diff --git a/poetry.lock b/poetry.lock
index e1e0f51c..f454465e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,30 +1,28 @@
-[[package]]
-name = "astunparse"
-version = "1.6.3"
-description = "An AST unparser for Python"
-category = "main"
-optional = true
-python-versions = "*"
-
-[package.dependencies]
-six = ">=1.6.1,<2.0"
-wheel = ">=0.23.0,<1.0"
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "atomicwrites"
 version = "1.4.1"
 description = "Atomic file writes."
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "atomicwrites-1.4.1.tar.gz", hash = "sha256:81b2c9071a49367a7f770170e5eec8cb66567cfbbc8c73d20ce5ca4a8d71cf11"},
+]
 
 [[package]]
 name = "attrs"
 version = "23.2.0"
 description = "Classes Without Boilerplate"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+<<<<<<< HEAD
+=======
+files = [
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+]
+>>>>>>> origin/main
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
@@ -33,14 +31,57 @@ docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-
 tests = ["attrs[tests-no-zope]", "zope-interface"]
 tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
 tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+<<<<<<< HEAD
+=======
+
+[[package]]
+name = "babel"
+version = "2.15.0"
+description = "Internationalization utilities"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
+    {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
+]
+
+[package.extras]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
+>>>>>>> origin/main
 
 [[package]]
 name = "black"
 version = "23.12.1"
 description = "The uncompromising code formatter."
-category = "main"
 optional = true
 python-versions = ">=3.8"
+<<<<<<< HEAD
+=======
+files = [
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+    {file = "black-23.12.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:4f0031eaa7b921db76decd73636ef3a12c942ed367d8c3841a0739412b260a54"},
+    {file = "black-23.12.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:97e56155c6b737854e60a9ab1c598ff2533d57e7506d97af5481141671abf3ea"},
+    {file = "black-23.12.1-cp39-cp39-win_amd64.whl", hash = "sha256:dd15245c8b68fe2b6bd0f32c1556509d11bb33aec9b5d0866dd8e2ed3dba09c2"},
+    {file = "black-23.12.1-py3-none-any.whl", hash = "sha256:78baad24af0f033958cad29731e27363183e140962595def56423e626f4bee3e"},
+    {file = "black-23.12.1.tar.gz", hash = "sha256:4ce3ef14ebe8d9509188014d96af1c456a910d5b5cbf434a09fef7e024b3d0d5"},
+]
+>>>>>>> origin/main
 
 [package.dependencies]
 click = ">=8.0.0"
@@ -57,13 +98,126 @@ d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "certifi"
+version = "2024.6.2"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = true
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
+    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.3.2"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = true
+python-versions = ">=3.7.0"
+files = [
+    {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
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 version = "8.1.7"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = true
 python-versions = ">=3.7"
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 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
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 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
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 [[package]]
 name = "coverage"
+<<<<<<< HEAD
 version = "7.5.1"
+=======
+version = "7.5.3"
+>>>>>>> origin/main
 description = "Code coverage measurement for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
+<<<<<<< HEAD
+=======
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+    {file = "coverage-7.5.3-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:3d5a67f0da401e105753d474369ab034c7bae51a4c31c77d94030d59e41df5bd"},
+    {file = "coverage-7.5.3-cp39-cp39-win32.whl", hash = "sha256:e08c470c2eb01977d221fd87495b44867a56d4d594f43739a8028f8646a51e0d"},
+    {file = "coverage-7.5.3-cp39-cp39-win_amd64.whl", hash = "sha256:1d2a830ade66d3563bb61d1e3c77c8def97b30ed91e166c67d0632c018f380f0"},
+    {file = "coverage-7.5.3-pp38.pp39.pp310-none-any.whl", hash = "sha256:3538d8fb1ee9bdd2e2692b3b18c22bb1c19ffbefd06880f5ac496e42d7bb3884"},
+    {file = "coverage-7.5.3.tar.gz", hash = "sha256:04aefca5190d1dc7a53a4c1a5a7f8568811306d7a8ee231c42fb69215571944f"},
+]
+>>>>>>> origin/main
 
 [package.extras]
 toml = ["tomli"]
@@ -91,9 +308,12 @@ toml = ["tomli"]
 name = "flake8"
 version = "3.9.2"
 description = "the modular source code checker: pep8 pyflakes and co"
-category = "main"
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+files = [
+    {file = "flake8-3.9.2-py2.py3-none-any.whl", hash = "sha256:bf8fd333346d844f616e8d47905ef3a3384edae6b4e9beb0c5101e25e3110907"},
+    {file = "flake8-3.9.2.tar.gz", hash = "sha256:07528381786f2a6237b061f6e96610a4167b226cb926e2aa2b6b1d78057c576b"},
+]
 
 [package.dependencies]
 mccabe = ">=0.6.0,<0.7.0"
@@ -104,9 +324,12 @@ pyflakes = ">=2.3.0,<2.4.0"
 name = "ghp-import"
 version = "2.1.0"
 description = "Copy your docs directly to the gh-pages branch."
-category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"},
+    {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"},
+]
 
 [package.dependencies]
 python-dateutil = ">=2.8.1"
@@ -115,12 +338,49 @@ python-dateutil = ">=2.8.1"
 dev = ["flake8", "markdown", "twine", "wheel"]
 
 [[package]]
+<<<<<<< HEAD
 name = "importlib-metadata"
 version = "7.1.0"
 description = "Read metadata from Python packages"
 category = "main"
 optional = true
 python-versions = ">=3.8"
+=======
+name = "griffe"
+version = "0.45.3"
+description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "griffe-0.45.3-py3-none-any.whl", hash = "sha256:ed1481a680ae3e28f91a06e0d8a51a5c9b97555aa2527abc2664447cc22337d6"},
+    {file = "griffe-0.45.3.tar.gz", hash = "sha256:02ee71cc1a5035864b97bd0dbfff65c33f6f2c8854d3bd48a791905c2b8a44b9"},
+]
+
+[package.dependencies]
+colorama = ">=0.4"
+
+[[package]]
+name = "idna"
+version = "3.7"
+description = "Internationalized Domain Names in Applications (IDNA)"
+optional = true
+python-versions = ">=3.5"
+files = [
+    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
+    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+]
+
+[[package]]
+name = "importlib-metadata"
+version = "7.1.0"
+description = "Read metadata from Python packages"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
+    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
+]
+>>>>>>> origin/main
 
 [package.dependencies]
 zipp = ">=0.5"
@@ -134,17 +394,27 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)",
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
+    {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
+]
 
 [[package]]
+<<<<<<< HEAD
 name = "Jinja2"
+=======
+name = "jinja2"
+>>>>>>> origin/main
 version = "3.1.4"
 description = "A very fast and expressive template engine."
-category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
+    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
+]
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -153,12 +423,24 @@ MarkupSafe = ">=2.0"
 i18n = ["Babel (>=2.7)"]
 
 [[package]]
+<<<<<<< HEAD
 name = "Markdown"
 version = "3.6"
 description = "Python implementation of John Gruber's Markdown."
 category = "main"
 optional = true
 python-versions = ">=3.8"
+=======
+name = "markdown"
+version = "3.6"
+description = "Python implementation of John Gruber's Markdown."
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "Markdown-3.6-py3-none-any.whl", hash = "sha256:48f276f4d8cfb8ce6527c8f79e2ee29708508bf4d40aa410fbc3b4ee832c850f"},
+    {file = "Markdown-3.6.tar.gz", hash = "sha256:ed4f41f6daecbeeb96e576ce414c41d2d876daa9a16cb35fa8ed8c2ddfad0224"},
+]
+>>>>>>> origin/main
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
@@ -168,36 +450,113 @@ docs = ["mdx-gh-links (>=0.2)", "mkdocs (>=1.5)", "mkdocs-gen-files", "mkdocs-li
 testing = ["coverage", "pyyaml"]
 
 [[package]]
+<<<<<<< HEAD
 name = "MarkupSafe"
+=======
+name = "markupsafe"
+>>>>>>> origin/main
 version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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+    {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5"},
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+    {file = "MarkupSafe-2.1.5.tar.gz", hash = "sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b"},
+]
 
 [[package]]
 name = "mccabe"
 version = "0.6.1"
 description = "McCabe checker, plugin for flake8"
-category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "mccabe-0.6.1-py2.py3-none-any.whl", hash = "sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42"},
+    {file = "mccabe-0.6.1.tar.gz", hash = "sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f"},
+]
 
