diff --git a/.github/workflows/code_checks.yml b/.github/workflows/code_checks.yml
index c8aae34..0de132b 100644
--- a/.github/workflows/code_checks.yml
+++ b/.github/workflows/code_checks.yml
@@ -40,6 +40,7 @@ jobs:
         with:
           node-version: 18
           cache: 'npm'
+          cache-dependency-path: 'frontend/package-lock.json'
       - name: Install dependencies and check code
         run: |
           poetry env use '3.10'
diff --git a/backend/__init__.py b/backend/__init__.py
index e69de29..02a9009 100644
--- a/backend/__init__.py
+++ b/backend/__init__.py
@@ -0,0 +1 @@
+"""Backend package."""
diff --git a/backend/api/__init__.py b/backend/api/__init__.py
index e69de29..747ed4e 100644
--- a/backend/api/__init__.py
+++ b/backend/api/__init__.py
@@ -0,0 +1 @@
+"""Backend API package."""
diff --git a/backend/api/delirium.py b/backend/api/delirium.py
index ec20690..1595e64 100644
--- a/backend/api/delirium.py
+++ b/backend/api/delirium.py
@@ -1,6 +1,7 @@
 """Delirium rates API endpoints."""
 
-from typing import List, Dict
+from typing import Dict, List
+
 from fastapi import FastAPI
 from pydantic import BaseModel
 
diff --git a/backend/api/routes.py b/backend/api/routes.py
index fd4afde..306333b 100644
--- a/backend/api/routes.py
+++ b/backend/api/routes.py
@@ -6,8 +6,8 @@
 
 from backend.api.delirium import (
     get_delirium_rates,
-    get_time_trends,
     get_patient_demographics,
+    get_time_trends,
 )
 
 
diff --git a/poetry.lock b/poetry.lock
index 9fe8138..22bf4ed 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -33,6 +33,38 @@ doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphin
 test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
 trio = ["trio (>=0.23)"]
 
+[[package]]
+name = "boolean-py"
+version = "4.0"
+description = "Define boolean algebras, create and parse boolean expressions and create custom boolean DSL."
+optional = false
+python-versions = "*"
+files = [
+    {file = "boolean.py-4.0-py3-none-any.whl", hash = "sha256:2876f2051d7d6394a531d82dc6eb407faa0b01a0a0b3083817ccd7323b8d96bd"},
+    {file = "boolean.py-4.0.tar.gz", hash = "sha256:17b9a181630e43dde1851d42bef546d616d5d9b4480357514597e78b203d06e4"},
+]
+
+[[package]]
+name = "cachecontrol"
+version = "0.14.0"
+description = "httplib2 caching for requests"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cachecontrol-0.14.0-py3-none-any.whl", hash = "sha256:f5bf3f0620c38db2e5122c0726bdebb0d16869de966ea6a2befe92470b740ea0"},
+    {file = "cachecontrol-0.14.0.tar.gz", hash = "sha256:7db1195b41c81f8274a7bbd97c956f44e8348265a1bc7641c37dfebc39f0c938"},
+]
+
+[package.dependencies]
+filelock = {version = ">=3.8.0", optional = true, markers = "extra == \"filecache\""}
+msgpack = ">=0.5.2,<2.0.0"
+requests = ">=2.16.0"
+
+[package.extras]
+dev = ["CacheControl[filecache,redis]", "black", "build", "cherrypy", "furo", "mypy", "pytest", "pytest-cov", "sphinx", "sphinx-copybutton", "tox", "types-redis", "types-requests"]
+filecache = ["filelock (>=3.8.0)"]
+redis = ["redis (>=2.10.5)"]
+
 [[package]]
 name = "certifi"
 version = "2024.6.2"
@@ -44,6 +76,116 @@ files = [
     {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
 ]
 
+[[package]]
+name = "cfgv"
+version = "3.4.0"
+description = "Validate configuration and produce human readable error messages."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
+    {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.3.2"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+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"
@@ -58,6 +200,21 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
+[[package]]
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+version = "2.1.13"
+description = "Hosted coverage reports for GitHub, Bitbucket and Gitlab"
+optional = false
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+[package.dependencies]
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+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -69,6 +226,117 @@ files = [
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+
+[package.extras]
+toml = ["tomli"]
+
+[[package]]
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+description = "Python library for CycloneDX"
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+python-versions = "<4.0,>=3.8"
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+xml-validation = ["lxml (>=4,<6)"]
+
+[[package]]
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+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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+[[package]]
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 [[package]]
 name = "dnspython"
 version = "2.6.1"
@@ -162,6 +430,22 @@ typer = ">=0.12.3"
 [package.extras]
 standard = ["fastapi", "uvicorn[standard] (>=0.15.0)"]
 
