diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..dac025b
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,2027 @@
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+soupsieve = [
+    {file = "soupsieve-2.3.2.post1-py3-none-any.whl", hash = "sha256:3b2503d3c7084a42b1ebd08116e5f81aadfaea95863628c80a3b774a11b7c759"},
+    {file = "soupsieve-2.3.2.post1.tar.gz", hash = "sha256:fc53893b3da2c33de295667a0e19f078c14bf86544af307354de5fcf12a3f30d"},
+]
+stack-data = []
+terminado = []
+threadpoolctl = [
+    {file = "threadpoolctl-3.1.0-py3-none-any.whl", hash = "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b"},
+    {file = "threadpoolctl-3.1.0.tar.gz", hash = "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"},
+]
+tinycss2 = []
+tomli = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
+tornado = []
+tqdm = []
+traitlets = []
+typing-extensions = []
+umap-learn = [
+    {file = "umap-learn-0.5.3.tar.gz", hash = "sha256:dbd57cb181c2b66d238acb5635697526bf24c798082daed0cf9b87f6a3a6c0c7"},
+]
+uri-template = []
+urllib3 = []
+wcwidth = [
+    {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
+    {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
+]
+webcolors = []
+webencodings = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+websocket-client = []
+xgboost = []
+xyzservices = []
+zipp = []
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..e255685
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,24 @@
+[tool.poetry]
+name = "wavemap_paper"
+version = "0.1.0"
+description = ""
+authors = ["Eric Kenji Lee <erickenjilee@gmail.com>"]
+
+[tool.poetry.dependencies]
+python = "^3.8"
+cylouvain = "^0.2.2"
+matplotlib = "^3.6.2"
+scikit-learn = "^1.2.0"
+umap-learn = "^0.5.3"
+xgboost = "^1.7.2"
+bokeh = "^3.0.3"
+networkx = "^2.8.8"
+jupyterlab = "^3.5.1"
+ipykernel = "^6.19.2"
+shap = "^0.41.0"
+
+[tool.poetry.dev-dependencies]
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"