 [[package]]
 name = "mergedeep"
 version = "1.3.4"
 description = "A deep merge function for 🐍."
-category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "mergedeep-1.3.4-py3-none-any.whl", hash = "sha256:70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307"},
+    {file = "mergedeep-1.3.4.tar.gz", hash = "sha256:0096d52e9dad9939c3d975a774666af186eda617e6ca84df4c94dec30004f2a8"},
+]
 
 [[package]]
 name = "mkdocs"
 version = "1.6.0"
 description = "Project documentation with Markdown."
-category = "main"
 optional = true
 python-versions = ">=3.8"
+<<<<<<< HEAD
+=======
+files = [
+    {file = "mkdocs-1.6.0-py3-none-any.whl", hash = "sha256:1eb5cb7676b7d89323e62b56235010216319217d4af5ddc543a91beb8d125ea7"},
+    {file = "mkdocs-1.6.0.tar.gz", hash = "sha256:a73f735824ef83a4f3bcb7a231dcab23f5a838f88b7efc54a0eef5fbdbc3c512"},
+]
+>>>>>>> origin/main
 
 [package.dependencies]
 click = ">=7.0"
@@ -221,15 +580,36 @@ min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-imp
 
 [[package]]
 name = "mkdocs-autorefs"
-version = "0.2.1"
+version = "1.0.1"
 description = "Automatically link across pages in MkDocs."
-category = "main"
 optional = true
-python-versions = ">=3.6,<4.0"
+python-versions = ">=3.8"
+files = [
+    {file = "mkdocs_autorefs-1.0.1-py3-none-any.whl", hash = "sha256:aacdfae1ab197780fb7a2dac92ad8a3d8f7ca8049a9cbe56a4218cd52e8da570"},
+    {file = "mkdocs_autorefs-1.0.1.tar.gz", hash = "sha256:f684edf847eced40b570b57846b15f0bf57fb93ac2c510450775dcf16accb971"},
+]
+
+[package.dependencies]
+Markdown = ">=3.3"
+markupsafe = ">=2.0.1"
+mkdocs = ">=1.1"
+
+[[package]]
+name = "mkdocs-get-deps"
+version = "0.2.0"
+description = "MkDocs extension that lists all dependencies according to a mkdocs.yml file"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "mkdocs_get_deps-0.2.0-py3-none-any.whl", hash = "sha256:2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134"},
+    {file = "mkdocs_get_deps-0.2.0.tar.gz", hash = "sha256:162b3d129c7fad9b19abfdcb9c1458a651628e4b1dea628ac68790fb3061c60c"},
+]
 
 [package.dependencies]
-Markdown = ">=3.3,<4.0"
-mkdocs = ">=1.1,<2.0"
+importlib-metadata = {version = ">=4.3", markers = "python_version < \"3.10\""}
+mergedeep = ">=1.3.4"
+platformdirs = ">=2.2.0"
+pyyaml = ">=5.1"
 
 [[package]]
 name = "mkdocs-get-deps"
@@ -247,51 +627,129 @@ pyyaml = ">=5.1"
 
 [[package]]
 name = "mkdocs-material"
-version = "7.3.0"
-description = "A Material Design theme for MkDocs"
-category = "main"
+version = "9.5.26"
+description = "Documentation that simply works"
 optional = true
-python-versions = "*"
+python-versions = ">=3.8"
+files = [
+    {file = "mkdocs_material-9.5.26-py3-none-any.whl", hash = "sha256:5d01fb0aa1c7946a1e3ae8689aa2b11a030621ecb54894e35aabb74c21016312"},
+    {file = "mkdocs_material-9.5.26.tar.gz", hash = "sha256:56aeb91d94cffa43b6296fa4fbf0eb7c840136e563eecfd12c2d9e92e50ba326"},
+]
 
 [package.dependencies]
-markdown = ">=3.2"
-mkdocs = ">=1.2.2"
-mkdocs-material-extensions = ">=1.0"
-Pygments = ">=2.4"
-pymdown-extensions = ">=7.0"
+babel = ">=2.10,<3.0"
+colorama = ">=0.4,<1.0"
+jinja2 = ">=3.0,<4.0"
+markdown = ">=3.2,<4.0"
+mkdocs = ">=1.6,<2.0"
+mkdocs-material-extensions = ">=1.3,<2.0"
+paginate = ">=0.5,<1.0"
+pygments = ">=2.16,<3.0"
+pymdown-extensions = ">=10.2,<11.0"
+regex = ">=2022.4"
+requests = ">=2.26,<3.0"
+
+[package.extras]
+git = ["mkdocs-git-committers-plugin-2 (>=1.1,<2.0)", "mkdocs-git-revision-date-localized-plugin (>=1.2.4,<2.0)"]
+imaging = ["cairosvg (>=2.6,<3.0)", "pillow (>=10.2,<11.0)"]
+recommended = ["mkdocs-minify-plugin (>=0.7,<1.0)", "mkdocs-redirects (>=1.2,<2.0)", "mkdocs-rss-plugin (>=1.6,<2.0)"]
 
 [[package]]
 name = "mkdocs-material-extensions"
 version = "1.3.1"
 description = "Extension pack for Python Markdown and MkDocs Material."
-category = "main"
 optional = true
 python-versions = ">=3.8"
+<<<<<<< HEAD
+=======
+files = [
+    {file = "mkdocs_material_extensions-1.3.1-py3-none-any.whl", hash = "sha256:adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31"},
+    {file = "mkdocs_material_extensions-1.3.1.tar.gz", hash = "sha256:10c9511cea88f568257f960358a467d12b970e1f7b2c0e5fb2bb48cab1928443"},
+]
+>>>>>>> origin/main
 
 [[package]]
 name = "mkdocstrings"
-version = "0.15.2"
+version = "0.25.1"
 description = "Automatic documentation from sources, for MkDocs."
-category = "main"
 optional = true
-python-versions = ">=3.6,<4.0"
+python-versions = ">=3.8"
+files = [
+    {file = "mkdocstrings-0.25.1-py3-none-any.whl", hash = "sha256:da01fcc2670ad61888e8fe5b60afe9fee5781017d67431996832d63e887c2e51"},
+    {file = "mkdocstrings-0.25.1.tar.gz", hash = "sha256:c3a2515f31577f311a9ee58d089e4c51fc6046dbd9e9b4c3de4c3194667fe9bf"},
+]
+
+[package.dependencies]
+click = ">=7.0"
+importlib-metadata = {version = ">=4.6", markers = "python_version < \"3.10\""}
+Jinja2 = ">=2.11.1"
+Markdown = ">=3.3"
+MarkupSafe = ">=1.1"
+mkdocs = ">=1.4"
+mkdocs-autorefs = ">=0.3.1"
+mkdocstrings-python = {version = ">=0.5.2", optional = true, markers = "extra == \"python\""}
+platformdirs = ">=2.2.0"
+pymdown-extensions = ">=6.3"
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.10\""}
+
+[package.extras]
+crystal = ["mkdocstrings-crystal (>=0.3.4)"]
+python = ["mkdocstrings-python (>=0.5.2)"]
+python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"]
+
+[[package]]
+name = "mkdocstrings-python"
+version = "1.10.3"
+description = "A Python handler for mkdocstrings."
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "mkdocstrings_python-1.10.3-py3-none-any.whl", hash = "sha256:11ff6d21d3818fb03af82c3ea6225b1534837e17f790aa5f09626524171f949b"},
+    {file = "mkdocstrings_python-1.10.3.tar.gz", hash = "sha256:321cf9c732907ab2b1fedaafa28765eaa089d89320f35f7206d00ea266889d03"},
+]
 
 [package.dependencies]
-Jinja2 = ">=2.11.1,<4.0"
-Markdown = ">=3.3,<4.0"
-MarkupSafe = ">=1.1,<3.0"
-mkdocs = ">=1.1.1,<2.0.0"
-mkdocs-autorefs = ">=0.1,<0.3"
-pymdown-extensions = ">=6.3,<9.0"
-pytkdocs = ">=0.2.0,<0.12.0"
+griffe = ">=0.44"
+mkdocstrings = ">=0.25"
 