+[[package]]
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+
+[package.extras]
+docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
+typing = ["typing-extensions (>=4.8)"]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -173,6 +457,27 @@ files = [
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
 ]
 
+[[package]]
+name = "html5lib"
+version = "1.1"
+description = "HTML parser based on the WHATWG HTML specification"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+]
+
+[package.dependencies]
+six = ">=1.9"
+webencodings = "*"
+
+[package.extras]
+all = ["chardet (>=2.2)", "genshi", "lxml"]
+chardet = ["chardet (>=2.2)"]
+genshi = ["genshi"]
+lxml = ["lxml"]
+
 [[package]]
 name = "httpcore"
 version = "1.0.5"
@@ -266,6 +571,20 @@ cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 
+[[package]]
+name = "identify"
+version = "2.5.36"
+description = "File identification library for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+license = ["ukkonen"]
+
 [[package]]
 name = "idna"
 version = "3.7"
@@ -277,6 +596,17 @@ files = [
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 ]
 
+[[package]]
+name = "iniconfig"
+version = "2.0.0"
+description = "brain-dead simple config-ini parsing"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
 [[package]]
 name = "jinja2"
 version = "3.1.4"
@@ -294,6 +624,24 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "license-expression"
+version = "30.3.0"
+description = "license-expression is a comprehensive utility library to parse, compare, simplify and normalize license expressions (such as SPDX license expressions) using boolean logic."
+optional = false
+python-versions = ">=3.8"
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+]
+
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+
+[package.extras]
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+testing = ["black", "isort", "pytest (>=6,!=7.0.0)", "pytest-xdist (>=2)", "twine"]
+
 [[package]]
 name = "markdown-it-py"
 version = "3.0.0"
@@ -398,6 +746,140 @@ files = [
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 ]
 
+[[package]]
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+optional = false
+python-versions = ">=3.8"
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+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = ">=4.1.0"
+
+[package.extras]
+dmypy = ["psutil (>=4.0)"]
+install-types = ["pip"]
+mypyc = ["setuptools (>=50)"]
+reports = ["lxml"]
+
+[[package]]
+name = "mypy-extensions"
+version = "1.0.0"
+description = "Type system extensions for programs checked with the mypy type checker."
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
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+]
+
+[[package]]
+name = "nodeenv"
+version = "1.9.1"
+description = "Node.js virtual environment builder"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+files = [
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+]
+
 [[package]]
 name = "orjson"
 version = "3.10.5"
@@ -453,6 +935,169 @@ files = [
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 ]
 
