diff --git a/experiments/votes_by_year/adjust.py b/experiments/votes_by_year/adjust.py
new file mode 100644
index 0000000000000000000000000000000000000000..89378559295d4f6c07199fb13d8c66c6aed9523e
--- /dev/null
+++ b/experiments/votes_by_year/adjust.py
@@ -0,0 +1,155 @@
+# ---
+# jupyter:
+#   jupytext:
+#     formats: ipynb,py:percent
+#     text_representation:
+#       extension: .py
+#       format_name: percent
+#       format_version: '1.3'
+#       jupytext_version: 1.16.1
+#   kernelspec:
+#     display_name: Python 3 (ipykernel)
+#     language: python
+#     name: python3
+# ---
+
+# %%
+import json
+from datetime import date
+from pathlib import Path
+
+import jupyter_black
+import matplotlib.pyplot as plt
+import pandas as pd
+import seaborn as sns
+from pytility import parse_date
+from tqdm import tqdm
+
+jupyter_black.load()
+
+SEED = 23
+
+
+# %%
+def process_row(
+    item,
+    columns=(
+        "item_id",
+        "bgg_id",
+        "bgg_user_name",
+        "bgg_user_owned",
+        "bgg_user_play_count",
+        "bgg_user_rating",
+        "updated_at",
+    ),
+):
+    item = json.loads(item)
+    if isinstance(item, dict) and all(
+        item.get(column) is not None for column in columns
+    ):
+        return {column: item[column] for column in columns}
+    return None
+
+
+def df_from_jl(path):
+    with open(path) as f:
+        records = filter(None, map(process_row, tqdm(f)))
+        df = pd.DataFrame.from_records(records, index="item_id")
+    df["year"] = df.updated_at.apply(lambda x: x[:4]).astype("int32")
+    return df
+
+
+# %%
+path_csv = Path("bgg_RatingItem.csv").resolve()
+path_jl = Path("../../../board-game-data/scraped/bgg_RatingItem.jl").resolve()
+path_games = Path("../../../board-game-data/scraped/bgg_GameItem.csv").resolve()
+
+# %%
+try:
+    df = pd.read_csv(path_csv, index_col="item_id", dtype={"item_id": "object"})
+except Exception:
+    df = df_from_jl(path_jl)
+df.shape
+
+# %%
+df.sample(5, random_state=SEED).T
+
+# %%
+if not path_csv.exists():
+    df.to_csv(path_csv)
+
+# %%
+by_year = df.groupby("year").bgg_id.count()
+by_year
+
+# %%
+now = date.today()
+eoy = date(now.year, 12, 31)
+
+# %%
+eoy_adj = by_year[now.year] * eoy.timetuple().tm_yday / now.timetuple().tm_yday
+eoy_adj
+
+# %%
+by_year[by_year.index < now.year].plot(style="k-", linewidth=3)
+plt.plot([now.year - 1, now.year], [by_year[now.year - 1], eoy_adj], "k:", linewidth=3)
+plt.tight_layout()
+plt.savefig("ratings_by_year.svg")
+plt.show()
+
+# %%
+games = pd.read_csv(path_games, index_col="bgg_id")
+games.compilation = games.compilation.notnull()
+games.cooperative = games.cooperative.notnull()
+games.shape
+
+# %%
+games.sample(5, random_state=SEED).T
+
+# %%
+votes_by_year = games.groupby("year").num_votes.agg(["sum", "mean", "median"])
+
+# %%
+votes_by_year[(votes_by_year.index >= 1980) & (votes_by_year.index <= 2020)][
+    "sum"
+].plot(style="k-", linewidth=3)
+
+# %%
+votes_by_year[(votes_by_year.index >= 1980) & (votes_by_year.index <= 2020)][
+    "mean"
+].plot(style="k-", linewidth=3)
+
+# %%
+votes_by_year[(votes_by_year.index >= 1980) & (votes_by_year.index <= 2020)][
+    "median"
+].plot(style="k-", linewidth=3)
+
+# %%
+votes_by_year_ranked = (
+    games[~games.compilation & games["rank"].notnull() & games.bayes_rating.notnull()]
+    .groupby("year")
+    .num_votes.agg(["sum", "mean", "median"])
+)
+
+# %%
+votes_by_year_ranked[
+    (votes_by_year_ranked.index >= 1980) & (votes_by_year_ranked.index <= 2020)
+]["sum"].plot(style="k-", linewidth=3)
+
+# %%
+votes_by_year_ranked[
+    (votes_by_year_ranked.index >= 1980) & (votes_by_year_ranked.index <= 2020)
+]["mean"].plot(style="k-", linewidth=3)
+
+# %%
+votes_by_year_ranked[
+    (votes_by_year_ranked.index >= 1980) & (votes_by_year_ranked.index <= 2020)
+]["median"].plot(style="k-", linewidth=3)
+
+# %%
+sns.violinplot(
+    x="year",
+    y="num_votes",
+    data=games[(games.year >= 1990) & (games.year <= 2000)],
+)
+plt.ylim(0, 1_000)
diff --git a/experiments/votes_by_year/poetry.lock b/experiments/votes_by_year/poetry.lock
new file mode 100644
index 0000000000000000000000000000000000000000..06c194b3a311fc16279e6035e73b56c295a7310d
--- /dev/null
+++ b/experiments/votes_by_year/poetry.lock
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index 0000000000000000000000000000000000000000..88884714481bbdf979af980e65a58d12a9c63b8c
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