 [[package]]
 name = "mypy"
 version = "1.10.0"
 description = "Optional static typing for Python"
-category = "main"
 optional = true
 python-versions = ">=3.8"
+<<<<<<< HEAD
+=======
+files = [
+    {file = "mypy-1.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:da1cbf08fb3b851ab3b9523a884c232774008267b1f83371ace57f412fe308c2"},
+    {file = "mypy-1.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:12b6bfc1b1a66095ab413160a6e520e1dc076a28f3e22f7fb25ba3b000b4ef99"},
+    {file = "mypy-1.10.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9e36fb078cce9904c7989b9693e41cb9711e0600139ce3970c6ef814b6ebc2b2"},
+    {file = "mypy-1.10.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:2b0695d605ddcd3eb2f736cd8b4e388288c21e7de85001e9f85df9187f2b50f9"},
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+    {file = "mypy-1.10.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:3be66771aa5c97602f382230165b856c231d1277c511c9a8dd058be4784472e1"},
+    {file = "mypy-1.10.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:8b2cbaca148d0754a54d44121b5825ae71868c7592a53b7292eeb0f3fdae95ee"},
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+    {file = "mypy-1.10.0-cp312-cp312-win_amd64.whl", hash = "sha256:bc6ac273b23c6b82da3bb25f4136c4fd42665f17f2cd850771cb600bdd2ebeda"},
+    {file = "mypy-1.10.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:9fd50226364cd2737351c79807775136b0abe084433b55b2e29181a4c3c878c0"},
+    {file = "mypy-1.10.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:f90cff89eea89273727d8783fef5d4a934be2fdca11b47def50cf5d311aff727"},
+    {file = "mypy-1.10.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fcfc70599efde5c67862a07a1aaf50e55bce629ace26bb19dc17cece5dd31ca4"},
+    {file = "mypy-1.10.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:075cbf81f3e134eadaf247de187bd604748171d6b79736fa9b6c9685b4083061"},
+    {file = "mypy-1.10.0-cp38-cp38-win_amd64.whl", hash = "sha256:3f298531bca95ff615b6e9f2fc0333aae27fa48052903a0ac90215021cdcfa4f"},
+    {file = "mypy-1.10.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:fa7ef5244615a2523b56c034becde4e9e3f9b034854c93639adb667ec9ec2976"},
+    {file = "mypy-1.10.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:3236a4c8f535a0631f85f5fcdffba71c7feeef76a6002fcba7c1a8e57c8be1ec"},
+    {file = "mypy-1.10.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4a2b5cdbb5dd35aa08ea9114436e0d79aceb2f38e32c21684dcf8e24e1e92821"},
+    {file = "mypy-1.10.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:92f93b21c0fe73dc00abf91022234c79d793318b8a96faac147cd579c1671746"},
+    {file = "mypy-1.10.0-cp39-cp39-win_amd64.whl", hash = "sha256:28d0e038361b45f099cc086d9dd99c15ff14d0188f44ac883010e172ce86c38a"},
+    {file = "mypy-1.10.0-py3-none-any.whl", hash = "sha256:f8c083976eb530019175aabadb60921e73b4f45736760826aa1689dda8208aee"},
+    {file = "mypy-1.10.0.tar.gz", hash = "sha256:3d087fcbec056c4ee34974da493a826ce316947485cef3901f511848e687c131"},
+]
+>>>>>>> origin/main
 
 [package.dependencies]
 mypy-extensions = ">=1.0.0"
@@ -308,25 +766,34 @@ reports = ["lxml"]
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
-category = "main"
 optional = true
 python-versions = ">=3.5"
+files = [
+    {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
+    {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
+]
 
 [[package]]
 name = "nanoid"
 version = "2.0.0"
 description = "A tiny, secure, URL-friendly, unique string ID generator for Python"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "nanoid-2.0.0-py3-none-any.whl", hash = "sha256:90aefa650e328cffb0893bbd4c236cfd44c48bc1f2d0b525ecc53c3187b653bb"},
+    {file = "nanoid-2.0.0.tar.gz", hash = "sha256:5a80cad5e9c6e9ae3a41fa2fb34ae189f7cb420b2a5d8f82bd9d23466e4efa68"},
+]
 
 [[package]]
 name = "networkx"
 version = "2.8.8"
 description = "Python package for creating and manipulating graphs and networks"
-category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "networkx-2.8.8-py3-none-any.whl", hash = "sha256:e435dfa75b1d7195c7b8378c3859f0445cd88c6b0375c181ed66823a9ceb7524"},
+    {file = "networkx-2.8.8.tar.gz", hash = "sha256:230d388117af870fce5647a3c52401fcf753e94720e6ea6b4197a5355648885e"},
+]
 
 [package.extras]
 default = ["matplotlib (>=3.4)", "numpy (>=1.19)", "pandas (>=1.3)", "scipy (>=1.8)"]
@@ -337,38 +804,102 @@ test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "numpy"
+<<<<<<< HEAD
 version = "1.24.4"
+=======
+version = "1.26.4"
+>>>>>>> origin/main
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+files = [
+    {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
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+    {file = "numpy-1.26.4.tar.gz", hash = "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010"},
+]
 
 [[package]]
 name = "oyaml"
 version = "1.0"
 description = "Ordered YAML: drop-in replacement for PyYAML which preserves dict ordering"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "oyaml-1.0-py2.py3-none-any.whl", hash = "sha256:3a378747b7fb2425533d1ce41962d6921cda075d46bb480a158d45242d156323"},
+    {file = "oyaml-1.0.tar.gz", hash = "sha256:ed8fc096811f4763e1907dce29c35895d6d5936c4d0400fe843a91133d4744ed"},
+]
 
 [package.dependencies]
 pyyaml = "*"
 
 [[package]]
 name = "packaging"
+<<<<<<< HEAD
 version = "24.0"
+=======
+version = "24.1"
+>>>>>>> origin/main
 description = "Core utilities for Python packages"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "packaging-24.1-py3-none-any.whl", hash = "sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124"},
+    {file = "packaging-24.1.tar.gz", hash = "sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002"},
+]
+
+[[package]]
+name = "paginate"
+version = "0.5.6"
+description = "Divides large result sets into pages for easier browsing"
+optional = true
+python-versions = "*"
+files = [
+    {file = "paginate-0.5.6.tar.gz", hash = "sha256:5e6007b6a9398177a7e1648d04fdd9f8c9766a1a945bceac82f1929e8c78af2d"},
+]
 
 [[package]]
 name = "paraml"
 version = "0.1.1"
 description = "a parameter definition language and parser - all in yaml"
-category = "main"
 optional = false
 python-versions = ">=3.6,<4.0"
+files = [
+    {file = "paraml-0.1.1-py3-none-any.whl", hash = "sha256:b1cc915c8a9bdb14e6ea687eb32db68ade3730786be762522be5a88efc61d0a8"},
+    {file = "paraml-0.1.1.tar.gz", hash = "sha256:4027d01467043cbb67560e75f6384ecfe2f21dfa61c3406a87dba680864e36e9"},
+]
 
 [package.dependencies]
 oyaml = ">=1.0,<2.0"
@@ -377,17 +908,32 @@ oyaml = ">=1.0,<2.0"
 name = "pathspec"
 version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
-category = "main"
 optional = true
 python-versions = ">=3.8"
+<<<<<<< HEAD
+=======
+files = [
+    {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
+    {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
+]
+>>>>>>> origin/main
 
 [[package]]
 name = "platformdirs"
 version = "4.2.2"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+<<<<<<< HEAD
 category = "main"
 optional = true
 python-versions = ">=3.8"
+=======
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "platformdirs-4.2.2-py3-none-any.whl", hash = "sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee"},
+    {file = "platformdirs-4.2.2.tar.gz", hash = "sha256:38b7b51f512eed9e84a22788b4bce1de17c0adb134d6becb09836e37d8654cd3"},
+]
+>>>>>>> origin/main
 
 [package.extras]
 docs = ["furo (>=2023.9.10)", "proselint (>=0.13)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
@@ -398,9 +944,15 @@ type = ["mypy (>=1.8)"]
 name = "pluggy"
 version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
+<<<<<<< HEAD
+=======
+files = [
+    {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
+    {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
+]
+>>>>>>> origin/main
 
 [package.extras]
 dev = ["pre-commit", "tox"]
@@ -410,55 +962,84 @@ testing = ["pytest", "pytest-benchmark"]
 name = "py"
 version = "1.11.0"
 description = "library with cross-python path, ini-parsing, io, code, log facilities"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "py-1.11.0-py2.py3-none-any.whl", hash = "sha256:607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378"},
+    {file = "py-1.11.0.tar.gz", hash = "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719"},
+]
 