+[[package]]
+name = "packageurl-python"
+version = "0.15.1"
+description = "A purl aka. Package URL parser and builder"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.extras]
+build = ["setuptools", "wheel"]
+lint = ["black", "isort", "mypy"]
+sqlalchemy = ["sqlalchemy (>=2.0.0)"]
+test = ["pytest"]
+
+[[package]]
+name = "packaging"
+version = "24.1"
+description = "Core utilities for Python packages"
+optional = false
+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 = "pip"
+version = "24.1.1"
+description = "The PyPA recommended tool for installing Python packages."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pip-24.1.1-py3-none-any.whl", hash = "sha256:efca15145a95e95c00608afeab66311d40bfb73bb2266a855befd705e6bb15a0"},
+    {file = "pip-24.1.1.tar.gz", hash = "sha256:5aa64f65e1952733ee0a9a9b1f52496ebdb3f3077cc46f80a16d983b58d1180a"},
+]
+
+[[package]]
+name = "pip-api"
+version = "0.0.33"
+description = "An unofficial, importable pip API"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pip-api-0.0.33.tar.gz", hash = "sha256:1c2522ae21efcb034d89cc99f6cf1025293b31c63c29ee98b23f03a85f36bdae"},
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+]
+
+[package.dependencies]
+pip = "*"
+
+[[package]]
+name = "pip-audit"
+version = "2.7.3"
+description = "A tool for scanning Python environments for known vulnerabilities"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pip_audit-2.7.3-py3-none-any.whl", hash = "sha256:46a11faee3323f76adf7987de8171daeb660e8f57d8088cc27fb1c1e5c7747b0"},
+    {file = "pip_audit-2.7.3.tar.gz", hash = "sha256:08891bbf179bffe478521f150818112bae998424f58bf9285c0078965aef38bc"},
+]
+
+[package.dependencies]
+CacheControl = {version = ">=0.13.0", extras = ["filecache"]}
+cyclonedx-python-lib = ">=5,<8"
+html5lib = ">=1.1"
+packaging = ">=23.0.0"
+pip-api = ">=0.0.28"
+pip-requirements-parser = ">=32.0.0"
+requests = ">=2.31.0"
+rich = ">=12.4"
+toml = ">=0.10"
+
+[package.extras]
+dev = ["build", "bump (>=1.3.2)", "pip-audit[doc,lint,test]"]
+doc = ["pdoc"]
+lint = ["interrogate", "mypy", "ruff (<0.4.3)", "setuptools", "types-html5lib", "types-requests", "types-toml"]
+test = ["coverage[toml] (>=7.0,!=7.3.3,<8.0)", "pretend", "pytest", "pytest-cov"]
+
+[[package]]
+name = "pip-requirements-parser"
+version = "32.0.1"
+description = "pip requirements parser - a mostly correct pip requirements parsing library because it uses pip's own code."
+optional = false
+python-versions = ">=3.6.0"
+files = [
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+
+[package.extras]
+docs = ["Sphinx (>=3.3.1)", "doc8 (>=0.8.1)", "sphinx-rtd-theme (>=0.5.0)"]
+testing = ["aboutcode-toolkit (>=6.0.0)", "black", "pytest (>=6,!=7.0.0)", "pytest-xdist (>=2)"]
+
+[[package]]
+name = "platformdirs"
+version = "4.2.2"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+optional = false
+python-versions = ">=3.8"
+files = [
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+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
+
+[[package]]
+name = "pluggy"
+version = "1.5.0"
+description = "plugin and hook calling mechanisms for python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
+
+[[package]]
+name = "pre-commit"
+version = "2.21.0"
+description = "A framework for managing and maintaining multi-language pre-commit hooks."
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "pre_commit-2.21.0.tar.gz", hash = "sha256:31ef31af7e474a8d8995027fefdfcf509b5c913ff31f2015b4ec4beb26a6f658"},
+]
+
+[package.dependencies]
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+identify = ">=1.0.0"
+nodeenv = ">=0.11.1"
+pyyaml = ">=5.1"
+virtualenv = ">=20.10.0"
+
+[[package]]
+name = "py-serializable"
+version = "1.0.3"
+description = "Library for serializing and deserializing Python Objects to and from JSON and XML."
+optional = false
+python-versions = "<4.0,>=3.8"
+files = [
+    {file = "py_serializable-1.0.3-py3-none-any.whl", hash = "sha256:afba815f465b9fe7ab1c1a56d1aa8880c8a9e67a6e28b7ed62d4696fa369caf8"},
+    {file = "py_serializable-1.0.3.tar.gz", hash = "sha256:da3cb4b1f3cc5cc5ebecdd3dadbabd5f65d764357366fa64ee9cbaf0d4b70dcf"},
+]
+
+[package.dependencies]
+defusedxml = ">=0.7.1,<0.8.0"
+
 [[package]]
 name = "pydantic"
 version = "2.7.4"
@@ -577,6 +1222,60 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyparsing"
+version = "3.1.2"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+optional = false
+python-versions = ">=3.6.8"
+files = [
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+    {file = "pyparsing-3.1.2.tar.gz", hash = "sha256:a1bac0ce561155ecc3ed78ca94d3c9378656ad4c94c1270de543f621420f94ad"},
+]
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
+
+[[package]]
+name = "pytest"
+version = "7.4.4"
+description = "pytest: simple powerful testing with Python"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pytest-7.4.4-py3-none-any.whl", hash = "sha256:b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8"},
+    {file = "pytest-7.4.4.tar.gz", hash = "sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
+iniconfig = "*"
+packaging = "*"
+pluggy = ">=0.12,<2.0"
+tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+
+[[package]]
+name = "pytest-cov"
+version = "3.0.0"
+description = "Pytest plugin for measuring coverage."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "pytest-cov-3.0.0.tar.gz", hash = "sha256:e7f0f5b1617d2210a2cabc266dfe2f4c75a8d32fb89eafb7ad9d06f6d076d470"},
+    {file = "pytest_cov-3.0.0-py3-none-any.whl", hash = "sha256:578d5d15ac4a25e5f961c938b85a05b09fdaae9deef3bb6de9a6e766622ca7a6"},
+]
+
+[package.dependencies]
+coverage = {version = ">=5.2.1", extras = ["toml"]}
+pytest = ">=4.6"
+
+[package.extras]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
+
 [[package]]
 name = "python-dotenv"
 version = "1.0.1"
@@ -665,6 +1364,27 @@ files = [
     {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},
 ]
 
