diff --git a/Fastag Fraud Detection System/Dataset/README.MD b/Fastag Fraud Detection System/Dataset/README.MD new file mode 100644 index 000000000..bc7346a87 --- /dev/null +++ b/Fastag Fraud Detection System/Dataset/README.MD @@ -0,0 +1,8 @@ +# Dataset +## Overview +This folder contains the dataset used for the Fast Tag Fraud Detection project. + +- **File**: `dataset.csv` +- **Description**: This CSV file includes Fastag transaction data, detailing various attributes such as vehicle type, toll booth location, transaction amount, etc. + +If the dataset is too large to upload here, please refer to the [link](https://www.kaggle.com/datasets/krishujeniya/fastag-frauds-records) to download it. diff --git a/Fastag Fraud Detection System/Dataset/dataset.csv b/Fastag Fraud Detection System/Dataset/dataset.csv new file mode 100644 index 000000000..3c3ea88e3 --- /dev/null +++ b/Fastag Fraud Detection System/Dataset/dataset.csv @@ -0,0 +1,5001 @@ +Transaction_ID,Timestamp,Vehicle_Type,FastagID,TollBoothID,Lane_Type,Vehicle_Dimensions,Transaction_Amount,Amount_paid,Geographical_Location,Vehicle_Speed,Vehicle_Plate_Number,Fraud_indicator +1,1/6/2023 11:20,Bus ,FTG-001-ABC-121,A-101,Express,Large,350,120,"13.059816123454882, 77.77068662374292",65,KA11AB1234,Fraud +2,1/7/2023 14:55,Car,FTG-002-XYZ-451,B-102,Regular,Small,120,100,"13.059816123454882, 77.77068662374292",78,KA66CD5678,Fraud +3,1/8/2023 18:25,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA88EF9012,Not Fraud +4,1/9/2023 2:05,Truck,FTG-044-LMN-322,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",92,KA11GH3456,Fraud +5,1/10/2023 6:35,Van,FTG-505-DEF-652,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",60,KA44IJ6789,Fraud +6,1/11/2023 10:00,Sedan,FTG-066-GHI-987,A-101,Regular,Medium,160,100,"13.059816123454882, 77.77068662374292",105,KA77KL0123,Fraud +7,1/12/2023 15:40,SUV,FTG-707-JKL-210,B-102,Express,Large,180,160,"13.059816123454882, 77.77068662374292",70,KA22MN4567,Fraud +8,1/13/2023 20:15,Bus ,FTG-088-UVW-543,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",88,KA21OP8901,Fraud +9,1/14/2023 1:55,Car,FTG-909-RST-876,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",45,KA16QR2345,Fraud +10,1/15/2023 7:30,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",72,KA22ST6789,Not Fraud +11,1/16/2023 12:10,Truck,FTG-021-QWE-765,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",58,KA12UV0123,Fraud +12,1/17/2023 17:45,Van,FTG-011-ZXC-431,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",81,KA35WX3454,Fraud +13,1/18/2023 22:20,Sedan,FTG-013-POI-104,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",67,KA38YZ6785,Fraud +14,1/19/2023 4:00,SUV,FTG-014-KJH-872,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",98,KA14AB0123,Not Fraud +15,1/20/2023 8:30,Bus ,FTG-055-DCV-543,A-101,Express,Large,350,120,"13.059816123454882, 77.77068662374292",50,KA40CD4557,Fraud +16,1/21/2023 13:10,Car,FTG-066-NBH-210,B-102,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",75,KA17EF8801,Fraud +17,1/22/2023 16:45,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",62,KA20GH1345,Not Fraud +18,1/23/2023 22:25,Truck,FTG-088-EYT-654,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",84,KA53IJ5789,Fraud +19,1/24/2023 2:55,Van,FTG-099-FTD-321,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",55,KA56KL0223,Fraud +20,1/25/2023 7:35,Sedan,FTG-120-TTU-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",80,KA59MN4557,Not Fraud +21,1/26/2023 12:10,SUV,FTG-121-BTC-765,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",68,KA62OP7901,Fraud +22,1/27/2023 15:45,Bus ,FTG-122-XRW-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA65QR1345,Not Fraud +23,1/28/2023 21:25,Car,FTG-123-NMK-101,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",48,KA88ST6784,Fraud +24,1/29/2023 3:05,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA77UV0123,Not Fraud +25,1/30/2023 7:35,Truck,FTG-125-VTN-543,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",63,KA74WX3156,Fraud +26,1/31/2023 11:10,Van,FTG-126-PTM-210,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",87,KA77YZ5789,Not Fraud +27,2/1/2023 16:50,Sedan,FTG-127-HJT-987,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",52,KA80AB0122,Fraud +28,2/2/2023 21:25,SUV,FTG-128-WSX-652,B-102,Regular,Large,180,120,"13.059816123454882, 77.77068662374292",95,KA33CD4567,Fraud +29,2/3/2023 3:05,Bus ,FTG-129-QQZ-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA76EF8901,Not Fraud +30,2/4/2023 8:40,Car,FTG-130-LOO-098,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA59GH2345,Not Fraud +31,2/5/2023 13:20,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",57,KA92IJ5789,Not Fraud +32,2/6/2023 18:55,Truck,FTG-132-IOC-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA95KL0223,Not Fraud +33,2/7/2023 23:30,Van,FTG-033-JIP-109,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",66,KA98MN4567,Fraud +34,2/8/2023 5:10,Sedan,FTG-134-RPV-876,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",89,KA03AB1134,Not Fraud +35,2/9/2023 9:40,SUV,FTG-135-EPC-543,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",51,KA06CD5673,Fraud +36,2/10/2023 14:20,Bus ,FTG-136-OPM-210,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA09EF9016,Not Fraud +37,2/11/2023 17:55,Car,FTG-137-NJI-9879,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",61,KA12GH3453,Fraud +38,2/12/2023 23:35,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA15IJ6789,Not Fraud +39,2/13/2023 4:05,Truck,FTG-029-UUY-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA18KL0123,Not Fraud +40,2/14/2023 8:45,Van,FTG-140-POU-09P,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",93,KA21MN4567,Fraud +41,2/15/2023 13:20,Sedan,FTG-141-ZXC-769,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",49,KA24OP8901,Fraud +42,2/16/2023 16:55,SUV,FTG-142-VBN-439,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",83,KA27QR2345,Not Fraud +43,2/17/2023 22:35,Bus ,FTG-143-QWE-107,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",59,KA30ST6789,Fraud +44,2/18/2023 4:15,Car,FTG-034-MKH-875,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",91,KA33UV0123,Fraud +45,2/19/2023 8:45,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",71,KA36WX3456,Not Fraud +46,2/20/2023 13:25,Truck,FTG-036-POI-217,C-103,Regular,Large,350,140,"13.059816123454882, 77.77068662374292",86,KA39YZ6789,Fraud +47,2/21/2023 18:00,Van,FTG-347-XCV-985,B-102,Express,Medium,140,90,"13.059816123454882, 77.77068662374292",56,KA42AB0123,Fraud +48,2/22/2023 22:35,Sedan,FTG-048-JKL-653,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",79,KA45CD4567,Not Fraud +49,2/23/2023 4:15,SUV,FTG-049-RFD-322,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",64,KA48EF8901,Not Fraud +50,2/24/2023 8:50,Bus ,FTG-040-HRT-098,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",97,KA51GH2345,Fraud +51,2/25/2023 13:30,Car,FTG-041-YUI-764,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",69,KA54IJ6789,Not Fraud +52,2/26/2023 18:05,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",94,KA57KL0123,Not Fraud +53,2/27/2023 23:40,Truck,FTG-043-NBH-106,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",54,KA60MN4567,Fraud +54,2/28/2023 5:20,Van,FTG-044-KJH-875,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",81,KA63OP8901,Not Fraud +55,3/1/2023 9:50,Sedan,FTG-053-EDC-545,A-101,Express,Medium,160,90,"13.059816123454882, 77.77068662374292",65,KA66QR2345,Fraud +56,3/2/2023 14:30,SUV,FTG-046-LMK-212,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",92,KA69ST6789,Not Fraud +57,3/3/2023 18:05,Bus ,FTG-057-PRN-887,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",50,KA72UV0123,Not Fraud +58,3/4/2023 23:45,Car,FTG-558-VFR-652,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",75,KA75WX3456,Fraud +59,3/5/2023 3:15,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",58,KA78YZ6789,Not Fraud +60,3/6/2023 7:55,Truck,FTG-060-QAZ-092,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",89,KA81AB0123,Fraud +61,3/7/2023 12:30,Van,FTG-061-POU-764,B-102,Express,Medium,140,90,"13.059816123454882, 77.77068662374292",44,KA84CD4567,Fraud +62,3/8/2023 16:05,Sedan,FTG-052-NJH-434,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",78,KA87EF8901,Not Fraud +63,3/9/2023 21:45,SUV,FTG-053-ZXC-104,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",67,KA90GH2345,Not Fraud +64,3/10/2023 3:25,Bus ,FTG-054-OKM-874,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",95,KA93IJ6789,Not Fraud +65,3/11/2023 8:55,Car,FTG-055-LKJ-544,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",55,KA96KL0123,Fraud +66,3/12/2023 13:35,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",80,KA99MN4567,Not Fraud +67,3/13/2023 18:10,Truck,FTG-077-MKF-984,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA02XY8901,Not Fraud +68,3/14/2023 23:50,Van,FTG-068-DCV-653,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",87,KA05LM2345,Fraud +69,3/15/2023 5:30,Sedan,FTG-059-NBH-323,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",47,KA08UV6789,Not Fraud +70,3/16/2023 10:05,SUV,FTG-060-POI-093,B-102,Regular,Large,180,100,"13.059816123454882, 77.77068662374292",73,KA01OP0123,Fraud +71,3/17/2023 14:45,Bus ,FTG-061-RSX-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",68,KA04QR4567,Not Fraud +72,3/18/2023 19:20,Car,FTG-062-QAZ-431,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",91,KA10YZ8901,Not Fraud +73,3/19/2023 0:55,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA18AB2345,Not Fraud +74,3/20/2023 6:35,Truck,FTG-064-VFR-873,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",82,KA03CD6789,Fraud +75,3/21/2023 11:05,Van,FTG-065-YUI-545,B-102,Express,Medium,140,110,"13.059816123454882, 77.77068662374292",56,KA29EF0123,Fraud +76,3/22/2023 15:40,Sedan,FTG-066-CDE-213,A-101,Regular,Medium,160,90,"13.059816123454882, 77.77068662374292",84,KA26GH4567,Fraud +77,3/23/2023 21:20,SUV,FTG-067-LMK-983,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",69,KA12IJ8801,Not Fraud +78,3/24/2023 2:00,Bus ,FTG-068-NJH-655,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",94,KA34KL2345,Not Fraud +79,3/25/2023 6:30,Car,FTG-069-RFD-326,A-101,Express,Small,120,100,"13.059816123454882, 77.77068662374292",49,KA38MN6788,Fraud +80,3/26/2023 11:05,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",76,KA41OP0123,Not Fraud +81,3/27/2023 16:45,Truck,FTG-083-BVC-766,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA44QR4567,Not Fraud +82,3/28/2023 21:20,Van,FTG-082-XCV-437,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",88,KA47ST8901,Fraud +83,3/29/2023 2:50,Sedan,FTG-073-LKJ-101,A-101,Express,Medium,160,60,"13.059816123454882, 77.77068662374292",74,KA50UV2344,Fraud +84,3/30/2023 7:30,SUV,FTG-074-POU-871,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",96,KA53WX6789,Fraud +85,3/31/2023 12:05,Bus ,FTG-055-ZWC-543,C-103,Express,Large,350,140,"13.059816123454882, 77.77068662374292",61,KA56YZ0123,Fraud +86,4/1/2023 16:40,Car,FTG-066-PLM-216,A-101,Regular,Small,120,60,"13.059816123454882, 77.77068662374292",85,KA59AB4567,Fraud +87,4/2/2023 22:20,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",52,KA62CD8901,Not Fraud +88,4/3/2023 3:00,Truck,FTG-058-WSX-656,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA65EF2345,Not Fraud +89,4/4/2023 7:30,Van,FTG-099-QAZ-322,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",66,KA68GH6789,Not Fraud +90,4/5/2023 12:05,Sedan,FTG-050-RFD-091,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",90,KA71IJ0123,Not Fraud +91,4/6/2023 15:40,SUV,FTG-081-YUI-764,B-102,Express,Large,180,140,"13.059816123454882, 77.77068662374292",48,KA74KL4567,Fraud +92,4/7/2023 21:20,Bus ,FTG-082-BVC-431,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",77,KA77MN8901,Fraud +93,4/8/2023 2:55,Car,FTG-063-NBH-102,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",60,KA80OP2345,Fraud +94,4/9/2023 6:30,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",83,KA83QR6789,Not Fraud +95,4/10/2023 11:10,Truck,FTG-055-EDC-541,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",71,KA86ST0123,Not Fraud +96,4/11/2023 15:50,Van,FTG-095-LMK-211,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",97,KA89UV4567,Fraud +97,4/12/2023 20:25,Sedan,FTG-077-PLN-983,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",46,KA92WX8901,Not Fraud +98,4/13/2023 1:00,SUV,FTG-088-VFR-652,B-102,Regular,Large,180,0,"13.059816123454882, 77.77068662374292",81,KA95YZ2345,Fraud +99,4/14/2023 6:40,Bus ,FTG-079-RSX-321,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",64,KA98AB6789,Fraud +100,4/15/2023 11:15,Car,FTG-170-QAZ-091,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",93,KA01CD0123,Not Fraud +101,4/16/2023 15:50,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",57,KA04EF4567,Not Fraud +102,4/17/2023 21:30,Truck,FTG-121-ABC-614,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",86,KA07GH8901,Not Fraud +103,4/18/2023 3:10,Van,FTG-131-PQR-329,B-102,Express,Medium,140,90,"13.059816123454882, 77.77068662374292",55,KA10IJ2345,Fraud +104,4/19/2023 7:40,Sedan,FTG-114-DEF-092,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",82,KA13KL6789,Not Fraud +105,4/20/2023 12:20,SUV,FTG-125-LMN-669,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",63,KA16MN0123,Fraud +106,4/21/2023 16:55,Bus ,FTG-106-GHI-331,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA19OP4567,Not Fraud +107,4/22/2023 22:35,Car,FTG-107-JKL-000,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",48,KA22QR8901,Not Fraud +108,4/23/2023 4:15,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",76,KA25ST2345,Not Fraud +109,4/24/2023 8:50,Truck,FTG-109-RST-448,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",58,KA28UV6789,Fraud +110,4/25/2023 13:30,Van,FTG-110-MNO-118,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",87,KA31WX0123,Not Fraud +111,4/26/2023 18:05,Sedan,FTG-111-QWE-889,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",67,KA34YZ4567,Fraud +112,4/27/2023 23:40,SUV,FTG-112-ZXC-455,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",94,KA37AB8901,Fraud +113,1/1/2023 8:15,Bus ,FTG-113-PWI-323,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",71,KA40CD2345,Fraud +114,1/2/2023 12:45,Car,FTG-114-KJH-087,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",89,KA43EF6789,Not Fraud +115,1/3/2023 16:30,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",52,KA46GH0123,Not Fraud +116,1/4/2023 22:10,Truck,FTG-116-NBH-338,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA49IJ4567,Not Fraud +117,1/5/2023 5:40,Van,FTG-117-LKI-007,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",66,KA52KL8901,Fraud +118,1/6/2023 11:20,Sedan,FTG-118-UYT-884,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",95,KA55MN2345,Not Fraud +119,1/7/2023 14:55,SUV,FTG-119-FRD-338,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",44,KA02YZ5678,Fraud +120,1/8/2023 18:25,Bus ,FTG-120-TYU-118,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA05AB9012,Not Fraud +121,1/9/2023 2:05,Car,FTG-121-BVC-989,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",61,KA08CD3456,Fraud +122,1/10/2023 6:35,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA11EF6789,Not Fraud +123,1/11/2023 10:00,Truck,FTG-123-NMK-333,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",49,KA14GH0123,Not Fraud +124,1/12/2023 15:40,Van,FTG-124-CDE-792,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",74,KA17IJ4567,Fraud +125,1/13/2023 20:15,Sedan,FTG-125-VBN-752,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",69,KA20KL8901,Fraud +126,1/14/2023 1:55,SUV,FTG-126-PLM-410,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",92,KA23MN2345,Not Fraud +127,1/15/2023 7:30,Bus ,FTG-127-HGT-00W,C-103,Express,Large,350,140,"13.059816123454882, 77.77068662374292",57,KA26OP6789,Fraud +128,1/16/2023 12:10,Car,FTG-128-WSX-855,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",83,KA29QR0123,Not Fraud +129,1/17/2023 17:45,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",68,KA32ST4567,Not Fraud +130,1/18/2023 22:20,Truck,FTG-130-LPO-013,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA35UV8901,Not Fraud +131,1/19/2023 4:00,Van,FTG-131-ZAS-888,B-102,Express,Medium,140,90,"13.059816123454882, 77.77068662374292",46,KA38WX2345,Fraud +132,1/20/2023 8:30,Sedan,FTG-132-IXC-452,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",81,KA41YZ6779,Fraud +133,1/21/2023 13:10,SUV,FTG-133-JOP-337,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",60,KA44AB0023,Fraud +134,1/22/2023 16:45,Bus ,FTG-134-RWV-098,C-103,Regular,Large,350,180,"13.059816123454882, 77.77068662374292",88,KA47CD4557,Fraud +135,1/23/2023 22:25,Car,FTG-125-EDC-768,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",53,KA50EF8981,Fraud +136,1/24/2023 2:55,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA53GH2335,Not Fraud +137,1/25/2023 7:35,Truck,FTG-137-NJI-102,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",64,KA56IJ6779,Not Fraud +138,1/26/2023 12:10,Van,FTG-128-LKJ-872,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",91,KA59KL0113,Not Fraud +139,1/27/2023 15:45,Sedan,FTG-129-UTY-542,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",50,KA62MN4467,Not Fraud +140,1/28/2023 21:25,SUV,FTG-141-POU-211,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",75,KA65OP8801,Not Fraud +141,1/29/2023 3:05,Bus ,FTG-121-ZXC-981,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",59,KA68QR2245,Fraud +142,1/30/2023 7:35,Car,FTG-122-VBN-659,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",84,KA71ST6989,Fraud +143,1/31/2023 11:10,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA74UV0113,Not Fraud +144,2/1/2023 16:50,Truck,FTG-124-MKH-099,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",93,KA77WX4567,Not Fraud +145,2/2/2023 21:25,Van,FTG-125-DCF-768,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",45,KA80YZ8901,Fraud +146,2/3/2023 3:05,Sedan,FTG-126-POI-430,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",80,KA83AB2245,Not Fraud +147,2/4/2023 8:40,SUV,FTG-127-XCV-103,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",62,KA86CD6689,Not Fraud +148,2/5/2023 13:20,Bus ,FTG-128-JKL-871,C-103,Regular,Large,350,180,"13.059816123454882, 77.77068662374292",86,KA89EF0223,Fraud +149,2/6/2023 18:55,Car,FTG-229-RFD-540,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",51,KA92GH4467,Not Fraud +150,2/7/2023 23:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",73,KA95IJ8101,Not Fraud +151,2/8/2023 5:10,Truck,FTG-121-YUI-986,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",56,KA98KL2245,Fraud +152,2/9/2023 9:40,Van,FTG-122-BVC-653,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",82,KA01MN6889,Not Fraud +153,2/10/2023 14:20,Sedan,FTG-123-NBH-323,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",70,KA04OP0122,Fraud +154,2/11/2023 17:55,SUV,FTG-144-KJH-092,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",97,KA07QR4562,Not Fraud +155,2/12/2023 23:35,Bus ,FTG-145-EDC-742,C-103,Express,Large,350,180,"13.059816123454882, 77.77068662374292",47,KA10ST8101,Fraud +156,2/13/2023 4:05,Car,FTG-156-LMK-421,A-101,Regular,Small,120,180,"13.059816123454882, 77.77068662374292",84,KA13UV2145,Fraud +157,2/14/2023 8:45,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",65,KA16WX6889,Not Fraud +158,2/15/2023 13:20,Truck,FTG-158-VFR-862,C-103,Regular,Large,350,180,"13.059816123454882, 77.77068662374292",92,KA19YZ0223,Fraud +159,2/16/2023 16:55,Van,FTG-159-WSX-441,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",53,KA22AB2245,Fraud +160,2/17/2023 22:35,Sedan,FTG-160-QAZ-212,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",79,KA25CD6889,Not Fraud +161,2/18/2023 4:15,SUV,FTG-161-POU-998,B-102,Express,Large,180,160,"13.059816123454882, 77.77068662374292",61,KA28EF0133,Fraud +162,2/19/2023 8:45,Bus ,FTG-162-NJH-552,C-103,Regular,Large,350,180,"13.059816123454882, 77.77068662374292",89,KA31GH4467,Fraud +163,2/20/2023 13:25,Car,FTG-133-ZXC-322,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",44,KA34IJ8401,Not Fraud +164,2/21/2023 18:00,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",78,KA37KL2342,Not Fraud +165,2/22/2023 22:35,Truck,FTG-135-LKJ-764,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",67,KA40MN6689,Fraud +166,2/23/2023 4:15,Van,FTG-136-HGT-431,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",95,KA43OP0223,Fraud +167,2/24/2023 8:50,Sedan,FTG-166-MKF-101,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",55,KA46QR3567,Not Fraud +168,2/25/2023 13:30,SUV,FTG-168-DCV-871,B-102,Regular,Large,180,120,"13.059816123454882, 77.77068662374292",80,KA49ST8903,Fraud +169,2/26/2023 18:05,Bus ,FTG-169-NBH-542,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA52UV2348,Not Fraud +170,2/27/2023 23:40,Car,FTG-140-POI-211,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",87,KA45WX6789,Not Fraud +171,2/28/2023 5:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",47,KA58YZ0323,Not Fraud +172,3/1/2023 9:50,Truck,FTG-142-QAZ-651,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",73,KA60AB2345,Fraud +173,3/2/2023 14:30,Van,FTG-143-KJH-322,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",68,KA54CD6789,Fraud +174,3/3/2023 18:05,Sedan,FTG-144-VFR-092,A-101,Regular,Medium,160,90,"13.059816123454882, 77.77068662374292",91,KA57EF0123,Fraud +175,3/4/2023 23:45,SUV,FTG-145-YUI-764,B-102,Express,Large,180,90,"13.059816123454882, 77.77068662374292",52,KA70GH4467,Fraud +176,3/5/2023 3:15,Bus ,FTG-146-CDE-431,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",82,KA73IJ8801,Fraud +177,3/6/2023 7:55,Car,FTG-147-LMK-110,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",56,KA76KL2245,Not Fraud +178,3/7/2023 12:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA79MN6689,Not Fraud +179,3/8/2023 16:05,Truck,FTG-139-RFD-443,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",69,KA82OP1123,Not Fraud +180,3/9/2023 21:45,Van,FTG-140-TGB-211,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",94,KA85QR3567,Fraud +181,3/10/2023 3:25,Sedan,FTG-141-BVC-988,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",49,KA88ST8801,Fraud +182,3/11/2023 8:55,SUV,FTG-142-XCV-658,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",76,KA91UV2245,Not Fraud +183,3/12/2023 13:35,Bus ,FTG-143-LKJ-327,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA94WX6689,Not Fraud +184,3/13/2023 18:10,Car,FTG-144-POU-092,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",88,KA97YZ1123,Not Fraud +185,3/14/2023 23:50,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",74,KA02AB2245,Not Fraud +186,3/15/2023 5:30,Truck,FTG-136-PLM-431,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",96,KA05CD6589,Fraud +187,3/16/2023 10:05,Van,FTG-137-HGT-107,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",61,KA08EF1123,Fraud +188,3/17/2023 14:45,Sedan,FTG-138-WSX-878,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",85,KA11GH5567,Not Fraud +189,3/18/2023 19:20,SUV,FTG-139-QAZ-546,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",52,KA14IJ7901,Not Fraud +190,3/19/2023 0:55,Bus ,FTG-130-RFD-217,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA17KL3345,Not Fraud +191,3/20/2023 6:35,Car,FTG-161-YUI-988,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",66,KA20MN6689,Not Fraud +192,3/21/2023 11:05,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",90,KA23OP1123,Not Fraud +193,3/22/2023 15:40,Truck,FTG-183-NBH-323,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",48,KA26QR3567,Not Fraud +194,3/23/2023 21:20,Van,FTG-184-KJH-094,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",77,KA29ST8801,Not Fraud +195,3/24/2023 2:00,Sedan,FTG-185-EDC-763,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",60,KA32UV2245,Not Fraud +196,3/25/2023 