 [[package]]
 name = "pycodestyle"
 version = "2.7.0"
 description = "Python style guide checker"
-category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pycodestyle-2.7.0-py2.py3-none-any.whl", hash = "sha256:514f76d918fcc0b55c6680472f0a37970994e07bbb80725808c17089be302068"},
+    {file = "pycodestyle-2.7.0.tar.gz", hash = "sha256:c389c1d06bf7904078ca03399a4816f974a1d590090fecea0c63ec26ebaf1cef"},
+]
 
 [[package]]
 name = "pyflakes"
 version = "2.3.1"
 description = "passive checker of Python programs"
-category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pyflakes-2.3.1-py2.py3-none-any.whl", hash = "sha256:7893783d01b8a89811dd72d7dfd4d84ff098e5eed95cfa8905b22bbffe52efc3"},
+    {file = "pyflakes-2.3.1.tar.gz", hash = "sha256:f5bc8ecabc05bb9d291eb5203d6810b49040f6ff446a756326104746cc00c1db"},
+]
 
 [[package]]
+<<<<<<< HEAD
 name = "Pygments"
+=======
+name = "pygments"
+>>>>>>> origin/main
 version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "main"
 optional = true
 python-versions = ">=3.8"
+<<<<<<< HEAD
+=======
+files = [
+    {file = "pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"},
+    {file = "pygments-2.18.0.tar.gz", hash = "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199"},
+]
+>>>>>>> origin/main
 
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pymdown-extensions"
-version = "8.2"
+version = "10.8.1"
 description = "Extension pack for Python Markdown."
-category = "main"
 optional = true
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "pymdown_extensions-10.8.1-py3-none-any.whl", hash = "sha256:f938326115884f48c6059c67377c46cf631c733ef3629b6eed1349989d1b30cb"},
+    {file = "pymdown_extensions-10.8.1.tar.gz", hash = "sha256:3ab1db5c9e21728dabf75192d71471f8e50f216627e9a1fa9535ecb0231b9940"},
+]
 
 [package.dependencies]
-Markdown = ">=3.2"
+markdown = ">=3.6"
+pyyaml = "*"
+
+[package.extras]
+extra = ["pygments (>=2.12)"]
 
 [[package]]
 name = "pytest"
 version = "6.2.5"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "pytest-6.2.5-py3-none-any.whl", hash = "sha256:7310f8d27bc79ced999e760ca304d69f6ba6c6649c0b60fb0e04a4a77cacc134"},
+    {file = "pytest-6.2.5.tar.gz", hash = "sha256:131b36680866a76e6781d13f101efb86cf674ebb9762eb70d3082b6f29889e89"},
+]
 
 [package.dependencies]
 atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
@@ -477,9 +1058,12 @@ testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xm
 name = "pytest-cov"
 version = "2.12.1"
 description = "Pytest plugin for measuring coverage."
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "pytest-cov-2.12.1.tar.gz", hash = "sha256:261ceeb8c227b726249b376b8526b600f38667ee314f910353fa318caa01f4d7"},
+    {file = "pytest_cov-2.12.1-py2.py3-none-any.whl", hash = "sha256:261bb9e47e65bd099c89c3edf92972865210c36813f80ede5277dceb77a4a62a"},
+]
 
 [package.dependencies]
 coverage = ">=5.2.1"
@@ -493,14 +1077,18 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
 name = "python-dateutil"
 version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
-category = "main"
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
+    {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
+    {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
+]
 
 [package.dependencies]
 six = ">=1.5"
 
 [[package]]
+<<<<<<< HEAD
 name = "pytkdocs"
 version = "0.11.1"
 description = "Load Python objects documentation."
@@ -516,49 +1104,226 @@ numpy-style = ["docstring_parser (>=0.7.3,<0.8.0)"]
 
 [[package]]
 name = "PyYAML"
+=======
+name = "pyyaml"
+>>>>>>> origin/main
 version = "6.0.1"
 description = "YAML parser and emitter for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "PyYAML-6.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d858aa552c999bc8a8d57426ed01e40bef403cd8ccdd0fc5f6f04a00414cac2a"},
+    {file = "PyYAML-6.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fd66fc5d0da6d9815ba2cebeb4205f95818ff4b79c3ebe268e75d961704af52f"},
+    {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:69b023b2b4daa7548bcfbd4aa3da05b3a74b772db9e23b982788168117739938"},
+    {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:81e0b275a9ecc9c0c0c07b4b90ba548307583c125f54d5b6946cfee6360c733d"},
+    {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba336e390cd8e4d1739f42dfe9bb83a3cc2e80f567d8805e11b46f4a943f5515"},
+    {file = "PyYAML-6.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:326c013efe8048858a6d312ddd31d56e468118ad4cdeda36c719bf5bb6192290"},
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+    {file = "regex-2024.5.15-cp39-cp39-win_amd64.whl", hash = "sha256:cab12877a9bdafde5500206d1020a584355a97884dfd388af3699e9137bf7388"},
+    {file = "regex-2024.5.15.tar.gz", hash = "sha256:d3ee02d9e5f482cc8309134a91eeaacbdd2261ba111b0fef3748eeb4913e6a2c"},
+]
+
+[[package]]
+name = "requests"
+version = "2.32.3"
+description = "Python HTTP for Humans."
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
+    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
+]
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset-normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
-category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
 
 [[package]]
 name = "toml"
 version = "0.10.2"
 description = "Python Library for Tom's Obvious, Minimal Language"
-category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
+    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
+]
 
 [[package]]
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
-category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
 
 [[package]]
 name = "typing-extensions"
+<<<<<<< HEAD
 version = "4.11.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 category = "main"
@@ -568,15 +1333,83 @@ python-versions = ">=3.8"
 [[package]]
 name = "watchdog"
 version = "4.0.0"
+=======
+version = "4.12.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
+]
+
+[[package]]
+name = "urllib3"
+version = "2.2.1"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
+    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "watchdog"
+version = "4.0.1"
+>>>>>>> origin/main
 description = "Filesystem events monitoring"
-category = "main"
 optional = true
 python-versions = ">=3.8"
+<<<<<<< HEAD
+=======
+files = [
+    {file = "watchdog-4.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:da2dfdaa8006eb6a71051795856bedd97e5b03e57da96f98e375682c48850645"},
+    {file = "watchdog-4.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e93f451f2dfa433d97765ca2634628b789b49ba8b504fdde5837cdcf25fdb53b"},
+    {file = "watchdog-4.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ef0107bbb6a55f5be727cfc2ef945d5676b97bffb8425650dadbb184be9f9a2b"},
+    {file = "watchdog-4.0.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:17e32f147d8bf9657e0922c0940bcde863b894cd871dbb694beb6704cfbd2fb5"},
+    {file = "watchdog-4.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:03e70d2df2258fb6cb0e95bbdbe06c16e608af94a3ffbd2b90c3f1e83eb10767"},
+    {file = "watchdog-4.0.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:123587af84260c991dc5f62a6e7ef3d1c57dfddc99faacee508c71d287248459"},
+    {file = "watchdog-4.0.1-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:093b23e6906a8b97051191a4a0c73a77ecc958121d42346274c6af6520dec175"},
+    {file = "watchdog-4.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:611be3904f9843f0529c35a3ff3fd617449463cb4b73b1633950b3d97fa4bfb7"},
+    {file = "watchdog-4.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:62c613ad689ddcb11707f030e722fa929f322ef7e4f18f5335d2b73c61a85c28"},
+    {file = "watchdog-4.0.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:d4925e4bf7b9bddd1c3de13c9b8a2cdb89a468f640e66fbfabaf735bd85b3e35"},
+    {file = "watchdog-4.0.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:cad0bbd66cd59fc474b4a4376bc5ac3fc698723510cbb64091c2a793b18654db"},
+    {file = "watchdog-4.0.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:a3c2c317a8fb53e5b3d25790553796105501a235343f5d2bf23bb8649c2c8709"},
+    {file = "watchdog-4.0.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:c9904904b6564d4ee8a1ed820db76185a3c96e05560c776c79a6ce5ab71888ba"},
+    {file = "watchdog-4.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:667f3c579e813fcbad1b784db7a1aaa96524bed53437e119f6a2f5de4db04235"},
+    {file = "watchdog-4.0.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:d10a681c9a1d5a77e75c48a3b8e1a9f2ae2928eda463e8d33660437705659682"},
+    {file = "watchdog-4.0.1-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:0144c0ea9997b92615af1d94afc0c217e07ce2c14912c7b1a5731776329fcfc7"},
+    {file = "watchdog-4.0.1-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:998d2be6976a0ee3a81fb8e2777900c28641fb5bfbd0c84717d89bca0addcdc5"},
+    {file = "watchdog-4.0.1-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:e7921319fe4430b11278d924ef66d4daa469fafb1da679a2e48c935fa27af193"},
+    {file = "watchdog-4.0.1-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:f0de0f284248ab40188f23380b03b59126d1479cd59940f2a34f8852db710625"},
+    {file = "watchdog-4.0.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:bca36be5707e81b9e6ce3208d92d95540d4ca244c006b61511753583c81c70dd"},
+    {file = "watchdog-4.0.1-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:ab998f567ebdf6b1da7dc1e5accfaa7c6992244629c0fdaef062f43249bd8dee"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:dddba7ca1c807045323b6af4ff80f5ddc4d654c8bce8317dde1bd96b128ed253"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_armv7l.whl", hash = "sha256:4513ec234c68b14d4161440e07f995f231be21a09329051e67a2118a7a612d2d"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_i686.whl", hash = "sha256:4107ac5ab936a63952dea2a46a734a23230aa2f6f9db1291bf171dac3ebd53c6"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64.whl", hash = "sha256:6e8c70d2cd745daec2a08734d9f63092b793ad97612470a0ee4cbb8f5f705c57"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:f27279d060e2ab24c0aa98363ff906d2386aa6c4dc2f1a374655d4e02a6c5e5e"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_s390x.whl", hash = "sha256:f8affdf3c0f0466e69f5b3917cdd042f89c8c63aebdb9f7c078996f607cdb0f5"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ac7041b385f04c047fcc2951dc001671dee1b7e0615cde772e84b01fbf68ee84"},
+    {file = "watchdog-4.0.1-py3-none-win32.whl", hash = "sha256:206afc3d964f9a233e6ad34618ec60b9837d0582b500b63687e34011e15bb429"},
+    {file = "watchdog-4.0.1-py3-none-win_amd64.whl", hash = "sha256:7577b3c43e5909623149f76b099ac49a1a01ca4e167d1785c76eb52fa585745a"},
+    {file = "watchdog-4.0.1-py3-none-win_ia64.whl", hash = "sha256:d7b9f5f3299e8dd230880b6c55504a1f69cf1e4316275d1b215ebdd8187ec88d"},
+    {file = "watchdog-4.0.1.tar.gz", hash = "sha256:eebaacf674fa25511e8867028d281e602ee6500045b57f43b08778082f7f8b44"},
+]
+>>>>>>> origin/main
 