+[[package]]
+name = "requests"
+version = "2.32.3"
+description = "Python HTTP for Humans."
+optional = false
+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 = "rich"
 version = "13.7.1"
@@ -683,6 +1403,32 @@ pygments = ">=2.13.0,<3.0.0"
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
+[[package]]
+name = "ruff"
+version = "0.2.2"
+description = "An extremely fast Python linter and code formatter, written in Rust."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "ruff-0.2.2-py3-none-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:0a9efb032855ffb3c21f6405751d5e147b0c6b631e3ca3f6b20f917572b97eb6"},
+    {file = "ruff-0.2.2-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:d450b7fbff85913f866a5384d8912710936e2b96da74541c82c1b458472ddb39"},
+    {file = "ruff-0.2.2-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ecd46e3106850a5c26aee114e562c329f9a1fbe9e4821b008c4404f64ff9ce73"},
+    {file = "ruff-0.2.2-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:5e22676a5b875bd72acd3d11d5fa9075d3a5f53b877fe7b4793e4673499318ba"},
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+    {file = "ruff-0.2.2-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f63d96494eeec2fc70d909393bcd76c69f35334cdbd9e20d089fb3f0640216ca"},
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+    {file = "ruff-0.2.2-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5e1439c8f407e4f356470e54cdecdca1bd5439a0673792dbe34a2b0a551a2fe3"},
+    {file = "ruff-0.2.2-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:940de32dc8853eba0f67f7198b3e79bc6ba95c2edbfdfac2144c8235114d6726"},
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+    {file = "ruff-0.2.2-py3-none-musllinux_1_2_i686.whl", hash = "sha256:3b65494f7e4bed2e74110dac1f0d17dc8e1f42faaa784e7c58a98e335ec83d7e"},
+    {file = "ruff-0.2.2-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:1ec49be4fe6ddac0503833f3ed8930528e26d1e60ad35c2446da372d16651ce9"},
+    {file = "ruff-0.2.2-py3-none-win32.whl", hash = "sha256:d920499b576f6c68295bc04e7b17b6544d9d05f196bb3aac4358792ef6f34325"},
+    {file = "ruff-0.2.2-py3-none-win_amd64.whl", hash = "sha256:cc9a91ae137d687f43a44c900e5d95e9617cb37d4c989e462980ba27039d239d"},
+    {file = "ruff-0.2.2-py3-none-win_arm64.whl", hash = "sha256:c9d15fc41e6054bfc7200478720570078f0b41c9ae4f010bcc16bd6f4d1aacdd"},
+    {file = "ruff-0.2.2.tar.gz", hash = "sha256:e62ed7f36b3068a30ba39193a14274cd706bc486fad521276458022f7bccb31d"},
+]
+
 [[package]]
 name = "shellingham"
 version = "1.5.4"
@@ -694,6 +1440,17 @@ files = [
     {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
 ]
 
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+optional = false
+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 = "sniffio"
 version = "1.3.1"
@@ -705,6 +1462,17 @@ files = [
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
 ]
 
+[[package]]
+name = "sortedcontainers"
+version = "2.4.0"
+description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
+optional = false
+python-versions = "*"
+files = [
+    {file = "sortedcontainers-2.4.0-py2.py3-none-any.whl", hash = "sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0"},
+    {file = "sortedcontainers-2.4.0.tar.gz", hash = "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88"},
+]
+
 [[package]]
 name = "starlette"
 version = "0.37.2"
@@ -723,6 +1491,28 @@ typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""
 [package.extras]
 full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7)", "pyyaml"]
 
+[[package]]
+name = "toml"
+version = "0.10.2"
+description = "Python Library for Tom's Obvious, Minimal Language"
+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"
+optional = false
+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 = "typer"
 version = "0.12.3"
@@ -838,6 +1628,23 @@ files = [
     {file = "ujson-5.10.0.tar.gz", hash = "sha256:b3cd8f3c5d8c7738257f1018880444f7b7d9b66232c64649f562d7ba86ad4bc1"},
 ]
 
