tensorflow_nlp.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ff8505ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import joblib\n",
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4df25854",
   "metadata": {},
   "outputs": [],
   "source": [
    "import zipfile\n",
    "import os\n",
    "import tensorflow as tf\n",
    "\n",
    "# Unzip the folder\n",
    "zip_path = 'model_6_savedmodel.zip'\n",
    "extract_path = 'model_6_savedmodel'\n",
    "\n",
    "with zipfile.ZipFile(zip_path, 'r') as zip_ref:\n",
    "    zip_ref.extractall(extract_path)\n",
    "\n",
    "# Load the model\n",
    "loaded_model = tf.keras.models.load_model(extract_path)\n",
    "\n",
    "# Now you can use the loaded_model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a5b7486f",
   "metadata": {},
   "outputs": [],
   "source": [
    "loaded_model_6 = tf.keras.models.load_model(\"model_6_savedmodel\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "eb4ce516",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 1s 608ms/step\n",
      "Predicted Label: 0\n",
      "Prediction Probability: 0.22245502471923828\n"
     ]
    }
   ],
   "source": [
    "# Assuming you have a sentence\n",
    "new_sentence = \"This is a new sentence for prediction.\"\n",
    "\n",
    "# Use the loaded model to make predictions\n",
    "pred_prob = loaded_model_6.predict([new_sentence])\n",
    "pred_label = tf.squeeze(tf.round(pred_prob)).numpy()\n",
    "\n",
    "# Print the prediction\n",
    "print(f\"Predicted Label: {int(pred_label)}\")\n",
    "print(f\"Prediction Probability: {pred_prob[0][0]}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "177fb00a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 459ms/step\n",
      "Sentence: Text from Image 1: Io\n",
      "Predicted Label: 0 (Probability: 0.0950)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "Sentence: Text from Image 2: Ask iPol\n",
      "Predicted Label: 0 (Probability: 0.1788)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "Sentence: Text from Image 3: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Predicted Label: 1 (Probability: 0.6725)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "Sentence: Text from Image 4: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Predicted Label: 1 (Probability: 0.7070)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "Sentence: Text from Image 5: Begin the New Year with a brighter future by investing in a Fixed Deposit. Smile Eat Regulor Senior citlzen 7.10% p.a: 7.65% p.a: Open an FD now TBCs; This rate of interest is opplicoble for FDs with tenure of 15 months to 2 years: Minimum FD umount ?10,000 Fixed Deposit  Goals: 2024 more better Invest\n",
      "Predicted Label: 0 (Probability: 0.3272)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "Sentence: Text from Image 6: Begin the New Year with a brighter future by investing in a Fixed Deposit. Smile Eat Regulor Senior citlzen 7.10% p.a: 7.65% p.a: Open an FD now TBCs; This rate of interest is opplicoble for FDs with tenure of 15 months to 2 years: Minimum FD umount ?10,000 Fixed Deposit  Goals: 2024 more better Invest\n",
      "Predicted Label: 0 (Probability: 0.3132)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 54ms/step\n",
      "Sentence: Text from Image 7: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Predicted Label: 1 (Probability: 0.5676)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Sentence: Text from Image 8: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Predicted Label: 1 (Probability: 0.6317)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "Sentence: Text from Image 9: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Predicted Label: 1 (Probability: 0.9683)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 98ms/step\n",
      "Sentence: Text from Image 10: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Predicted Label: 1 (Probability: 0.9548)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 70ms/step\n",
      "Sentence: Text from Image 11: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Predicted Label: 1 (Probability: 0.8312)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "Sentence: Text from Image 12: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Predicted Label: 1 (Probability: 0.8480)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "Sentence: Text from Image 13: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Predicted Label: 1 (Probability: 0.7364)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 37ms/step\n",
      "Sentence: Text from Image 14: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Predicted Label: 1 (Probability: 0.7551)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "Sentence: Text from Image 15: Begin the New Year with a brighter future by investing in a Fixed Deposit. Smile Eat Regulor Senior citlzen 7.10% p.a: 7.65% p.a: Open an FD now TBCs; This rate of interest is opplicoble for FDs with tenure of 15 months to 2 years: Minimum FD umount ?10,000 Fixed Deposit  Goals: 2024 more better Invest\n",