 [package.extras]
 watchmedo = ["PyYAML (>=3.10)"]
 
 [[package]]
+<<<<<<< HEAD
 name = "wheel"
 version = "0.43.0"
 description = "A built-package format for Python"
@@ -590,20 +1423,35 @@ test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
 [[package]]
 name = "zipp"
 version = "3.18.2"
+=======
+name = "zipp"
+version = "3.19.2"
+>>>>>>> origin/main
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "main"
 optional = true
 python-versions = ">=3.8"
+<<<<<<< HEAD
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 testing = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+=======
+files = [
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
+]
+
+[package.extras]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+>>>>>>> origin/main
 
 [extras]
 docs = ["mkdocs", "mkdocs-material", "mkdocstrings"]
 linting = ["black", "flake8", "mypy"]
 
 [metadata]
+<<<<<<< HEAD
 lock-version = "1.1"
 python-versions = "^3.8"
 content-hash = "1e7fe4e1d37d606115e133be336b2c0263fcf7f0bc1104f0ae603c7da8050d25"
@@ -1056,3 +1904,8 @@ zipp = [
     {file = "zipp-3.18.2-py3-none-any.whl", hash = "sha256:dce197b859eb796242b0622af1b8beb0a722d52aa2f57133ead08edd5bf5374e"},
     {file = "zipp-3.18.2.tar.gz", hash = "sha256:6278d9ddbcfb1f1089a88fde84481528b07b0e10474e09dcfe53dad4069fa059"},
 ]
+=======
+lock-version = "2.0"
+python-versions = "^3.9"
+content-hash = "6932b3201960dc422a773bffc3cb148b3dfc42d652671e6d37b899ce74364f7b"
+>>>>>>> origin/main
diff --git a/pyproject.toml b/pyproject.toml
index 8cd49805..87d7820b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "titan-model"
-version = "3.3.0"
+version = "3.3.2"
 description = "TITAN Agent Based Model"
 license = "GPL-3.0-only"
 authors = ["Sam Bessey <sam_bessey@brown.edu>", "Mary McGrath <mary_mcgrath@brown.edu>"]
@@ -12,18 +12,22 @@ classifiers = ["Operating System :: OS Independent"]
 packages = [{ include = "titan" }]
 
 [tool.poetry.dependencies]
+<<<<<<< HEAD
 python = "^3.8"
+=======
+python = "^3.9"
+>>>>>>> origin/main
 paraml= "^0.1"
 networkx = "^2.4"
 nanoid = "^2.0"
-numpy = "^1.18"
+numpy = "^1.26"
 black = {version = "^23.1.0", optional = true}
 flake8 = {version = "^3.8", optional = true}
 mypy = {version = "^1.0.0", optional = true}
-mkdocs = {version = "^1.1", optional = true}
-mkdocs-material = {version = "^7.0", optional = true}
-mkdocstrings = {version = "^0.15.0", optional = true}
+mkdocs = {version = "^1.2.4", optional = true}
 oyaml = "^1.0"
+mkdocstrings = {version = "^0.25.1", extras = ["python"], optional = true}
+mkdocs-material = {version = "^9.5.26", optional = true}
 
 [tool.poetry.dev-dependencies]
 pytest = "^6.2"
diff --git a/tests/params/basic.yml b/tests/params/basic.yml
index 586b8141..9044e5d7 100644
--- a/tests/params/basic.yml
+++ b/tests/params/basic.yml
@@ -355,7 +355,7 @@ features:
   timeline_scaling: true
 
 model:
-  num_pop: 100
+  num_pop: 1000
   network:
     enable: true
   num_reps: 1
diff --git a/titan/exposures/hiv.py b/titan/exposures/hiv.py
index 84679790..46c2b248 100644
--- a/titan/exposures/hiv.py
+++ b/titan/exposures/hiv.py
@@ -9,7 +9,7 @@
 
 class HIV(base_exposure.BaseExposure):
     name: str = "hiv"
-    stats: List[str] = ["hiv", "hiv_dx", "hiv_aids", "hiv_new", "hiv_dx_new"]
+    stats: List[str] = ["hiv", "hiv_dx", "hiv_aids", "hiv_new", "hiv_dx_new", "hiv_tested_negative_new"]
     """
         HIV collects the following stats:
 
@@ -34,7 +34,9 @@ def __init__(self, agent: "agent.Agent"):
         self.dx = False
         self.dx_time: Optional[int] = None
         self.aids = False
-
+        self.tested_negative = False #has this agent tested negative for hiv?
+        self.tested_negative_time = None #time agent tested negative
+        
     @classmethod
     def init_class(cls, params):
         """
@@ -67,7 +69,7 @@ def init_agent(self, pop: "population.Population", time: int):
 
         # HIV
         if (
-            pop.pop_random.random() < agent_params.hiv.init
+            pop.pop_random.random() < agent_params.hiv.init #0.13 for white, 0.175 for latino and 0.434 for blacks
             and time >= pop.params.hiv.start_time
         ):
             self.active = True
@@ -82,7 +84,7 @@ def init_agent(self, pop: "population.Population", time: int):
             if pop.pop_random.random() < agent_params.hiv.aids.init:
                 self.aids = True
 
