diff --git a/.github/workflows/CI.yaml b/.github/workflows/CI.yaml
index ec93169..33c3381 100644
--- a/.github/workflows/CI.yaml
+++ b/.github/workflows/CI.yaml
@@ -54,7 +54,7 @@ jobs:
         # conda setup requires this special shell
         shell: bash -l {0}
         run: |
-          pytest -v --cov=missense_kinase_toolkit --cov-report=xml --color=yes missense_kinase_toolkit/tests/
+          pytest -v --cov=missense_kinase_toolkit --cov-report=xml --color=yes tests/
 
       - name: CodeCov
         uses: codecov/codecov-action@v1
diff --git a/missense_kinase_toolkit/data/README.md b/data/README.md
similarity index 100%
rename from missense_kinase_toolkit/data/README.md
rename to data/README.md
diff --git a/missense_kinase_toolkit/__init__.py b/missense_kinase_toolkit/__init__.py
deleted file mode 100644
index e3a1673..0000000
--- a/missense_kinase_toolkit/__init__.py
+++ /dev/null
@@ -1,7 +0,0 @@
-"""An ETL pipeline package to facilitate structure-based ML for human kinase property prediction"""
-
-# Add imports here
-from .missense_kinase_toolkit import *
-
-
-from ._version import __version__
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+]
+
+[package.dependencies]
+typing-extensions = ">=4.2.0"
+
+[package.extras]
+dotenv = ["python-dotenv (>=0.10.4)"]
+email = ["email-validator (>=1.0.3)"]
+
+[[package]]
+name = "pyflakes"
+version = "3.2.0"
+description = "passive checker of Python programs"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pyflakes-3.2.0-py2.py3-none-any.whl", hash = "sha256:84b5be138a2dfbb40689ca07e2152deb896a65c3a3e24c251c5c62489568074a"},
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+]
+
+[[package]]
+name = "pytest"
+version = "8.0.1"
+description = "pytest: simple powerful testing with Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pytest-8.0.1-py3-none-any.whl", hash = "sha256:3e4f16fe1c0a9dc9d9389161c127c3edc5d810c38d6793042fb81d9f48a59fca"},
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+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
+iniconfig = "*"
+packaging = "*"
+pluggy = ">=1.3.0,<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-runner"
+version = "6.0.1"
+description = "Invoke py.test as distutils command with dependency resolution"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.extras]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-virtualenv", "types-setuptools"]
+
+[[package]]
+name = "python-dateutil"
+version = "2.8.2"
+description = "Extensions to the standard Python datetime module"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
+    {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
+    {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
+]
+
+[package.dependencies]
+six = ">=1.5"
+
+[[package]]
+name = "pytz"
+version = "2024.1"
+description = "World timezone definitions, modern and historical"
+optional = false
+python-versions = "*"
+files = [
+    {file = "pytz-2024.1-py2.py3-none-any.whl", hash = "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"},
+    {file = "pytz-2024.1.tar.gz", hash = "sha256:2a29735ea9c18baf14b448846bde5a48030ed267578472d8955cd0e7443a9812"},
+]
+
+[[package]]
+name = "requests"
+version = "2.31.0"
+description = "Python HTTP for Humans."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "requests-2.31.0-py3-none-any.whl", hash = "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f"},
+    {file = "requests-2.31.0.tar.gz", hash = "sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1"},
+]
+
+[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 = "requests-cache"
+version = "0.9.8"
+description = "A transparent persistent cache for the requests library"
+optional = false
+python-versions = ">=3.7,<4.0"
+files = [
+    {file = "requests_cache-0.9.8-py3-none-any.whl", hash = "sha256:3a16021a4b5014b5b32af9c34f07cb911e99a69074d664dfd4fddb62a2997c21"},
+    {file = "requests_cache-0.9.8.tar.gz", hash = "sha256:eaed4eb5fd5c392ba5e7cfa000d4ab96b1d32c1a1620f37aa558c43741ac362b"},
+]
+
+[package.dependencies]
+appdirs = ">=1.4.4"
+attrs = ">=21.2"
+cattrs = ">=22.2"
+requests = ">=2.22"
+url-normalize = ">=1.4"
+urllib3 = ">=1.25.5"
+
+[package.extras]
+all = ["boto3 (>=1.15)", "botocore (>=1.18)", "itsdangerous (>=2.0)", "pymongo (>=3)", "pyyaml (>=5.4)", "redis (>=3)", "ujson (>=4.0)"]
