Adding revamped analytics and ruffing files

Author: martech-engineer

results/final_revised_analytics_results.ipynb

@@ -31,6 +31,7 @@
     "  We do not recompute volatility from aggregated rows\n",
     "  We read std_delta directly as produced by the experiment pipeline\n",
     "  Strategy ordering and colors are fixed and reused across all plots using tab10\n",
+    "  Naming Convention: All strategies must use \"[Name] candidates\" format.\n",
     "\"\"\"\n",
     "\n",
     "from dataclasses import dataclass\n",
@@ -63,12 +64,13 @@
     "# Configuration and constants\n",
     "# ============================================================\n",
     "\n",
+    "# UPDATED: Enforced strict \"[Name] candidates\" naming for all strategies\n",
     "STRATEGY_ORDER = [\n",
     "    \"low candidates\",\n",
     "    \"high candidates\",\n",
-    "    \"mixed\",\n",
-    "    \"random\",\n",
-    "    \"folder\",\n",
+    "    \"mixed candidates\",\n",
+    "    \"random candidates\",\n",
+    "    \"folder candidates\",\n",
     "]\n",
     "\n",
     "TYPE_ORDER = [\"automatic\", \"expert\"]\n",
@@ -581,6 +583,7 @@
     "        print(\"\\nLoading and combining files\")\n",
     "\n",
     "        all_dfs: List[pd.DataFrame] = []\n",
+    "        # UPDATED: Mapping all inputs to strict \"[Name] candidates\" format\n",
     "        strategy_mapping = {\n",
     "            \"low\": \"low candidates\",\n",
     "            \"low candidates\": \"low candidates\",\n",
@@ -590,12 +593,12 @@
     "            \"high candidates\": \"high candidates\",\n",
     "            \"best\": \"high candidates\",\n",
     "            \"best candidates\": \"high candidates\",\n",
-    "            \"mixed\": \"mixed\",\n",
-    "            \"mixed candidates\": \"mixed\",\n",
-    "            \"random\": \"random\",\n",
-    "            \"random candidates\": \"random\",\n",
-    "            \"folder\": \"folder\",\n",
-    "            \"folder candidates\": \"folder\",\n",
+    "            \"mixed\": \"mixed candidates\",\n",
+    "            \"mixed candidates\": \"mixed candidates\",\n",
+    "            \"random\": \"random candidates\",\n",
+    "            \"random candidates\": \"random candidates\",\n",
+    "            \"folder\": \"folder candidates\",\n",
+    "            \"folder candidates\": \"folder candidates\",\n",
     "        }\n",
     "\n",
     "        k = float(self.config.INSERTED_LINKS_K)\n",