-            if pop.pop_random.random() < agent_params.hiv.dx.init:
+            if pop.pop_random.random() < agent_params.hiv.dx.init: #0.6 - 0.8 depending on race
                 self.dx = True
                 # agent was diagnosed at a random time between conversion and now
                 self.dx_time = utils.safe_random_int(self.time, time, pop.pop_random)
@@ -99,23 +101,34 @@ def update_agent(self, model: "model.TITAN"):
         args:
             model: the instance of TITAN currently being run
         """
+        
         if self.active and model.time >= model.params.hiv.start_time:
-            if not self.dx:
-                test_prob = (
-                    self.agent.location.params.demographics[self.agent.race]
-                    .sex_type[self.agent.sex_type]
-                    .drug_type[self.agent.drug_type]
-                    .hiv.dx.prob
-                )
-
-                # Rescale based on calibration param
-                test_prob *= model.calibration.test_frequency
-
-                if model.run_random.random() < test_prob:
-                    self.diagnose(model)
-
             self.progress_to_aids(model)
+            
+        test_prob = (
+            self.agent.location.params.demographics[self.agent.race]
+            .sex_type[self.agent.sex_type]
+            .drug_type[self.agent.drug_type]
+            .hiv.dx.prob
+        )
+
+        # Rescale based on calibration param
+        test_prob *= model.calibration.test_frequency #freq is 1 so test_prob remains at 0.025
 
+        if (
+            model.run_random.random() < test_prob 
+            and not self.dx # has not yet been diagnosed
+        ):
+            if self.active and model.time >= model.params.hiv.start_time:
+                self.diagnose(model)
+            else:
+                self.tested_negative = True
+                self.tested_negative_time = model.time
+        
+        if self.tested_negative and self.tested_negative_time < model.time:
+            self.tested_negative = False
+            self.tested_negative_time = None
+            
     @classmethod
     def add_agent(cls, agent: "agent.Agent"):
         """
@@ -157,7 +170,9 @@ def set_stats(self, stats: Dict[str, int], time: int):
                 stats["hiv_dx"] += 1
                 if self.dx_time == time:
                     stats["hiv_dx_new"] += 1
-
+        if self.tested_negative and self.tested_negative_time == time:
+            stats["hiv_tested_negative_new"] += 1
+                                   
     @staticmethod
     def expose(
         model: "model.TITAN",
diff --git a/titan/features/haart.py b/titan/features/haart.py
index 48951d65..cc05e3db 100644
--- a/titan/features/haart.py
+++ b/titan/features/haart.py
@@ -13,7 +13,7 @@ class HAART(base_feature.BaseFeature):
     """
 
     name = "haart"
-    stats = ["haart"]
+    stats = ["haart", "ps_haart_count"]
     """
         HAART collects the following stats:
 
@@ -28,7 +28,7 @@ def __init__(self, agent: "agent.Agent"):
         self.active = False
         self.ever = False
         self.adherent = False
-
+        
     @classmethod
     def init_class(cls, params: "ObjMap"):
         """
@@ -41,6 +41,8 @@ def init_class(cls, params: "ObjMap"):
             race: {sex_type: 0 for sex_type in params.classes.sex_types}
             for race in params.classes.races
         }
+        
+        cls.ps_haart_count = 0
 
     def init_agent(self, pop: "population.Population", time: int):
         """
@@ -132,10 +134,25 @@ def remove_agent(cls, agent: "agent.Agent"):
         """
         cls.counts[agent.race][agent.sex_type] -= 1
 
+    @classmethod
+    def ps_add_stat(cls):
+        cls.ps_haart_count += 1
+         
+    @classmethod
+    def ps_remove_stat(cls): # do we subtract agents who stop using haart?
+        pass
+        #cls.ps_haart_count -= 1
+         
+    @classmethod
+    def ps_get_stat(cls):
+        return cls.ps_haart_count
+     
     def set_stats(self, stats: Dict[str, int], time: int):
         if self.active:
             stats["haart"] += 1
-
+        
+        stats["ps_haart_count"] = self.ps_get_stat()
+        
     def get_transmission_risk_multiplier(self, time: int, interaction_type: str):
         """
         Get a multiplier for how haart reduces hiv transmission risk based on interaction type and params.
@@ -182,6 +199,7 @@ def enroll(self, model: "model.TITAN", haart_params: ObjMap):
             model: the instance of TITAN currently being run
             haart_params: the HAART demographic params for this agent
         """
+   
         if self.agent.location.params.haart.use_cap:
             self.enroll_cap(model, haart_params)
         else:
@@ -201,11 +219,22 @@ def enroll_cap(self, model: "model.TITAN", haart_params: ObjMap):
         # HAART agents based on % of diagnosed agents
         num_dx_agents = self.agent.hiv.dx_counts[race][sex_type]  # type: ignore[attr-defined]
         num_haart_agents = self.counts[race][sex_type]
-
-        # take value from dictionary for cap
-        if num_haart_agents < (haart_params.cap * num_dx_agents):
-            self.initiate(model.run_random, haart_params, "prob")
-
+        
+        # if agent is diagnosed through PS, use PS parameter
+        if self.agent.partner_tracing.ps_dx:
+            cap = self.agent.partner_tracing.get_positive_count() * self.agent.location.params.partner_tracing.treatment_prob
+            # initiate agent only if required capacity is not yet met
+            if self.ps_get_stat() < cap:
+                self.initiate(model.run_random, haart_params, "prob")
+                self.ps_add_stat()
+                
+        # else, use base parameter
+        else:
+            cap = haart_params.cap
+            # initiate agent only if required capacity is not yet met
+            if num_haart_agents < (cap * num_dx_agents):
+                self.initiate(model.run_random, haart_params, "prob")
+        
     def enroll_prob(self, model: "model.TITAN", haart_params: ObjMap):
         """
         Determine whether to enroll an agent in HAART using probability method.
@@ -214,9 +243,19 @@ def enroll_prob(self, model: "model.TITAN", haart_params: ObjMap):
             model: the instance of TITAN currently being run
             haart_params: the HAART demographic params for this agent
         """
+        # if agent has ever been on haart and use_reinit is true, use reinit probability
         if self.ever and self.agent.location.params.haart.use_reinit:
             if model.run_random.random() < haart_params.reinit.prob:
                 self.initiate(model.run_random, haart_params, "prob")
+                
+        # if agent has been diagnosed through PS, use PS treatment (haart) probability
+        elif self.agent.partner_tracing.ps_dx:
+            enroll_prob = self.agent.location.params.partner_tracing.treatment_prob
+            if model.run_random.random() < enroll_prob:
+                self.initiate(model.run_random, haart_params, "prob")
+                self.ps_add_stat()
+                
+        # else, use normal base probability scaled by time since diagnoses
         else:
             # Find enroll probability based on time since diagnosis
             enroll_prob = 0.0
diff --git a/titan/features/partner_tracing.py b/titan/features/partner_tracing.py
index 2f1ac74e..2c44534e 100644
--- a/titan/features/partner_tracing.py
+++ b/titan/features/partner_tracing.py
@@ -1,17 +1,58 @@
+from typing import List, Dict
 from . import base_feature
 from .. import agent
 from .. import model
+from ..parse_params import ObjMap
 
 
 class PartnerTracing(base_feature.BaseFeature):
-    name = "partner_tracing"
-
+    name: str = "partner_tracing"
+    stats: List[str] = ["step_1", "step_3", "step_4", "ps_dx", "ps_negative", "ps_prev_dx", "ps_participants", "ps_negative_count", "ps_positive_count", "re_haart", "prev_dx_not_on_haart"]
+    
     def __init__(self, agent: "agent.Agent"):
         super().__init__(agent)
-
+        
         self.active = False
         self.time = None
-
+        self.participate = False #willing to participate in PS (i.e name your partners and have them contacted)?
+        self.participate_time = None
+        self.ps_dx = False #diagnosed with HIV through PS?
+        self.ps_dx_time = None #time this agent was diagnosed through PS
+        self.tested_negative = False #tested negative through PS?
+        self.tested_negative_time = None #time this agent tested negative through PS
+        self.info = False # will the agent provide contact info about a partner?
+        self.contact = False # will the partner be contacted by PS?
+        self.info_stat = 0 #for collecting stats only
+        self.contact_stat = 0 #for collecting stats only
+        self.ps_prev_dx = False #was this traced agent already previously diagnosed with hiv? (for collecting stats only)
+        self.ps_prev_dx_time = None #when did we become aware of the fact that the agent was previously diagnosed? (for collecting stats only)
+        self.ps_participant = False #did this partner come back for testing after being contacted? (for collecting stats only)
+        self.ps_participant_time = None #when did this agent come back for testing? (for collecting stats only)
+        self.re_initiated = False #renitiated in haart after stopping treatment?
+        self.prev_dx_not_on_haart = False #is this agent previously diagnosed and is not on haart?
+        
+    # these stats are used for collecting the number of people who test positive and negative through PS. Note these stats are strictly increasing and should never go down.
+    @classmethod
+    def init_class(cls, params: "ObjMap"):
+        cls.tested_negative_count = 0 
+        cls.tested_positive_count = 0
+        
+    @classmethod    
+    def add_negative_count(cls):
+        cls.tested_negative_count += 1
+    
+    @classmethod
+    def get_negative_count(cls):
+        return cls.tested_negative_count
+    
+    @classmethod    
+    def add_positive_count(cls):
+        cls.tested_positive_count += 1
+    
+    @classmethod
+    def get_positive_count(cls):
+        return cls.tested_positive_count
+    
     def update_agent(self, model: "model.TITAN"):
         """
         Update the agent for this feature for a time step.  Called once per time step in `TITAN.update_all_agents`. Agent level updates are done after population level updates.   Called on only features that are enabled per the params.
@@ -21,35 +62,156 @@ def update_agent(self, model: "model.TITAN"):
         args:
             model: the instance of TITAN currently being run
         """
+        
         params = self.agent.location.params.partner_tracing
-
+        
         if model.time < params.start_time or model.time > params.stop_time:
             return
 
