diff --git a/research/notebooks/pt_pair_backtest.ipynb b/research/notebooks/pt_pair_backtest.ipynb
index 3727353..d849d05 100644
--- a/research/notebooks/pt_pair_backtest.ipynb
+++ b/research/notebooks/pt_pair_backtest.ipynb
@@ -1260,7 +1260,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 13,
+      "execution_count": 12,
       "metadata": {},
       "outputs": [
         {
@@ -2735,7 +2735,7 @@
                 },
                 {
                   "marker": {
-                    "color": "pink",
+                    "color": "red",
                     "size": 12,
                     "symbol": "triangle-up"
                   },
@@ -2775,7 +2775,7 @@
                 },
                 {
                   "marker": {
-                    "color": "purple",
+                    "color": "blue",
                     "size": 12,
                     "symbol": "triangle-down"
                   },
@@ -3801,9 +3801,9 @@
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               "                            \n",
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@@ -4163,7 +4163,7 @@
         "                        y=buy_close_trades['price'],\n",
         "                        mode='markers',\n",
         "                        name=f'{SYMBOL_B} BUY CLOSE',\n",
-        "                        marker=dict(color='pink', size=12, symbol='triangle-up'),\n",
+        "                        marker=dict(color='red', size=12, symbol='triangle-up'),\n",
         "                        showlegend=True\n",
         "                    ),\n",
         "                    row=4, col=1\n",
@@ -4191,7 +4191,7 @@
         "                        y=sell_close_trades['price'],\n",
         "                        mode='markers',\n",
         "                        name=f'{SYMBOL_B} SELL CLOSE',\n",
-        "                        marker=dict(color='purple', size=12, symbol='triangle-down'),\n",
+        "                        marker=dict(color='blue', size=12, symbol='triangle-down'),\n",
         "                        showlegend=True\n",
         "                    ),\n",
         "                    row=4, col=1\n",
@@ -4238,9 +4238,51 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 13,
       "metadata": {},
-      "outputs": [],
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "================================================================================\n",
+            "PAIRS TRADING BACKTEST SUMMARY\n",
+            "================================================================================\n",
+            "\n",
+            "Pair: COIN & MSTR\n",
+            "Strategy: SlidingFit\n",
+            "Configuration: equity\n",
+            "Data file: 20250605.mktdata.ohlcv.db\n",
+            "Trading date: 20250605\n",
+            "\n",
+            "Strategy Parameters:\n",
+            "  Training window: 120 minutes\n",
+            "  Open threshold: 2\n",
+            "  Close threshold: 1\n",
+            "  Funding per pair: $2000\n",
+            "\n",
+            "Sliding Window Analysis:\n",
+            "  Total data points: 391\n",
+            "  Maximum iterations: 271\n",
+            "  Analysis type: Dynamic sliding window\n",
+            "\n",
+            "Trading Signals: 20 generated\n",
+            "  Unique trade times: 10\n",
+            "  BUY signals: 10\n",
+            "  SELL signals: 10\n",
+            "\n",
+            "First few trading signals:\n",
+            "  1. SELL COIN @ $260.46 at 2025-06-05 15:40:00\n",
+            "  2. BUY MSTR @ $380.53 at 2025-06-05 15:40:00\n",
+            "  3. BUY COIN @ $259.39 at 2025-06-05 16:02:00\n",
+            "  4. SELL MSTR @ $379.90 at 2025-06-05 16:02:00\n",
+            "  5. SELL COIN @ $259.62 at 2025-06-05 16:31:00\n",
+            "  ... and 15 more signals\n",
+            "\n",
+            "================================================================================\n"
+          ]
+        }
+      ],
       "source": [
         "print(\"=\" * 80)\n",
         "print(\"PAIRS TRADING BACKTEST SUMMARY\")\n",
@@ -4320,7 +4362,13 @@
         }
       },
       "source": [
-        "## Conclusions and Next Steps\n",
+        "# Conclusions and Next Steps"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
         "\n",
         "This notebook demonstrates a comprehensive pairs trading backtest framework that supports both StaticFit and SlidingFit. \n",
         "\n",