diff --git a/experiments/living_forest/cards.csv b/experiments/living_forest/cards.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fb846d3c82b5e2d3207036d99dcd5ef642760fa2
--- /dev/null
+++ b/experiments/living_forest/cards.csv
@@ -0,0 +1,52 @@
+name,stage,white,sun,water,plant,spiral,lotus,price
+Spider,1,-1,2,0,4,0,0,1
+Armadillo,1,0,2,0,1,0,0,3
+Squirrel,1,0,1,0,2,0,0,5
+Wolf,1,0,0,0,0,2,0,5
+Hedgehog,1,0,3,0,0,0,0,3
+Raccoon,1,0,2,1,0,0,0,3
+Bat,1,0,-1,0,3,0,0,5
+Turtle,1,0,1,2,0,0,0,5
+Beaver,1,0,0,1,1,0,0,2
+Parrot,1,0,3,0,-1,0,1,4
+Toucan,1,1,-2,-1,0,0,0,4
+Taily dog,1,0,4,0,0,0,0,5
+Orangutan,1,1,0,0,-2,0,0,5
+Butterfly,1,1,-3,0,0,0,0,5
+Hippopotamus,1,-1,1,4,1,0,0,2
+Owl,1,-1,1,1,0,3,0,2
+Ibex,1,0,0,0,0,0,2,5
+Flamingo,1,0,0,2,0,0,0,3
+Crow,1,0,1,0,0,1,0,2
+Horse,1,0,-1,0,0,2,0,3
+Olm,1,0,0,1,-1,1,1,4
+Caterpillar,1,0,0,0,2,0,0,3
+Meerkat,1,0,1,-1,2,0,0,2
+Dove,2,-1,1,1,2,2,1,6
+Leopard,2,1,-2,0,0,0,1,10
+Platypus,2,0,0,3,0,0,1,9
+Ox,2,0,0,1,1,1,0,5
+Lemur,2,1,1,-3,2,0,0,10
+Gecko,2,0,0,2,0,1,0,6
+Badger,2,0,2,0,0,2,0,8
+Koala,2,1,3,0,0,-2,0,9
+Python,2,-1,4,1,1,0,2,5
+Woodpecker,2,0,0,0,2,0,1,6
+Goat,2,0,2,0,0,0,2,8
+Not a beaver,2,0,5,0,0,0,0,7
+Frog,2,0,2,2,0,0,0,6
+Chicken,2,0,3,0,1,0,0,5
+Crane,2,0,0,0,2,1,0,6
+Rhinoceros,2,0,0,0,3,0,0,6
+Tapir,3,-1,0,4,0,2,2,12
+Dolphin,3,0,1,4,0,0,0,10
+Elephant,3,0,2,0,0,0,3,12
+Crocodile,3,0,1,2,2,0,0,10
+Dog,3,0,0,0,0,3,1,12
+Gorilla,3,0,0,0,1,2,1,10
+Panda,3,0,0,0,1,0,3,11
+Chameleon,3,0,2,0,0,1,2,11
+Locust,3,0,0,1,4,0,0,11
+Cougar,3,0,0,2,0,2,0,10
+Stag,3,1,0,0,0,0,1,13
+Bison,3,0,6,0,1,0,0,11
diff --git a/experiments/living_forest/living_forest.py b/experiments/living_forest/living_forest.py
new file mode 100644
index 0000000000000000000000000000000000000000..adda6acd028cf35d1ff34842f665f6642fdba2a1
--- /dev/null
+++ b/experiments/living_forest/living_forest.py
@@ -0,0 +1,68 @@
+# ---
+# jupyter:
+#   jupytext:
+#     formats: ipynb,py:percent
+#     text_representation:
+#       extension: .py
+#       format_name: percent
+#       format_version: '1.3'
+#       jupytext_version: 1.14.4
+#   kernelspec:
+#     display_name: Python 3 (ipykernel)
+#     language: python
+#     name: python3
+# ---
+
+# %% [markdown]
+# # Living Forest card costs
+
+# %%
+import pandas as pd
+from sklearn.linear_model import LinearRegression
+
+pd.options.display.max_columns = 150
+pd.options.display.max_rows = 150
+
+# %load_ext nb_black
+# %load_ext lab_black
+
+# %% [markdown]
+# ## Data
+
+# %%
+data = pd.read_csv("cards.csv", index_col="name")
+data["flames"] = data["stage"] + 1
+data.shape
+
+# %%
+data.sample(10)
+
+# %% [markdown]
+# ## Model training
+
+# %%
+elements = ["white", "sun", "water", "plant", "spiral", "lotus"]
+X = data[elements]
+y = data["price"]
+X.shape, y.shape
+
+# %%
+model = LinearRegression(fit_intercept=True)
+model.fit(X, y)
+
+# %%
+model.intercept_
+
+# %%
+for element, price in zip(elements, model.coef_):
+    print(f"{element}:\t{price:6.3f}")
+
+# %% [markdown]
+# ## Over and underpriced cards
+
+# %%
+data["over_price"] = data["price"] - model.predict(data[elements])
+data.sort_values("over_price")
+
+# %%
+# TODO what would be the costs of starting cards?
diff --git a/experiments/living_forest/poetry.lock b/experiments/living_forest/poetry.lock
new file mode 100644
index 0000000000000000000000000000000000000000..15bfcbde689fcb26ab781bf8e2cd987f9bb7e609
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diff --git a/experiments/living_forest/pyproject.toml b/experiments/living_forest/pyproject.toml
new file mode 100644
index 0000000000000000000000000000000000000000..e13c2b44448ecb304236affc265dd7fb236b8aac
--- /dev/null
+++ b/experiments/living_forest/pyproject.toml
@@ -0,0 +1,44 @@
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+include = '\.pyi?$'
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+profile = "black"
+
+[tool.mypy]
+disallow_any_unimported = true
+disallow_untyped_defs = true
+no_implicit_optional = true
+strict_equality = true
+warn_unused_ignores = true
+warn_redundant_casts = true
+warn_return_any = true
+check_untyped_defs = true
+show_error_codes = true