         agent_exposure = getattr(self.agent, params.exposure)
+        
+        # if the agent was diagnosed with hiv in the previous time step and is willing to participate, trace their partners
+        if (
+            agent_exposure.dx
+            and agent_exposure.dx_time == model.time - 1
+        ):  
+            # step 1 
+            self.participate = True if model.run_random.random() < params.participate_prob[self.agent.race] else False
 
-        if agent_exposure.active:
-            # was this agent diagnosed with the target exposure last time step
-            if agent_exposure.dx and agent_exposure.dx_time == model.time - 1:
-                for ptnr in self.agent.get_partners(params.bond_type):
-                    partner_exposure = getattr(ptnr, params.exposure)
-                    if (
-                        not partner_exposure.dx
-                        and model.run_random.random() < params.prob
-                    ):
-                        ptnr.partner_tracing.active = True  # type: ignore[attr-defined]
-                        ptnr.partner_tracing.time = model.time  # type: ignore[attr-defined]
-
-            # second chance at diagnosis if traced
+            if self.participate:
+                self.participate_time = model.time
+                
+                self.trace_partners(params, model)
+                
+                        
+        # if this agent is traced (i.e. has been contacted by PS) and comes back for testing
+        if (
+            self.active
+            and self.time < model.time
+            and model.run_random.random() < params.partner_participate_prob[self.agent.race]
+        ):  
+            # mark agents who participate
+            self.ps_participant = True
+            self.ps_participant_time = model.time
+            
+            # if this traced agent was already previously diagnosed, mark as previously diagnosed (every agent is allowed to enter this if statemnet no more than once)
             if (
-                self.active
-                and self.time < model.time
-                and not agent_exposure.dx
-                and model.run_random.random() < params.dx_prob
+                agent_exposure.dx
+                and agent_exposure.dx_time < model.time - 1
+                and not self.ps_prev_dx # and not already marked
             ):
-                agent_exposure.diagnose(model)
-
+                self.ps_prev_dx = True
+                self.ps_prev_dx_time = model.time
+                # is this agent on haart? if not, mark
+                if not self.agent.haart.active:
+                    self.prev_dx_not_on_haart = True
+                    
+            # if this traced agent has not been diagnosed, test agent
+            if not agent_exposure.dx:
+                self.test_agent(agent_exposure, params, model)
+                    
+                    
+            # if agent was traced via PS and was previously diagnosed with hiv and is not on haart, stochastically enroll in haart
+            if (
+                  self.active 
+                  and self.time < model.time
+                  and agent_exposure.dx
+                  and agent_exposure.dx_time < model.time
+                  and not self.agent.haart.active
+                  and model.run_random.random() < params.re_haart_prob
+            ):
+                haart_params = (
+                    self.agent.location.params.demographics[self.agent.race]
+                    .sex_type[self.agent.sex_type]
+                    .drug_type[self.agent.drug_type]
+                    .haart
+                )
+                self.agent.haart.initiate(model.run_random, haart_params, "prob")
+                self.re_initiated = True
+  
         # stop tracing of this agent if time
         if self.active and model.time >= self.time + params.trace_duration:
             self.active = False
             self.time = None
+        
+        # this is to ensure agents are able to test negative multiple times throughout the simulation if contacted. On the otherhand, agents cannot test positive multiple times
+        if self.tested_negative and model.time > self.tested_negative_time:
+            self.tested_negative = False
+            self.tested_negative_time = None
+        
+        # this is to ensure agents are able to participate multiple times throughout the simulation 
+        if self.ps_participant and model.time > self.ps_participant_time:
+            self.ps_participant = False
+            self.ps_participant_time = None
+    
+    def trace_partners(self, params, model: "model.TITAN"):
+        for ptnr in self.agent.get_partners(params.bond_type):
+            
+            # step 3
+            self.info = True if model.run_random.random() < params.tracing_prob else False # can only trace if participant provides information
+            # step 4
+            self.contact = True if model.run_random.random() < params.contact_prob[ptnr.race] else False # contact stochastically
+            
+            if self.info:
+                self.info_stat += 1
+            
+            if (
+                self.info
+                and self.contact
+            ):
+                self.contact_stat += 1
+                ptnr.partner_tracing.active = True  # type: ignore[attr-defined]
+                ptnr.partner_tracing.time = model.time  # type: ignore[attr-defined]
+                
+    def test_agent(self, agent_exposure, params, model: "model.TITAN"):
+        
+        # if agent has hiv, mark as diagnosed
+        if (
+            agent_exposure.active
+            and model.run_random.random() < params.dx_prob
+        ):    
+            agent_exposure.diagnose(model) # markes agent with positive hiv diagnoses (not stochastic)
+            self.ps_dx = True
+            self.ps_dx_time = model.time
+            self.add_positive_count()
+            
+        # if agent does not have hiv, mark as tested negative
+        else:
+            self.tested_negative = True
+            self.tested_negative_time = model.time
+            self.add_negative_count()
+        
+    def set_stats(self, stats: Dict[str, int], time: int):
+        
+        if self.participate:
+            if self.participate_time == time:
+                stats["step_1"] += 1
+            
+                stats["step_3"] += self.info_stat
+                stats["step_4"] += self.contact_stat
+        
+        if self.ps_participant:
+            if self.ps_participant_time == time:
+                stats["ps_participants"] += 1
+                
+        if self.ps_dx:
+            if self.ps_dx_time == time:
+                stats["ps_dx"] += 1
+            
+        if self.tested_negative:
+            if self.tested_negative_time == time:
+                stats["ps_negative"] += 1
+        
+        if self.ps_prev_dx:
+            if self.ps_prev_dx_time == time:
+                stats["ps_prev_dx"] += 1
+        if self.prev_dx_not_on_haart:
+            stats["prev_dx_not_on_haart"] += 1
+                    
+        if self.re_initiated:
+            stats["re_haart"] += 1
+            
+        stats["ps_negative_count"] = self.get_negative_count()
+        
+        stats["ps_positive_count"] = self.get_positive_count()
+        
\ No newline at end of file
diff --git a/titan/features/prep.py b/titan/features/prep.py
index b4ba8574..b1c4241e 100644
--- a/titan/features/prep.py
+++ b/titan/features/prep.py
@@ -12,7 +12,7 @@
 
 class Prep(base_feature.BaseFeature):
     name = "prep"
-    stats = ["prep", "prep_new", "prep_injectable", "prep_oral"]
+    stats = ["prep", "prep_new", "prep_injectable", "prep_oral", "ps_prep_count"]
     """
         PrEP collects the following stats:
 
