diff --git "a/training_data.json" "b/training_data.json"
deleted file mode 100644--- "a/training_data.json"
+++ /dev/null
@@ -1,10626 +0,0 @@
-[
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-    "category": "family",
-    "type": "debit",
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-  {
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-    "confidence": 0.98
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-  {
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-  },
-  {
-    "description": "UPI/user@yespay/Notification fo/HDFC BANK LTD/XXXX-XXXX-XXXX/<REF>/",
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-  {
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-  {
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-  },
-  {
-    "description": "UPI/user@yespay/Notification fo/HDFC BANK LTD/XXXX-XXXX-XXXX/<REF>/",
-    "category": "trading_credit",
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-  },
-  {
-    "description": "UPI/cred.user@axisb/payment on CRED/AXIS BANK/XXXX-XXXX-XXXX/<REF>/",
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-    "confidence": 0.95
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-  {
-    "description": "UPI/cred.user@axisb/payment on CRED/AXIS BANK/XXXX-XXXX-XXXX/<REF>/",
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-    "confidence": 0.95
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-  {
-    "description": "UPI/cred.user@axisb/payment on CRED/AXIS BANK/XXXX-XXXX-XXXX/<REF>/",
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-  {
-    "description": "UPI/indmoney3.payu@/UPIIntent/AXIS BANK/XXXX-XXXX-XXXX/<REF>/",
-    "category": "investment",
-    "type": "debit",
-    "confidence": 0.85
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-  {
-    "description": "UPI/user@o/UPI/INDIAN BANK/XXXX-XXXX-XXXX/<REF>/",
-    "category": "personal_transfer",
-    "type": "debit",
-    "confidence": 0.4
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-  {
-    "description": "UPI/user@ptye/Sent from Paytm/CANARA BANK/XXXX-XXXX-XXXX/<REF>",
-    "category": "personal_transfer",
-    "type": "credit",
-    "confidence": 0.4
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-  {
-    "description": "UPI/airindia.user@i/Pay/ICICI Bank LTD /XXXX-XXXX-XXXX/<REF>/",
-    "category": "travel",
-    "type": "credit",
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-  {
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-    "category": "personal_transfer",
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-  {
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-    "category": "credit_card",
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-  {
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-  {
-    "description": "UPI/zomatofd.user@h/NA/HDFC BANK LTD/XXXX-XXXX-XXXX/<REF>/",
-    "category": "food",
-    "type": "debit",
-    "confidence": 0.95
-  },
-  {
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-    "category": "credit_card",
-    "type": "debit",
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-  {
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-    "category": "credit_card",
-    "type": "debit",
-    "confidence": 0.95
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-  {
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-  {
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-  {
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-  {
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-  {
-    "description": "UPI/ZOMATO/user@hdfc/UPI/HDFC BANK/XXXX-XXXX-XXXX/<REF>/",
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-    "description": "UPI/Amazon Ind/user@apl/Wallet Rel/AXIS BANK/XXXX-XXXX-XXXX/<REF>/",
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-    "type": "credit",
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-  {
-    "description": "UPI/RUHI TARUN/user@o/birthday/ICICI Bank/XXXX-XXXX-XXXX/<REF>",
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-    "type": "credit",
-    "confidence": 0.95
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-  {
-    "description": "UPI/ZEPTO MARK/user@kotak/UPI/KOTAK MAHI/XXXX-XXXX-XXXX/<REF>/",
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-  {
-    "description": "UPI/Cut and st/paytmqr7l9y58b/UPI/YES BANK L/XXXX-XXXX-XXXX/<REF>/",
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-    "confidence": 0.4
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-  {
-    "description": "UPI/SWIGGY LIM/swiggydineout1/UPI/AXIS BANK/XXXX-XXXX-XXXX/<REF>/",
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-    "type": "debit",
-    "confidence": 0.95
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-  {
-    "description": "UPI/AASIF ALI/user@ybl/UPI/State Bank/XXXX-XXXX-XXXX/<REF>/",
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-  {
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-    "description": "UPI/VODAFONEID/vil.user@hdfcb/UPIIntent/HDFC BANK/XXXX-XXXX-XXXX/<REF>/",
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-    "description": "UPI/Jio Prepai/paytm-jiomobil/Paid via C/YES BANK L/XXXX-XXXX-XXXX/<REF>",
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-  {
-    "description": "UPI/11037APOLL/paytm.d1957799/UPI/YES BANK P/XXXX-XXXX-XXXX/<REF>/",
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-  {
-    "description": "UPI/XXXXXXXXXX/user@pty/UPI/Punjab Nat/XXXX-XXXX-XXXX/<REF>/",
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-  {
-    "description": "UPI/BHAVISHYA/bhavishyawadhw/UPI/HDFC BANK/XXXX-XXXX-XXXX/<REF>",
-    "category": "friends",
-    "type": "credit",
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\ No newline at end of file