diff --git a/StatsExamples/l_cancel_example.ipynb b/StatsExamples/l_cancel_example.ipynb
index 865ad5c..8fb84ba 100644
--- a/StatsExamples/l_cancel_example.ipynb
+++ b/StatsExamples/l_cancel_example.ipynb
@@ -434,55 +434,6 @@
     "    .agg([pl.col(\"l_cancel\").mean(), pl.count()])\n",
     ")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div><style>\n",
-       ".dataframe > thead > tr > th,\n",
-       ".dataframe > tbody > tr > td {\n",
-       "  text-align: right;\n",
-       "}\n",
-       "</style>\n",
-       "<small>shape: (22_746, 2)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>frame_index</th><th>l_cancel</th></tr><tr><td>i64</td><td>f64</td></tr></thead><tbody><tr><td>125</td><td>1.0</td></tr><tr><td>128</td><td>1.0</td></tr><tr><td>130</td><td>1.0</td></tr><tr><td>130</td><td>1.0</td></tr><tr><td>140</td><td>1.0</td></tr><tr><td>141</td><td>1.0</td></tr><tr><td>142</td><td>1.0</td></tr><tr><td>145</td><td>1.0</td></tr><tr><td>147</td><td>1.0</td></tr><tr><td>148</td><td>1.0</td></tr><tr><td>149</td><td>1.0</td></tr><tr><td>151</td><td>1.0</td></tr><tr><td>&hellip;</td><td>&hellip;</td></tr><tr><td>16965</td><td>1.0</td></tr><tr><td>16984</td><td>1.0</td></tr><tr><td>17215</td><td>1.0</td></tr><tr><td>17278</td><td>1.0</td></tr><tr><td>17280</td><td>1.0</td></tr><tr><td>17305</td><td>0.75</td></tr><tr><td>17410</td><td>1.0</td></tr><tr><td>17441</td><td>1.0</td></tr><tr><td>17593</td><td>1.0</td></tr><tr><td>18361</td><td>0.0</td></tr><tr><td>18553</td><td>1.0</td></tr><tr><td>18586</td><td>0.5</td></tr></tbody></table></div>"
-      ],
-      "text/plain": [
-       "shape: (22_746, 2)\n",
-       "┌─────────────┬──────────┐\n",
-       "│ frame_index ┆ l_cancel │\n",
-       "│ ---         ┆ ---      │\n",
-       "│ i64         ┆ f64      │\n",
-       "╞═════════════╪══════════╡\n",
-       "│ 125         ┆ 1.0      │\n",
-       "│ 128         ┆ 1.0      │\n",
-       "│ 130         ┆ 1.0      │\n",
-       "│ 130         ┆ 1.0      │\n",
-       "│ …           ┆ …        │\n",
-       "│ 17593       ┆ 1.0      │\n",
-       "│ 18361       ┆ 0.0      │\n",
-       "│ 18553       ┆ 1.0      │\n",
-       "│ 18586       ┆ 0.5      │\n",
-       "└─────────────┴──────────┘"
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "(  # L cancel percentage by stocks remaining\n",
-    "    l_cancel.filter(pl.col(\"character\") == \"FALCO\")\n",
-    "    .sort(pl.col(\"frame_index\"))\n",
-    "    .groupby_rolling(\"frame_index\", period=\"100i\")\n",
-    "    .agg(pl.col(\"l_cancel\").mean())\n",
-    ")"
-   ]
   }
  ],
  "metadata": {