@@ -33,7 +33,8 @@ def __init__(self, agent: "agent.Agent"):
         self.type = ""
         self.time = None
         self.last_dose_time: Optional[int] = None
-
+        self.ps_prep = False # was this agent referred to prep through ps?
+        
     @classmethod
     def init_class(cls, params: "ObjMap"):
         """
@@ -43,6 +44,7 @@ def init_class(cls, params: "ObjMap"):
             params: the population params
         """
         cls.counts = {race: 0 for race in params.classes.races}
+        cls.ps_prep_count = 0
 
     def init_agent(self, pop: "population.Population", time: int):
         """
@@ -109,7 +111,20 @@ def remove_agent(cls, agent):
             agent: the agent to remove from the class attributes
         """
         cls.counts[agent.race] -= 1
-
+    
+    @classmethod
+    def ps_add_stat(cls):
+        cls.ps_prep_count += 1
+        
+    @classmethod
+    def ps_remove_stat(cls): # do we subtract agents who stop using prep?
+        pass
+        #cls.ps_prep_count -= 1
+        
+    @classmethod
+    def ps_get_stat(cls):
+        return cls.ps_prep_count
+    
     def set_stats(self, stats: Dict[str, int], time: int):
         if self.active:
             stats["prep"] += 1
@@ -121,7 +136,9 @@ def set_stats(self, stats: Dict[str, int], time: int):
                 stats["prep_injectable"] += 1
             elif self.type == "Oral":
                 stats["prep_oral"] += 1
-
+            
+        stats["ps_prep_count"] = self.ps_get_stat()
+        
     def get_acquisition_risk_multiplier(self, time: int, interaction_type: str):
         """
         Get a multiplier for how prep reduces risk of HIV acquisition.
@@ -150,7 +167,7 @@ def get_acquisition_risk_multiplier(self, time: int, interaction_type: str):
         return 1.0
 
     # =============== HELPER METHODS ===================
-
+    
     def initiate(self, model: "model.TITAN", force: bool = False):
         """
         Place agents onto PrEP treatment. PrEP treatment assumes that the agent knows their HIV status is negative.
@@ -168,19 +185,38 @@ def initiate(self, model: "model.TITAN", force: bool = False):
         if force:
             self.enroll(model.run_random, model.time)
         elif params.prep.cap_as_prob:
-            if "Racial" in params.prep.target_model:
-                if (
-                    model.run_random.random()
-                    <= params.demographics[self.agent.race]
-                    .sex_type[self.agent.sex_type]
-                    .prep.cap
-                ):
+            
+            # if target model is racial, use appropriate proabability 
+            if "Racial" in params.prep.target_model and not self.agent.partner_tracing.tested_negative:
+                prep_prob = params.demographics[self.agent.race].sex_type[self.agent.sex_type].prep.cap
+                if model.run_random.random() <= prep_prob:
                     self.enroll(model.run_random, model.time)
-            else:
-                if model.run_random.random() <= params.prep.cap:
+                        
+            # else if agent tested negative through PS, use appropriate probability
+            elif "Racial" in params.prep.target_model and self.agent.partner_tracing.tested_negative:
+                prep_prob = self.agent.location.params.partner_tracing.prep_prob[self.agent.race]
+                if model.run_random.random() <= prep_prob:
                     self.enroll(model.run_random, model.time)
+                    self.ps_prep = True
+                    self.ps_add_stat()
+                    
+            else:
+                if self.agent.partner_tracing.tested_negative:
+                    prep_prob = self.agent.location.params.partner_tracing.prep_prob[self.agent.race]
+                    if model.run_random.random() <= prep_prob:
+                        self.enroll(model.run_random, model.time)
+                        self.ps_prep = True
+                        self.ps_add_stat()
+                        
+                # else, use base probability
+                else:
+                    prep_prob = params.prep.cap
+                    if model.run_random.random() <= prep_prob:
+                        self.enroll(model.run_random, model.time)
+            
         else:
-            if "Racial" in params.prep.target_model:
+            # racial model, but not tested through PS
+            if "Racial" in params.prep.target_model and not self.agent.partner_tracing.tested_negative:
                 num_prep_agents = self.counts[self.agent.race]
                 all_hiv_agents = exposures.HIV.agents
                 all_race = {
@@ -191,15 +227,27 @@ def initiate(self, model: "model.TITAN", force: bool = False):
                 target_prep = (len(all_race) - num_hiv_agents) * params.demographics[
                     self.agent.race
                 ].sex_type[self.agent.sex_type].prep.cap
+                if num_prep_agents < target_prep:
+                    self.enroll(model.run_random, model.time)
+                    
+            # tested through PS
+            elif self.agent.partner_tracing.tested_negative:
+                target_prep = self.agent.partner_tracing.get_negative_count() * self.agent.location.params.partner_tracing.prep_prob[self.agent.race]
+                
+                if self.ps_get_stat() < target_prep:
+                    self.enroll(model.run_random, model.time)
+                    self.ps_prep = True
+                    self.ps_add_stat()
+                    
+            # base case    
             else:
                 num_prep_agents = sum(self.counts.values())
                 target_prep = int(
                     (model.pop.all_agents.num_members() - len(exposures.HIV.agents))
                     * params.prep.cap
                 )
-
-            if num_prep_agents < target_prep:
-                self.enroll(model.run_random, model.time)
+                if num_prep_agents < target_prep:
+                    self.enroll(model.run_random, model.time)
 
     def enroll(self, rand_gen, time):
         """
@@ -263,7 +311,7 @@ def progress(self, model: "model.TITAN", force: bool = False):
             == model.time
         ):
             self.discontinue()
-
+    
     def discontinue(self):
         """
         Discontinue PrEP usage
@@ -272,7 +320,10 @@ def discontinue(self):
         self.type = ""
         self.time = None
         self.last_dose_time = None
-
+        
+        if self.ps_prep:
+            self.ps_prep = False # expected to inflate stats because it allowes re enrollment in prep 
+            self.ps_remove_stat() # subtracts from stats
         self.remove_agent(self.agent)
 
     def eligible(self, time) -> bool:
diff --git a/titan/params/partner_tracing.yml b/titan/params/partner_tracing.yml
index 4ac6341c..3c6185a6 100644
--- a/titan/params/partner_tracing.yml
+++ b/titan/params/partner_tracing.yml
@@ -37,3 +37,57 @@ partner_tracing:
     description: "For how many time steps after partner diagnosis a partner is traced"
     type: int
     default: 1
+  participate_prob:
+    description: Probability that a given agent is willing to participate in the partner services program
+    type: float
+    default: 
+      white: 0.59
+      black: 0.525
+      latino: 0.543
+    min: 0
+    max: 1
+  tracing_prob: 
+    description: Probability of tracing a partner based on the amount of information provided by agent
+    type: float
+    default: 0.66 # to be calibrated
+    min: 0
+    max: 1
+  contact_prob:
+    description: Probability that a named partner will be contacted
+    type: float
+    default:
+     white: 0.7
+     black: 0.69
+     latino: 0.75
+    min: 0  
+    max: 1
+  partner_participate_prob:
+    description: Probability that a contacted partner will participate in the PS and get tested
+    type: float
+    default:
+      white: 0.56
+      black: 0.49
+      latino: 0.54
+    min: 0
+    max: 1
+  treatment_prob:
+    description: Probability that a partner who has been diagnosed through PS will receive treatment
+    type: float
+    default: 0.82
+    min: 0
+    max: 1
+  prep_prob:
+    description: Probability that a partner who tested negative for HIV through PS will be referred to prep
+    type: float
+    default:
+      white: 0.49
+      black: 0.5
+      latino: 0.4
+    min: 0
+    max: 1  
+  re_haart_prob:
+    description: Probability that a traced agent who has been previously diagnosed and not on haart reengages haart
+    type: float
+    default: 0.70
+    min: 0
+    max: 1  
diff --git a/titan/settings/atlanta-latino/demographics.yml b/titan/settings/atlanta-latino/demographics.yml
index 48674d00..815bb3c8 100644
--- a/titan/settings/atlanta-latino/demographics.yml
+++ b/titan/settings/atlanta-latino/demographics.yml
@@ -42,7 +42,7 @@ demographics:
                   hiv: 17.2
                   aids: 34.4
               haart:
-                init: 0.625
+                init: 0.680
                 cap: 0.35
                 adherence:
                   init: 0.885
@@ -91,7 +91,7 @@ demographics:
                   hiv: 17.2
                   aids: 34.4
               haart:
-                init: 0.585
+                init: 0.751
                 cap: 0.65
                 adherence:
                   init: 0.851
diff --git a/titan/settings/atlanta-latino/model.yml b/titan/settings/atlanta-latino/model.yml
index 903c91b5..5c410a2a 100644
--- a/titan/settings/atlanta-latino/model.yml
+++ b/titan/settings/atlanta-latino/model.yml
@@ -4,9 +4,9 @@ model:
     run: 0
   num_pop: 26937
   time:
-    num_steps: 70
+    num_steps: 120
     steps_per_year: 12
-    burn_steps: 0
+    burn_steps: 12
   network:
     type: scale_free
 
@@ -27,6 +27,9 @@ prep:
   target_model:
     - Racial
 
+haart:
+  use_cap: true
+  
 hiv:
   aids:
     prob: 0.05