6:30,SUV,FTG-186-LMK-431,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",83,KA35WX6589,Fraud +197,3/26/2023 11:05,Bus ,FTG-187-WLN-109,C-103,Express,Large,350,160,"13.059816123454882, 77.77068662374292",71,KA38YZ1123,Fraud +198,3/27/2023 16:45,Car,FTG-188-VFR-872,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",97,KA41AB1345,Not Fraud +199,3/28/2023 21:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",46,KA44CD5789,Not Fraud +200,3/29/2023 2:50,Truck,FTG-200-QAZ-214,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",81,KA47EF0122,Fraud +201,3/30/2023 7:30,Van,FTG-201-XYZ-982,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",64,KA50GH4562,Not Fraud +202,1/1/2023 8:15,Sedan,FTG-212-ABC-657,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",93,KA53IJ8908,Not Fraud +203,1/2/2023 12:45,SUV,FTG-203-PQR-323,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",57,KA56KL2342,Fraud +204,1/3/2023 16:30,Bus ,FTG-204-WEF-098,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",86,KA59MN6782,Fraud +205,1/4/2023 22:10,Car,FTG-205-LMN-758,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",55,KA02WX5678,Not Fraud +206,1/5/2023 5:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",82,KA05YZ9012,Not Fraud +207,1/6/2023 11:20,Truck,FTG-217-JKL-104,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",63,KA08AB3456,Fraud +208,1/7/2023 14:55,Van,FTG-211-UVW-877,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",90,KA11CD6589,Fraud +209,1/8/2023 18:25,Sedan,FTG-109-RST-539,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",48,KA14EF0423,Not Fraud +210,1/9/2023 2:05,SUV,FTG-210-MNO-112,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",76,KA17GH4557,Not Fraud +211,1/10/2023 6:35,Bus ,FTG-211-QQE-888,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",58,KA20IJ8801,Not Fraud +212,1/11/2023 10:00,Car,FTG-212-ZXC-557,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",87,KA23KL1345,Fraud +213,1/12/2023 15:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",67,KA26MN6689,Not Fraud +214,1/13/2023 20:15,Truck,FTG-214-KJH-890,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",94,KA29OP0223,Fraud +215,1/14/2023 1:55,Van,FTG-215-DCV-751,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",71,KA32QR4467,Not Fraud +216,1/15/2023 7:30,Sedan,FTG-216-NBH-443,A-101,Regular,Medium,160,60,"13.059816123454882, 77.77068662374292",89,KA35ST8801,Fraud +217,1/16/2023 12:10,SUV,FTG-237-LKI-106,B-102,Express,Large,180,140,"13.059816123454882, 77.77068662374292",52,KA38UV2245,Fraud +218,1/17/2023 17:45,Bus ,FTG-238-UYT-856,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA41WX6689,Not Fraud +219,1/18/2023 22:20,Car,FTG-229-FRD-542,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",66,KA44YZ0223,Not Fraud +220,1/19/2023 4:00,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",95,KA47AB2245,Not Fraud +221,1/20/2023 8:30,Truck,FTG-211-BVC-982,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",44,KA50CD6689,Not Fraud +222,1/21/2023 13:10,Van,FTG-212-XSW-624,B-102,Regular,Medium,140,100,"13.059816123454882, 77.77068662374292",78,KA53EF0223,Fraud +223,1/22/2023 16:45,Sedan,FTG-213-NMK-322,A-101,Express,Medium,160,60,"13.059816123454882, 77.77068662374292",61,KA56GH4367,Fraud +224,1/23/2023 22:25,SUV,FTG-414-CDE-093,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",85,KA59IJ8801,Not Fraud +225,1/24/2023 2:55,Bus ,FTG-215-VBN-764,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",49,KA62KL2245,Fraud +226,1/25/2023 7:35,Car,FTG-216-PLM-431,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",74,KA65MN6689,Not Fraud +227,1/26/2023 12:10,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",69,KA68OP0133,Not Fraud +228,1/27/2023 15:45,Truck,FTG-218-WSX-816,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA71QR4467,Not Fraud +229,1/28/2023 21:25,Van,FTG-119-QAZ-541,B-102,Express,Medium,140,90,"13.059816123454882, 77.77068662374292",57,KA74ST8801,Fraud +230,1/29/2023 3:05,Sedan,FTG-210-LPO-211,A-101,Regular,Medium,160,60,"13.059816123454882, 77.77068662374292",83,KA77UV2245,Fraud +231,1/30/2023 7:35,SUV,FTG-211-ZAS-917,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",68,KA80WX6779,Not Fraud +232,1/31/2023 11:10,Bus ,FTG-922-IXC-655,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA83YZ0113,Not Fraud +233,2/1/2023 16:50,Car,FTG-233-JOP-311,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",46,KA86AB2345,Not Fraud +234,2/2/2023 21:25,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",81,KA89CD5789,Not Fraud +235,2/3/2023 3:05,Truck,FTG-215-EDC-715,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",60,KA92EF0123,Not Fraud +236,2/4/2023 8:40,Van,FTG-216-OKM-412,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",88,KA95GH4567,Not Fraud +237,2/5/2023 13:20,Sedan,FTG-217-NJI-119,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",53,KA98IJ8901,Not Fraud +238,2/6/2023 18:55,SUV,FTG-218-LKJ-875,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",77,KA01KL2343,Not Fraud +239,2/7/2023 23:30,Bus ,FTG-359-UTY-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",64,KA04MN6779,Not Fraud +240,2/8/2023 5:10,Car,FTG-220-POU-211,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",91,KA07OP1123,Not Fraud +241,2/9/2023 9:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",50,KA10QR1567,Not Fraud +242,2/10/2023 14:20,Truck,FTG-212-VBN-651,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",75,KA13ST8911,Not Fraud +243,2/11/2023 17:55,Van,FTG-223-QWE-322,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",59,KA16UV2145,Not Fraud +244,2/12/2023 23:35,Sedan,FTG-224-MKH-091,A-101,Regular,Medium,160,140,"13.059816123454882, 77.77068662374292",84,KA19WX6089,Fraud +245,2/13/2023 4:05,SUV,FTG-225-DCF-763,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",66,KA22YZ0023,Fraud +246,2/14/2023 8:45,Bus ,FTG-246-POI-415,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",93,KA25AB2845,Not Fraud +247,2/15/2023 13:20,Car,FTG-247-XCV-111,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",45,KA28CD6989,Not Fraud +248,2/16/2023 16:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",80,KA31EF0923,Not Fraud +249,2/17/2023 22:35,Truck,FTG-249-RFD-141,C-103,Express,Large,350,160,"13.059816123454882, 77.77068662374292",62,KA34GH4467,Fraud +250,2/18/2023 4:15,Van,FTG-250-HGT-111,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",86,KA37IJ8801,Fraud +251,2/19/2023 8:45,Sedan,FTG-251-YUI-181,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",51,KA40KL1345,Not Fraud +252,2/20/2023 13:25,SUV,FTG-252-BVC-151,B-102,Regular,Large,180,160,"13.059816123454882, 77.77068662374292",73,KA43MN6689,Fraud +253,2/21/2023 18:00,Bus ,FTG-253-NBH-125,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",56,KA46OP1223,Not Fraud +254,2/22/2023 22:35,Car,FTG-254-KJH-191,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA49QR2567,Not Fraud +255,2/23/2023 4:15,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",70,KA52ST8801,Not Fraud +256,2/24/2023 8:50,Truck,FTG-256-LMK-133,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",97,KA55UV2145,Not Fraud +257,2/25/2023 13:30,Van,FTG-257-PLN-118,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",47,KA58WX6589,Not Fraud +258,2/26/2023 18:05,Sedan,FTG-258-VFR-178,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",84,KA61YZ1123,Not Fraud +259,2/27/2023 23:40,SUV,FTG-259-WSX-148,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",65,KA64AB1345,Fraud +260,2/28/2023 5:20,Bus ,FTG-260-QAZ-115,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA67CD6189,Not Fraud +261,3/1/2023 9:50,Car,FTG-261-POU-918,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",53,KA70EF0223,Not Fraud +262,3/2/2023 14:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",79,KA73GH4167,Not Fraud +263,3/3/2023 18:05,Truck,FTG-263-ZXC-318,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",61,KA76IJ8101,Fraud +264,3/4/2023 23:45,Van,FTG-264-OKM-196,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",89,KA79KL2145,Not Fraud +265,3/5/2023 3:15,Sedan,FTG-265-LKJ-766,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",44,KA82MN6189,Not Fraud +266,3/6/2023 7:55,SUV,FTG-266-HGT-437,B-102,Regular,Large,180,140,"13.059816123454882, 77.77068662374292",78,KA85OP0113,Fraud +267,3/7/2023 12:30,Bus ,FTG-267-MKF-105,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",67,KA88QR4167,Not Fraud +268,3/8/2023 16:05,Car,FTG-268-DCV-877,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",95,KA91ST8903,Not Fraud +269,3/9/2023 21:45,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",55,KA94UV2145,Not Fraud +270,3/10/2023 3:25,Truck,FTG-053-PQR-787,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",80,KA97WX6719,Not Fraud +271,3/11/2023 8:55,Van,FTG-011-MNO-097,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",62,KA02YZ1123,Not Fraud +272,3/12/2023 13:35,Sedan,FTG-077-LKI-986,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",87,KA05AB2315,Not Fraud +273,3/13/2023 18:10,SUV,FTG-124-CDE-877,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",47,KA08CD6189,Not Fraud +274,3/14/2023 23:50,Bus ,FTG-131-ZAS-763,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA11EF0223,Not Fraud +275,3/15/2023 5:30,Car,FTG-138-LKJ-657,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",68,KA14GH4367,Not Fraud +276,3/16/2023 10:05,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",91,KA17IJ8101,Not Fraud +277,3/17/2023 14:45,Truck,FTG-042-BVC-437,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA20KL2145,Not Fraud +278,3/18/2023 19:20,Van,FTG-049-WSX-326,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",82,KA23MN6189,Not Fraud +279,3/19/2023 0:55,Sedan,FTG-056-HGT-215,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",56,KA26OP0023,Not Fraud +280,3/20/2023 6:35,SUV,FTG-063-KJH-104,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",84,KA29QR4562,Not Fraud +281,3/21/2023 11:05,Bus ,FTG-081-TGB-048,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",69,KA32ST1901,Fraud +282,3/22/2023 15:40,Car,FTG-077-HGT-985,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",94,KA35UV2145,Not Fraud +283,3/23/2023 21:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",49,KA38WX6189,Not Fraud +284,3/24/2023 2:00,Truck,FTG-101-XYZ-984,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",76,KA41YZ0023,Fraud +285,3/25/2023 6:30,Van,FTG-108-UVW-885,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",63,KA44AB2145,Fraud +286,3/26/2023 11:05,Sedan,FTG-115-DCV-774,A-101,Regular,Medium,160,90,"13.059816123454882, 77.77068662374292",88,KA47CD6389,Fraud +287,3/27/2023 16:45,SUV,FTG-122-XSW-643,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",74,KA50EF0113,Fraud +288,3/28/2023 21:20,Bus ,FTG-129-QAZ-433,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA53GH4167,Not Fraud +289,3/29/2023 2:50,Car,FTG-136-OKM-434,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",61,KA56IJ8101,Not Fraud +290,3/30/2023 7:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA59KL2142,Not Fraud +291,3/31/2023 12:05,Truck,FTG-120-HGT-213,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA62MN6782,Not Fraud +292,4/1/2023 16:40,Van,FTG-157-PLN-193,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",79,KA02YZ6789,Not Fraud +293,4/2/2023 22:20,Sedan,FTG-134-OKM-093,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",66,KA05AB0223,Fraud +294,4/3/2023 3:00,SUV,FTG-141-WSX-983,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",90,KA08CD4467,Fraud +295,4/4/2023 7:30,Bus ,FTG-148-NJH-846,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",48,KA11EF8801,Not Fraud +296,4/5/2023 12:05,Car,FTG-145-ZXC-763,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",77,KA14GH2345,Not Fraud +297,4/6/2023 15:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",60,KA17IJ6689,Not Fraud +298,4/7/2023 21:20,Truck,FTG-189-WSX-533,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",83,KA20KL0113,Not Fraud +299,4/8/2023 2:55,Van,FTG-206-GHI-334,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",71,KA23MN4557,Not Fraud +300,4/9/2023 6:30,Sedan,FTG-213-POI-332,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",97,KA26OP8801,Not Fraud +301,4/10/2023 11:10,SUV,FTG-210-TYU-230,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",46,KA29QR2245,Not Fraud +302,4/11/2023 15:50,Bus ,FTG-217-HGT-149,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",81,KA32ST6689,Not Fraud +303,4/12/2023 20:25,Car,FTG-234-RFV-038,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",64,KA35UV0122,Fraud +304,4/13/2023 1:00,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",93,KA38WX4567,Not Fraud +305,4/14/2023 6:40,Truck,FTG-248-JKL-173,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",57,KA41YZ8901,Not Fraud +306,4/15/2023 11:15,Van,FTG-255-EDC-162,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",86,KA44AB2315,Not Fraud +307,4/16/2023 15:50,Sedan,FTG-262-NJH-153,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",55,KA47CD6779,Not Fraud +308,4/17/2023 21:30,SUV,FTG-269-NBH-542,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",82,KA50EF0163,Not Fraud +309,4/18/2023 3:10,Bus ,FTG-309-RST-533,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA53GH4547,Not Fraud +310,4/19/2023 7:40,Car,FTG-310-MNO-212,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",90,KA56IJ8991,Fraud +311,4/20/2023 12:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",48,KA59KL2395,Not Fraud +312,4/21/2023 16:55,Truck,FTG-035-DCF-542,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA62MN6799,Not Fraud +313,4/22/2023 22:35,Van,FTG-084-KJH-872,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",58,KA65OP0923,Not Fraud +314,4/23/2023 4:15,Sedan,FTG-123-QWE-324,A-101,Regular,Medium,160,90,"13.059816123454882, 77.77068662374292",87,KA68QR4967,Fraud +315,4/24/2023 8:50,SUV,FTG-182-BVC-652,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",67,KA71ST8991,Not Fraud +316,4/25/2023 13:30,Bus ,FTG-211-ZXC-937,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",94,KA74UV2395,Not Fraud +317,4/26/2023 18:05,Car,FTG-311-QWE-983,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",71,KA77WX6779,Not Fraud +318,4/27/2023 23:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",89,KA80YZ0113,Not Fraud +319,4/28/2023 5:20,Truck,FTG-319-FRD-512,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA83AB2315,Not Fraud +320,4/29/2023 9:50,Van,FTG-320-TYU-222,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",79,KA86CD6779,Not Fraud +321,4/30/2023 14:30,Sedan,FTG-321-BVC-972,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",66,KA89EF0113,Fraud +322,5/1/2023 18:05,SUV,FTG-322-XSW-642,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",95,KA92GH4547,Not Fraud +323,5/2/2023 23:45,Bus ,FTG-323-NMK-331,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",44,KA95IJ8981,Fraud +324,5/3/2023 3:15,Car,FTG-324-CDE-092,A-101,Regular,Small,120,180,"13.059816123454882, 77.77068662374292",78,KA98KL2445,Fraud +325,5/4/2023 7:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",61,KA01MN6779,Not Fraud +326,5/5/2023 12:30,Truck,FTG-326-PLM-133,C-103,Regular,Large,350,160,"13.059816123454882, 77.77068662374292",85,KA04OP0113,Fraud +327,5/6/2023 16:05,Van,FTG-327-HGT-112,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",49,KA07QR4517,Fraud +328,5/7/2023 21:45,Sedan,FTG-328-WSX-852,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",74,KA10ST8961,Fraud +329,5/8/2023 3:25,SUV,FTG-329-QAZ-522,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",69,KA13UV2395,Fraud +330,5/9/2023 8:55,Bus ,FTG-330-LPO-230,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA16WX6389,Not Fraud +331,5/10/2023 13:35,Car,FTG-331-ZAS-995,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",57,KA19YZ0133,Not Fraud +332,5/11/2023 18:10,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",83,KA22AB2335,Not Fraud +333,5/12/2023 23:50,Truck,FTG-333-JOP-312,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",68,KA25CD6749,Not Fraud +334,5/13/2023 5:30,Van,FTG-334-RFV-072,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",96,KA28EF0143,Not Fraud +335,5/14/2023 10:05,Sedan,FTG-335-EDC-752,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",46,KA31GH4547,Not Fraud +336,5/15/2023 14:45,SUV,FTG-336-OKM-414,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",81,KA34IJ8911,Not Fraud +337,5/16/2023 19:20,Bus ,FTG-337-NJI-139,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",60,KA37KL2315,Fraud +338,5/17/2023 0:55,Car,FTG-338-LKJ-864,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",88,KA40MN6739,Not Fraud +339,5/18/2023 6:35,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA43OP0153,Not Fraud +340,5/19/2023 11:05,Truck,FTG-340-POU-213,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",77,KA46QR4557,Fraud +341,5/20/2023 15:40,Van,FTG-341-ZXC-915,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",64,KA49ST8911,Not Fraud +342,5/21/2023 21:20,Sedan,FTG-342-VBN-613,A-101,Regular,Medium,160,100,"13.059816123454882, 77.77068662374292",91,KA52UV2335,Fraud +343,5/22/2023 2:00,SUV,FTG-343-QWE-323,B-102,Express,Large,180,90,"13.059816123454882, 77.77068662374292",50,KA55WX6779,Fraud +344,5/23/2023 6:30,Bus ,FTG-344-MKH-028,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",75,KA58YZ0112,Fraud +345,5/24/2023 11:05,Car,FTG-345-DCF-754,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",59,KA61AB2315,Fraud +346,5/25/2023 16:45,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA64CD6769,Not Fraud +347,5/26/2023 21:20,Truck,FTG-347-XCV-195,C-103,Express,Large,350,60,"13.059816123454882, 77.77068662374292",66,KA67EF0113,Fraud +348,5/27/2023 2:50,Van,FTG-348-JKL-895,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",93,KA70GH4587,Not Fraud +349,5/28/2023 7:30,Sedan,FTG-349-RFD-553,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",45,KA73IJ8981,Not Fraud +350,5/29/2023 12:05,SUV,FTG-210-JKL-480,B-102,Regular,Large,180,120,"13.059816123454882, 77.77068662374292",80,KA76KL2145,Fraud +351,5/30/2023 16:40,Bus ,FTG-351-YUI-937,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA79MN6189,Not Fraud +352,5/31/2023 22:20,Car,FTG-352-BVC-695,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",86,KA82OP0223,Not Fraud +353,6/1/2023 3:00,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",51,KA85QR4167,Not Fraud +354,6/2/2023 7:30,Truck,FTG-354-KJH-095,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",73,KA88ST8101,Fraud +355,6/3/2023 12:05,Van,FTG-355-EDC-794,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",56,KA91UV2145,Not Fraud +356,6/4/2023 15:40,Sedan,FTG-356-LMK-491,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",82,KA94WX6189,Not Fraud +357,6/5/2023 21:20,SUV,FTG-590-PQR-125,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",70,KA97YZ0113,Not Fraud +358,6/6/2023 2:55,Bus ,FTG-358-VFR-836,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",97,KA02AB2145,Fraud +359,6/7/2023 6:30,Car,FTG-359-WSX-591,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",47,KA05CD6189,Not Fraud +360,6/8/2023 11:10,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA08EF0113,Not Fraud +361,6/9/2023 15:50,Truck,FTG-361-POU-995,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",65,KA11GH4167,Not Fraud +362,6/10/2023 20:25,Van,FTG-362-NJH-695,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",92,KA14IJ8101,Not Fraud +363,6/11/2023 1:00,Sedan,FTG-363-ZXC-392,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",53,KA17KL2145,Not Fraud +364,6/12/2023 6:40,SUV,FTG-364-OKM-082,B-102,Regular,Large,180,140,"13.059816123454882, 77.77068662374292",79,KA20MN6189,Fraud +365,6/13/2023 11:15,Bus ,FTG-365-LKJ-735,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",61,KA23OP0113,Not Fraud +366,6/14/2023 15:50,Car,FTG-760-XYZ-890,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",89,KA26QR4517,Fraud +367,6/15/2023 21:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",44,KA29ST8101,Not Fraud +368,6/16/2023 3:10,Truck,FTG-368-DCV-892,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA32UV2145,Not Fraud +369,6/17/2023 7:40,Van,FTG-369-NBH-592,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",67,KA35WX6189,Not Fraud +370,6/18/2023 12:20,Sedan,FTG-370-POI-291,A-101,Regular,Medium,160,140,"13.059816123454882, 77.77068662374292",95,KA38YZ0113,Fraud +371,6/19/2023 16:55,SUV,FTG-371-WSX-991,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",55,KA41AB2145,Not Fraud +372,6/20/2023 22:35,Bus ,FTG-372-QAZ-624,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",80,KA44CD6719,Not Fraud +373,6/21/2023 4:15,Car,FTG-373-KJH-397,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",62,KA47EF0153,Fraud +374,6/22/2023 8:50,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",87,KA50GH4557,Not Fraud +375,1/1/2023 8:15,Truck,FTG-318-UYT-875,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",47,KA53IJ8901,Not Fraud +376,1/2/2023 12:45,Van,FTG-325-VBN-768,B-102,Regular,Medium,140,100,"13.059816123454882, 77.77068662374292",73,KA56KL2145,Fraud +377,1/3/2023 16:30,Sedan,FTG-346-POI-439,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",68,KA59MN6989,Not Fraud +378,1/4/2023 22:10,SUV,FTG-332-IXC-629,B-102,Regular,Large,180,100,"13.059816123454882, 77.77068662374292",91,KA62OP0923,Fraud +379,1/5/2023 5:40,Bus ,FTG-339-UTY-537,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",52,KA65QR4561,Fraud +380,1/6/2023 11:20,Car,FTG-374-VFR-084,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA02CD5671,Not Fraud +381,1/7/2023 14:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",56,KA05EF9012,Not Fraud +382,1/8/2023 18:25,Truck,FTG-360-QAZ-293,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",84,KA08GH3456,Not Fraud +383,1/9/2023 2:05,Van,FTG-330-ABC-675,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",69,KA11IJ6789,Not Fraud +384,1/10/2023 6:35,Sedan,FTG-367-MKF-903,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",94,KA14KL0123,Not Fraud +385,1/11/2023 10:00,SUV,FTG-480-DEF-230,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",49,KA17MN4567,Not Fraud +386,1/12/2023 15:40,Bus ,FTG-386-PLM-933,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA20OP8901,Not Fraud +387,1/13/2023 20:15,Car,FTG-670-MNO-560,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",63,KA23QR1345,Not Fraud +388,1/14/2023 1:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",88,KA26ST6789,Not Fraud +389,1/15/2023 7:30,Truck,FTG-389-QAZ-742,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA29UV0123,Not Fraud +390,1/16/2023 12:10,Van,FTG-390-RFD-712,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",96,KA32WX3456,Not Fraud +391,1/17/2023 17:45,Sedan,FTG-391-YUI-784,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",61,KA35YZ6789,Fraud +392,1/18/2023 22:20,SUV,FTG-150-UVW-910,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",85,KA38AB0123,Not Fraud +393,1/19/2023 4:00,Bus ,FTG-393-NBH-336,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA41CD4567,Not Fraud +394,1/20/2023 8:30,Car,FTG-394-KJH-087,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",79,KA44EF8901,Not Fraud +395,1/21/2023 13:10,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA47GH2345,Not Fraud +396,1/22/2023 16:45,Truck,FTG-396-LMK-447,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",90,KA50IJ6789,Fraud +397,1/23/2023 22:25,Van,FTG-397-PLN-197,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",48,KA53KL0123,Fraud +398,1/24/2023 2:55,Sedan,FTG-398-VFR-867,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",77,KA56MN4567,Not Fraud +399,1/25/2023 7:35,SUV,FTG-399-WSX-558,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",60,KA59OP8901,Not Fraud +400,1/26/2023 12:10,Bus ,FTG-400-QAZ-118,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",83,KA62QR2345,Not Fraud +401,1/27/2023 15:45,Car,FTG-401-XYZ-978,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",71,KA65ST6789,Not Fraud +402,1/28/2023 21:25,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",97,KA68UV0123,Not Fraud +403,1/29/2023 3:05,Truck,FTG-403-PQR-364,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",46,KA71WX3456,Not Fraud +404,1/30/2023 7:35,Van,FTG-820-HGT-340,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",81,KA74YZ6789,Not Fraud +405,1/31/2023 11:10,Sedan,FTG-405-LMN-664,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",64,KA77AB0123,Not Fraud +406,2/1/2023 16:50,SUV,FTG-410-RST-725,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",93,KA80CD4567,Fraud +407,2/2/2023 21:25,Bus ,FTG-407-JKL-194,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",57,KA83EF8901,Not Fraud +408,2/3/2023 3:05,Car,FTG-408-UVW-874,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",86,KA86GH2345,Not Fraud +409,2/4/2023 8:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",55,KA89IJ6759,Not Fraud +410,2/5/2023 13:20,Truck,FTG-410-MNO-414,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",82,KA92KL0123,Not Fraud +411,2/6/2023 18:55,Van,FTG-411-QWE-945,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",63,KA95MN4567,Not Fraud +412,2/7/2023 23:30,Sedan,FTG-690-LMN-180,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",90,KA98OP8901,Not Fraud +413,2/8/2023 5:10,SUV,FTG-413-POI-343,B-102,Express,Large,180,160,"13.059816123454882, 77.77068662374292",48,KA01QR2345,Fraud +414,2/9/2023 9:40,Bus ,FTG-414-KJH-043,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",76,KA04ST6789,Fraud +415,2/10/2023 14:20,Car,FTG-415-DCV-743,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",58,KA07UV0123,Not Fraud +416,2/11/2023 17:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",87,KA10WX3456,Not Fraud +417,2/12/2023 23:35,Truck,FTG-417-LKI-183,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",67,KA13YZ6789,Not Fraud +418,2/13/2023 4:05,Van,FTG-418-UYT-863,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",94,KA16AB0123,Fraud +419,2/14/2023 8:45,Sedan,FTG-419-FRD-523,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",71,KA19CD4567,Not Fraud +420,2/15/2023 13:20,SUV,FTG-240-QWE-890,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",89,KA22EF8901,Not Fraud +421,2/16/2023 16:55,Bus ,FTG-421-BVC-927,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA25GH2345,Not Fraud +422,2/17/2023 22:35,Car,FTG-422-XSW-624,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",79,KA28IJ6789,Fraud +423,2/18/2023 4:15,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA31KL0123,Not Fraud +424,2/19/2023 8:45,Truck,FTG-424-CDE-044,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",95,KA34MN4567,Not Fraud +425,2/20/2023 13:25,Van,FTG-425-VBN-744,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",44,KA37OP8901,Not Fraud +426,2/21/2023 18:00,Sedan,FTG-426-PLM-334,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",78,KA40QR2345,Fraud +427,2/22/2023 22:35,SUV,FTG-570-IJK-450,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",61,KA43ST6789,Not Fraud +428,2/23/2023 4:15,Bus ,FTG-910-XYZ-120,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",85,KA46UV0123,Not Fraud +429,2/24/2023 8:50,Car,FTG-429-QAZ-534,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",49,KA49WX3456,Not Fraud +430,2/25/2023 13:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",74,KA52YZ6789,Not Fraud +431,2/26/2023 18:05,Truck,FTG-431-ZAS-945,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",69,KA55AB0123,Not Fraud +432,2/27/2023 23:40,Van,FTG-432-IXC-631,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",92,KA58CD4567,Not Fraud +433,2/28/2023 5:20,Sedan,FTG-433-JOP-332,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",57,KA61EF8901,Fraud +434,3/1/2023 9:50,SUV,FTG-434-RFV-082,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",83,KA64GH2345,Fraud +435,3/2/2023 14:30,Bus ,FTG-435-EDC-792,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",68,KA67IJ6789,Not Fraud +436,3/3/2023 18:05,Car,FTG-360-PQR-680,A-101,Regular,Small,120,100,"13.059816123454882, 77.77068662374292",96,KA70KL0123,Fraud +437,3/4/2023 23:45,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",46,KA73MN4567,Not Fraud +438,3/5/2023 3:15,Truck,FTG-438-LKJ-972,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",81,KA76OP8901,Fraud +439,3/6/2023 7:55,Van,FTG-439-UTY-942,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",60,KA79QR2345,Not Fraud +440,3/7/2023 12:30,Sedan,FTG-440-POU-912,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",88,KA82ST6789,Not Fraud +441,3/8/2023 16:05,SUV,FTG-441-ZXC-992,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",53,KA85UV0123,Fraud +442,3/9/2023 21:45,Bus ,FTG-442-VBN-692,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",77,KA88WX3456,Not Fraud +443,3/10/2023 3:25,Car,FTG-443-QWE-392,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",64,KA91YZ6789,Not Fraud +444,3/11/2023 8:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",91,KA94AB0123,Not Fraud +445,3/12/2023 13:35,Truck,FTG-445-DCF-792,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",50,KA97CD4567,Not Fraud +446,3/13/2023 18:10,Van,FTG-446-POI-496,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",75,KA02EF8901,Not Fraud +447,3/14/2023 23:50,Sedan,FTG-447-XCV-194,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",59,KA05GH2345,Not Fraud +448,3/15/2023 5:30,SUV,FTG-448-JKL-893,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",84,KA08IJ6789,Not Fraud +449,3/16/2023 10:05,Bus ,FTG-449-RFD-522,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",66,KA11KL0123,Not Fraud +450,3/17/2023 14:45,Car,FTG-450-HGT-227,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",93,KA14MN4567,Not Fraud +451,3/18/2023 19:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",45,KA17OP8901,Not Fraud +452,3/19/2023 0:55,Truck,FTG-452-BVC-683,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",80,KA20QR2345,Fraud +453,3/20/2023 6:35,Van,FTG-730-ABC-295,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",62,KA23ST6789,Not Fraud +454,3/21/2023 11:05,Sedan,FTG-454-KJH-083,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",86,KA26UV0123,Not Fraud +455,3/22/2023 15:40,SUV,FTG-500-DEF-820,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",51,KA29WX3456,Not Fraud +456,3/23/2023 21:20,Bus ,FTG-456-LMK-483,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",73,KA32YZ6789,Fraud +457,3/24/2023 2:00,Car,FTG-457-PLN-186,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",56,KA35AB0123,Not Fraud +458,3/25/2023 6:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",82,KA38CD4567,Not Fraud +459,3/26/2023 11:05,Truck,FTG-459-WSX-582,C-103,Express,Large,350,60,"13.059816123454882, 77.77068662374292",70,KA41EF8901,Fraud +460,3/27/2023 16:45,Van,FTG-460-QAZ-272,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",97,KA44GH2345,Not Fraud +461,3/28/2023 21:20,Sedan,FTG-790-HGT-170,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",47,KA47IJ6789,Not Fraud +462,3/29/2023 2:50,SUV,FTG-462-NJH-642,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",84,KA50KL0123,Not Fraud +463,3/30/2023 7:30,Bus ,FTG-260-RST-940,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",65,KA53MN4567,Not Fraud +464,3/31/2023 12:05,Car,FTG-464-OKM-073,A-101,Regular,Small,120,100,"13.059816123454882, 77.77068662374292",92,KA56OP8901,Fraud +465,4/1/2023 16:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA02UV2345,Not Fraud +466,4/2/2023 22:20,Truck,FTG-466-HGT-413,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA05WX6789,Not Fraud +467,4/3/2023 3:00,Van,FTG-610-UVW-410,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",61,KA08YZ0123,Not Fraud +468,4/4/2023 7:30,Sedan,FTG-468-DCV-853,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",89,KA11AB2345,Not Fraud +469,4/5/2023 12:05,SUV,FTG-880-MNO-675,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",44,KA14CD6789,Fraud +470,4/6/2023 15:40,Bus ,FTG-470-POI-253,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA17EF0123,Not Fraud +471,4/7/2023 21:20,Car,FTG-471-WSX-954,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",67,KA20GH4567,Not Fraud +472,4/8/2023 2:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",95,KA23IJ8901,Not Fraud +473,4/9/2023 6:30,Truck,FTG-473-KJH-352,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",55,KA26KL2345,Fraud +474,4/10/2023 11:10,Van,FTG-320-IJK-590,B-102,Regular,Medium,140,100,"13.059816123454882, 77.77068662374292",80,KA29MN6789,Fraud +475,4/11/2023 15:50,Sedan,FTG-475-YUI-752,A-101,Express,Medium,160,90,"13.059816123454882, 77.77068662374292",62,KA32OP0121,Fraud +476,4/12/2023 20:25,SUV,FTG-476-CDE-451,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",87,KA35QR4561,Not Fraud +477,4/13/2023 1:00,Bus ,FTG-670-XYZ-830,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",47,KA38ST8901,Not Fraud +478,4/14/2023 6:40,Car,FTG-478-NJH-852,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",73,KA41UV2345,Not Fraud +479,4/15/2023 11:15,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",68,KA44WX6789,Not Fraud +480,4/16/2023 15:50,Truck,FTG-480-TGB-254,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",91,KA47YZ0123,Not Fraud +481,4/17/2023 21:30,Van,FTG-481-BVC-954,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",52,KA50AB2345,Fraud +482,4/18/2023 3:10,Sedan,FTG-482-XCV-453,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",82,KA53CD6789,Fraud +483,4/19/2023 7:40,SUV,FTG-140-PQR-365,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",56,KA56EF0123,Not Fraud +484,4/20/2023 12:20,Bus ,FTG-484-POU-053,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",84,KA59GH4567,Not Fraud +485,4/21/2023 16:55,Car,FTG-485-ZXC-773,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",69,KA62IJ8901,Not Fraud +486,4/22/2023 22:35,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",94,KA65KL2345,Not Fraud +487,4/23/2023 4:15,Truck,FTG-487-HGT-183,C-103,Express,Large,350,180,"13.059816123454882, 77.77068662374292",49,KA68MN6789,Fraud +488,4/24/2023 8:50,Van,FTG-470-ABC-720,B-102,Regular,Medium,140,100,"13.059816123454882, 77.77068662374292",76,KA71OP0123,Fraud +489,4/25/2023 13:30,Sedan,FTG-489-QAZ-582,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",63,KA74QR4567,Not Fraud +490,4/26/2023 18:05,SUV,FTG-490-RFD-282,B-102,Regular,Large,180,100,"13.059816123454882, 77.77068662374292",88,KA77ST8901,Fraud +491,4/27/2023 23:40,Bus ,FTG-491-YUI-964,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA80UV2345,Not Fraud +492,4/28/2023 5:20,Car,FTG-492-BVC-553,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",96,KA83WX6789,Not Fraud +493,4/29/2023 9:50,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",61,KA86YZ0123,Not Fraud +494,4/30/2023 14:30,Truck,FTG-494-KJH-790,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",85,KA89AB2345,Fraud +495,5/1/2023 18:05,Van,FTG-495-EDC-860,B-102,Express,Medium,140,180,"13.059816123454882, 77.77068662374292",52,KA92CD6789,Fraud +496,5/2/2023 23:45,Sedan,FTG-496-LMK-450,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",79,KA95EF0123,Not Fraud +497,5/3/2023 3:15,SUV,FTG-497-PLN-180,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",66,KA98GH4567,Not Fraud +498,5/4/2023 7:55,Bus ,FTG-498-VFR-870,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA01IJ8901,Not Fraud +499,5/5/2023 12:30,Car,FTG-499-WSX-540,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",48,KA04KL2345,Not Fraud +500,5/6/2023 16:05,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA07MN6781,Not Fraud +501,5/7/2023 21:45,Truck,FTG-501-XYZ-183,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA10OP0123,Not Fraud +502,5/8/2023 3:25,Van,FTG-502-ABC-613,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",83,KA13QR4567,Not Fraud +503,5/9/2023 8:55,Sedan,FTG-503-PQR-333,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",71,KA16ST8901,Not Fraud +504,5/10/2023 13:35,SUV,FTG-504-DEF-083,B-102,Regular,Large,130,180,"13.042660878688794, 77.47580097259879",97,KA19UV2345,Fraud +505,5/11/2023 18:10,Bus ,FTG-505-LMN-863,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",46,KA22WX6789,Fraud +506,5/12/2023 23:50,Car,FTG-730-DEF-250,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",81,KA25YZ0123,Not Fraud +507,5/13/2023 5:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",64,KA28AB2345,Not Fraud +508,5/14/2023 10:05,Truck,FTG-508-UVW-853,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",93,KA31CD6789,Not Fraud +509,5/15/2023 14:45,Van,FTG-509-RST-558,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",57,KA34EF0723,Not Fraud +510,5/16/2023 19:20,Sedan,FTG-510-MNO-218,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",86,KA37GH4567,Not Fraud +511,5/17/2023 0:55,SUV,FTG-511-QWE-985,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",87,KA40IJ8901,Not Fraud +512,5/18/2023 6:35,Bus ,FTG-200-HGT-610,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",88,KA43KL2345,Fraud +513,5/19/2023 11:05,Car,FTG-513-POI-327,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",89,KA46MN6781,Not Fraud +514,5/20/2023 15:40,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",90,KA49OP0123,Not Fraud +515,5/21/2023 21:20,Truck,FTG-515-DCV-774,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",91,KA52QR4567,Not Fraud +516,5/22/2023 2:00,Van,FTG-516-NBH-413,B-102,Regular,Medium,110,100,"13.042660878688794, 77.47580097259879",92,KA55ST8901,Fraud +517,5/23/2023 6:30,Sedan,FTG-517-LKI-113,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",93,KA58UV2345,Not Fraud +518,5/24/2023 11:05,SUV,FTG-518-UYT-813,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",66,KA61WX6789,Fraud +519,5/25/2023 16:45,Bus ,FTG-550-UVW-980,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",67,KA64YZ0123,Not Fraud +520,5/26/2023 21:20,Car,FTG-520-TYU-513,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",68,KA67AB2345,Not Fraud +521,5/27/2023 2:50,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",69,KA70CD6789,Not Fraud +522,5/28/2023 7:30,Truck,FTG-602-ABC-693,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",70,KA73EF0123,Fraud +523,5/29/2023 12:05,Van,FTG-603-PQR-393,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",71,KA76GH4567,Not Fraud +524,5/30/2023 16:40,Sedan,FTG-604-DEF-938,A-101,Regular,Medium,100,0,"13.042660878688794, 77.47580097259879",72,KA79IJ8901,Fraud +525,5/31/2023 22:20,SUV,FTG-605-LMN-735,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",73,KA82KL2345,Fraud +526,6/1/2023 3:00,Bus ,FTG-606-GHI-335,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",74,KA85MN6789,Not Fraud +527,6/2/2023 7:30,Car,FTG-607-JKL-196,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",75,KA88OP0123,Not Fraud +528,6/3/2023 12:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA91QR4567,Not Fraud +529,6/4/2023 15:40,Truck,FTG-609-RST-535,C-103,Express,Large,290,60,"13.042660878688794, 77.47580097259879",77,KA94ST8901,Fraud +530,6/5/2023 21:20,Van,FTG-610-MNO-235,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",78,KA97UV2345,Not Fraud +531,6/6/2023 2:55,Sedan,FTG-810-MNO-350,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",79,KA02WX6189,Not Fraud +532,6/7/2023 6:30,SUV,FTG-612-ZXC-645,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",80,KA05YZ0123,Not Fraud +533,6/8/2023 11:10,Bus ,FTG-613-POI-327,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",81,KA08AB2345,Fraud +534,6/9/2023 15:50,Car,FTG-614-KJH-097,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",82,KA11CD6789,Not Fraud +535,6/10/2023 20:25,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",83,KA14EF1233,Not Fraud +536,6/11/2023 1:00,Truck,FTG-616-NBH-427,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",84,KA17GH4517,Not Fraud +537,6/12/2023 6:40,Van,FTG-617-LKI-195,B-102,Express,Medium,110,90,"13.042660878688794, 77.47580097259879",85,KA20IJ7901,Fraud +538,6/13/2023 11:15,Sedan,FTG-380-IJK-720,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",86,KA23KL2845,Not Fraud +539,6/14/2023 15:50,SUV,FTG-619-FRD-555,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",40,KA26MN6589,Not Fraud +540,6/15/2023 21:30,Bus ,FTG-620-TYU-259,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",41,KA29OP0023,Fraud +541,6/16/2023 3:10,Car,FTG-621-BVC-959,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",42,KA32QR4067,Fraud +542,6/17/2023 7:40,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",43,KA35ST8001,Not Fraud +543,6/18/2023 12:20,Truck,FTG-623-NMK-354,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KA38UV2045,Not Fraud +544,6/19/2023 16:55,Van,FTG-624-CDE-084,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA41WX6089,Not Fraud +545,6/20/2023 22:35,Sedan,FTG-625-VBN-784,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",46,KA44YZ0103,Not Fraud +546,6/21/2023 4:15,SUV,FTG-626-PLM-441,B-102,Regular,Large,130,90,"13.042660878688794, 77.47580097259879",47,KA47AB2045,Fraud +547,6/22/2023 8:50,Bus ,FTG-627-HGT-142,C-103,Express,Large,290,60,"13.042660878688794, 77.47580097259879",45,KA50CD6089,Fraud +548,5/26/2023 21:45,Car,FTG-628-WSX-852,A-101,Regular,Small,60,90,"13.042660878688794, 77.47580097259879",50,KA53EF0103,Fraud +549,6/13/2023 11:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA56GH4507,Not Fraud +550,6/14/2023 13:30,Truck,FTG-630-LPO-252,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",48,KA59IJ8991,Not Fraud +551,8/1/2023 20:15,Van,FTG-631-ZAS-942,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",60,KA62KL2045,Fraud +552,9/27/2023 19:15,Sedan,FTG-632-IXC-642,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",42,KA65MN5789,Not Fraud +553,10/16/2023 8:15,SUV,FTG-620-RST-150,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",57,KA02YZ8901,Fraud +554,1/1/2023 8:15,Bus ,FTG-634-RFV-082,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,KA05AB2145,Not Fraud +555,1/2/2023 12:45,Car,FTG-890-XYZ-465,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",52,KA08CD6989,Not Fraud +556,1/11/2023 0:40,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",46,KA11EF1123,Not Fraud +557,1/12/2023 8:30,Truck,FTG-637-NJI-192,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,KA14GH1567,Not Fraud +558,1/13/2023 14:20,Van,FTG-638-LKJ-892,B-102,Regular,Medium,110,60,"13.042660878688794, 77.47580097259879",53,KA17IJ1901,Fraud +559,1/14/2023 20:15,Sedan,FTG-430-PQR-710,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",47,KA20KL2115,Fraud +560,1/15/2023 3:05,SUV,FTG-640-POU-211,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",51,KA23MN6119,Not Fraud +561,1/16/2023 9:50,Bus ,FTG-641-ZXC-991,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KA26OP1123,Not Fraud +562,1/17/2023 15:35,Car,FTG-642-VBN-691,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",59,KA29QR1567,Not Fraud +563,1/18/2023 22:25,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",54,KA32ST8902,Not Fraud +564,1/19/2023 4:10,Truck,FTG-644-MKH-095,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",43,KA35UV2315,Not Fraud +565,1/20/2023 10:00,Van,FTG-645-DCF-764,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA38WX6719,Not Fraud +566,1/21/2023 15:45,Sedan,FTG-646-POI-434,A-101,Regular,Medium,100,180,"13.042660878688794, 77.47580097259879",50,KA41YZ1213,Fraud +567,1/22/2023 21:30,SUV,FTG-647-XCV-104,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",45,KA44AB2115,Fraud +568,1/23/2023 4:15,Bus ,FTG-648-JKL-873,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",55,KA47CD6189,Fraud +569,1/24/2023 10:05,Car,FTG-649-RFD-542,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",48,KA50EF6123,Not Fraud +570,1/25/2023 16:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,KA53GH4117,Not Fraud +571,1/26/2023 22:50,Truck,FTG-651-YUI-984,C-103,Express,Large,290,110,"13.042660878688794, 77.47580097259879",42,KA56IJ8911,Fraud +572,1/27/2023 5:35,Van,FTG-652-BVC-652,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",57,KA59KL2145,Not Fraud +573,1/28/2023 11:25,Sedan,FTG-700-ABC-360,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",49,KA62MN6786,Not Fraud +574,1/29/2023 17:15,SUV,FTG-654-KJH-091,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",52,KA65OP0223,Not Fraud +575,1/30/2023 0:05,Bus ,FTG-655-EDC-761,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,KA68QR4667,Not Fraud +576,1/31/2023 6:00,Car,FTG-656-LMK-431,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",58,KA71ST8801,Not Fraud +577,2/1/2023 11:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",53,KA74UV2145,Not Fraud +578,2/2/2023 18:30,Truck,FTG-658-VFR-871,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",47,KA77WX6489,Not Fraud +579,2/3/2023 1:15,Van,FTG-659-WSX-541,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",51,KA80YZ0223,Not Fraud +580,2/4/2023 7:05,Sedan,FTG-660-QAZ-211,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",44,KA83AB1345,Not Fraud +581,2/5/2023 13:00,SUV,FTG-661-POU-927,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",59,KA86CD1789,Not Fraud +582,2/6/2023 19:45,Bus ,FTG-662-NJH-651,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",54,KA89EF0121,Not Fraud +583,2/7/2023 2:30,Car,FTG-663-ZXC-322,A-101,Express,Small,60,100,"13.042660878688794, 77.47580097259879",43,KA92GH4167,Fraud +584,2/8/2023 8:20,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",56,KA95IJ8201,Not Fraud +585,2/9/2023 14:10,Truck,FTG-665-LKJ-725,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",50,KA98KL2145,Not Fraud +586,2/10/2023 20:05,Van,FTG-666-HGT-422,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA01MN6189,Not Fraud +587,2/11/2023 2:55,Sedan,FTG-667-MKF-129,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",55,KA04OP0223,Fraud +588,2/12/2023 8:40,SUV,FTG-668-DCV-826,B-102,Regular,Large,130,60,"13.042660878688794, 77.47580097259879",48,KA07QR4267,Fraud +589,2/13/2023 14:30,Bus ,FTG-669-NBH-542,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA10ST8501,Not Fraud +590,2/14/2023 21:15,Car,FTG-670-POI-212,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",42,KA03UV2345,Not Fraud +591,2/15/2023 3:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",57,KA06WX6789,Not Fraud +592,2/16/2023 9:00,Truck,FTG-270-DEF-920,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,KA09YZ0123,Not Fraud +593,2/17/2023 14:45,Van,FTG-673-KJH-322,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",52,KA52AB2345,Fraud +594,2/18/2023 20:30,Sedan,FTG-674-VFR-092,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",46,KA55CD6789,Not Fraud +595,2/19/2023 3:15,SUV,FTG-675-YUI-766,B-102,Express,Large,130,90,"13.042660878688794, 77.47580097259879",58,KA58EF0123,Fraud +596,2/20/2023 9:00,Bus ,FTG-520-HGT-180,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",53,KA51GH4567,Not Fraud +597,2/21/2023 15:45,Car,FTG-677-LMK-106,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",47,KA54IJ8901,Fraud +598,2/22/2023 21:35,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",51,KA87KL2345,Not Fraud +599,2/23/2023 4:20,Truck,FTG-679-RFD-541,C-103,Express,Large,290,180,"13.042660878688794, 77.47580097259879",44,KA80MN6789,Fraud +600,2/24/2023 10:10,Van,FTG-780-UVW-540,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",59,KA13OP1123,Not Fraud +601,2/25/2023 16:05,Sedan,FTG-681-BVC-981,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",54,KA46QR2567,Not Fraud +602,2/26/2023 22:55,SUV,FTG-682-XCV-658,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",43,KA49ST2901,Not Fraud +603,2/27/2023 5:40,Bus ,FTG-683-LKJ-327,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA52UV1345,Not