Update assignment_2.ipynb

assignment_2.ipynb

@@ -384,7 +384,6 @@
       "Calculating uncertainty scores...\n",
       "\n",
       "========================================\n",
-      "✅ Part B Complete! Outputs successfully shown.\n",
       "File saved to: hitl_green_100_REPRODUCED.csv\n",
       "   - Min Uncertainty: 0.9959\n",
       "   - Max Uncertainty: 1.0000\n",
@@ -456,7 +455,6 @@
     "df_high_risk[final_columns].to_csv(safe_filename, index=False)\n",
     "\n",
     "print(\"\\n\" + \"=\"*40)\n",
-    "print(f\"Part B Complete! Outputs successfully shown.\")\n",
     "print(f\"File saved to: {safe_filename}\")\n",
     "print(f\"   - Min Uncertainty: {df_high_risk['u'].min():.4f}\")\n",
     "print(f\"   - Max Uncertainty: {df_high_risk['u'].max():.4f}\")\n",
@@ -913,6 +911,39 @@
       "\n",
       "Done\n"
      ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "============================================================\n",
+      "HITL ANALYSIS REPORT\n",
+      "============================================================\n",
+      "Total Claims Labeled: 100\n",
+      "Human Overrides:      3\n",
+      "Agreement Rate:       97.0%\n",
+      "------------------------------------------------------------\n",
+      "\n",
+      " 3 EXAMPLES OF HUMAN OVERRIDES:\n",
+      "\n",
+      "Example #1:\n",
+      "   • Claim Snippet: \"1. An apparatus, comprising: a single, dilute solids phase reactor having a top, a central section, and a bottom section with an exit port, and a top ...\"\n",
+      "   • LLM Suggestion: 0 (Rationale: The claim describes a particle removal apparatus for exhaust gases, which addresses air pollution control rather than greenhouse gas mitigation.)\n",
+      "   • Human Label:    1\n",
+      "   • Your Notes:     Manual override: This technology is classified as Green under CPC Y02.\n",
+      "\n",
+      "Example #2:\n",
+      "   • Claim Snippet: \"1. A biogenic flocculant composition for CEPT sludge conditioning comprising a) a first flocculant component which comprises at least one acidophilic ...\"\n",
+      "   • LLM Suggestion: 0 (Rationale: The claim focuses on sludge conditioning using microbial flocculants, which is a wastewater treatment application rather than a direct climate‑change mitigation technology.)\n",
+      "   • Human Label:    1\n",
+      "   • Your Notes:     Manual override: This technology is classified as Green under CPC Y02.\n",
+      "\n",
+      "Example #3:\n",
+      "   • Claim Snippet: \"1. A nuclear reactor comprising: an elongated reactor vessel enclosed at a lower end and having an open upper end on which an annular flange is formed...\"\n",
+      "   • LLM Suggestion: 0 (Rationale: The claim describes a nuclear reactor component, not a climate‑change mitigation technology.)\n",
+      "   • Human Label:    1\n",
+      "   • Your Notes:     Manual override: This technology is classified as Green under CPC Y02.\n"
+     ]
     }
    ],
    "source": [
@@ -1216,8 +1247,7 @@
       "Precision       |               0.7489 |               0.7473 (-0.0015)\n",
       "Recall          |               0.7488 |               0.7467 (-0.0021)\n",
       "F1-score        |               0.7488 |               0.7465 (-0.0023)\n",
-      "============================================================\n",
-      "Assignment Complete! Copy the table above into your README.\n"
+      "============================================================\n"
      ]
     }
    ],
@@ -1284,8 +1314,7 @@
     "    val_d = active_report['macro avg'][m]\n",
     "    diff = val_d - val_a\n",
     "    print(f\"{m.capitalize():<15} | {val_a:20.4f} | {val_d:20.4f} ({'+' if diff >=0 else ''}{diff:.4f})\")\n",
-    "print(\"=\"*60)\n",
-    "print(\"Assignment Complete! Copy the table above into your README.\")"
+    "print(\"=\"*60)\n"
    ]
   },
   {