+[[package]]
+name = "urllib3"
+version = "2.2.2"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"},
+    {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"},
+]
+
+[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 = "uvicorn"
 version = "0.30.1"
@@ -908,6 +1715,26 @@ files = [
 docs = ["Sphinx (>=4.1.2,<4.2.0)", "sphinx-rtd-theme (>=0.5.2,<0.6.0)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"]
 test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)", "flake8 (>=5.0,<6.0)", "mypy (>=0.800)", "psutil", "pyOpenSSL (>=23.0.0,<23.1.0)", "pycodestyle (>=2.9.0,<2.10.0)"]
 
+[[package]]
+name = "virtualenv"
+version = "20.26.3"
+description = "Virtual Python Environment builder"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "virtualenv-20.26.3-py3-none-any.whl", hash = "sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589"},
+    {file = "virtualenv-20.26.3.tar.gz", hash = "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a"},
+]
+
+[package.dependencies]
+distlib = ">=0.3.7,<1"
+filelock = ">=3.12.2,<4"
+platformdirs = ">=3.9.1,<5"
+
+[package.extras]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+
 [[package]]
 name = "watchfiles"
 version = "0.22.0"
@@ -995,6 +1822,17 @@ files = [
 [package.dependencies]
 anyio = ">=3.0.0"
 
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+optional = false
+python-versions = "*"
+files = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+
 [[package]]
 name = "websockets"
 version = "12.0"
@@ -1079,4 +1917,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "6ae398a4abf9657126951c7064964d8cdec00e6dcc40b87ebf245218cd93aa1e"
+content-hash = "a283fdc7a3bbe26098c4b1b2b990cfe5468efa87fbac28954d010dce20435741"
diff --git a/pyproject.toml b/pyproject.toml
index 594f80a..d4d7d4d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,6 +12,96 @@ fastapi = "^0.111.0"
 uvicorn = "^0.30.1"
 pydantic = "^2.7.4"
 
+[tool.poetry.group.test]
+optional = true
+
+[tool.poetry.group.test.dependencies]
+pytest = "^7.1.1"
+pre-commit = "^2.17.0"
+pytest-cov = "^3.0.0"
+codecov = "^2.1.13"
+mypy = "^1.7.0"
+ruff = "^0.2.0"
+pip-audit = "^2.7.1"
+
+[tool.mypy]
+ignore_missing_imports = true
+install_types = true
+pretty = true
+namespace_packages = true
+explicit_package_bases = true
+non_interactive = true
+warn_unused_configs = true
+allow_any_generics = false
+allow_subclassing_any = false
+allow_untyped_calls = false
+allow_untyped_defs = false
+allow_incomplete_defs = false
+check_untyped_defs = true
+allow_untyped_decorators = false
+warn_redundant_casts = true
+warn_unused_ignores = true
+warn_return_any = true
+implicit_reexport = false
+strict_equality = true
+extra_checks = true
+
+[tool.ruff]
+include = ["*.py", "pyproject.toml", "*.ipynb"]
+line-length = 88
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+docstring-code-format = true
+
+[tool.ruff.lint]
+select = [
+    "A", # flake8-builtins
+    "B", # flake8-bugbear
+    "COM", # flake8-commas
+    "C4", # flake8-comprehensions
+    "RET", # flake8-return
+    "SIM", # flake8-simplify
+    "ICN", # flake8-import-conventions
+    "Q", # flake8-quotes
+    "RSE", # flake8-raise
+    "D", # pydocstyle
+    "E", # pycodestyle
+    "F", # pyflakes
+    "I", # isort
+    "W", # pycodestyle
+    "N", # pep8-naming
+    "ERA", # eradicate
+    "PL", # pylint
+]
+fixable = ["A", "B", "COM", "C4", "RET", "SIM", "ICN", "Q", "RSE", "D", "E", "F", "I", "W", "N", "ERA", "PL"]
+ignore = [
+    "B905", # `zip()` without an explicit `strict=` parameter
+    "E501", # line too long
+    "D203", # 1 blank line required before class docstring
+    "D213", # Multi-line docstring summary should start at the second line
+    "PLR2004", # Replace magic number with named constant
+    "PLR0913", # Too many arguments
+    "COM812", # Missing trailing comma
+]
+
+# Ignore import violations in all `__init__.py` files.
+[tool.ruff.lint.per-file-ignores]
+"__init__.py" = ["E402", "F401", "F403", "F811"]
+
+[tool.ruff.lint.pep8-naming]
+ignore-names = ["X*", "setUp"]
+
+[tool.ruff.lint.isort]
+lines-after-imports = 2
+
+[tool.ruff.lint.pydocstyle]
+convention = "numpy"
+
+[tool.ruff.lint.pycodestyle]
+max-doc-length = 88
+
 [build-system]
 requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"