Fraud +604,2/28/2023 11:30,Car,FTG-684-POU-094,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",50,KA55WX6189,Not Fraud +605,3/1/2023 17:20,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,KA58YZ0113,Not Fraud +606,3/2/2023 0:10,Truck,FTG-686-PLM-433,C-103,Regular,Large,290,110,"13.042660878688794, 77.47580097259879",55,KA61AB2745,Fraud +607,3/3/2023 6:05,Van,FTG-687-HGT-102,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",48,KA64CD6489,Not Fraud +608,3/4/2023 11:50,Sedan,FTG-688-WSX-872,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",60,KA67EF0323,Not Fraud +609,3/5/2023 18:35,SUV,FTG-689-QAZ-542,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",42,KA70GH2567,Not Fraud +610,3/6/2023 1:20,Bus ,FTG-690-RFD-211,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",57,KA73IJ8501,Fraud +611,3/7/2023 7:10,Car,FTG-340-MNO-890,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",49,KA76KL2545,Not Fraud +612,3/8/2023 13:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",52,KA79MN6589,Not Fraud +613,3/9/2023 18:50,Truck,FTG-693-NBH-121,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,KA82OP0023,Not Fraud +614,3/10/2023 1:35,Van,FTG-590-IJK-420,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",58,KA85QR4267,Not Fraud +615,3/11/2023 7:25,Sedan,FTG-695-EDC-761,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",53,KA88ST8701,Not Fraud +616,3/12/2023 13:20,SUV,FTG-160-RST-750,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",47,KA91UV2845,Not Fraud +617,3/13/2023 20:05,Bus ,FTG-697-PLN-112,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",51,KA94WX6669,Not Fraud +618,3/14/2023 2:50,Car,FTG-698-VFR-872,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",44,KA97YZ1113,Not Fraud +619,3/15/2023 8:40,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",59,KA02AB2945,Not Fraud +620,3/16/2023 14:30,Truck,FTG-700-QAZ-116,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",54,KA05CD6989,Not Fraud +621,3/17/2023 21:15,Van,FTG-801-XYZ-130,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",43,KA08EF0923,Fraud +622,3/18/2023 4:00,Sedan,FTG-802-ABC-612,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",56,KA11GH4967,Not Fraud +623,3/19/2023 9:45,SUV,FTG-803-PQR-312,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",50,KA14IJ8906,Not Fraud +624,3/20/2023 16:30,Bus ,FTG-490-XYZ-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA17KL2945,Not Fraud +625,3/21/2023 22:20,Car,FTG-760-PQR-681,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",55,KA20MN6799,Not Fraud +626,3/22/2023 5:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",48,KA23OP0193,Not Fraud +627,3/23/2023 10:55,Truck,FTG-807-JKL-100,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",60,KA26QR4597,Fraud +628,3/24/2023 16:50,Van,FTG-808-UVW-870,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",42,KA29ST8991,Not Fraud +629,3/25/2023 22:35,Sedan,FTG-809-RST-540,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",57,KA32UV2745,Not Fraud +630,3/26/2023 5:20,SUV,FTG-320-ABC-395,B-102,Regular,Large,130,0,"13.042660878688794, 77.47580097259879",49,KA35WX6178,Fraud +631,3/27/2023 11:10,Bus ,FTG-811-QWE-990,C-103,Express,Large,290,130,"13.042660878688794, 77.47580097259879",52,KA38YZ0623,Fraud +632,3/28/2023 17:00,Car,FTG-812-ZXC-611,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",46,MH41AB2345,Not Fraud +633,3/29/2023 0:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",58,AP44CD6789,Not Fraud +634,3/30/2023 6:35,Truck,FTG-814-KJH-192,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",53,GA47EF0123,Fraud +635,3/31/2023 12:30,Van,FTG-815-DCV-712,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",47,MH50GH4567,Fraud +636,4/1/2023 19:15,Sedan,FTG-816-NBH-131,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",51,KA53IJ8501,Fraud +637,4/2/2023 2:00,SUV,FTG-817-LKI-112,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",44,KA56KL2325,Not Fraud +638,4/3/2023 7:45,Bus ,FTG-818-UYT-812,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",59,KA59MN6729,Fraud +639,4/4/2023 13:35,Car,FTG-819-FRD-516,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",54,KA62OP0183,Not Fraud +640,4/5/2023 19:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",43,AP65QR4567,Not Fraud +641,4/6/2023 2:15,Truck,FTG-821-BVC-986,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA02OP8906,Not Fraud +642,4/7/2023 8:05,Van,FTG-822-XSW-615,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",50,KA05QR2343,Not Fraud +643,4/8/2023 13:55,Sedan,FTG-823-NMK-365,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",45,AP01AB1234,Not Fraud +644,4/9/2023 20:40,SUV,FTG-824-CDE-095,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",55,AP02CD5678,Not Fraud +645,4/10/2023 4:30,Bus ,FTG-825-VBN-744,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",48,AP03EF9101,Not Fraud +646,1/11/2023 0:40,Car,FTG-826-PLM-434,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",60,AP04GH1122,Not Fraud +647,1/12/2023 8:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",40,AP05IJ3344,Not Fraud +648,1/13/2023 14:20,Truck,FTG-828-WSX-874,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",62,AP06KL5566,Not Fraud +649,1/14/2023 20:15,Van,FTG-829-QAZ-544,B-102,Express,Medium,110,0,"13.042660878688794, 77.47580097259879",38,AP07MN7788,Fraud +650,1/15/2023 3:05,Sedan,FTG-830-LPO-214,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",65,AP08OP9900,Fraud +651,1/16/2023 9:50,SUV,FTG-831-ZAS-982,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",42,AP09QR1122,Fraud +652,1/17/2023 15:35,Bus ,FTG-832-IXC-645,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",55,AP10ST3344,Fraud +653,1/18/2023 22:25,Car,FTG-833-JOP-325,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",48,AP11UV5566,Fraud +654,1/19/2023 4:10,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",50,AP12WX7788,Not Fraud +655,1/20/2023 10:00,Truck,FTG-388-WSX-973,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,AP13YZ9900,Not Fraud +656,1/21/2023 15:45,Van,FTG-395-EDC-773,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",46,AP14AA1122,Not Fraud +657,1/22/2023 21:30,Sedan,FTG-670-DEF-850,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",53,AP15BB3344,Not Fraud +658,1/23/2023 4:15,SUV,FTG-416-NBH-413,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",47,AP16CC5566,Not Fraud +659,1/24/2023 10:05,Bus ,FTG-409-RST-512,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",51,AP17DD7788,Not Fraud +660,1/25/2023 16:00,Car,FTG-423-NMK-342,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",44,AP18EE9900,Not Fraud +661,1/26/2023 22:50,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",59,AP19FF1122,Not Fraud +662,1/27/2023 5:35,Truck,FTG-430-LPO-322,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",54,AP20GG3344,Fraud +663,1/28/2023 11:25,Van,FTG-437-NJI-122,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",43,AP21HH5566,Not Fraud +664,1/29/2023 17:15,Sedan,FTG-444-MKH-092,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",56,AP22II7788,Not Fraud +665,1/30/2023 0:05,SUV,FTG-451-YUI-978,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",52,AP23JJ9900,Not Fraud +666,1/31/2023 6:00,Bus ,FTG-458-VFR-878,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,AP24KK1122,Not Fraud +667,2/1/2023 11:45,Car,FTG-465-LKJ-768,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",57,AP25LL3344,Not Fraud +668,2/2/2023 18:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",49,AP26MM5566,Not Fraud +669,2/3/2023 1:15,Truck,FTG-479-RFD-544,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,AP27NN7788,Not Fraud +670,2/4/2023 7:05,Van,FTG-486-PLM-414,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",41,AP28OO9900,Not Fraud +671,2/5/2023 13:00,Sedan,FTG-493-NBH-123,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",63,AP29PP1122,Fraud +672,2/6/2023 19:45,SUV,FTG-500-QAZ-223,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",39,AP30QQ3344,Not Fraud +673,2/7/2023 2:30,Bus ,FTG-507-JKL-185,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",66,AP31RR5566,Not Fraud +674,2/8/2023 8:20,Car,FTG-514-KJH-194,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",43,AP32SS7788,Not Fraud +675,2/9/2023 14:10,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",61,AP33TT9900,Not Fraud +676,2/10/2023 20:05,Truck,FTG-230-HGT-120,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",37,AP34UU1122,Not Fraud +677,2/11/2023 2:55,Van,FTG-615-DCV-753,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",54,AP35VV3344,Not Fraud +678,2/12/2023 8:40,Sedan,FTG-480-UVW-692,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",46,AP36WW5566,Not Fraud +679,2/13/2023 14:30,SUV,FTG-740-MNO-250,B-102,Express,Large,130,110,"13.042660878688794, 77.47580097259879",55,AP37XX7788,Fraud +680,2/14/2023 21:15,Bus ,FTG-636-OKM-421,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",49,AP38YY9900,Fraud +681,2/15/2023 3:05,Car,FTG-643-QWE-332,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",60,AP39ZZ1122,Not Fraud +682,2/16/2023 9:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",42,AP40AA3344,Not Fraud +683,2/17/2023 14:45,Truck,FTG-657-PLN-104,C-103,Express,Large,290,70,"13.042660878688794, 77.47580097259879",57,AP41BB5566,Fraud +684,2/18/2023 20:30,Van,FTG-410-IJK-570,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",48,AP42CC7788,Not Fraud +685,2/19/2023 3:15,Sedan,FTG-671-WSX-982,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",52,AP43DD9900,Not Fraud +686,2/20/2023 9:00,SUV,FTG-660-RST-830,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",45,AP44EE1122,Not Fraud +687,2/21/2023 15:45,Bus ,FTG-685-ZXC-761,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",59,AP45FF3344,Not Fraud +688,2/22/2023 21:35,Car,FTG-692-BVC-651,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",53,AP46GG5566,Not Fraud +689,2/23/2023 4:20,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",47,AP47HH7788,Not Fraud +690,2/24/2023 10:10,Truck,FTG-130-XYZ-460,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",51,AP48II9900,Not Fraud +691,2/25/2023 16:05,Van,FTG-813-POI-372,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",44,AP49JJ1122,Not Fraud +692,2/26/2023 22:55,Sedan,FTG-470-PQR-720,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",58,AP50KK3344,Fraud +693,2/27/2023 5:40,SUV,FTG-827-HGT-172,B-102,Express,Large,130,0,"13.042660878688794, 77.47580097259879",54,GA02CD5678,Fraud +694,2/28/2023 11:30,Bus ,FTG-834-RFV-792,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",43,GA03EF9101,Not Fraud +695,3/1/2023 17:20,Car,FTG-720-ABC-360,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",56,GA04GH1122,Not Fraud +696,3/2/2023 0:10,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",50,GA05IJ3344,Not Fraud +697,3/3/2023 6:05,Truck,FTG-877-LMK-129,C-103,Express,Large,290,60,"13.042660878688794, 77.47580097259879",45,GA06KL5566,Fraud +698,3/4/2023 11:50,Van,FTG-878-NJH-872,B-102,Regular,Medium,110,0,"13.042660878688794, 77.47580097259879",55,GA07MN7788,Fraud +699,3/5/2023 18:35,Sedan,FTG-380-DEF-920,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",48,GA08OP9900,Not Fraud +700,3/6/2023 1:20,SUV,FTG-880-TGB-212,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",60,GA09QR1122,Not Fraud +701,3/7/2023 7:10,Bus ,FTG-881-BVC-972,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",42,GA10ST3344,Fraud +702,3/8/2023 13:05,Car,FTG-882-XCV-672,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",57,GA11UV5566,Not Fraud +703,3/9/2023 18:50,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",49,GA12WX7788,Not Fraud +704,3/10/2023 1:35,Truck,FTG-884-POU-072,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",52,GA13YZ9900,Not Fraud +705,3/11/2023 7:25,Van,FTG-885-ZXC-772,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",46,GA14AA1122,Fraud +706,3/12/2023 13:20,Sedan,FTG-886-PLM-422,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",58,GA15BB3344,Not Fraud +707,3/13/2023 20:05,SUV,FTG-887-HGT-129,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",53,GA16CC5566,Not Fraud +708,3/14/2023 2:50,Bus ,FTG-630-HGT-180,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",47,GA17DD7788,Not Fraud +709,3/15/2023 8:40,Car,FTG-889-QAZ-523,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",51,GA18EE9900,Not Fraud +710,3/16/2023 14:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",44,GA19FF1122,Not Fraud +711,3/17/2023 21:15,Truck,FTG-891-YUI-972,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",59,GA20GG3344,Fraud +712,3/18/2023 4:00,Van,FTG-892-BVC-552,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",54,GA21HH5566,Not Fraud +713,3/19/2023 9:45,Sedan,FTG-890-UVW-540,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",43,GA22II7788,Not Fraud +714,3/20/2023 16:30,SUV,FTG-894-KJH-052,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",56,GA23JJ9900,Fraud +715,3/21/2023 22:20,Bus ,FTG-895-EDC-754,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",50,GA24KK1122,Fraud +716,3/22/2023 5:05,Car,FTG-896-LMK-436,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",45,GA25LL3344,Not Fraud +717,3/23/2023 10:55,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,GA26MM5566,Not Fraud +718,3/24/2023 16:50,Truck,FTG-898-VFR-873,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",48,GA27NN7788,Not Fraud +719,3/25/2023 22:35,Van,FTG-899-WSX-542,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",60,GA28OO9900,Fraud +720,3/26/2023 5:20,Sedan,FTG-900-QAZ-212,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",42,GA29PP1122,Not Fraud +721,3/27/2023 11:10,SUV,FTG-100-XYZ-982,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",57,GA30QQ3344,Not Fraud +722,3/28/2023 17:00,Bus ,FTG-350-MNO-890,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",49,KA47WX6779,Fraud +723,3/29/2023 0:45,Car,FTG-100-PQR-322,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",52,KA50YZ0173,Fraud +724,3/30/2023 6:35,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",46,KA53AB2375,Not Fraud +725,3/31/2023 12:30,Truck,FTG-100-LMN-762,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,KA56CD6779,Not Fraud +726,4/1/2023 19:15,Van,FTG-100-GHI-412,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",53,KA59EF0173,Not Fraud +727,4/2/2023 2:00,Sedan,FTG-100-JKL-119,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",47,KA62GH4577,Not Fraud +728,4/3/2023 7:45,SUV,FTG-600-IJK-420,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",51,KA65IJ8971,Not Fraud +729,4/4/2023 13:35,Bus ,FTG-109-RST-523,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KA68KL2375,Not Fraud +730,4/5/2023 19:30,Car,FTG-170-RST-750,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",59,KA02WX6789,Not Fraud +731,4/6/2023 2:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",54,KA05YZ0173,Not Fraud +732,4/7/2023 8:05,Truck,FTG-112-ZXC-624,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",43,KA08AB2745,Fraud +733,4/8/2023 13:55,Van,FTG-113-POI-010,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA11CD6779,Not Fraud +734,4/9/2023 20:40,Sedan,FTG-114-KJH-011,A-101,Regular,Medium,100,0,"13.042660878688794, 77.47580097259879",50,KA14EF0123,Fraud +735,4/10/2023 4:30,SUV,FTG-520-XYZ-210,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA17GH4567,Not Fraud +736,5/26/2023 21:45,Bus ,FTG-116-NBH-411,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KA20IJ8901,Not Fraud +737,7/29/2023 8:15,Car,FTG-017-LKI-111,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",48,KA23KL2375,Not Fraud +738,9/27/2023 19:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,KA26MN6779,Not Fraud +739,1/1/2023 8:15,Truck,FTG-019-FRD-566,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",42,KA29OP0173,Fraud +740,6/14/2023 13:30,Van,FTG-020-TYU-222,B-102,Regular,Medium,110,90,"13.042660878688794, 77.47580097259879",57,KA32QR4577,Fraud +741,4/10/2023 4:30,Sedan,FTG-770-PQR-680,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",49,KA35ST8401,Not Fraud +742,7/29/2023 8:15,SUV,FTG-022-XSW-632,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",52,KA38UV2445,Not Fraud +743,10/16/2023 8:15,Bus ,FTG-023-NMK-222,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",46,KA41WX6489,Fraud +744,11/23/2023 0:00,Car,FTG-330-ABC-392,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",58,KA44YZ0122,Not Fraud +745,12/28/2023 2:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",53,KA47AB2345,Not Fraud +746,2/12/2023 4:30,Truck,FTG-126-PLM-131,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",47,KA50CD6789,Fraud +747,3/18/2023 6:45,Van,FTG-680-DEF-850,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",20,KA53EF0123,Fraud +748,4/23/2023 9:00,Sedan,FTG-128-WSX-861,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",21,KA56GH4567,Not Fraud +749,5/29/2023 11:15,SUV,FTG-250-HGT-120,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",22,KA59IJ8901,Not Fraud +750,7/3/2023 13:30,Bus ,FTG-130-LPO-261,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",23,KA62KL2445,Fraud +751,8/8/2023 15:45,Car,FTG-510-UVW-690,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",24,KA65MN6489,Not Fraud +752,9/13/2023 18:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",25,KA68OP4123,Not Fraud +753,10/18/2023 20:15,Truck,FTG-133-JOP-362,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",26,AP71QR4567,Not Fraud +754,11/23/2023 22:30,Van,FTG-510-MNO-262,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",27,AP74ST8901,Not Fraud +755,12/29/2023 0:45,Sedan,FTG-760-MNO-250,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",28,AP77UV2345,Not Fraud +756,2/13/2023 3:00,SUV,FTG-512-ZXC-662,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",29,AP80WX6789,Not Fraud +757,3/19/2023 5:15,Bus ,FTG-513-POI-372,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",30,AP83YZ0123,Not Fraud +758,4/24/2023 7:30,Car,FTG-514-KJH-082,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",31,KA86AB2145,Not Fraud +759,5/30/2023 9:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",32,KA89CD6799,Not Fraud +760,7/4/2023 12:00,Truck,FTG-516-NBH-421,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",33,KA92EF0143,Not Fraud +761,8/9/2023 14:15,Van,FTG-517-LKI-191,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",34,KA95GH4467,Fraud +762,9/14/2023 16:30,Sedan,FTG-518-UYT-801,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",35,KA98IJ8801,Not Fraud +763,10/19/2023 18:45,SUV,FTG-519-FRD-591,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",36,KA01KL2345,Not Fraud +764,11/24/2023 21:00,Bus ,FTG-520-TYU-221,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",37,KA04MN6789,Not Fraud +765,12/30/2023 23:15,Car,FTG-521-BVC-981,A-101,Express,Small,60,100,"13.042660878688794, 77.47580097259879",38,KA07OP0123,Fraud +766,2/14/2023 1:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",39,KA10QR4565,Not Fraud +767,3/20/2023 3:45,Truck,FTG-523-NMK-322,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA13ST8901,Not Fraud +768,4/25/2023 6:00,Van,FTG-524-CDE-092,B-102,Regular,Medium,110,90,"13.042660878688794, 77.47580097259879",76,KA16UV2345,Fraud +769,5/31/2023 8:15,Sedan,FTG-525-VBN-762,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",89,KA19WX6789,Not Fraud +770,7/5/2023 10:30,SUV,FTG-526-PLM-422,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA22YZ0123,Not Fraud +771,8/10/2023 12:45,Bus ,FTG-430-IJK-570,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA25AB2345,Not Fraud +772,9/15/2023 15:00,Car,FTG-680-RST-830,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",67,KA28CD6789,Not Fraud +773,10/20/2023 17:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",87,KA31EF0123,Not Fraud +774,11/25/2023 19:30,Truck,FTG-530-LPO-212,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA34GH4567,Not Fraud +775,12/31/2023 21:45,Van,FTG-531-ZAS-982,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",34,KA37IJ8901,Not Fraud +776,2/16/2023 0:00,Sedan,FTG-532-IXC-651,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",78,KA40KL2345,Not Fraud +777,3/22/2023 2:15,SUV,FTG-150-XYZ-460,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA43MN6789,Not Fraud +778,4/27/2023 4:30,Bus ,FTG-534-RFV-091,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",87,KA46OP0123,Fraud +779,6/2/2023 6:45,Car,FTG-490-PQR-720,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",66,KA49QR4567,Fraud +780,7/7/2023 9:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",89,KA52ST8901,Not Fraud +781,8/12/2023 11:15,Truck,FTG-537-NJI-101,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA55UV2345,Not Fraud +782,9/17/2023 13:30,Van,FTG-740-ABC-360,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",34,KA58WX6789,Not Fraud +783,10/22/2023 15:45,Sedan,FTG-539-UTY-542,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",98,KA61YZ0123,Not Fraud +784,11/27/2023 18:00,SUV,FTG-540-POU-212,B-102,Regular,Large,130,110,"13.042660878688794, 77.47580097259879",22,KA64AB2345,Fraud +785,1/1/2023 20:15,Bus ,FTG-541-ZXC-994,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",23,KA67CD6789,Fraud +786,2/17/2023 22:30,Car,FTG-542-VBN-653,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",10,KA70EF0123,Not Fraud +787,3/24/2023 0:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",67,KA73GH4567,Not Fraud +788,4/29/2023 3:00,Truck,FTG-544-MKH-092,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",87,KA76IJ8901,Not Fraud +789,6/4/2023 5:15,Van,FTG-545-DCF-762,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",65,KA79KL2345,Not Fraud +790,7/9/2023 7:30,Sedan,FTG-546-POI-431,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",34,KA82MN6789,Not Fraud +791,8/14/2023 9:45,SUV,FTG-400-DEF-920,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",87,KA85OP0123,Fraud +792,9/19/2023 12:00,Bus ,FTG-548-JKL-871,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",35,KA88QR4567,Not Fraud +793,10/24/2023 14:15,Car,FTG-549-RFD-541,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",32,KA91ST8901,Not Fraud +794,11/29/2023 16:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA94UV2345,Not Fraud +795,1/3/2023 18:45,Truck,FTG-551-YUI-981,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",34,KA97WX6789,Not Fraud +796,2/8/2023 21:00,Van,FTG-552-BVC-652,B-102,Regular,Medium,110,60,"13.042660878688794, 77.47580097259879",65,KA02YZ0223,Fraud +797,3/15/2023 23:15,Sedan,FTG-553-NBH-322,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",23,KA05AB2845,Fraud +798,4/21/2023 1:30,SUV,FTG-554-KJH-091,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",65,KA08CD6779,Not Fraud +799,5/26/2023 3:45,Bus ,FTG-555-EDC-762,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",34,KA11EF0143,Not Fraud +800,7/1/2023 6:00,Car,FTG-556-LMK-431,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA14GH4557,Not Fraud +801,8/6/2023 8:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,KA17IJ8991,Not Fraud +802,9/11/2023 10:30,Truck,FTG-558-VFR-872,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",67,KA20KL2335,Not Fraud +803,10/16/2023 12:45,Van,FTG-559-WSX-542,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA23MN6759,Not Fraud +804,11/21/2023 15:00,Sedan,FTG-650-HGT-180,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",76,KA26OP0113,Fraud +805,12/26/2023 17:15,SUV,FTG-561-POU-982,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA29QR4537,Not Fraud +806,2/9/2023 19:30,Bus ,FTG-562-NJH-651,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",76,KA32ST8921,Fraud +807,3/16/2023 21:45,Car,FTG-563-ZXC-325,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",45,KA35UV2335,Not Fraud +808,4/22/2023 0:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA38WX6779,Not