      "Predicted Label: 0 (Probability: 0.3792)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "Sentence: Text from Image 16: Begin the New Year with a brighter future by investing in a Fixed Deposit. Smile Eat Regulor Senior citlzen 7.10% p.a: 7.65% p.a: Open an FD now TBCs; This rate of interest is opplicoble for FDs with tenure of 15 months to 2 years: Minimum FD umount ?10,000 Fixed Deposit  Goals: 2024 more better Invest\n",
      "Predicted Label: 0 (Probability: 0.2921)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "Sentence: Text from Image 17: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Predicted Label: 1 (Probability: 0.6704)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Sentence: Text from Image 18: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Predicted Label: 1 (Probability: 0.7078)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "Sentence: Text from Image 19: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Predicted Label: 1 (Probability: 0.9657)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "Sentence: Text from Image 20: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Predicted Label: 1 (Probability: 0.9653)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Sentence: Text from Image 21: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Predicted Label: 1 (Probability: 0.8510)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Sentence: Text from Image 22: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Predicted Label: 1 (Probability: 0.8806)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Sentence: Text from Image 23: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Predicted Label: 1 (Probability: 0.7020)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "Sentence: Text from Image 24: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Predicted Label: 1 (Probability: 0.7786)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "Sentence: Text from Image 25: ICICI Bank Oplatinum 4375 5100 1234 5678 02/14 4 01/18 HIT KHANNA VISA\n",
      "Predicted Label: 1 (Probability: 0.9399)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "Sentence: Text from Image 26: ICICI Bank OPlatinum 4375 5100 1234 5678 02/14 01/18 HIT KHANNA VISA\n",
      "Predicted Label: 1 (Probability: 0.9180)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "Sentence: Text from Image 27: 5142 0b/2} KHEANA Bank JCICIE Coral 7899 3456 VISA 1375 Lelnur Fluy 09/17 RoHIT\n",
      "Predicted Label: 1 (Probability: 0.9115)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "Sentence: Text from Image 28: 5112 VISA  Bank ICICI Cora| 7899 3456 1375 07/17 {00/2} IhEKA TohIt\n",
      "Predicted Label: 1 (Probability: 0.8866)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "Sentence: Text from Image 29: ICICI Bank Rubyx 5241 9312 3456 7899 ee 00/z1 HIT KAANKA Tateretctro\n",
      "Predicted Label: 1 (Probability: 0.5227)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "Sentence: Text from Image 30: ICICI Bank s241 9312 3456 7899 08/21 HANNA Aubyr\n",
      "Predicted Label: 1 (Probability: 0.8477)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Sentence: Text from Image 31: ICICI Bank Sapphiro 5241 9312 3456 7899 Mnnat 04717 06/21 HIT KHANNA mreine\n",
      "Predicted Label: 1 (Probability: 0.9273)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "Sentence: Text from Image 32: ICICI Bank Sapphiro 5241 931243456 ?899 08/21 HIT KAANNA Tmndenitri\n",
      "Predicted Label: 1 (Probability: 0.9709)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "Sentence: Text from Image 33: 8 3 1 I 1 2\n",
      "Predicted Label: 0 (Probability: 0.2296)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Sentence: Text from Image 34: 2 1 1 1 1\n",
      "Predicted Label: 0 (Probability: 0.1416)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "Sentence: Text from Image 35: jICICI Bank make trip VISA ROHIT KHANNA Platinum\n",
      "Predicted Label: 1 (Probability: 0.8253)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "Sentence: Text from Image 36: fICICl Bank makel trip ROHIT KHANNA VISA platinun\n",
      "Predicted Label: 0 (Probability: 0.2769)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "Sentence: Text from Image 37: jICICI Bank make trip VISA ROHIT KHANNA Platinum\n",
      "Predicted Label: 1 (Probability: 0.7878)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "Sentence: Text from Image 38: fICICl Bank makel trip ROHIT KHANNA VISA platinun\n",
      "Predicted Label: 0 (Probability: 0.3267)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "Sentence: Text from Image 39: jICICI Bank make trip VISA ROHIT KHANNA Platinum\n",
      "Predicted Label: 1 (Probability: 0.8101)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "Sentence: Text from Image 40: fICICl Bank makel trip ROHIT KHANNA VISA platinun\n",
      "Predicted Label: 1 (Probability: 0.7425)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "Sentence: Text from Image 41: 3 4 8 13 { 4 1 1 1 1\n",
      "Predicted Label: 0 (Probability: 0.0662)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "Sentence: Text from Image 42: 2 { 4 L 1\n",
      "Predicted Label: 0 (Probability: 0.4316)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "Sentence: Text from Image 43: 2 2 7_ 89 ICIBan 4375 ROHIT _ 06718\" KHAN] 3456 VISA Manonn\n",
      "Predicted Label: 0 (Probability: 0.4869)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 52ms/step\n",