+bson = ["bson (>=0.5)"]
+docs = ["furo (>=2021.9.8)", "linkify-it-py (>=1.0.1,<2.0.0)", "myst-parser (>=0.15.1,<0.16.0)", "sphinx (==4.3.0)", "sphinx-autodoc-typehints (>=1.11,<2.0)", "sphinx-automodapi (>=0.13,<0.15)", "sphinx-copybutton (>=0.3,<0.5)", "sphinx-inline-tabs (>=2022.1.2b11)", "sphinx-notfound-page (>=0.8)", "sphinx-panels (>=0.6,<0.7)", "sphinxcontrib-apidoc (>=0.3,<0.4)"]
+dynamodb = ["boto3 (>=1.15)", "botocore (>=1.18)"]
+json = ["ujson (>=4.0)"]
+mongodb = ["pymongo (>=3)"]
+redis = ["redis (>=3)"]
+security = ["itsdangerous (>=2.0)"]
+yaml = ["pyyaml (>=5.4)"]
+
+[[package]]
+name = "setuptools"
+version = "69.1.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "setuptools-69.1.0-py3-none-any.whl", hash = "sha256:c054629b81b946d63a9c6e732bc8b2513a7c3ea645f11d0139a2191d735c60c6"},
+    {file = "setuptools-69.1.0.tar.gz", hash = "sha256:850894c4195f09c4ed30dba56213bf7c3f21d86ed6bdaafb5df5972593bfc401"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff (>=0.2.1)", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
+[[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 = "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 = "tqdm"
+version = "4.64.0"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+files = [
+    {file = "tqdm-4.64.0-py2.py3-none-any.whl", hash = "sha256:74a2cdefe14d11442cedf3ba4e21a3b84ff9a2dbdc6cfae2c34addb2a14a5ea6"},
+    {file = "tqdm-4.64.0.tar.gz", hash = "sha256:40be55d30e200777a307a7585aee69e4eabb46b4ec6a4b4a5f2d9f11e7d5408d"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["py-make (>=0.1.0)", "twine", "wheel"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
+[[package]]
+name = "typing-extensions"
+version = "4.9.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
+    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
+]
+
+[[package]]
+name = "tzdata"
+version = "2024.1"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
+    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
+]
+
+[[package]]
+name = "url-normalize"
+version = "1.4.3"
+description = "URL normalization for Python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+files = [
+    {file = "url-normalize-1.4.3.tar.gz", hash = "sha256:d23d3a070ac52a67b83a1c59a0e68f8608d1cd538783b401bc9de2c0fac999b2"},
+    {file = "url_normalize-1.4.3-py2.py3-none-any.whl", hash = "sha256:ec3c301f04e5bb676d333a7fa162fa977ad2ca04b7e652bfc9fac4e405728eed"},
+]
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+name = "urllib3"
+version = "2.2.1"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+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)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.9"
+content-hash = "d19aee415eef2aa1b850309303e157576b57d306043285748a4402387fd747c6"
diff --git a/pyproject.toml b/pyproject.toml
index 511b5b8..8dee21c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,91 +1,54 @@
-[build-system]
-requires = ["setuptools>=61.0", "versioningit~=2.0"]
-build-backend = "setuptools.build_meta"
-
-# Self-descriptive entries which should always be present
-# https://packaging.python.org/en/latest/specifications/declaring-project-metadata/
-[project]
-name = "missense_kinase_toolkit"
+[tool.poetry]
+name = "missense-kinase-toolkit"
+# https://github.com/mtkennerly/poetry-dynamic-versioning/issues/14
+version = "0.0.0"
 description = "An ETL pipeline package to facilitate structure-based ML for human kinase property prediction"
-dynamic = ["version"]
+authors = ["Jess White <jessica.white@choderalab.org>"]
+license = "MIT"
 readme = "README.md"
-authors = [
-    { name = "Jess White", email = "jessica.white@choderalab.org" }
-]
-license = { text = "MIT" }
-# See https://pypi.org/classifiers/
+repository = "https://github.com/choderalab/missense_kinase_toolkit/"
 classifiers = [
     "License :: OSI Approved :: MIT License",
     "Programming Language :: Python :: 3",
 ]
-requires-python = ">=3.9"
-# Declare any run-time dependencies that should be installed with the package.
-dependencies = [
-    "importlib-resources;python_version<='3.11'",
-    "setuptools",
-    "pydantic>=1.10,<2",
-    "tqdm>=4.64.0",
-    "pandas>=2,<3",
-    "requests-cache>=0.9.7,<1",
-    "requests>=2.28.1,<3",
+packages = [
+    {include = "missense_kinase_toolkit", from = "src"},
 ]
 