Fraud +809,5/28/2023 2:15,Truck,FTG-565-LKJ-744,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA41YZ0223,Not Fraud +810,7/2/2023 4:30,Van,FTG-566-HGT-434,B-102,Regular,Medium,110,100,"13.042660878688794, 77.47580097259879",65,KA44AB2325,Fraud +811,8/7/2023 6:45,Sedan,FTG-567-MKF-104,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",98,KA47CD6729,Not Fraud +812,9/12/2023 9:00,SUV,FTG-910-UVW-540,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",76,KA50EF0133,Not Fraud +813,10/17/2023 11:15,Bus ,FTG-569-NBH-544,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA53GH4467,Not Fraud +814,11/22/2023 13:30,Car,FTG-570-POI-214,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",88,KA56IJ4901,Not Fraud +815,12/27/2023 15:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA59KL2445,Not Fraud +816,2/11/2023 18:00,Truck,FTG-572-QAZ-653,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA62MN6489,Not Fraud +817,3/17/2023 20:15,Van,FTG-470-MNO-890,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",86,KA65OP0423,Not Fraud +818,4/22/2023 22:30,Sedan,FTG-574-VFR-093,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",98,KA68QR4467,Fraud +819,5/29/2023 0:45,SUV,FTG-575-YUI-764,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",67,KA71ST8941,Not Fraud +820,7/3/2023 3:00,Bus ,FTG-576-CDE-433,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",98,KA74UV2445,Not Fraud +821,8/8/2023 5:15,Car,FTG-577-LMK-103,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",67,KA77WX6449,Fraud +822,9/13/2023 7:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",56,KA80YZ0143,Not Fraud +823,10/18/2023 9:45,Truck,FTG-579-RFD-542,C-103,Express,Large,290,0,"13.042660878688794, 77.47580097259879",87,KA83AB2145,Fraud +824,11/23/2023 12:00,Van,FTG-580-TGB-212,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA86CD6799,Not Fraud +825,12/28/2023 14:15,Sedan,FTG-720-IJK-420,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",87,KA89EF0193,Not Fraud +826,2/12/2023 16:30,SUV,FTG-582-XCV-652,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",67,KA92GH4557,Not Fraud +827,3/18/2023 18:45,Bus ,FTG-190-RST-750,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",76,KA95IJ8801,Not Fraud +828,4/23/2023 21:00,Car,FTG-584-POU-092,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",56,KA98KL1345,Not Fraud +829,5/30/2023 23:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",98,KA02YZ6289,Not Fraud +830,7/5/2023 1:30,Truck,FTG-586-PLM-431,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA05AB0123,Not Fraud +831,8/10/2023 3:45,Van,FTG-587-HGT-101,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",45,KA08CD4567,Fraud +832,9/15/2023 6:00,Sedan,FTG-588-WSX-874,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",55,KA11EF8901,Fraud +833,10/20/2023 8:15,SUV,FTG-589-QAZ-544,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",76,KA14GH2145,Not Fraud +834,11/25/2023 10:30,Bus ,FTG-590-RFD-213,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA17IJ6789,Not Fraud +835,1/1/2023 12:45,Car,FTG-591-YUI-982,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA20KL0123,Not Fraud +836,11/23/2023 0:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,KA23MN4567,Not Fraud +837,12/28/2023 2:15,Truck,FTG-593-NBH-322,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",76,KA26OP8901,Not Fraud +838,2/12/2023 4:30,Van,FTG-594-KJH-092,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",90,KA29QR2345,Not Fraud +839,3/18/2023 6:45,Sedan,FTG-595-EDC-715,A-101,Express,Medium,100,90,"13.042660878688794, 77.47580097259879",78,KA32ST6789,Fraud +840,4/23/2023 9:00,SUV,FTG-596-LMK-431,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",76,KA35UV0113,Fraud +841,5/29/2023 11:15,Bus ,FTG-597-PLN-102,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",89,KA38WX3456,Not Fraud +842,7/3/2023 13:30,Car,FTG-540-XYZ-210,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA41YZ6789,Not Fraud +843,8/8/2023 15:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",80,KA44AB0123,Not Fraud +844,9/13/2023 18:00,Truck,FTG-600-QAZ-211,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",70,KA47CD4567,Not Fraud +845,10/18/2023 20:15,Van,FTG-697-PLN-101,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",60,KA50EF8901,Not Fraud +846,11/23/2023 22:30,Sedan,FTG-698-VFR-871,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",56,KA35UV0123,Fraud +847,12/29/2023 0:45,SUV,FTG-790-PQR-680,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA56IJ6789,Not Fraud +848,2/13/2023 3:00,Bus ,FTG-700-QAZ-211,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KA59KL0123,Not Fraud +849,3/19/2023 5:15,Car,FTG-350-ABC-395,A-101,Express,Small,60,90,"13.042660878688794, 77.47580097259879",65,KA62MN4567,Fraud +850,4/24/2023 7:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA65OP8901,Not Fraud +851,5/30/2023 9:45,Truck,FTG-703-PQR-322,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",87,KA68QR2345,Not Fraud +852,7/4/2023 12:00,Van,FTG-600-DEF-850,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",98,KA71ST6789,Not Fraud +853,8/9/2023 14:15,Sedan,FTG-705-LMN-764,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",45,KA74UV0123,Not Fraud +854,9/14/2023 16:30,SUV,FTG-706-GHI-433,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",35,KA77WX3456,Not Fraud +855,10/19/2023 18:45,Bus ,FTG-707-JKL-107,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",24,KA80YZ6789,Fraud +856,11/24/2023 21:00,Car,FTG-708-UVW-877,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",25,KA83AB0123,Not Fraud +857,12/30/2023 23:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",77,KA86CD4567,Not Fraud +858,2/14/2023 1:30,Truck,FTG-710-MNO-216,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA89EF8901,Not Fraud +859,3/20/2023 3:45,Van,FTG-711-QWE-986,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",90,KA92GH2345,Not Fraud +860,4/25/2023 6:00,Sedan,FTG-712-ZXC-653,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",89,KA95IJ6789,Not Fraud +861,5/31/2023 8:15,SUV,FTG-713-POI-328,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",85,KA98KL0123,Not Fraud +862,7/5/2023 10:30,Bus ,FTG-714-KJH-099,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA01MN4467,Not Fraud +863,8/10/2023 12:45,Car,FTG-715-DCV-764,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",45,KA04OP8901,Not Fraud +864,9/15/2023 15:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",65,KA07QR2345,Not Fraud +865,10/20/2023 17:15,Truck,FTG-717-LKI-103,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA10ST6789,Not Fraud +866,11/25/2023 19:30,Van,FTG-220-HGT-120,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",76,KA13UV0123,Not Fraud +867,12/31/2023 21:45,Sedan,FTG-719-FRD-542,A-101,Express,Medium,100,90,"13.042660878688794, 77.47580097259879",45,KA16WX3456,Fraud +868,2/16/2023 0:00,SUV,FTG-720-TYU-212,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",77,KA19YZ6789,Fraud +869,3/22/2023 2:15,Bus ,FTG-480-UVW-690,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",88,KA22AB0123,Not Fraud +870,4/27/2023 4:30,Car,FTG-722-XSW-652,A-101,Regular,Small,60,0,"13.042660878688794, 77.47580097259879",23,KA25CD4567,Fraud +871,6/2/2023 6:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",34,KA28EF8901,Not Fraud +872,7/7/2023 9:00,Truck,FTG-724-CDE-095,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",65,KA31GH2345,Fraud +873,8/12/2023 11:15,Van,FTG-725-VBN-763,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA34IJ6789,Not Fraud +874,9/17/2023 13:30,Sedan,FTG-730-MNO-250,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",76,KA37KL0123,Not Fraud +875,10/22/2023 15:45,SUV,FTG-727-HGT-102,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",54,KA40MN4567,Not Fraud +876,11/27/2023 18:00,Bus ,FTG-728-WSX-872,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",66,KA43OP8901,Fraud +877,1/1/2023 20:15,Car,FTG-400-IJK-570,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",66,KA46QR2345,Not Fraud +878,2/17/2023 22:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA49ST6789,Not Fraud +879,3/24/2023 0:45,Truck,FTG-650-RST-830,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",77,KA52UV0123,Not Fraud +880,4/29/2023 3:00,Van,FTG-732-IXC-652,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",44,KA55WX3456,Not Fraud +881,6/4/2023 5:15,Sedan,FTG-733-JOP-322,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",60,KA58YZ6789,Not Fraud +882,7/9/2023 7:30,SUV,FTG-120-XYZ-460,B-102,Regular,Large,130,90,"13.042660878688794, 77.47580097259879",70,KA61AB0123,Fraud +883,8/14/2023 9:45,Bus ,FTG-735-EDC-763,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",77,KA64CD4567,Not Fraud +884,9/19/2023 12:00,Car,FTG-736-OKM-431,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",55,KA67EF8401,Not Fraud +885,10/24/2023 14:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",65,KA70GH2345,Not Fraud +886,11/29/2023 16:30,Truck,FTG-738-LKJ-872,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",75,KA73IJ6789,Not Fraud +887,1/3/2023 18:45,Van,FTG-739-UTY-542,B-102,Express,Medium,110,90,"13.042660878688794, 77.47580097259879",85,KA76KL0123,Fraud +888,2/8/2023 21:00,Sedan,FTG-740-POU-211,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",95,KA79MN4567,Not Fraud +889,3/15/2023 23:15,SUV,FTG-741-ZXC-981,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",90,KA82OP8901,Not Fraud +890,4/21/2023 1:30,Bus ,FTG-742-VBN-651,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",88,KA85QR2345,Fraud +891,5/26/2023 3:45,Car,FTG-460-PQR-720,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA88ST6789,Not Fraud +892,7/1/2023 6:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",90,KA91UV0123,Not Fraud +893,8/6/2023 8:15,Truck,FTG-745-DCF-762,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA94WX3456,Not Fraud +894,9/11/2023 10:30,Van,FTG-710-ABC-360,B-102,Regular,Medium,110,90,"13.042660878688794, 77.47580097259879",78,KA97YZ6789,Fraud +895,10/16/2023 12:45,Sedan,FTG-747-XCV-102,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",89,KA02AB0123,Not Fraud +896,11/21/2023 15:00,SUV,FTG-748-JKL-872,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",99,KA05CD4567,Not Fraud +897,12/26/2023 17:15,Bus ,FTG-749-RFD-542,C-103,Express,Large,290,110,"13.042660878688794, 77.47580097259879",98,KA08EF8901,Fraud +898,2/9/2023 19:30,Car,FTG-370-DEF-920,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA11GH2345,Not Fraud +899,3/16/2023 21:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",68,KA14IJ6789,Not Fraud +900,4/22/2023 0:00,Truck,FTG-752-BVC-652,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA17KL0123,Not Fraud +901,5/28/2023 2:15,Van,FTG-620-HGT-180,B-102,Express,Medium,110,0,"13.042660878688794, 77.47580097259879",23,KA20MN4567,Fraud +902,7/2/2023 4:30,Sedan,FTG-754-KJH-092,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",35,KA23OP8901,Fraud +903,8/7/2023 6:45,SUV,FTG-755-EDC-761,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",75,KA26QR2345,Not Fraud +904,9/12/2023 9:00,Bus ,FTG-756-LMK-436,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",80,KA29ST6789,Not Fraud +905,10/17/2023 11:15,Car,FTG-757-PLN-102,A-101,Express,Small,60,100,"13.042660878688794, 77.47580097259879",88,KA32UV0123,Fraud +906,11/22/2023 13:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA35WX3456,Not Fraud +907,12/27/2023 15:45,Truck,FTG-759-WSX-542,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",75,KA38YZ6789,Fraud +908,2/11/2023 18:00,Van,FTG-760-QAZ-212,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",46,KA41AB0123,Not Fraud +909,3/17/2023 20:15,Sedan,FTG-880-UVW-540,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",47,KA44CD4567,Not Fraud +910,4/22/2023 22:30,SUV,FTG-762-NJH-657,B-102,Regular,Large,130,110,"13.042660878688794, 77.47580097259879",89,KA47EF8901,Fraud +911,5/29/2023 0:45,Bus ,FTG-440-MNO-890,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",90,KA50GH2345,Not Fraud +912,7/3/2023 3:00,Car,FTG-764-OKM-092,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",87,KA53IJ6789,Not Fraud +913,8/8/2023 5:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",96,KA56KL0123,Not Fraud +914,9/13/2023 7:30,Truck,FTG-690-IJK-420,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",67,KA59MN4567,Fraud +915,10/18/2023 9:45,Van,FTG-767-MKF-102,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",65,KA62OP8901,Not Fraud +916,11/23/2023 12:00,Sedan,FTG-260-RST-750,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",66,KA65QR2345,Not Fraud +917,12/28/2023 14:15,SUV,FTG-769-NBH-541,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",67,KA68ST6789,Not Fraud +918,2/12/2023 16:30,Bus ,FTG-770-POI-212,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",68,KA71UV0123,Not Fraud +919,3/18/2023 18:45,Car,FTG-510-XYZ-210,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",69,KA74WX3456,Fraud +920,4/23/2023 21:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",70,KA77YZ6789,Not Fraud +921,5/30/2023 23:15,Truck,FTG-773-KJH-323,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",71,KA80AB0123,Not Fraud +922,7/5/2023 1:30,Van,FTG-774-VFR-095,B-102,Regular,Medium,110,60,"13.042660878688794, 77.47580097259879",72,KA83CD4567,Fraud +923,8/10/2023 3:45,Sedan,FTG-775-YUI-764,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",73,KA86EF8901,Not Fraud +924,9/15/2023 6:00,SUV,FTG-776-CDE-434,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",74,KA89GH2345,Not Fraud +925,10/20/2023 8:15,Bus ,FTG-777-LMK-106,C-103,Express,Large,290,190,"13.042660878688794, 77.47580097259879",75,KA92IJ6789,Fraud +926,11/25/2023 10:30,Car,FTG-760-PQR-680,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA95KL0123,Not Fraud +927,1/1/2023 12:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",77,KA98MN4167,Not Fraud +928,8/1/2023 20:15,Truck,FTG-780-TGB-213,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA02OP0423,Not Fraud +929,1/1/2023 8:17,Van,FTG-781-BVC-985,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",79,KA05QR4367,Not Fraud +930,2/5/2023 12:42,Sedan,FTG-782-XCV-657,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",80,KA08ST8401,Fraud +931,3/12/2023 16:20,SUV,FTG-783-LKJ-323,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",81,KA11UV2445,Fraud +932,4/20/2023 9:55,Bus ,FTG-784-POU-093,C-103,Regular,Large,290,120,"13.042660878688794, 77.47580097259879",82,KA14WX6749,Fraud +933,5/25/2023 14:30,Car,FTG-785-ZXC-765,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",83,KA17YZ0423,Not Fraud +934,6/30/2023 18:10,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",84,KA20AB2335,Not Fraud +935,8/7/2023 21:48,Truck,FTG-787-HGT-103,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",85,KA23CD6739,Not Fraud +936,9/15/2023 5:25,Van,FTG-788-WSX-873,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",86,KA26EF0323,Not Fraud +937,10/22/2023 10:02,Sedan,FTG-789-QAZ-543,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",87,KA29GH4367,Fraud +938,11/27/2023 13:40,SUV,FTG-330-ABC-395,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",88,KA32IJ8902,Not Fraud +939,1/2/2023 8:18,Bus ,FTG-791-YUI-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",89,KA35KL2145,Not Fraud +940,2/6/2023 12:45,Car,FTG-580-DEF-850,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA38MN6289,Not Fraud +941,3/13/2023 16:23,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA41QR0223,Not Fraud +942,4/21/2023 10:00,Truck,FTG-794-KJH-094,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA44ST4467,Not Fraud +943,5/26/2023 14:35,Van,FTG-795-EDC-763,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",57,KA47UV8401,Not Fraud +944,7/1/2023 18:15,Sedan,FTG-190-HGT-120,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",58,KA50WX2335,Not Fraud +945,8/8/2023 21:53,SUV,FTG-797-PLN-100,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",59,KA53YZ6899,Not Fraud +946,9/16/2023 5:30,Bus ,FTG-798-VFR-873,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA56AB0223,Not Fraud +947,10/23/2023 10:08,Car,FTG-440-UVW-690,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",61,KA59CD4467,Fraud +948,11/28/2023 13:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",62,KA62EF3901,Not Fraud +949,1/3/2023 8:22,Truck,FTG-801-XYZ-983,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",63,KA65GH2445,Not Fraud +950,2/7/2023 12:48,Van,FTG-802-ABC-652,B-102,Regular,Medium,110,60,"13.042660878688794, 77.47580097259879",56,KA68IJ6769,Fraud +951,3/14/2023 16:26,Sedan,FTG-803-PQR-322,A-101,Express,Medium,100,90,"13.042660878688794, 77.47580097259879",90,KA71KL0323,Fraud +952,4/22/2023 10:03,SUV,FTG-804-DEF-092,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",90,KA74MN4467,Not Fraud +953,5/27/2023 14:39,Bus ,FTG-805-LMN-762,C-103,Express,Large,290,60,"13.042660878688794, 77.47580097259879",55,KA77OP8701,Fraud +954,7/2/2023 18:18,Car,FTG-690-MNO-250,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",82,KA80QR2545,Not Fraud +955,8/9/2023 21:56,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",63,KA83ST6689,Not Fraud +956,9/17/2023 5:33,Truck,FTG-809-RST-547,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",90,KA86UV0623,Fraud +957,10/24/2023 10:15,Van,FTG-809-RST-542,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",48,KA89WX4967,Not Fraud +958,11/29/2023 13:50,Sedan,FTG-810-MNO-212,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",76,KA92YZ8601,Not Fraud +959,1/4/2023 8:25,SUV,FTG-811-QWE-982,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",58,KA95AB2245,Not Fraud +960,2/8/2023 12:52,Bus ,FTG-812-ZXC-651,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",87,KA98CD6779,Not Fraud +961,3/15/2023 16:29,Car,FTG-813-POI-320,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",67,KA01EF0133,Not Fraud +962,4/23/2023 10:07,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",94,KA04GH4557,Not Fraud +963,5/28/2023 14:42,Truck,FTG-815-DCV-761,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",71,KA07IJ8801,Not Fraud +964,7/3/2023 18:22,Van,FTG-816-NBH-433,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",89,KA10KL2445,Not Fraud +965,8/10/2023 22:00,Sedan,FTG-817-LKI-104,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",52,KA13MN6889,Not Fraud +966,9/18/2023 5:35,SUV,FTG-818-UYT-873,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",79,MH16OP0123,Not Fraud +967,10/25/2023 10:23,Bus ,FTG-819-FRD-520,C-103,Express,Large,290,130,"13.042660878688794, 77.47580097259879",66,MH19QR4567,Fraud +968,11/30/2023 13:55,Car,FTG-820-TYU-211,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",95,MH22ST8901,Not Fraud +969,1/5/2023 8:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",44,MH25UV2345,Not Fraud +970,2/9/2023 12:55,Truck,FTG-822-XSW-651,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",78,MH02CD5678,Fraud +971,3/16/2023 16:32,Van,FTG-823-NMK-321,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",61,MH03EF9101,Not Fraud +972,4/24/2023 10:10,Sedan,FTG-824-CDE-191,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",85,MH04GH1122,Fraud +973,5/29/2023 14:47,SUV,FTG-825-VBN-762,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",49,MH05IJ3344,Not Fraud +974,7/4/2023 18:25,Bus ,FTG-826-PLM-431,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",74,MH06KL5566,Fraud +975,8/11/2023 22:03,Car,FTG-827-HGT-102,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",69,MH07MN7788,Not Fraud +976,9/19/2023 5:40,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",92,MH08OP9900,Not Fraud +977,10/26/2023 10:30,Truck,FTG-829-QAZ-541,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",57,MH09QR1122,Not Fraud +978,12/1/2023 14:07,Van,FTG-831-ZAS-987,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",83,MH10ST3344,Not Fraud +979,1/6/2023 8:32,Sedan,FTG-832-IXC-651,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",68,MH11UV5566,Not Fraud +980,2/10/2023 13:00,SUV,FTG-833-JOP-329,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",96,MH12WX7788,Not Fraud +981,3/17/2023 16:38,Bus ,FTG-834-RFV-092,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,MH13YZ9900,Not Fraud +982,4/25/2023 10:15,Car,FTG-123-ABC-789,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",81,MH14AA1122,Not Fraud +983,5/30/2023 15:52,Motorcycle,FTG-456-DEF-012,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,MH15BB3344,Not Fraud +984,7/5/2023 19:30,Truck,FTG-789-GHI-345,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",88,MH16CC5566,Not Fraud +985,8/12/2023 22:08,Van,FTG-012-JKL-678,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",53,MH17DD7788,Fraud +986,9/20/2023 5:45,Sedan,FTG-345-MNO-901,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",77,MH18EE9900,Fraud +987,10/27/2023 10:37,SUV,FTG-678-PQR-234,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",64,MH19FF1122,Not Fraud +988,12/2/2023 14:15,Bus ,FTG-901-STU-567,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",91,MH20GG3344,Fraud +989,1/7/2023 8:36,Car,FTG-234-VWX-890,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",50,MH01AB1234,Not Fraud +990,2/11/2023 13:05,Motorcycle,FTG-567-YZA-123,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",75,GA01CD5678,Not Fraud +991,3/18/2023 16:43,Truck,FTG-890-BCD-456,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",59,MH01EF9012,Fraud +992,4/26/2023 10:20,Van,FTG-123-EFG-789,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",84,AP02GH3456,Not Fraud +993,5/31/2023 15:57,Sedan,FTG-456-HIJ-012,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",66,GA02IJ7890,Not Fraud +994,7/6/2023 19:35,SUV,FTG-789-KLM-345,B-102,Regular,Large,130,60,"13.042660878688794, 77.47580097259879",93,MH02KL1234,Fraud +995,8/13/2023 22:13,Bus ,FTG-012-NOP-678,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",45,AP03MN5678,Fraud +996,9/21/2023 5:50,Car,FTG-345-QRS-901,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",80,GA03OP9012,Not Fraud +997,10/28/2023 10:44,Motorcycle,FTG-678-TUV-234,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",62,MH03QR3456,Not Fraud +998,12/3/2023 14:23,Truck,FTG-901-WXY-567,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",86,AP04ST7890,Fraud +999,1/8/2023 8:39,Van,FTG-234-ZAB-890,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",51,GA04UV1234,Not Fraud +1000,2/12/2023 13:10,Sedan,FTG-567-CDE-123,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",73,MH04WX5678,Not Fraud +1001,3/19/2023 16:48,SUV,FTG-890-FGH-456,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",56,AP05YZ9012,Not Fraud +1002,4/27/2023 10:25,Bus ,FTG-123-IJK-789,C-103,Regular,Large,340,60,"12.84197701525119, 77.67547528176169",82,GA05AB1234,Fraud +1003,6/1/2023 16:02,Car,FTG-456-LMN-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",70,MH05CD5678,Not Fraud +1004,7/7/2023 19:40,Motorcycle,FTG-789-OPQ-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",97,AP06EF9012,Not Fraud +1005,8/14/2023 22:18,Truck,FTG-012-RST-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",47,GA06GH3456,Not Fraud +1006,9/22/2023 5:55,Van,FTG-345-UVW-901,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",84,MH06IJ7890,Fraud +1007,10/29/2023 10:51,Sedan,FTG-678-XYZ-234,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",65,AP07KL1234,Not Fraud +1008,12/4/2023 14:30,SUV,FTG-901-BCA-567,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",92,GA07MN5678,Not Fraud +1009,1/9/2023 8:42,Bus ,FTG-234-DEF-890,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",53,MH07OP9012,Fraud +1010,2/13/2023 13:15,Car,FTG-567-GHI-123,A-101,Regular,Small,100,90,"12.84197701525119, 77.67547528176169",79,AP08QR3456,Fraud +1011,3/20/2023 16:54,Motorcycle,FTG-890-JKL-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",61,GA08ST7890,Not