      "Sentence: Text from Image 44: 89 Qr 4375 Joat 3455\n",
      "Predicted Label: 0 (Probability: 0.3239)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 57ms/step\n",
      "Sentence: Text from Image 45: 2 2 7_ 89 ICIBan 4375 ROHIT _ 06718\" KHAN] 3456 VISA Manonn\n",
      "Predicted Label: 1 (Probability: 0.5504)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "Sentence: Text from Image 46: 89 Qr 4375 Joat 3455\n",
      "Predicted Label: 0 (Probability: 0.2704)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "Sentence: Text from Image 47: 2 2 7_ 89 ICIBan 4375 ROHIT _ 06718\" KHAN] 3456 VISA Manonn\n",
      "Predicted Label: 0 (Probability: 0.3295)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "Sentence: Text from Image 48: 89 Qr 4375 Joat 3455\n",
      "Predicted Label: 0 (Probability: 0.2731)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "Sentence: Text from Image 49: het Weld Veu ro IMoblle Danino_ Allour Ieicietnt 3401 01b04790 (TTDEZ Onteutrtied Ce Ttt Deco Pockets = CrcKW  014n2gl Ftnene BANK YoU Can Jcors vol Bank Account Recurng Deposi Cireg Deposit C44[o\" Fet ; Pay 77'Jt Roo^ AIU Ur Cn\n",
      "Predicted Label: 1 (Probability: 0.8915)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Sentence: Text from Image 50: Dornload iMobilc App\n",
      "Predicted Label: 0 (Probability: 0.2301)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "Sentence: Text from Image 51: Dornload Pockets\n",
      "Predicted Label: 0 (Probability: 0.0308)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "Sentence: Text from Image 52: Dornload iMobilc App\n",
      "Predicted Label: 0 (Probability: 0.0345)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "Sentence: Text from Image 53: Dornload Pockets\n",
      "Predicted Label: 0 (Probability: 0.0961)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "Sentence: Text from Image 54: Your Financial Journey Here are next steps for you Explore Now\n",
      "Predicted Label: 0 (Probability: 0.1868)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "Sentence: Text from Image 55: Atrn OvstanJ TCol Dcar Tn {1,0 171.70 exas Avaisor Irtnerodt dor Ccecota 00s J Tuait Odtt J \"otdtatdd Bibe 04m1od Eettt Jiaim Tocuae ereno Salneet Dotbtct Lecot Air Mnatlodt\n",
      "Predicted Label: 0 (Probability: 0.3261)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Sentence: Text from Image 56: Net Canking FICICIBank\n",
      "Predicted Label: 0 (Probability: 0.0996)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "Sentence: Text from Image 57: 8\n",
      "Predicted Label: 0 (Probability: 0.0258)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "Sentence: Text from Image 58: {@}\n",
      "Predicted Label: 0 (Probability: 0.0763)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "Sentence: Text from Image 59: \"6}\n",
      "Predicted Label: 0 (Probability: 0.0232)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 55ms/step\n",
      "Sentence: Text from Image 60: Swiggy\n",
      "Predicted Label: 0 (Probability: 0.2187)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 58ms/step\n",
      "Sentence: Text from Image 61: Icleartrip\n",
      "Predicted Label: 0 (Probability: 0.2891)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "Sentence: Text from Image 62: APVarnom 3T44-H\n",
      "Predicted Label: 0 (Probability: 0.2412)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "Sentence: Text from Image 63: PAW RULZ\n",
      "Predicted Label: 0 (Probability: 0.0411)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "Sentence: Text from Image 64: AQUASAIL 3600 Sailing Mumbai Mandwa Goa\n",
      "Predicted Label: 0 (Probability: 0.0275)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "Sentence: Text from Image 65: AQUASAIL 3600 Sailing Mumbai Mandwa Goa\n",
      "Predicted Label: 0 (Probability: 0.0190)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "Sentence: Text from Image 66: APVarnom 3T44-H\n",
      "Predicted Label: 0 (Probability: 0.2469)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "Sentence: Text from Image 67: APVarnom 3T44-H\n",
      "Predicted Label: 0 (Probability: 0.2986)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "Sentence: Text from Image 68: PAW RULZ\n",
      "Predicted Label: 0 (Probability: 0.0507)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "Sentence: Text from Image 69: AQUASAIL 3600 Sailing Mumbai Mandwa Goa\n",
      "Predicted Label: 0 (Probability: 0.1128)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "Sentence: Text from Image 70: AQUASAIL 3600 Sailing Mumbai Mandwa Goa\n",
      "Predicted Label: 0 (Probability: 0.0687)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "Sentence: Text from Image 71: APVarnom 3T44-H\n",
      "Predicted Label: 0 (Probability: 0.2373)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "Sentence: Text from Image 72: APVarnom 3T44-H\n",
      "Predicted Label: 1 (Probability: 0.5052)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "Sentence: Text from Image 73: PAW RULZ\n",
      "Predicted Label: 0 (Probability: 0.0439)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "Sentence: Text from Image 74: Dounluad App Store\n",
