diff --git "a/examples.json" "b/examples.json"
--- "a/examples.json"
+++ "b/examples.json"
@@ -1,15490 +1,7746 @@
 {
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-      "label": "legitimate",
-      "text": "Wire transfer to established supplier, matches invoice amount"
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-      "label": "legitimate",
-      "text": "Payroll transfer to employee account, consistent with previous months"
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-      "text": "Wire transfer to known high-risk jurisdiction, first time"
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-      "label": "needs_investigation",
-      "text": "International wire transfer, first time for this customer"
+      "label": "fraudulent",
+      "text": "Device fingerprint matches known fraud ring database"
     },
     {
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-      "label": "needs_investigation",
-      "text": "Transaction flagged by AI but context unclear"
+      "label": "fraudulent",
+      "text": "High-value order to country with no previous shipping history"
     },
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-      "label": "needs_investigation",
-      "text": "Corporate card used for personal-looking expenses"
+      "label": "fraudulent",
+      "text": "Card details match recent data breach from major retailer"
     },
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-      "label": "needs_investigation",
-      "text": "Payment method changed multiple times in one session"
+      "label": "fraudulent",
+      "text": "Customer support called 10 times trying different personal info"
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-      "label": "needs_investigation",
-      "text": "Bulk purchase of gift cards totaling over $5,000"
+      "label": "fraudulent",
+      "text": "Device ID spoofed to match legitimate customer's phone"
     }
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-      "label": "suspicious",
-      "text": "Unusual login from new IP address in different country"
+      "label": "legitimate",
+      "text": "Annual life insurance premium of $600"
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-      "label": "suspicious",
-      "text": "Password reset followed by immediate fund transfer"
+      "label": "legitimate",
+      "text": "Birthday party supplies from Party City for $125"
     },
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-      "text": "Transaction amount just below reporting threshold of $10,000"
+      "label": "legitimate",
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-      "text": "Sudden change in purchasing pattern, 10x normal volume"
+      "label": "legitimate",
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       ],
-      "label": "suspicious",
-      "text": "Account accessed outside of normal business hours repeatedly"
+      "label": "legitimate",
+      "text": "Sports equipment purchase from Dick's Sporting Goods for $315"
     }
   ]
 }
\ No newline at end of file