Fraud +1012,4/28/2023 10:30,Truck,FTG-123-MNO-789,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",89,MH08UV1234,Fraud +1013,6/2/2023 16:08,Van,FTG-456-PQR-012,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",44,AP09WX5678,Fraud +1014,7/8/2023 19:45,Sedan,FTG-789-STU-345,A-101,Regular,Medium,120,90,"12.84197701525119, 77.67547528176169",78,GA09YZ9012,Fraud +1015,8/15/2023 22:23,SUV,FTG-012-VWX-678,B-102,Express,Large,150,90,"12.84197701525119, 77.67547528176169",67,MH09AB1234,Fraud +1016,9/23/2023 6:00,Bus ,FTG-345-YZA-901,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",95,AP10CD5678,Fraud +1017,10/30/2023 11:00,Car,FTG-678-BCD-234,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",55,GA10EF9012,Not Fraud +1018,12/5/2023 14:37,Motorcycle,FTG-901-EFG-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",80,MH10GH3456,Not Fraud +1019,1/10/2023 8:46,Truck,FTG-234-HIJ-890,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",62,AP11IJ7890,Fraud +1020,2/14/2023 13:20,Van,FTG-567-KLM-123,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",87,GA11KL1234,Fraud +1021,3/21/2023 17:00,Sedan,FTG-890-NOP-456,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",47,MH11MN5678,Fraud +1022,4/29/2023 10:35,SUV,FTG-123-QRS-789,B-102,Regular,Large,150,120,"12.84197701525119, 77.67547528176169",73,AP12OP9012,Fraud +1023,6/3/2023 16:13,Bus ,FTG-456-TUV-012,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",68,GA12QR3456,Fraud +1024,7/9/2023 19:50,Car,FTG-789-WXY-345,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",91,MH12ST7890,Not Fraud +1025,8/16/2023 22:27,Motorcycle,FTG-012-ZAB-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,AP13UV1234,Not Fraud +1026,9/24/2023 6:05,Truck,FTG-345-CDE-901,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",82,GA13WX5678,Fraud +1027,10/31/2023 11:07,Van,FTG-678-FGH-234,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",56,MH13YZ9012,Not Fraud +1028,12/6/2023 14:44,Sedan,FTG-901-IJK-567,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",84,AP14AB1234,Not Fraud +1029,1/11/2023 8:49,SUV,FTG-234-LMN-890,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",69,GA14CD5678,Not Fraud +1030,2/15/2023 13:25,Bus ,FTG-567-OPQ-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",94,MH14EF9012,Not Fraud +1031,3/22/2023 17:05,Car,FTG-890-RST-456,A-101,Express,Small,100,60,"12.84197701525119, 77.67547528176169",49,AP15GH3456,Fraud +1032,4/30/2023 10:40,Motorcycle,FTG-123-UVW-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",76,GA15IJ7890,Not Fraud +1033,6/4/2023 16:18,Truck,FTG-456-XYZ-012,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",63,MH15KL1234,Fraud +1034,7/10/2023 19:55,Van,FTG-789-BCA-345,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,AP16MN5678,Not Fraud +1035,8/17/2023 22:32,Sedan,FTG-012-DEF-678,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",74,GA16OP9012,Not Fraud +1036,9/25/2023 6:10,SUV,FTG-345-GHI-901,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,MH16QR3456,Not Fraud +1037,11/1/2023 11:14,Bus ,FTG-678-JKL-234,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",61,AP17ST7890,Not Fraud +1038,12/7/2023 14:51,Car,FTG-901-MNO-567,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,GA17UV1234,Not Fraud +1039,1/12/2023 8:52,Motorcycle,FTG-234-PQR-890,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,MH17WX5678,Not Fraud +1040,2/16/2023 13:30,Truck,FTG-567-STU-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",79,AP18YZ9012,Not Fraud +1041,3/23/2023 17:11,Van,FTG-890-VWX-456,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",66,GA18AB1234,Not Fraud +1042,5/1/2023 10:45,Sedan,FTG-123-YZA-789,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",90,MH18CD5678,Fraud +1043,6/5/2023 16:23,SUV,FTG-456-BCD-012,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",48,AP19EF9012,Not Fraud +1044,7/11/2023 20:00,Bus ,FTG-789-EFG-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,GA19GH3456,Not Fraud +1045,8/18/2023 22:36,Car,FTG-012-HIJ-678,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",60,MH19IJ7890,Fraud +1046,9/26/2023 6:15,Motorcycle,FTG-345-KLM-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,AP20KL1234,Not Fraud +1047,11/2/2023 11:20,Truck,FTG-678-NOP-234,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",71,GA20MN5678,Not Fraud +1048,12/8/2023 14:58,Van,FTG-901-QRS-567,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",97,MH20OP9012,Not Fraud +1049,1/1/2023 8:18,Sedan,FTG-234-TUV-890,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",46,AP21QR3456,Not Fraud +1050,1/2/2023 12:48,SUV,FTG-567-WXY-123,B-102,Regular,Large,150,90,"12.84197701525119, 77.67547528176169",81,GA21ST7890,Fraud +1051,1/3/2023 16:35,Bus ,FTG-890-ZAB-456,C-103,Express,Large,340,120,"12.84197701525119, 77.67547528176169",64,MH21UV1234,Fraud +1052,1/4/2023 22:15,Car,FTG-123-CDE-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,AP22WX5678,Not Fraud +1053,1/5/2023 5:45,Motorcycle,FTG-456-FGH-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",57,GA22YZ9012,Not Fraud +1054,4/1/2023 12:15,Truck,FTG-789-IJK-345,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",86,MH22AB1234,Fraud +1055,4/2/2023 16:45,Van,FTG-012-LMN-678,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",57,AP23CD5678,Not Fraud +1056,4/3/2023 20:30,Sedan,FTG-345-OPQ-901,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",84,GA23EF9012,Not Fraud +1057,4/4/2023 2:10,SUV,FTG-678-RST-234,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",66,MH23GH3456,Fraud +1058,4/5/2023 9:40,Bus ,FTG-901-UVW-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",91,AP24IJ7890,Not Fraud +1059,4/6/2023 15:20,Car,FTG-234-XYZ-890,A-101,Express,Small,100,90,"12.84197701525119, 77.67547528176169",49,GA24KL1234,Fraud +1060,4/7/2023 18:55,Motorcycle,FTG-567-BCA-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",77,MH24MN5678,Not Fraud +1061,4/8/2023 22:25,Truck,FTG-890-DEF-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",59,AP25OP9012,Not Fraud +1062,4/9/2023 4:05,Van,FTG-123-GHI-789,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,GA25QR3456,Not Fraud +1063,4/10/2023 8:35,Sedan,FTG-456-JKL-012,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",68,MH25ST7890,Fraud +1064,4/11/2023 12:00,SUV,FTG-789-MNO-345,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",93,AP26UV1234,Not Fraud +1065,4/12/2023 17:40,Bus ,FTG-012-PQR-678,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",72,GA26WX5678,Fraud +1066,4/13/2023 22:15,Car,FTG-345-STU-901,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",90,MH26YZ9012,Not Fraud +1067,4/14/2023 3:55,Motorcycle,FTG-678-VWX-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",53,AP27AB1234,Not Fraud +1068,4/15/2023 9:30,Truck,FTG-901-YZA-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",80,GA27CD5678,Not Fraud +1069,4/16/2023 14:10,Van,FTG-234-BCD-890,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",67,MH27EF9012,Fraud +1070,4/17/2023 19:45,Sedan,FTG-567-EFG-123,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",96,AP28GH3456,Not Fraud +1071,4/18/2023 0:20,SUV,FTG-890-HIJ-456,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",45,GA28IJ7890,Not Fraud +1072,4/19/2023 5:00,Bus ,FTG-123-KLM-789,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",79,MH28KL1234,Fraud +1073,4/20/2023 9:35,Car,FTG-456-NOP-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",62,AP29MN5678,Not Fraud +1074,4/21/2023 14:10,Motorcycle,FTG-789-QRS-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",86,GA29OP9012,Not Fraud +1075,4/22/2023 17:45,Truck,FTG-012-TUV-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,MH29QR3456,Not Fraud +1076,4/23/2023 23:25,Van,FTG-345-WXY-901,B-102,Regular,Medium,130,90,"12.84197701525119, 77.67547528176169",75,AP30ST7890,Fraud +1077,4/24/2023 4:55,Sedan,FTG-678-ZAB-234,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",70,GA30UV1234,Not Fraud +1078,4/25/2023 9:35,SUV,FTG-901-CDE-567,B-102,Regular,Large,150,120,"12.84197701525119, 77.67547528176169",93,MH30WX5678,Fraud +1079,4/26/2023 14:10,Bus ,FTG-234-FGH-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,AP31YZ9012,Not Fraud +1080,4/27/2023 17:45,Car,FTG-567-IJK-123,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",84,GA31AB1234,Not Fraud +1081,4/28/2023 23:25,Motorcycle,FTG-890-LMN-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",69,MH31CD5678,Not Fraud +1082,4/29/2023 5:05,Truck,FTG-935-EDC-761,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,AP32EF9012,Not Fraud +1083,4/30/2023 9:35,Van,FTG-936-OKM-436,B-102,Express,Medium,130,90,"12.84197701525119, 77.67547528176169",47,GA32GH3456,Fraud +1084,5/1/2023 13:10,Sedan,FTG-937-NJI-103,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",82,MH32IJ7890,Not Fraud +1085,5/2/2023 18:50,SUV,FTG-938-LKJ-872,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",61,AP33KL1234,Not Fraud +1086,5/3/2023 23:25,Bus ,FTG-939-UTY-543,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",89,GA33MN5678,Fraud +1087,5/4/2023 5:05,Car,FTG-940-POU-212,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",54,MH33OP9012,Fraud +1088,5/5/2023 10:40,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",78,AP34QR3456,Not Fraud +1089,5/6/2023 15:20,Truck,FTG-942-VBN-652,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",65,KA88AB2345,Not Fraud +1090,5/7/2023 20:55,Van,FTG-943-QWE-322,B-102,Regular,Medium,130,120,"12.84197701525119, 77.67547528176169",92,KA91CD6789,Fraud +1091,5/8/2023 1:30,Sedan,FTG-944-MKH-098,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",51,KA94EF0123,Not Fraud +1092,5/9/2023 7:10,SUV,FTG-945-DCF-762,B-102,Regular,Large,150,90,"12.84197701525119, 77.67547528176169",76,KA97GH4567,Fraud +1093,5/10/2023 11:40,Bus ,FTG-946-POI-431,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",60,KA02IJ8901,Fraud +1094,5/11/2023 16:20,Car,FTG-246-ABC-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,KA05KL2345,Not Fraud +1095,5/12/2023 19:55,Motorcycle,FTG-579-DEF-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",67,KA08MN6779,Not Fraud +1096,5/13/2023 1:35,Truck,FTG-802-GHI-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",94,KA11OP0223,Not Fraud +1097,5/14/2023 6:05,Van,FTG-135-JKL-678,B-102,Express,Medium,130,90,"12.84197701525119, 77.67547528176169",46,KA14QR4267,Fraud +1098,5/15/2023 10:45,Sedan,FTG-468-MNO-901,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",81,KA17ST8801,Not Fraud +1099,5/16/2023 15:20,SUV,FTG-791-PQR-234,B-102,Express,Large,150,130,"12.84197701525119, 77.67547528176169",63,KA20UV2145,Fraud +1100,5/17/2023 18:55,Bus ,FTG-014-STU-567,C-103,Regular,Large,340,120,"12.84197701525119, 77.67547528176169",87,KA23WX6589,Fraud +1101,5/18/2023 0:35,Car,FTG-347-VWX-890,A-101,Express,Small,100,90,"12.84197701525119, 77.67547528176169",52,KA26YZ6123,Fraud +1102,5/19/2023 6:15,Motorcycle,FTG-580-YZA-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",74,KA29AB2845,Not Fraud +1103,5/20/2023 10:45,Truck,FTG-813-BCD-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,KA32CD6889,Not Fraud +1104,5/21/2023 15:25,Van,FTG-146-EFG-789,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",83,KA35EF0223,Not Fraud +1105,5/22/2023 20:00,Sedan,FTG-379-HIJ-012,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",71,KA38GH4467,Not Fraud +1106,5/23/2023 0:35,SUV,FTG-502-KLM-345,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",98,KA41IJ8801,Not Fraud +1107,5/24/2023 6:15,Bus ,FTG-735-NOP-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",48,KA44KL2145,Not Fraud +1108,5/25/2023 10:50,Car,FTG-968-QRS-901,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,KA47MN6189,Not Fraud +1109,5/26/2023 15:30,Motorcycle,FTG-201-TUV-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",66,KA50OP0113,Not Fraud +1110,5/27/2023 20:05,Truck,FTG-434-WXY-567,C-103,Regular,Large,340,130,"12.84197701525119, 77.67547528176169",93,KA53QR4167,Fraud +1111,5/28/2023 1:40,Van,FTG-667-ZAB-890,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",54,KA56ST8801,Fraud +1112,5/29/2023 7:20,Sedan,FTG-890-CDE-123,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",80,KA59UV2245,Fraud +1113,5/30/2023 11:50,SUV,FTG-123-FGH-456,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",62,KA62WX6289,Not Fraud +1114,5/31/2023 16:30,Bus ,FTG-356-IJK-789,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",89,KA65YZ0223,Fraud +1115,6/1/2023 20:05,Car,FTG-589-LMN-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",45,KA68AB2245,Not Fraud +1116,6/2/2023 1:45,Motorcycle,FTG-712-OPQ-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",77,KA71CD6749,Not Fraud +1117,6/3/2023 6:20,Truck,FTG-945-RST-678,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",70,KA74EF0223,Fraud +1118,6/4/2023 10:55,Van,FTG-178-UVW-901,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",92,KA77GH4557,Not Fraud +1119,6/5/2023 15:35,Sedan,FTG-401-XYZ-234,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",49,KA80IJ8991,Not Fraud +1120,6/6/2023 20:10,SUV,FTG-634-BCA-567,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",78,KA83KL2245,Fraud +1121,6/7/2023 1:40,Bus ,FTG-867-DEF-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,KA86MN6289,Not Fraud +1122,6/8/2023 6:20,Car,FTG-090-GHI-123,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",95,KA89OP2123,Not Fraud +1123,6/9/2023 11:00,Motorcycle,FTG-323-JKL-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",56,KA92QR4567,Not Fraud +1124,6/10/2023 15:35,Truck,FTG-556-MNO-789,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",83,KA95ST6901,Fraud +1125,6/11/2023 21:15,Van,FTG-789-PQR-012,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",68,KA98UV1345,Fraud +1126,6/12/2023 2:50,Sedan,FTG-912-STU-345,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",96,KA02OP0123,Not Fraud +1127,6/13/2023 7:30,SUV,FTG-145-VWX-678,B-102,Express,Large,150,120,"12.84197701525119, 77.67547528176169",47,KA05QR4567,Fraud +1128,6/14/2023 12:05,Bus ,FTG-378-YZA-901,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA08ST8901,Not Fraud +1129,6/15/2023 16:40,Car,FTG-501-BCD-234,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",59,KA11UV2345,Not Fraud +1130,6/16/2023 22:20,Motorcycle,FTG-734-EFG-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",87,KA14WX6789,Not Fraud +1131,6/17/2023 3:00,Truck,FTG-967-HIJ-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,KA17YZ0123,Not Fraud +1132,6/18/2023 7:30,Van,FTG-200-KLM-123,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",76,KA20AB1345,Not Fraud +1133,6/19/2023 12:10,Sedan,FTG-433-NOP-456,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",65,KA23CD6729,Not Fraud +1134,6/20/2023 16:45,SUV,FTG-666-QRS-789,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",90,GA34ST7890,Fraud +1135,6/21/2023 21:20,Bus ,FTG-899-TUV-012,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",53,MH34UV1234,Fraud +1136,6/22/2023 1:55,Car,FTG-132-WXY-345,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",79,AP35WX5678,Not Fraud +1137,6/23/2023 7:35,Motorcycle,FTG-365-ZAB-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",73,GA35YZ9012,Not Fraud +1138,6/24/2023 12:15,Truck,FTG-598-CDE-901,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",97,MH35AB1234,Fraud +1139,6/25/2023 16:50,Van,FTG-721-FGH-234,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",44,AP36CD5678,Not Fraud +1140,6/26/2023 22:30,Sedan,FTG-954-IJK-567,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",81,GA36EF9012,Fraud +1141,6/27/2023 3:05,SUV,FTG-187-LMN-890,B-102,Express,Large,150,90,"12.84197701525119, 77.67547528176169",64,MH36GH3456,Fraud +1142,6/28/2023 7:40,Bus ,FTG-420-OPQ-123,C-103,Regular,Large,340,120,"12.84197701525119, 77.67547528176169",93,AP37IJ7890,Fraud +1143,6/29/2023 12:15,Car,FTG-653-RST-456,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",57,GA37KL1234,Fraud +1144,6/30/2023 16:55,Motorcycle,FTG-886-UVW-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",86,MH37MN5678,Not Fraud +1145,7/1/2023 22:35,Truck,FTG-119-XYZ-012,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",71,AP38OP9012,Fraud +1146,7/2/2023 4:15,Van,FTG-352-BCA-345,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",99,GA38QR3456,Not Fraud +1147,7/3/2023 8:45,Sedan,FTG-585-DEF-678,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",46,MH38ST7890,Not Fraud +1148,7/4/2023 13:25,SUV,FTG-718-GHI-901,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",82,AP39UV1234,Not Fraud +1149,7/5/2023 18:00,Bus ,FTG-951-JKL-234,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",67,GA39WX5678,Fraud +1150,7/6/2023 22:35,Car,FTG-184-MNO-567,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",94,MH39YZ9012,Not Fraud +1151,7/7/2023 4:15,Motorcycle,FTG-417-PQR-890,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,AP40AB1234,Not Fraud +1152,7/8/2023 8:50,Truck,FTG-650-STU-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",88,GA40CD5678,Not Fraud +1153,7/9/2023 13:30,Van,FTG-883-VWX-456,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",63,MH40EF9012,Fraud +1154,7/10/2023 18:05,Sedan,FTG-116-YZA-789,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",91,AP41GH3456,Not Fraud +1155,7/11/2023 23:55,SUV,FTG-349-BCD-012,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",55,GA41IJ7890,Not Fraud +1156,7/12/2023 3:15,Bus ,FTG-582-EFG-345,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",81,MH41KL1234,Fraud +1157,7/13/2023 7:55,Car,FTG-715-HIJ-678,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,AP42MN5678,Not Fraud +1158,7/14/2023 12:30,Motorcycle,FTG-948-KLM-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,GA42OP9012,Not Fraud +1159,7/15/2023 16:05,Truck,FTG-181-NOP-234,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,MH42QR3456,Not Fraud +1160,7/16/2023 21:45,Van,FTG-414-QRS-567,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",91,AP43ST7890,Not Fraud +1161,7/17/2023 3:25,Sedan,FTG-647-TUV-890,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",49,GA43UV1234,Fraud +1162,7/18/2023 7:55,SUV,FTG-880-WXY-123,B-102,Regular,Large,150,90,"12.84197701525119, 77.67547528176169",77,MH43WX5678,Fraud +1163,7/19/2023 12:35,Bus ,FTG-113-ZAB-456,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",59,AP44YZ9012,Fraud +1164,7/20/2023 17:10,Car,FTG-346-CDE-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",88,GA44AB1234,Not Fraud +1165,7/21/2023 22:50,Motorcycle,FTG-579-FGH-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",68,MH44CD5678,Not Fraud +1166,7/22/2023 4:30,Truck,FTG-802-IJK-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,AP45EF9012,Not Fraud +1167,7/23/2023 9:05,Van,FTG-135-LMN-678,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",72,GA45GH3456,Fraud +1168,7/24/2023 13:45,Sedan,FTG-468-OPQ-901,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",90,MH45IJ7890,Not Fraud +1169,7/25/2023 18:20,SUV,FTG-791-RST-234,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",53,AP46KL1234,Not Fraud +1170,7/26/2023 22:55,Bus ,FTG-014-UVW-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",80,GA46MN5678,Not Fraud +1171,7/27/2023 4:35,Car,FTG-347-XYZ-890,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",67,MH46OP9012,Fraud +1172,7/28/2023 9:05,Motorcycle,FTG-580-BCA-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",96,AP47QR3456,Not Fraud +1173,7/29/2023 13:40,Truck,FTG-813-DEF-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",45,GA47ST7890,Not Fraud +1174,7/30/2023 18:20,Van,FTG-146-GHI-789,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",79,MH47UV1234,Not Fraud +1175,7/31/2023 23:00,Sedan,FTG-379-JKL-012,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",62,AP48WX5678,Not Fraud +1176,8/1/2023 3:40,SUV,FTG-502-MNO-345,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",86,GA48YZ9012,Not Fraud +1177,8/2/2023 9:15,Bus ,FTG-735-PQR-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,MH48AB1234,Not Fraud +1178,8/3/2023 13:50,Car,FTG-968-STU-901,A-101,Regular,Small,100,90,"12.84197701525119, 77.67547528176169",75,AP49CD5678,Fraud +1179,8/4/2023 18:30,Motorcycle,FTG-201-VWX-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",70,GA49EF9012,Not Fraud +1180,8/5/2023 23:05,Truck,FTG-434-YZA-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,MH49GH3456,Not Fraud +1181,8/6/2023 3:40,Van,FTG-667-BCD-890,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",58,AP50IJ7890,Not Fraud +1182,8/7/2023 9:20,Sedan,FTG-890-EFG-123,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",84,GA50KL1234,Not Fraud +1183,8/8/2023 13:55,SUV,FTG-123-HIJ-456,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",69,MH50MN5678,Not Fraud +1184,8/9/2023 18:30,Bus ,FTG-356-KLM-789,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,AP51OP9012,Not Fraud +1185,8/10/2023 0:10,Car,FTG-589-NOP-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",47,GA51QR3456,Not Fraud +1186,8/11/2023 4:50,Motorcycle,FTG-712-QRS-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",82,MH51ST7890,Not Fraud +1187,8/12/2023 9:25,Truck,FTG-945-TUV-678,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",61,AP52UV1234,Fraud +1188,8/13/2023 14:00,Van,FTG-178-WXY-901,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",89,GA52WX5678,Not Fraud +1189,8/14/2023 19:40,Sedan,FTG-401-ZAB-234,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",54,MH52YZ9012,Fraud +1190,8/15/2023 0:20,SUV,FTG-634-CDE-567,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",78,AP53AB1234,Not Fraud +1191,8/16/2023 5:00,Bus ,FTG-867-FGH-890,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",65,GA53CD5678,Fraud +1192,8/17/2023 9:30,Car,FTG-090-IJK-123,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",92,MH53EF9012,Not Fraud +1193,8/18/2023 14:10,Motorcycle,FTG-323-LMN-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",51,AP54GH3456,Not Fraud +1194,8/19/2023 18:45,Truck,FTG-428-ABC-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",76,GA54IJ7890,Not Fraud +1195,8/20/2023 23:20,Van,FTG-761-DEF-456,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",60,MH54KL1234,Fraud +1196,8/21/2023 4:00,Sedan,FTG-094-GHI-789,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",85,AP55MN5678,Not Fraud +1197,8/22/2023 8:30,SUV,FTG-327-JKL-012,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",67,GA55OP9012,Not Fraud +1198,8/23/2023 13:10,Bus ,FTG-560-MNO-345,C-103,Regular,Large,340,60,"12.84197701525119, 77.67547528176169",94,MH55QR3456,Fraud +1199,8/24/2023 16:45,Car,FTG-893-PQR-678,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",46,AP56ST7890,Not Fraud +1200,8/25/2023 22:25,Motorcycle,FTG-126-STU-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",81,GA56UV1234,Not Fraud +1201,8/26/2023 2:55,Truck,FTG-359-VWX-234,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",63,MH56WX5678,Fraud +1202,8/27/2023 7:35,Van,FTG-592-YZA-567,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",87,AP57YZ9012,Fraud +1203,8/28/2023 12:10,Sedan,FTG-825-BCD-890,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",52,GA57AB1234,Not Fraud +1204,8/29/2023 15:45,SUV,FTG-058-EFG-123,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",74,MH57CD5678,Not Fraud +1205,8/30/2023 21:25,Bus ,FTG-291-HIJ-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,AP58EF9012,Not Fraud +1206,8/31/2023 3:05,Car,FTG-524-KLM-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",83,GA58GH3456,Not Fraud +1207,9/1/2023 7:35,Motorcycle,FTG-757-NOP-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",71,MH58IJ7890,Not Fraud +1208,9/2/2023 11:10,Truck,FTG-980-QRS-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",98,AP59KL1234,Not Fraud +1209,9/3/2023 