      "Predicted Label: 0 (Probability: 0.4479)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "Sentence: Text from Image 75: EmtON Google Play\n",
      "Predicted Label: 0 (Probability: 0.4332)\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 51ms/step\n",
      "Sentence: Text from Image 76: 88\n",
      "Predicted Label: 0 (Probability: 0.4904)\n",
      "------------------------------\n"
     ]
    }
   ],
   "source": [
    "# Read the text file with sentences\n",
    "file_path = \"result.txt\"\n",
    "with open(file_path, \"r\", encoding=\"utf-8\") as file:\n",
    "    sentences = file.readlines()\n",
    "\n",
    "# Use the loaded model to make predictions for each sentence\n",
    "for sentence in sentences:\n",
    "    # Clean the sentence if needed\n",
    "    cleaned_sentence = sentence.strip()  # You may need additional cleaning based on your data\n",
    "\n",
    "    # Make predictions\n",
    "    pred_prob = loaded_model_6.predict([cleaned_sentence])\n",
    "    pred_label = int(tf.squeeze(tf.round(pred_prob)).numpy())\n",
    "\n",
    "    # Print the prediction for each sentence\n",
    "    print(f\"Sentence: {cleaned_sentence}\")\n",
    "    print(f\"Predicted Label: {pred_label} (Probability: {pred_prob[0][0]:.4f})\")\n",
    "    print(\"-\" * 30)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "28fb5e79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 3: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.6784105896949768\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 4: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.70003342628479\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 7: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Prediction Probability: 0.6127644181251526\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 8: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Prediction Probability: 0.6822077035903931\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 48ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 9: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Prediction Probability: 0.9701914191246033\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 10: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Prediction Probability: 0.9613423347473145\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 11: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Prediction Probability: 0.8484976291656494\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 12: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Prediction Probability: 0.8664236068725586\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 13: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.735628604888916\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 14: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.7495462894439697\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 17: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Prediction Probability: 0.719862699508667\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 49ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 18: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Prediction Probability: 0.7532004117965698\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 19: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Prediction Probability: 0.9689421057701111\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 20: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Prediction Probability: 0.971007227897644\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 53ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 21: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Prediction Probability: 0.8820882439613342\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 95ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 22: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Prediction Probability: 0.9047569036483765\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 70ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 23: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.7014737129211426\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 24: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.77248615026474\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 25: ICICI Bank Oplatinum 4375 5100 1234 5678 02/14 4 01/18 HIT KHANNA VISA\n",
      "Prediction Probability: 0.9379287362098694\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 26: ICICI Bank OPlatinum 4375 5100 1234 5678 02/14 01/18 HIT KHANNA VISA\n",
      "Prediction Probability: 0.913774311542511\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 50ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 27: 5142 0b/2} KHEANA Bank JCICIE Coral 7899 3456 VISA 1375 Lelnur Fluy 09/17 RoHIT\n",
      "Prediction Probability: 0.9198836088180542\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 28: 5112 VISA  Bank ICICI Cora| 7899 3456 1375 07/17 {00/2} IhEKA TohIt\n",
      "Prediction Probability: 0.8270601630210876\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 30: ICICI Bank s241 9312 3456 7899 08/21 HANNA Aubyr\n",
      "Prediction Probability: 0.8470674157142639\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 31: ICICI Bank Sapphiro 5241 9312 3456 7899 Mnnat 04717 06/21 HIT KHANNA mreine\n",