-# Update the urls once the hosting is set up.
-[project.urls]
-"Source" = "https://github.com/choderalab/missense_kinase_toolkit/"
-#"Documentation" = "https://missense_kinase_toolkit.readthedocs.io/"
+[tool.poetry.dependencies]
+python = "^3.9"
+setuptools = "^69.1.0"
+pydantic = ">=1.10,<2"
+tqdm = "4.64.0"
+pandas = ">=2,<3"
+requests = ">=2.28.1,<3"
+requests-cache = ">=0.9.7,<1"
 
-[project.optional-dependencies]
-test = [
-  "pytest>=6.1.2",
-  "pytest-runner"
-]
 
-[tool.setuptools]
-# This subkey is a beta stage development and keys may change in the future, see https://setuptools.pypa.io/en/latest/userguide/pyproject_config.html for more details
-#
-# As of version 0.971, mypy does not support type checking of installed zipped
-# packages (because it does not actually import the Python packages).
-# We declare the package not-zip-safe so that our type hints are also available
-# when checking client code that uses our (installed) package.
-# Ref:
-# https://mypy.readthedocs.io/en/stable/installed_packages.html?highlight=zip#using-installed-packages-with-mypy-pep-561
-zip-safe = false
-# Let setuptools discover the package in the current directory,
-# but be explicit about non-Python files.
-# See also:
-#   https://setuptools.pypa.io/en/latest/userguide/pyproject_config.html#setuptools-specific-configuration
-# Note that behavior is currently evolving with respect to how to interpret the
-# "data" and "tests" subdirectories. As of setuptools 63, both are automatically
-# included if namespaces is true (default), even if the package is named explicitly
-# (instead of using 'find'). With 'find', the 'tests' subpackage is discovered
-# recursively because of its __init__.py file, but the data subdirectory is excluded
-# with include-package-data = false and namespaces = false.
-include-package-data = false
-[tool.setuptools.packages.find]
-namespaces = false
-where = ["."]
 
-# Ref https://setuptools.pypa.io/en/latest/userguide/datafiles.html#package-data
-[tool.setuptools.package-data]
-missense_kinase_toolkit = [
-    "py.typed"
-]
+[tool.poetry.group.dev.dependencies]
+black = "^24.2.0"
+flake8 = "^7.0.0"
 
-[tool.versioningit]
-default-version = "1+unknown"
 
-[tool.versioningit.format]
-distance = "{base_version}+{distance}.{vcs}{rev}"
-dirty = "{base_version}+{distance}.{vcs}{rev}.dirty"
-distance-dirty = "{base_version}+{distance}.{vcs}{rev}.dirty"
+[tool.poetry.group.test.dependencies]
+pytest = "^8.0.1"
+pytest-runner = "^6.0.1"
 
-[tool.versioningit.vcs]
-# The method key:
-method = "git"  # <- The method name
-# Parameters to pass to the method:
-match = ["*"]
-default-tag = "1.0.0"
+[tool.pytest.ini_options]
+pythonpath = ["src"]
 
-[tool.versioningit.write]
-file = "missense_kinase_toolkit/_version.py"
+[tool.poetry-dynamic-versioning]
+enable = true
+vcs = "git"
+pattern  = "^(?P<base>\\d+\\.\\d+\\.\\d+)(-?((?P<stage>[a-zA-Z]+)\\.?(?P<revision>\\d+)?))?"
+format-jinja = """
+    {%- if distance == 0 -%}
+        {{- base -}}
+    {%- else -%}
+        {{- base }}.dev{{ distance }}+g{{commit}}
+    {%- endif -%}
+"""
+[build-system]
+requires = ["poetry-core>=1.0.0", "poetry-dynamic-versioning>=1.0.0,<2.0.0"]
+build-backend = "poetry_dynamic_versioning.backend"
diff --git a/missense_kinase_toolkit/src/hgnc.py b/src/missense_kinase_toolkit/hgnc.py
similarity index 98%
rename from missense_kinase_toolkit/src/hgnc.py
rename to src/missense_kinase_toolkit/hgnc.py
index a01b7af..101e469 100644
--- a/missense_kinase_toolkit/src/hgnc.py
+++ b/src/missense_kinase_toolkit/hgnc.py
@@ -2,7 +2,7 @@
 
 import requests
 
-import requests_wrapper
+from missense_kinase_toolkit import requests_wrapper
 
 
 def maybe_get_symbol_from_hgnc_search(
diff --git a/missense_kinase_toolkit/py.typed b/src/missense_kinase_toolkit/py.typed
similarity index 100%
rename from missense_kinase_toolkit/py.typed
rename to src/missense_kinase_toolkit/py.typed
diff --git a/missense_kinase_toolkit/src/requests_wrapper.py b/src/missense_kinase_toolkit/requests_wrapper.py
similarity index 100%
rename from missense_kinase_toolkit/src/requests_wrapper.py
rename to src/missense_kinase_toolkit/requests_wrapper.py
diff --git a/missense_kinase_toolkit/tests/__init__.py b/tests/__init__.py
similarity index 100%
rename from missense_kinase_toolkit/tests/__init__.py
rename to tests/__init__.py
diff --git a/missense_kinase_toolkit/tests/test_missense_kinase_toolkit.py b/tests/test_missense_kinase_toolkit.py
similarity index 100%
rename from missense_kinase_toolkit/tests/test_missense_kinase_toolkit.py
rename to tests/test_missense_kinase_toolkit.py