16:50,Van,FTG-213-TUV-678,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",48,GA59MN5678,Fraud +1210,9/4/2023 21:25,Sedan,FTG-446-WXY-901,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",85,MH59OP9012,Not Fraud +1211,9/5/2023 3:05,SUV,FTG-679-ZAB-234,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",66,AP60QR3456,Fraud +1212,9/6/2023 8:40,Bus ,FTG-902-CDE-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,GA60ST7890,Not Fraud +1213,9/7/2023 13:20,Car,FTG-135-FGH-890,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",54,MH60UV1234,Not Fraud +1214,9/8/2023 18:55,Motorcycle,FTG-368-IJK-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",80,AP61WX5678,Not Fraud +1215,9/9/2023 23:30,Truck,FTG-601-LMN-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,GA61YZ9012,Not Fraud +1216,9/10/2023 5:10,Van,FTG-834-OPQ-789,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",89,MH61AB1234,Fraud +1217,9/11/2023 9:40,Sedan,FTG-067-RST-012,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",45,AP62CD5678,Fraud +1218,9/12/2023 14:20,SUV,FTG-300-UVW-345,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",77,GA62EF9012,Fraud +1219,9/13/2023 17:55,Bus ,FTG-533-XYZ-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",70,MH62GH3456,Not Fraud +1220,9/14/2023 23:35,Car,FTG-766-BCA-901,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",92,AP63IJ7890,Not Fraud +1221,9/15/2023 4:05,Motorcycle,FTG-999-DEF-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",49,GA63KL1234,Not Fraud +1222,9/16/2023 8:45,Truck,FTG-232-GHI-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,MH63MN5678,Not Fraud +1223,9/17/2023 13:20,Van,FTG-465-JKL-890,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",67,AP64OP9012,Not Fraud +1224,9/18/2023 16:55,Sedan,FTG-698-MNO-123,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",95,GA64QR3456,Not Fraud +1225,9/19/2023 22:35,SUV,FTG-931-PQR-456,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",56,MH64ST7890,Fraud +1226,9/20/2023 4:15,Bus ,FTG-164-STU-789,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",83,AP65UV1234,Fraud +1227,9/21/2023 8:45,Car,FTG-397-VWX-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",68,GA65WX5678,Not Fraud +1228,9/22/2023 13:25,Motorcycle,FTG-630-YZA-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",96,MH65YZ9012,Not Fraud +1229,9/23/2023 18:00,Truck,FTG-863-BCD-678,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",47,AP66AB1234,Fraud +1230,9/24/2023 22:35,Van,FTG-096-EFG-901,B-102,Regular,Medium,130,90,"12.84197701525119, 77.67547528176169",82,GA66CD5678,Fraud +1231,6/23/2023 13:30,Sedan,FTG-329-HIJ-234,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",59,MH66EF9012,Not Fraud +1232,6/24/2023 18:05,SUV,FTG-562-KLM-567,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",87,AP67GH3456,Not Fraud +1233,6/25/2023 23:40,Bus ,FTG-795-NOP-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,GA67IJ7890,Not Fraud +1234,6/26/2023 5:20,Car,FTG-028-QRS-123,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",76,MH67KL1234,Fraud +1235,6/23/2023 23:30,Motorcycle,FTG-261-TUV-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",65,AP68MN5678,Not Fraud +1236,6/24/2023 16:05,Truck,FTG-494-WXY-789,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",90,GA68OP9012,Not Fraud +1237,6/25/2023 13:40,Van,FTG-727-ZAB-012,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",53,MH68QR3456,Not Fraud +1238,6/26/2023 3:20,Sedan,FTG-960-CDE-345,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",79,AP69ST7890,Not Fraud +1239,6/27/2023 9:50,SUV,FTG-193-FGH-678,B-102,Express,Large,150,60,"12.84197701525119, 77.67547528176169",73,GA69UV1234,Fraud +1240,6/28/2023 14:30,Bus ,FTG-426-IJK-901,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,MH69WX5678,Not Fraud +1241,6/29/2023 18:05,Car,FTG-659-LMN-234,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",44,AP70YZ9012,Not Fraud +1242,6/30/2023 23:45,Motorcycle,FTG-892-OPQ-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",81,GA70AB1234,Not Fraud +1243,7/1/2023 3:15,Truck,FTG-125-RST-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",64,MH70CD5678,Not Fraud +1244,7/2/2023 7:55,Van,FTG-358-UVW-123,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",93,AP71EF9012,Not Fraud +1245,7/3/2023 12:30,Sedan,FTG-591-XYZ-456,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",57,GA71GH3456,Not Fraud +1246,7/4/2023 16:05,SUV,FTG-824-BCA-789,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",86,MH71IJ7890,Not Fraud +1247,7/5/2023 21:45,Bus ,FTG-057-DEF-012,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",71,AP72KL1234,Not Fraud +1248,7/6/2023 3:25,Car,FTG-290-GHI-345,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",99,GA72MN5678,Not Fraud +1249,7/7/2023 8:55,Motorcycle,FTG-523-JKL-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",46,MH72OP9012,Not Fraud +1250,7/8/2023 13:35,Truck,FTG-756-MNO-901,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,AP73QR3456,Not Fraud +1251,7/9/2023 18:10,Van,FTG-989-PQR-234,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",67,GA73ST7890,Not Fraud +1252,7/10/2023 23:50,Sedan,FTG-222-STU-567,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",94,MH73UV1234,Not Fraud +1253,7/11/2023 5:30,SUV,FTG-455-VWX-890,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",52,AP74WX5678,Not Fraud +1254,7/12/2023 10:05,Bus ,FTG-688-YZA-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",88,GA74YZ9012,Not Fraud +1255,7/13/2023 14:45,Car,FTG-921-BCD-456,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",63,MH74AB1234,Not Fraud +1256,7/14/2023 19:20,Motorcycle,FTG-154-EFG-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",91,AP75CD5678,Not Fraud +1257,7/15/2023 0:55,Truck,FTG-387-HIJ-012,C-103,Express,Large,340,60,"12.84197701525119, 77.67547528176169",55,GA75EF9012,Fraud +1258,7/16/2023 6:35,Van,FTG-620-KLM-345,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",81,MH75GH3456,Not Fraud +1259,7/17/2023 11:05,Sedan,FTG-853-NOP-678,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",57,AP76IJ7890,Not Fraud +1260,7/18/2023 15:40,SUV,FTG-086-QRS-901,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",84,GA76KL1234,Not Fraud +1261,7/19/2023 21:20,Bus ,FTG-319-TUV-234,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",66,MH76MN5678,Fraud +1262,7/20/2023 2:10,Car,FTG-552-WXY-567,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",91,AP77OP9012,Not Fraud +1263,7/21/2023 6:30,Motorcycle,FTG-785-ZAB-890,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",49,GA77QR3456,Not Fraud +1264,7/22/2023 11:05,Truck,FTG-918-CDE-123,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",77,MH77ST7890,Fraud +1265,7/23/2023 16:45,Van,FTG-141-FGH-456,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",59,AP78UV1234,Not Fraud +1266,7/24/2023 21:20,Sedan,FTG-374-IJK-789,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",88,GA78WX5678,Not Fraud +1267,7/25/2023 2:50,SUV,FTG-607-LMN-012,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",68,MH78YZ9012,Not Fraud +1268,7/26/2023 7:30,Bus ,FTG-840-OPQ-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,AP79AB1234,Not Fraud +1269,7/27/2023 12:05,Car,FTG-073-RST-678,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",72,GA79CD5678,Not Fraud +1270,7/28/2023 16:40,Motorcycle,FTG-306-UVW-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",90,MH79EF9012,Not Fraud +1271,7/29/2023 22:20,Truck,FTG-539-XYZ-234,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",53,AP80GH3456,Not Fraud +1272,7/30/2023 3:00,Van,FTG-772-BCA-567,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",80,GA80IJ7890,Not Fraud +1273,7/31/2023 7:30,Sedan,FTG-905-DEF-890,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",67,MH80KL1234,Fraud +1274,8/1/2023 12:05,SUV,FTG-138-GHI-123,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,AP81MN5678,Not Fraud +1275,8/2/2023 15:40,Bus ,FTG-371-JKL-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",45,GA81OP9012,Not Fraud +1276,8/3/2023 21:20,Car,FTG-604-MNO-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",79,MH81QR3456,Not Fraud +1277,8/4/2023 2:55,Motorcycle,FTG-837-PQR-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",62,AP82ST7890,Not Fraud +1278,8/5/2023 6:30,Truck,FTG-070-STU-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,GA82UV1234,Not Fraud +1279,8/6/2023 11:10,Van,FTG-303-VWX-678,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",50,MH82WX5678,Not Fraud +1280,8/7/2023 15:50,Sedan,FTG-536-YZA-901,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",75,AP83YZ9012,Fraud +1281,8/8/2023 20:25,SUV,FTG-769-BCD-234,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",70,GA83AB1234,Not Fraud +1282,8/9/2023 1:00,Bus ,FTG-902-EFG-567,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",93,MH83CD5678,Fraud +1283,8/10/2023 6:40,Car,FTG-135-HIJ-890,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,AP84EF9012,Not Fraud +1284,8/11/2023 11:15,Motorcycle,FTG-368-KLM-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",84,GA84GH3456,Not Fraud +1285,8/12/2023 15:50,Truck,FTG-601-NOP-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",69,MH84IJ7890,Not Fraud +1286,8/13/2023 21:30,Van,FTG-834-QRS-789,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",97,AP85KL1234,Not Fraud +1287,8/14/2023 3:10,Sedan,FTG-067-TUV-012,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",47,GA85MN5678,Not Fraud +1288,8/15/2023 7:40,SUV,FTG-300-WXY-345,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",82,MH85OP9012,Not Fraud +1289,8/16/2023 12:20,Bus ,FTG-533-ZAB-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",61,AP86QR3456,Not Fraud +1290,8/17/2023 16:55,Car,FTG-766-CDE-901,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",89,GA86ST7890,Fraud +1291,8/18/2023 22:35,Motorcycle,FTG-999-FGH-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",54,MH86UV1234,Not Fraud +1292,8/19/2023 4:15,Truck,FTG-232-IJK-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,AP87WX5678,Not Fraud +1293,8/20/2023 8:50,Van,FTG-465-LMN-890,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",65,GA87YZ9012,Fraud +1294,8/21/2023 13:30,Sedan,FTG-715-ABC-234,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",92,MH87AB1234,Not Fraud +1295,8/22/2023 18:05,SUV,FTG-948-DEF-567,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",51,AP88CD5678,Fraud +1296,8/23/2023 23:40,Bus ,FTG-181-GHI-890,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",76,GA88EF9012,Not Fraud +1297,8/24/2023 5:20,Car,FTG-414-JKL-123,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",60,MH88GH3456,Not Fraud +1298,8/25/2023 9:50,Motorcycle,FTG-647-MNO-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",85,AP89IJ7890,Not Fraud +1299,8/26/2023 14:30,Truck,FTG-880-PQR-789,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,GA89KL1234,Not Fraud +1300,8/27/2023 18:05,Van,FTG-113-STU-012,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",94,MH89MN5678,Not Fraud +1301,8/28/2023 23:45,Sedan,FTG-346-VWX-345,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",46,AP90OP9012,Not Fraud +1302,8/29/2023 3:15,SUV,FTG-579-YZA-678,B-102,Regular,Large,150,90,"12.84197701525119, 77.67547528176169",81,GA90QR3456,Fraud +1303,8/30/2023 7:55,Bus ,FTG-802-BCD-901,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",63,MH90ST7890,Not Fraud +1304,8/31/2023 12:30,Car,FTG-035-EFG-234,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",87,AP91UV1234,Not Fraud +1305,9/1/2023 16:05,Motorcycle,FTG-268-HIJ-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,GA91WX5678,Not Fraud +1306,9/2/2023 21:45,Truck,FTG-501-KLM-890,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",74,MH91YZ9012,Not Fraud +1307,9/3/2023 3:25,Van,FTG-734-NOP-123,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",58,AP92AB1234,Not Fraud +1308,9/4/2023 8:55,Sedan,FTG-967-QRS-456,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",83,GA92CD5678,Not Fraud +1309,9/5/2023 13:35,SUV,FTG-200-TUV-789,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",71,MH92EF9012,Not Fraud +1310,9/6/2023 18:10,Bus ,FTG-433-WXY-012,C-103,Regular,Large,340,130,"12.84197701525119, 77.67547528176169",98,AP93GH3456,Fraud +1311,9/7/2023 23:50,Car,FTG-666-ZAB-345,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",48,GA93IJ7890,Not Fraud +1312,9/8/2023 5:30,Motorcycle,FTG-899-CDE-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",85,MH93KL1234,Not Fraud +1313,9/9/2023 10:05,Truck,FTG-132-FGH-901,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,AP94MN5678,Not Fraud +1314,9/10/2023 14:45,Van,FTG-365-IJK-234,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",93,GA94OP9012,Not Fraud +1315,9/11/2023 19:20,Sedan,FTG-598-LMN-567,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",54,MH94QR3456,Not Fraud +1316,9/12/2023 0:55,SUV,FTG-831-OPQ-890,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",80,AP95ST7890,Fraud +1317,9/13/2023 6:35,Bus ,FTG-064-RST-123,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,GA95UV1234,Not Fraud +1318,9/14/2023 11:05,Car,FTG-297-UVW-456,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",89,MH95WX5678,Not Fraud +1319,9/15/2023 15:30,Motorcycle,FTG-530-XYZ-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",45,AP96YZ9012,Not Fraud +1320,9/16/2023 21:20,Truck,FTG-763-BCA-012,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,GA96AB1234,Not Fraud +1321,9/17/2023 2:00,Van,FTG-996-DEF-345,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",70,MH96CD5678,Not Fraud +1322,9/18/2023 6:30,Sedan,FTG-229-GHI-678,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",92,KA53ST8901,Not Fraud +1323,9/19/2023 11:05,SUV,FTG-462-JKL-901,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",49,KA56UV2342,Not Fraud +1324,9/20/2023 16:45,Bus ,FTG-695-MNO-234,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,KA59WX6789,Not Fraud +1325,9/21/2023 21:20,Car,FTG-928-PQR-567,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",67,KA62YZ0123,Not Fraud +1326,9/22/2023 2:50,Motorcycle,FTG-161-STU-890,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",95,KA65AB2345,Not Fraud +1327,9/23/2023 7:30,Truck,FTG-394-VWX-123,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",56,KA68CD6789,Not Fraud +1328,1/1/2023 8:00,Van,FTG-627-YZA-456,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",83,KA71EF0123,Not Fraud +1329,1/2/2023 12:30,Sedan,FTG-860-BCD-789,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",68,KA74GH4567,Not Fraud +1330,1/3/2023 16:45,SUV,FTG-093-EFG-012,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,KA77IJ8901,Not Fraud +1331,1/4/2023 20:15,Bus ,FTG-326-HIJ-345,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",47,KA80KL2345,Not Fraud +1332,1/5/2023 1:30,Car,FTG-559-KLM-678,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",82,KA83MN6789,Not Fraud +1333,1/6/2023 5:45,Motorcycle,FTG-792-NOP-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",59,KA86OP0122,Not Fraud +1334,1/7/2023 10:15,Truck,FTG-025-QRS-234,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",87,KA89QR4562,Not Fraud +1335,1/8/2023 14:30,Van,FTG-258-TUV-567,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",50,KA92ST8901,Not Fraud +1336,1/9/2023 18:00,Sedan,FTG-491-WXY-890,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",76,KA95UV2345,Not Fraud +1337,1/10/2023 22:15,SUV,FTG-724-ZAB-123,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",65,KA98WX6789,Not Fraud +1338,1/11/2023 2:30,Bus ,FTG-957-CDE-456,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",90,KA02YZ0123,Not Fraud +1339,1/12/2023 6:45,Car,FTG-190-FGH-789,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",53,KA05AB2345,Not Fraud +1340,1/13/2023 11:15,Motorcycle,FTG-423-IJK-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",79,KA08CD6789,Not Fraud +1341,1/14/2023 15:30,Truck,FTG-656-LMN-345,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",73,KA11EF0123,Not Fraud +1342,1/15/2023 19:00,Van,FTG-889-OPQ-678,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",97,KA14GH4567,Fraud +1343,1/16/2023 23:15,Sedan,FTG-122-RST-901,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",44,KA17IJ8901,Not Fraud +1344,1/17/2023 3:30,SUV,FTG-355-UVW-234,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",81,KA20KL2344,Not Fraud +1345,1/18/2023 7:45,Bus ,FTG-588-XYZ-567,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",64,KA23MN6786,Fraud +1346,1/19/2023 12:15,Car,FTG-821-BCA-890,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,KA26OP0122,Not Fraud +1347,1/20/2023 16:30,Motorcycle,FTG-054-DEF-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",57,KA29QR4563,Not Fraud +1348,1/21/2023 20:00,Truck,FTG-287-GHI-456,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",86,KA32ST8601,Fraud +1349,1/22/2023 0:15,Van,FTG-520-JKL-789,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",71,KA35UV1345,Not Fraud +1350,1/23/2023 4:45,Sedan,FTG-753-MNO-012,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",99,KA38WX6989,Not Fraud +1351,1/24/2023 8:45,SUV,FTG-986-PQR-345,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",46,KA41YZ1123,Fraud +1352,1/25/2023 13:15,Bus ,FTG-219-STU-678,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA44AB2345,Not Fraud +1353,1/26/2023 17:30,Car,FTG-452-VWX-901,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",67,KA47CD6789,Not Fraud +1354,1/27/2023 21:00,Motorcycle,FTG-685-YZA-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",94,KA50EF0123,Not Fraud +1355,1/28/2023 1:15,Truck,FTG-918-BCD-567,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",52,KA53GH4567,Fraud +1356,1/29/2023 5:30,Van,FTG-151-EFG-890,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,KA56IJ8999,Not Fraud +1357,1/30/2023 9:45,Sedan,FTG-384-HIJ-123,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",63,KA59KL2342,Not Fraud +1358,1/31/2023 14:15,SUV,FTG-617-KLM-456,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",91,KA62MN6783,Not Fraud +1359,2/1/2023 18:30,Bus ,FTG-850-NOP-789,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",55,KA65OP0823,Fraud +1360,2/2/2023 22:00,Car,FTG-083-QRS-012,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",81,KA68QR4867,Fraud +1361,2/3/2023 2:15,Motorcycle,FTG-316-TUV-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",58,KA71ST8902,Not Fraud +1362,2/4/2023 6:30,Truck,FTG-549-WXY-678,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",83,KA74UV4345,Not Fraud +1363,2/5/2023 10:45,Van,FTG-782-ZAB-901,B-102,Express,Medium,130,90,"12.84197701525119, 77.67547528176169",66,KA77WX8789,Fraud +1364,2/6/2023 15:15,Sedan,FTG-015-CDE-234,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",91,KA80YZ0122,Fraud +1365,2/7/2023 19:30,SUV,FTG-248-FGH-567,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",49,KA83AB2345,Not Fraud +1366,2/8/2023 23:00,Bus ,FTG-481-IJK-890,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,KA86CD6789,Not Fraud +1367,2/9/2023 3:15,Car,FTG-714-LMN-123,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",59,KA89EF0123,Not Fraud +1368,2/10/2023 7:30,Motorcycle,FTG-947-OPQ-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",88,KA92GH4567,Not Fraud +1369,2/11/2023 11:45,Truck,FTG-180-RST-789,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",68,KA95IJ8901,Not Fraud +1370,2/12/2023 16:15,Van,FTG-413-UVW-012,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",93,KA98KL2345,Fraud +1371,2/13/2023 20:20,Sedan,FTG-646-XYZ-345,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",72,KA01MN6789,Not Fraud +1372,2/14/2023 0:00,SUV,FTG-879-BCA-678,B-102,Regular,Large,150,120,"12.84197701525119, 77.67547528176169",90,KA04OP0123,Fraud +1373,2/15/2023 4:15,Bus ,FTG-112-DEF-901,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",53,KA07QR4567,Fraud +1374,2/16/2023 8:30,Car,FTG-345-GHI-234,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",80,KA10ST8901,Not Fraud +1375,2/17/2023 12:45,Motorcycle,FTG-578-JKL-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",67,KA13UV2345,Not Fraud +1376,2/18/2023 17:15,Truck,FTG-811-MNO-890,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",96,KA16WX6789,Not Fraud +1377,2/19/2023 21:30,Van,FTG-044-PQR-123,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",45,KA19YZ0123,Not Fraud +1378,2/20/2023 1:00,Sedan,FTG-277-STU-456,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",79,KA22AB2345,Fraud +1379,2/21/2023 5:15,SUV,FTG-510-VWX-789,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",62,KA25CD6789,Not Fraud +1380,2/22/2023 9:30,Bus ,FTG-743-YZA-012,C-103,Regular,Large,340,60,"12.84197701525119, 77.67547528176169",86,KA28EF0123,Fraud +1381,2/23/2023 13:45,Car,FTG-976-BCD-345,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",50,KA31GH4567,Not Fraud +1382,2/24/2023 18:15,Motorcycle,FTG-209-EFG-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",75,KA34IJ8901,Not Fraud +1383,2/25/2023 22:30,Truck,FTG-442-HIJ-901,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",70,KA37KL2345,Fraud +1384,2/26/2023 2:00,Van,FTG-675-KLM-234,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",93,KA40MN6789,Not Fraud +1385,2/27/2023 6:15,Sedan,FTG-908-NOP-567,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",58,KA43OP0123,Not Fraud +1386,2/28/2023 10:30,SUV,FTG-141-QRS-890,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",84,KA46QR4567,Not Fraud +1387,3/1/2023 14:45,Bus ,FTG-374-TUV-123,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",69,KA49ST8902,Fraud +1388,3/2/2023 19:15,Car,FTG-607-WXY-456,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",97,KA52UV2345,Not Fraud +1389,3/3/2023 23:30,Motorcycle,FTG-840-ZAB-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",47,KA55WX6789,Not Fraud +1390,3/4/2023 3:00,Truck,FTG-073-CDE-012,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA58YZ0123,Not Fraud +1391,3/5/2023 7:15,Van,FTG-306-FGH-345,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",61,KA61AB2345,Fraud +1392,3/6/2023 11:30,Sedan,FTG-539-IJK-678,A-101,Regular,Medium,120,90,"12.84197701525119, 77.67547528176169",89,KA64CD6789,Fraud +1393,3/7/2023 15:45,SUV,FTG-772-LMN-901,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",54,KA67EF0123,Not Fraud +1394,3/8/2023 20:15,Bus ,FTG-384-ABC-567,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",78,KA70GH4567,Fraud +1395,3/9/2023 0:30,Car,FTG-617-DEF-890,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",65,KA73IJ8901,Not Fraud +1396,3/10/2023 4:00,Motorcycle,FTG-850-GHI-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",92,KA76KL2345,Not Fraud +1397,3/11/2023 8:15,Truck,FTG-083-JKL-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",51,KA79MN6789,Not Fraud +1398,3/12/2023 12:30,Van,FTG-316-MNO-789,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",76,KA82OP0123,Not Fraud +1399,3/13/2023 16:45,Sedan,FTG-549-PQR-012,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",60,KA85QR4567,Not Fraud +1400,3/14/2023 21:25,SUV,FTG-782-STU-345,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",85,KA88ST8903,Fraud +1401,3/15/2023 1:30,Bus ,FTG-015-VWX-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,KA91UV2345,Not Fraud +1402,3/16/2023 5:00,Car,FTG-248-YZA-901,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",94,KA94WX6789,Not Fraud +1403,3/17/2023 9:15,Motorcycle,FTG-481-BCD-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",46,KA97YZ0123,Not Fraud +1404,3/18/2023 13:30,Truck,FTG-714-EFG-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",81,KA02AB2345,Not Fraud +1405,3/19/2023 17:45,Van,FTG-947-HIJ-890,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",63,KA05CD6789,Not Fraud +1406,3/20/2023 22:15,Sedan,FTG-180-KLM-123,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",87,KA08EF0123,Fraud +1407,3/21/2023 