      "Prediction Probability: 0.9012189507484436\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 32: ICICI Bank Sapphiro 5241 931243456 ?899 08/21 HIT KAANNA Tmndenitri\n",
      "Prediction Probability: 0.9739605188369751\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 35: jICICI Bank make trip VISA ROHIT KHANNA Platinum\n",
      "Prediction Probability: 0.6768426895141602\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 37: jICICI Bank make trip VISA ROHIT KHANNA Platinum\n",
      "Prediction Probability: 0.6003092527389526\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 39: jICICI Bank make trip VISA ROHIT KHANNA Platinum\n",
      "Prediction Probability: 0.6171464323997498\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 40: fICICl Bank makel trip ROHIT KHANNA VISA platinun\n",
      "Prediction Probability: 0.7206833362579346\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 42: 2 { 4 L 1\n",
      "Prediction Probability: 0.5716803669929504\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 47ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 43: 2 2 7_ 89 ICIBan 4375 ROHIT _ 06718\" KHAN] 3456 VISA Manonn\n",
      "Prediction Probability: 0.5678884387016296\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 45: 2 2 7_ 89 ICIBan 4375 ROHIT _ 06718\" KHAN] 3456 VISA Manonn\n",
      "Prediction Probability: 0.638972282409668\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 49: het Weld Veu ro IMoblle Danino_ Allour Ieicietnt 3401 01b04790 (TTDEZ Onteutrtied Ce Ttt Deco Pockets = CrcKW  014n2gl Ftnene BANK YoU Can Jcors vol Bank Account Recurng Deposi Cireg Deposit C44[o\" Fet ; Pay 77'Jt Roo^ AIU Ur Cn\n",
      "Prediction Probability: 0.9024717807769775\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 38ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 41ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "1/1 [==============================] - 0s 39ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n",
      "1/1 [==============================] - 0s 43ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 74: Dounluad App Store\n",
      "Prediction Probability: 0.7279161214828491\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 44ms/step\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 75: EmtON Google Play\n",
      "Prediction Probability: 0.752836287021637\n",
      "------------------------------\n",
      "1/1 [==============================] - 0s 51ms/step\n"
     ]
    }
   ],
   "source": [
    "# Assuming you have a text file named \"your_text_file.txt\" with one sentence per line\n",
    "with open(\"result.txt\", \"r\") as file:\n",
    "    for line in file:\n",
    "        # Use the loaded model to make predictions\n",
    "        pred_prob = loaded_model_6.predict([line])\n",
    "        pred_label = tf.squeeze(tf.round(pred_prob)).numpy()\n",
    "\n",
    "        # Print the prediction if the label is 1\n",
    "        if pred_label == 1:\n",
    "            print(\"Predicted Label: 1\")\n",
    "            print(f\"Sentence: {line.strip()}\")\n",
    "            print(f\"Prediction Probability: {pred_prob[0][0]}\")\n",
    "            print(\"------------------------------\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f719d9e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted Label: 1\n",
      "Sentence: Text from Image 3: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.6784105896949768\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 4: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.70003342628479\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 7: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Prediction Probability: 0.6127644181251526\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 8: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Prediction Probability: 0.6822077035903931\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 9: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Prediction Probability: 0.9701914191246033\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 10: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Prediction Probability: 0.9613423347473145\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 11: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Prediction Probability: 0.8484976291656494\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 12: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Prediction Probability: 0.8664236068725586\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 13: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.735628604888916\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 14: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.7495462894439697\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 17: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Prediction Probability: 0.719862699508667\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 18: Ring in the new at your Dream Home With Quick & easy ICICI Bank Home Loans Seamless digital Minimal process documentation APPLY FOR A HOME LOAN \"TRCs year\n",
