ff30dbdb341a54947c4fa183900380b7
+  depends:
+  - python >=3.8
+  - ujson >=3.0.0
+  license: MIT
+  license_family: MIT
+  size: 13984
+  timestamp: 1695528516444
+- kind: conda
+  name: python-lsp-server
+  version: 1.11.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/python-lsp-server-1.11.0-pyhd8ed1ab_0.conda
+  sha256: 99b31fe02bf4dafc6f151d8dffd412014f273acd97dadf59476a446269c9646b
+  md5: c1db1a6057f7f2d7299ed2b59c51bd34
+  depends:
+  - autopep8 >=2.0.4,<2.1.0
+  - flake8 >=7.0.0,<8.0.0
+  - mccabe >=0.7.0,<0.8.0
+  - pycodestyle >=2.11.0,<2.12.0
+  - pydocstyle >=6.3.0,<6.4.0
+  - pyflakes >=3.2.0,<3.3.0
+  - pylint >=3.1.0,<4.0.0
+  - python
+  - python-lsp-server-base 1.11.0 pyhd8ed1ab_0
+  - rope >=1.11.0
+  - whatthepatch >=1.0.2,<2.0.0
+  - yapf >=0.33.0
+  license: MIT
+  license_family: MIT
+  size: 7170
+  timestamp: 1711734928412
+- kind: conda
+  name: python-lsp-server-base
+  version: 1.11.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/python-lsp-server-base-1.11.0-pyhd8ed1ab_0.conda
+  sha256: 34fc82a789d94e97e40f57f1e24c3ae276a37cdc548c8ab13bf6001411f58377
+  md5: 6ae8c26c3ebf7d148d7000f7fbad9512
+  depends:
+  - docstring-to-markdown
+  - importlib_metadata >=4.8.3
+  - jedi >=0.17.2,<0.20
+  - pluggy >=1.0.0
+  - python >=3.8
+  - python-lsp-jsonrpc >=1.1.0,<2.0.0
+  - ujson >=3.0.0
+  license: MIT
+  license_family: MIT
+  size: 60864
+  timestamp: 1711734907043
 - kind: conda
   name: python_abi
   version: '3.12'
@@ -4278,6 +4542,24 @@ packages:
   license_family: BSD
   size: 6385
   timestamp: 1695147396604
+- kind: conda
+  name: pytoolconfig
+  version: 1.2.5
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/pytoolconfig-1.2.5-pyhd8ed1ab_0.conda
+  sha256: a76ca96ab4abd3d444917322ff4627961d4114cb1d4e14c4c25f934b38244107
+  md5: 2d6bdf5a69cfcd1fcc7f2b900cb4082f
+  depends:
+  - packaging >=22.0
+  - python >=3.7
+  - tomli >=2.0.1
+  - typing-extensions >=4.4.0
+  license: LGPL-3.0-or-later
+  license_family: LGPL
+  size: 21331
+  timestamp: 1675124885156
 - kind: conda
   name: pytz
   version: '2024.1'
@@ -4510,6 +4792,22 @@ packages:
   - pkg:pypi/rfc3986-validator
   size: 7818
   timestamp: 1598024297745
+- kind: conda
+  name: rope
+  version: 1.13.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/rope-1.13.0-pyhd8ed1ab_0.conda
+  sha256: 6807bf6955e193d0c725f5d1db2c9348343263fb70153537e16f34190cf9abf9
+  md5: dffa002fbd3d86924b7992c718efa7bc
+  depends:
+  - python >=3.8
+  - pytoolconfig >=1.2.2
+  license: LGPL-3.0-or-later
+  license_family: LGPL
+  size: 150446
+  timestamp: 1711296424635
 - kind: conda
   name: rpds-py
   version: 0.18.1
@@ -5044,6 +5342,21 @@ packages:
   - pkg:pypi/tomli
   size: 15940
   timestamp: 1644342331069
+- kind: conda
+  name: tomlkit
+  version: 0.12.5
+  build: pyha770c72_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.12.5-pyha770c72_0.conda
+  sha256: 5117eff35992d896ca177dfffc08be8a9b3bf3d306ddc3d8bf4b699cdf1e1b79
+  md5: e5dde5caf905e9d95895e05f94967e14
+  depends:
+  - python >=3.7
+  license: MIT
+  license_family: MIT
+  size: 37297
+  timestamp: 1715185504185
 - kind: conda
   name: tornado
   version: '6.4'
@@ -5173,6 +5486,23 @@ packages:
   license: LicenseRef-Public-Domain
   size: 119815
   timestamp: 1706886945727
+- kind: conda
+  name: ujson
+  version: 5.10.0
+  build: py312h7070661_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/ujson-5.10.0-py312h7070661_0.conda
+  sha256: 36c39df244b96e501300ff9f11fb9648e9d82ea8a33ebb9afa17795e08875c0d
+  md5: dd19f5820a3fd57aea70aaf88e6dd191
+  depends:
+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 52337
+  timestamp: 1715783243655
 - kind: conda
   name: ukkonen
   version: 1.0.1
@@ -5375,6 +5705,21 @@ packages:
   - pkg:pypi/websockets
   size: 201426
   timestamp: 1697914826988
+- kind: conda
+  name: whatthepatch
+  version: 1.0.5
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/whatthepatch-1.0.5-pyhd8ed1ab_0.conda
+  sha256: e88752339157f78c7ea3e506627a8f9fede7869a3f2d34020b3a899e9dfc3c30
+  md5: e62ea65e1979c18c4c9034567e7105c5
+  depends:
+  - python >=3.7
+  license: MIT
+  license_family: MIT
+  size: 16986
+  timestamp: 1683396918646
 - kind: conda
   name: widgetsnbextension
   version: 4.0.10
@@ -5607,6 +5952,24 @@ packages:
   license_family: MIT
   size: 89141
   timestamp: 1641346969816
+- kind: conda
+  name: yapf
+  version: 0.40.1
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/yapf-0.40.1-pyhd8ed1ab_0.conda
+  sha256: b227bb911a88e08d985aa09a636d0b23f273eb85fe47b6be8a47c86e6bd52c31
+  md5: f269942e802d5e148632143d4c37acc9
+  depends:
+  - importlib-metadata >=6.6.0
+  - platformdirs >=3.5.1
+  - python >=3.7
+  - tomli >=2.0.1
+  license: Apache-2.0
+  license_family: APACHE
+  size: 176345
+  timestamp: 1690388073748
 - kind: conda
   name: zeromq
   version: 4.3.5
diff --git a/pixi.toml b/pixi.toml
index e480bf9..c1af663 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -43,6 +43,7 @@ pre-commit = ">=3.7.1,<3.8"
 pydata-sphinx-theme = ">=0.15.2,<0.16"
 python = ">=3.12.3,<3.13"
 python-graphviz = ">=0.20.3,<0.21"
+python-lsp-server = ">=1.11.0,<1.12"
 qrules = ">=0.10.1,<0.11"
 scipy = ">=1.13.0,<1.14"
 sphinx-autobuild = ">=2024.4.16,<2024.5"