      "Prediction Probability: 0.7532004117965698\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 19: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Prediction Probability: 0.9689421057701111\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 20: UZL Experience the best with UPI on your ICICI Bank RuPay Credit Card: AVAIL YOUR CARD NOW T&Cs: ern uuiltmtnetLn Twu  SuEa Carea RuPay _ Ta\n",
      "Prediction Probability: 0.971007227897644\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 21: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Prediction Probability: 0.8820882439613342\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 22: Instant online Making an expensive purchase? ? approval & pay-out #YourNextBig with Home Appliance ICICI Banks multi-purpose Personal Loan: No collateral Jewellery APPLY NOW required T8Cs Home Improvements Buy_ Thing\n",
      "Prediction Probability: 0.9047569036483765\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 23: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.7014737129211426\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 24: Seal the deal Minimal before the year ends Documentation Wrap up the year with a Car Loan from (2824 New Seamless ICICI Bank and bring home your dream carl Journey CLICK HERE FOR A QUICK SANCTION TBCs\n",
      "Prediction Probability: 0.77248615026474\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 25: ICICI Bank Oplatinum 4375 5100 1234 5678 02/14 4 01/18 HIT KHANNA VISA\n",
      "Prediction Probability: 0.9379287362098694\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 26: ICICI Bank OPlatinum 4375 5100 1234 5678 02/14 01/18 HIT KHANNA VISA\n",
      "Prediction Probability: 0.913774311542511\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 27: 5142 0b/2} KHEANA Bank JCICIE Coral 7899 3456 VISA 1375 Lelnur Fluy 09/17 RoHIT\n",
      "Prediction Probability: 0.9198836088180542\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 28: 5112 VISA  Bank ICICI Cora| 7899 3456 1375 07/17 {00/2} IhEKA TohIt\n",
      "Prediction Probability: 0.8270601630210876\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 30: ICICI Bank s241 9312 3456 7899 08/21 HANNA Aubyr\n",
      "Prediction Probability: 0.8470674157142639\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 31: ICICI Bank Sapphiro 5241 9312 3456 7899 Mnnat 04717 06/21 HIT KHANNA mreine\n",
      "Prediction Probability: 0.9012189507484436\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 32: ICICI Bank Sapphiro 5241 931243456 ?899 08/21 HIT KAANNA Tmndenitri\n",
      "Prediction Probability: 0.9739605188369751\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 35: jICICI Bank make trip VISA ROHIT KHANNA Platinum\n",
      "Prediction Probability: 0.6768426895141602\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 37: jICICI Bank make trip VISA ROHIT KHANNA Platinum\n",
      "Prediction Probability: 0.6003092527389526\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 39: jICICI Bank make trip VISA ROHIT KHANNA Platinum\n",
      "Prediction Probability: 0.6171464323997498\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 40: fICICl Bank makel trip ROHIT KHANNA VISA platinun\n",
      "Prediction Probability: 0.7206833362579346\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 42: 2 { 4 L 1\n",
      "Prediction Probability: 0.5716803669929504\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 43: 2 2 7_ 89 ICIBan 4375 ROHIT _ 06718\" KHAN] 3456 VISA Manonn\n",
      "Prediction Probability: 0.5678884387016296\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 45: 2 2 7_ 89 ICIBan 4375 ROHIT _ 06718\" KHAN] 3456 VISA Manonn\n",
      "Prediction Probability: 0.638972282409668\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 49: het Weld Veu ro IMoblle Danino_ Allour Ieicietnt 3401 01b04790 (TTDEZ Onteutrtied Ce Ttt Deco Pockets = CrcKW  014n2gl Ftnene BANK YoU Can Jcors vol Bank Account Recurng Deposi Cireg Deposit C44[o\" Fet ; Pay 77'Jt Roo^ AIU Ur Cn\n",
      "Prediction Probability: 0.9024717807769775\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 74: Dounluad App Store\n",
      "Prediction Probability: 0.7279161214828491\n",
      "------------------------------\n",
      "Predicted Label: 1\n",
      "Sentence: Text from Image 75: EmtON Google Play\n",
      "Prediction Probability: 0.752836287021637\n",
      "------------------------------\n"
     ]
    }
   ],
   "source": [
    "# Assuming you have a text file named \"your_text_file.txt\" with one sentence per line\n",
    "with open(\"result.txt\", \"r\") as file:\n",
    "    for line in file:\n",
    "        # Use the loaded model to make predictions without printing progress\n",
    "        pred_prob = loaded_model_6.predict([line], verbose=0)\n",
    "        pred_label = tf.squeeze(tf.round(pred_prob)).numpy()\n",
    "\n",
    "        # Print the prediction if the label is 1\n",
    "        if pred_label == 1:\n",
    "            print(\"Predicted Label: 1\")\n",
    "            print(f\"Sentence: {line.strip()}\")\n",
    "            print(f\"Prediction Probability: {pred_prob[0][0]}\")\n",
    "            print(\"------------------------------\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62ae67f0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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