2:30,SUV,FTG-413-NOP-456,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",52,KA11GH4567,Not Fraud +1408,3/22/2023 6:00,Bus ,FTG-646-QRS-789,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",74,KA14IJ8901,Fraud +1409,3/23/2023 10:15,Car,FTG-879-TUV-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,KA17KL2345,Not Fraud +1410,3/24/2023 14:30,Motorcycle,FTG-112-WXY-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,KA20MN6783,Not Fraud +1411,3/25/2023 18:45,Truck,FTG-345-ZAB-678,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",71,KA23OP0123,Fraud +1412,3/26/2023 23:15,Van,FTG-578-CDE-901,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",98,KA26QR4567,Not Fraud +1413,3/27/2023 3:30,Sedan,FTG-811-FGH-234,A-101,Express,Medium,120,90,"12.84197701525119, 77.67547528176169",48,KA29ST8901,Fraud +1414,3/28/2023 7:00,SUV,FTG-044-IJK-567,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",85,KA32UV2333,Not Fraud +1415,3/29/2023 11:15,Bus ,FTG-277-LMN-890,C-103,Express,Large,340,60,"12.84197701525119, 77.67547528176169",66,KA35WX6789,Fraud +1416,3/30/2023 15:30,Car,FTG-510-OPQ-123,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",93,KA38YZ0123,Fraud +1417,3/31/2023 19:45,Motorcycle,FTG-743-RST-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",54,KA41AB2345,Not Fraud +1418,4/1/2023 0:15,Truck,FTG-976-UVW-789,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",80,KA44CD6789,Fraud +1419,4/2/2023 4:30,Van,FTG-209-XYZ-012,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",62,KA47EF0123,Not Fraud +1420,4/3/2023 8:45,Sedan,FTG-442-BCA-345,A-101,Regular,Medium,120,90,"12.84197701525119, 77.67547528176169",89,KA50GH4567,Fraud +1421,4/4/2023 13:15,SUV,FTG-675-DEF-678,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",45,KA53IJ6901,Not Fraud +1422,4/5/2023 17:30,Bus ,FTG-908-GHI-901,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,KA56KL6345,Not Fraud +1423,4/6/2023 21:45,Car,FTG-141-JKL-234,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",70,KA59MN6784,Not Fraud +1424,4/7/2023 2:15,Motorcycle,FTG-374-MNO-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",92,KA62OP0123,Not Fraud +1425,4/8/2023 6:30,Truck,FTG-607-PQR-890,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",49,KA65QR4567,Fraud +1426,4/9/2023 10:00,Van,FTG-840-STU-123,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",78,KA68ST8901,Fraud +1427,4/10/2023 14:15,Sedan,FTG-073-VWX-456,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",67,KA71UV2345,Not Fraud +1428,4/11/2023 18:30,SUV,FTG-306-YZA-789,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",95,KA74WX6789,Not Fraud +1429,4/12/2023 22:45,Bus ,FTG-539-BCD-012,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",56,KA77YZ0123,Not Fraud +1430,4/13/2023 3:15,Car,FTG-772-EFG-345,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",83,KA80AB2345,Not Fraud +1431,4/14/2023 7:30,Motorcycle,FTG-005-HIJ-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",68,KA83CD6789,Not Fraud +1432,4/15/2023 11:45,Truck,FTG-238-KLM-901,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",96,KA86EF0123,Fraud +1433,4/16/2023 16:15,Van,FTG-471-NOP-234,B-102,Express,Medium,130,90,"12.84197701525119, 77.67547528176169",47,KA89GH4567,Fraud +1434,4/17/2023 20:30,Sedan,FTG-704-QRS-567,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",82,KA92IJ8901,Not Fraud +1435,4/18/2023 0:45,SUV,FTG-937-TUV-890,B-102,Express,Large,150,60,"12.84197701525119, 77.67547528176169",59,KA95KL2345,Fraud +1436,4/19/2023 5:15,Bus ,FTG-170-WXY-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",87,KA98MN6783,Not Fraud +1437,4/20/2023 9:30,Car,FTG-403-ZAB-456,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",50,KA02OP8901,Not Fraud +1438,4/21/2023 13:45,Motorcycle,FTG-636-CDE-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",76,KA05QR2345,Not Fraud +1439,4/22/2023 18:00,Truck,FTG-869-FGH-012,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",65,KA08ST6789,Not Fraud +1440,4/23/2023 22:30,Van,FTG-102-IJK-345,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",90,KA11UV0123,Not Fraud +1441,4/24/2023 2:45,Sedan,FTG-335-LMN-678,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",53,KA14WX4567,Fraud +1442,4/25/2023 7:00,SUV,FTG-568-OPQ-901,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",79,KA17YZ8901,Not Fraud +1443,4/26/2023 11:15,Bus ,FTG-801-RST-234,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",73,KA20AB2345,Not Fraud +1444,4/27/2023 15:30,Car,FTG-034-UVW-567,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",97,KA23CD6788,Not Fraud +1445,4/28/2023 19:45,Motorcycle,FTG-267-XYZ-890,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",44,KA26EF0123,Not Fraud +1446,4/29/2023 0:15,Truck,FTG-500-BCA-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",81,KA29GH4567,Not Fraud +1447,4/30/2023 4:30,Van,FTG-733-DEF-456,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",64,KA32IJ8901,Fraud +1448,5/1/2023 8:45,Sedan,FTG-966-GHI-789,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",93,KA35KL2345,Not Fraud +1449,5/2/2023 13:15,SUV,FTG-199-JKL-012,B-102,Express,Large,150,90,"12.84197701525119, 77.67547528176169",57,KA38MN6789,Fraud +1450,5/3/2023 17:30,Bus ,FTG-432-MNO-345,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",86,KA41QR0123,Fraud +1451,5/4/2023 21:45,Car,FTG-665-PQR-678,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",71,KA44ST4567,Not Fraud +1452,5/5/2023 2:15,Motorcycle,FTG-898-STU-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",99,KA47UV8901,Not Fraud +1453,5/6/2023 6:30,Truck,FTG-131-VWX-234,C-103,Express,Large,340,60,"12.84197701525119, 77.67547528176169",46,KA50WX2345,Fraud +1454,5/7/2023 10:00,Van,FTG-364-YZA-567,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",82,KA53YZ6789,Not Fraud +1455,5/8/2023 14:15,Sedan,FTG-597-BCD-890,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",67,KA56AB0121,Not Fraud +1456,5/9/2023 18:30,SUV,FTG-830-EFG-123,B-102,Regular,Large,150,120,"12.84197701525119, 77.67547528176169",94,KA59CD4567,Fraud +1457,5/10/2023 22:45,Bus ,FTG-063-HIJ-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",52,KA62EF8901,Not Fraud +1458,5/11/2023 3:15,Car,FTG-296-KLM-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",88,KA65GH2345,Not Fraud +1459,5/12/2023 7:30,Motorcycle,FTG-529-NOP-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",63,KA68IJ6789,Not Fraud +1460,5/13/2023 11:45,Truck,FTG-762-QRS-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",91,KA71KL0123,Not Fraud +1461,5/14/2023 16:15,Van,FTG-995-TUV-678,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",55,KA74MN4567,Not Fraud +1462,5/15/2023 20:30,Sedan,FTG-228-WXY-901,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",81,KA77OP8901,Not Fraud +1463,5/16/2023 0:45,SUV,FTG-461-ZAB-234,B-102,Express,Large,150,60,"12.84197701525119, 77.67547528176169",57,KA80QR2345,Fraud +1464,5/17/2023 5:17,Bus ,FTG-694-CDE-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",84,KA83ST6789,Not Fraud +1465,5/18/2023 9:30,Car,FTG-927-FGH-890,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",66,KA86UV0123,Not Fraud +1466,5/19/2023 13:45,Motorcycle,FTG-160-IJK-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",91,KA89WX4567,Not Fraud +1467,5/20/2023 18:00,Truck,FTG-393-LMN-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",49,KA92YZ8901,Not Fraud +1468,5/21/2023 22:30,Van,FTG-626-OPQ-789,B-102,Regular,Medium,130,60,"12.84197701525119, 77.67547528176169",77,KA95AB2345,Fraud +1469,5/22/2023 2:45,Sedan,FTG-859-RST-012,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",59,KA98CD6789,Not Fraud +1470,5/23/2023 7:00,SUV,FTG-092-UVW-345,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",88,KA01EF0123,Not Fraud +1471,5/24/2023 11:15,Bus ,FTG-325-XYZ-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",68,KA04GH4567,Not Fraud +1472,5/25/2023 15:30,Car,FTG-558-BCA-901,A-101,Regular,Small,100,90,"12.84197701525119, 77.67547528176169",93,KA07IJ8901,Fraud +1473,5/26/2023 19:45,Motorcycle,FTG-791-DEF-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",72,KA10KL2345,Not Fraud +1474,5/27/2023 0:15,Truck,FTG-024-GHI-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",90,KA13MN6789,Not Fraud +1475,5/28/2023 4:30,Van,FTG-257-JKL-890,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",53,KA16OP0123,Not Fraud +1476,5/29/2023 8:45,Sedan,FTG-490-MNO-123,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",80,KA19QR4567,Not Fraud +1477,5/30/2023 13:15,SUV,FTG-723-PQR-456,B-102,Express,Large,150,130,"12.84197701525119, 77.67547528176169",67,KA22ST8901,Fraud +1478,5/31/2023 17:30,Bus ,FTG-956-STU-789,C-103,Regular,Large,340,70,"12.84197701525119, 77.67547528176169",96,KA25UV2345,Fraud +1479,6/1/2023 21:45,Car,FTG-189-VWX-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",45,KA28WX6789,Not Fraud +1480,6/2/2023 2:15,Motorcycle,FTG-422-YZA-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",79,KA31YZ0123,Not Fraud +1481,6/3/2023 6:30,Truck,FTG-655-BCD-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,KA34AB2345,Not Fraud +1482,6/4/2023 10:00,Van,FTG-888-EFG-901,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",86,KA37CD6789,Not Fraud +1483,6/5/2023 14:15,Sedan,FTG-121-HIJ-234,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",50,KA40EF0123,Not Fraud +1484,6/6/2023 18:30,SUV,FTG-354-KLM-567,B-102,Regular,Large,150,0,"12.84197701525119, 77.67547528176169",75,KA43GH4567,Fraud +1485,6/7/2023 22:45,Bus ,FTG-587-NOP-890,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",70,KA46IJ8901,Fraud +1486,6/8/2023 3:15,Car,FTG-820-QRS-123,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,KA49KL2345,Not Fraud +1487,6/9/2023 7:30,Motorcycle,FTG-053-TUV-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",58,KA52MN6789,Not Fraud +1488,6/10/2023 11:45,Truck,FTG-286-WXY-789,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",84,KA55OP0123,Fraud +1489,6/11/2023 16:15,Van,FTG-519-ZAB-012,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",69,KA58QR4567,Fraud +1490,6/12/2023 20:30,Sedan,FTG-752-CDE-345,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",97,KA61ST8901,Not Fraud +1491,6/13/2023 0:45,SUV,FTG-985-FGH-678,B-102,Express,Large,150,60,"12.84197701525119, 77.67547528176169",47,KA64UV2345,Fraud +1492,6/14/2023 5:15,Bus ,FTG-218-IJK-901,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA67WX6789,Not Fraud +1493,6/15/2023 9:30,Car,FTG-451-LMN-234,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",61,KA70YZ0123,Not Fraud +1494,6/16/2023 13:45,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",89,KA73AB2345,Not Fraud +1495,6/17/2023 18:00,Truck,FTG-684-ABC-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",54,KA76CD6789,Not Fraud +1496,6/18/2023 22:30,Van,FTG-917-DEF-123,B-102,Regular,Medium,130,90,"12.84197701525119, 77.67547528176169",78,KA79EF0123,Fraud +1497,6/19/2023 2:45,Sedan,FTG-150-GHI-456,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",65,KA82GH4567,Fraud +1498,6/20/2023 7:00,SUV,FTG-383-JKL-789,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",92,KA85IJ8901,Not Fraud +1499,6/21/2023 11:15,Bus ,FTG-616-MNO-012,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",51,KA88KL2345,Not Fraud +1500,6/22/2023 15:30,Car,FTG-849-PQR-345,A-101,Regular,Small,100,90,"12.84197701525119, 77.67547528176169",76,KA91MN6789,Fraud +1501,6/23/2023 19:45,Motorcycle,FTG-082-STU-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,KA02AB1234,Not Fraud +1502,6/24/2023 0:15,Truck,FTG-315-VWX-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA05CD5678,Not Fraud +1503,6/25/2023 4:30,Van,FTG-548-YZA-234,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",70,KA08EF9012,Fraud +1504,6/26/2023 8:45,Sedan,FTG-781-BCD-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA12GH3456,Not Fraud +1505,6/27/2023 13:15,SUV,FTG-014-EFG-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",78,KA15IJ7890,Not Fraud +1506,1/1/2023 12:00,Bus ,FTG-247-HIJ-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA18KL2345,Not Fraud +1507,1/2/2023 13:30,Car,FTG-480-KLM-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",67,KA21MN6789,Not Fraud +1508,1/3/2023 15:45,Motorcycle,FTG-713-NOP-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,KA24OP0123,Not Fraud +1509,1/4/2023 18:15,Truck,FTG-946-QRS-012,C-103,Express,Large,300,70,"12.936687032945434, 77.53113977439017",58,KA27QR4567,Fraud +1510,1/5/2023 20:30,Van,FTG-179-TUV-345,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",80,KA30ST8901,Not Fraud +1511,1/6/2023 22:45,Sedan,FTG-412-WXY-678,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",73,KA33UV2345,Fraud +1512,1/7/2023 1:15,SUV,FTG-645-ZAB-901,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",68,KA36WX6789,Not Fraud +1513,1/8/2023 3:30,Bus ,FTG-878-CDE-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA39YZ0120,Not Fraud +1514,1/9/2023 5:45,Car,FTG-111-FGH-567,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA42AB3456,Not Fraud +1515,1/10/2023 8:15,Motorcycle,FTG-344-IJK-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",82,KA45CD7890,Not Fraud +1516,1/11/2023 10:30,Truck,FTG-577-LMN-123,C-103,Regular,Large,300,90,"12.936687032945434, 77.53113977439017",58,KA48EF1234,Fraud +1517,1/12/2023 12:45,Van,FTG-810-OPQ-456,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",70,KA51GH5678,Fraud +1518,1/13/2023 15:15,Sedan,FTG-043-RST-789,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",78,KA54IJ9012,Not Fraud +1519,1/14/2023 17:30,SUV,FTG-276-UVW-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",65,KA57KL2345,Not Fraud +1520,1/15/2023 19:45,Bus ,FTG-509-XYZ-345,C-103,Regular,Large,300,70,"12.936687032945434, 77.53113977439017",70,KA60MN6789,Fraud +1521,1/16/2023 22:15,Car,FTG-742-BCA-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",62,KA63OP0123,Not Fraud +1522,1/18/2023 0:30,Motorcycle,FTG-975-DEF-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,KA66QR4567,Not Fraud +1523,1/19/2023 2:45,Truck,FTG-208-GHI-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA69ST8901,Not Fraud +1524,1/20/2023 5:15,Van,FTG-441-JKL-567,B-102,Regular,Medium,120,110,"12.936687032945434, 77.53113977439017",68,KA72UV2345,Fraud +1525,1/21/2023 7:30,Sedan,FTG-674-MNO-890,A-101,Express,Medium,110,60,"12.936687032945434, 77.53113977439017",72,KA75WX6789,Fraud +1526,1/22/2023 9:45,SUV,FTG-907-PQR-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",75,KA78YZ0123,Not Fraud +1527,1/23/2023 12:15,Bus ,FTG-140-STU-456,C-103,Express,Large,300,120,"12.936687032945434, 77.53113977439017",82,KA81AB3456,Fraud +1528,1/24/2023 14:30,Car,FTG-373-VWX-789,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",88,KA84CD7890,Not Fraud +1529,1/25/2023 16:45,Motorcycle,FTG-606-YZA-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,KA87EF1234,Not Fraud +1530,1/26/2023 19:15,Truck,FTG-839-BCD-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",77,KA90GH5678,Not Fraud +1531,1/27/2023 21:30,Van,FTG-072-EFG-678,B-102,Express,Medium,120,60,"12.936687032945434, 77.53113977439017",62,KA03AB1234,Fraud +1532,1/28/2023 23:45,Sedan,FTG-305-HIJ-901,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",65,KA06CD5678,Not Fraud +1533,1/30/2023 2:15,SUV,FTG-538-KLM-234,B-102,Express,Large,140,110,"12.936687032945434, 77.53113977439017",74,KA09EF9012,Fraud +1534,1/31/2023 4:30,Bus ,FTG-771-NOP-567,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA13GH3456,Not Fraud +1535,2/1/2023 6:45,Car,FTG-004-QRS-890,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",55,KA16IJ7890,Not Fraud +1536,2/2/2023 9:15,Motorcycle,FTG-237-TUV-123,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,KA19KL2344,Not Fraud +1537,2/3/2023 11:30,Truck,FTG-470-WXY-456,C-103,Express,Large,300,120,"12.936687032945434, 77.53113977439017",68,KA22MN6789,Fraud +1538,2/4/2023 13:45,Van,FTG-703-ZAB-789,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",75,KA25OP0123,Not Fraud +1539,2/5/2023 16:15,Sedan,FTG-936-CDE-012,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",60,KA28QR4567,Not Fraud +1540,2/6/2023 18:30,SUV,FTG-169-FGH-345,B-102,Regular,Large,140,70,"12.936687032945434, 77.53113977439017",68,KA31ST8901,Fraud +1541,2/7/2023 20:45,Bus ,FTG-402-IJK-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",72,KA34UV2345,Not Fraud +1542,2/9/2023 23:15,Car,FTG-635-LMN-901,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",78,KA37WX6789,Not Fraud +1543,2/11/2023 1:30,Motorcycle,FTG-868-OPQ-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",63,KA40YZ0123,Not Fraud +1544,2/12/2023 3:45,Truck,FTG-101-RST-567,C-103,Regular,Large,300,90,"12.936687032945434, 77.53113977439017",70,KA43AB3453,Fraud +1545,2/13/2023 6:15,Van,FTG-334-UVW-890,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA46CD7890,Not Fraud +1546,2/14/2023 8:30,Sedan,FTG-567-XYZ-123,A-101,Regular,Medium,110,100,"12.936687032945434, 77.53113977439017",80,KA49EF1234,Fraud +1547,2/15/2023 10:45,SUV,FTG-800-BCA-456,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA52GH5678,Not Fraud +1548,2/16/2023 13:15,Bus ,FTG-033-DEF-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA55IJ9012,Not Fraud +1549,2/17/2023 15:30,Car,FTG-266-GHI-012,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA58KL2344,Not Fraud +1550,2/18/2023 17:45,Motorcycle,FTG-499-JKL-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA61MN6789,Not Fraud +1551,2/19/2023 20:15,Truck,FTG-732-MNO-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA64OP0123,Not Fraud +1552,2/20/2023 22:30,Van,FTG-965-PQR-901,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA67QR4567,Not Fraud +1553,2/22/2023 0:45,Sedan,FTG-198-STU-234,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",75,KA70ST8901,Fraud +1554,2/23/2023 3:15,SUV,FTG-431-VWX-567,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA73UV2345,Not Fraud +1555,2/24/2023 5:30,Bus ,FTG-664-YZA-890,C-103,Express,Large,300,120,"12.936687032945434, 77.53113977439017",63,KA76WX6789,Fraud +1556,2/25/2023 7:45,Car,FTG-897-BCD-123,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",67,KA79YZ0123,Not Fraud +1557,2/26/2023 10:15,Motorcycle,FTG-130-EFG-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",74,KA82AB3456,Not Fraud +1558,2/27/2023 12:30,Truck,FTG-363-HIJ-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA85CD7890,Not Fraud +1559,2/28/2023 14:45,Van,FTG-596-KLM-012,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA88EF1234,Not Fraud +1560,3/1/2023 17:15,Sedan,FTG-829-NOP-345,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",68,KA91GH5678,Not Fraud +1561,3/2/2023 19:30,SUV,FTG-062-QRS-678,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA04AB1234,Not Fraud +1562,3/3/2023 21:45,Bus ,FTG-295-TUV-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA07CD5678,Not Fraud +1563,3/5/2023 0:15,Car,FTG-528-WXY-234,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA10EF9012,Not Fraud +1564,3/6/2023 2:30,Motorcycle,FTG-761-ZAB-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",78,KA14GH3456,Not Fraud +1565,3/7/2023 4:45,Truck,FTG-994-CDE-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA17IJ7890,Not Fraud +1566,3/8/2023 7:15,Van,FTG-227-FGH-123,B-102,Regular,Medium,120,90,"12.936687032945434, 77.53113977439017",65,KA20KL2345,Fraud +1567,3/9/2023 9:30,Sedan,FTG-460-IJK-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",70,KA23MN6789,Not Fraud +1568,3/10/2023 11:45,SUV,FTG-693-LMN-789,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA26OP0123,Not Fraud +1569,3/11/2023 14:15,Bus ,FTG-926-OPQ-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",77,KA29QR4567,Not Fraud +1570,3/12/2023 16:30,Car,FTG-159-RST-345,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",55,KA32ST8901,Fraud +1571,3/13/2023 18:45,Motorcycle,FTG-392-UVW-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",67,KA35UV2345,Not Fraud +1572,3/14/2023 21:15,Truck,FTG-625-XYZ-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",73,KA38WX6784,Not Fraud +1573,3/16/2023 23:30,Van,FTG-858-BCA-234,B-102,Express,Medium,120,100,"12.936687032945434, 77.53113977439017",68,KA41YZ0123,Fraud +1574,3/18/2023 1:45,Sedan,FTG-091-DEF-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA44AB3456,Not Fraud +1575,3/19/2023 4:15,SUV,FTG-324-GHI-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",80,KA47CD7890,Not Fraud +1576,3/20/2023 6:30,Bus ,FTG-557-JKL-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA50EF1234,Not Fraud +1577,3/21/2023 8:45,Car,FTG-790-MNO-456,A-101,Express,Small,70,0,"12.936687032945434, 77.53113977439017",72,KA53GH5678,Fraud +1578,3/22/2023 11:15,Motorcycle,FTG-023-PQR-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA56IJ9012,Not Fraud +1579,3/23/2023 13:30,Truck,FTG-256-STU-012,C-103,Express,Large,300,110,"12.936687032945434, 77.53113977439017",68,KA59KL2345,Fraud +1580,3/24/2023 15:45,Van,FTG-489-VWX-345,B-102,Regular,Medium,120,70,"12.936687032945434, 77.53113977439017",70,KA62MN6789,Fraud +1581,3/25/2023 18:15,Sedan,FTG-722-YZA-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA65OP0123,Not Fraud +1582,3/26/2023 20:30,SUV,FTG-955-BCD-901,B-102,Regular,Large,140,100,"12.936687032945434, 77.53113977439017",65,KA68QR4567,Fraud +1583,3/28/2023 22:45,Bus ,FTG-188-EFG-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",62,KA71ST8901,Not Fraud +1584,3/30/2023 1:15,Car,FTG-421-HIJ-567,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",77,KA74UV2345,Not Fraud +1585,3/31/2023 3:30,Motorcycle,FTG-654-KLM-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,KA77WX6789,Not Fraud +1586,4/1/2023 5:45,Truck,FTG-887-NOP-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA80YZ0129,Not Fraud +1587,4/2/2023 8:15,Van,FTG-120-QRS-456,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",72,KA83AB3456,Not Fraud +1588,4/3/2023 10:30,Sedan,FTG-353-TUV-789,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",75,KA86CD7890,Fraud +1589,4/4/2023 12:45,SUV,FTG-586-WXY-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",58,KA89EF1234,Not Fraud +1590,4/5/2023 15:15,Bus ,FTG-819-ZAB-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA92GH5678,Not Fraud +1591,4/6/2023 17:30,Car,FTG-052-CDE-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,KA05AB1234,Not Fraud +1592,4/7/2023 19:45,Motorcycle,FTG-285-FGH-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",74,KA08CD5678,Not Fraud +1593,4/8/2023 22:15,Truck,FTG-518-IJK-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA11EF9012,Not Fraud +1594,4/10/2023 0:30,Van,FTG-751-LMN-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA15GH3456,Not Fraud +1595,4/11/2023 2:45,Sedan,FTG-893-ABC-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",68,KA18IJ7890,Not Fraud +1596,4/12/2023 5:15,SUV,FTG-126-DEF-789,B-102,Regular,Large,140,100,"12.936687032945434, 77.53113977439017",82,KA21KL2344,Fraud +1597,4/13/2023 7:30,Bus ,FTG-359-GHI-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA24MN6789,Not Fraud +1598,4/14/2023 9:45,Car,FTG-592-JKL-345,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",72,KA27OP0123,Not Fraud +1599,4/15/2023 12:15,Motorcycle,FTG-825-MNO-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA30QR4567,Not Fraud +1600,4/16/2023 14:30,Truck,FTG-058-PQR-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA33ST8901,Not Fraud +1601,4/17/2023 16:45,Van,FTG-291-STU-234,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA36UV2345,Not Fraud +1602,4/18/2023 19:15,Sedan,FTG-524-VWX-567,A-101,Regular,Medium,110,100,"12.936687032945434, 77.53113977439017",55,KA39WX6789,Fraud +1603,4/19/2023 21:30,SUV,FTG-757-YZA-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",60,KA42YZ0123,Not Fraud +1604,4/21/2023 23:45,Bus ,FTG-990-BCD-123,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",65,KA45AB3456,Fraud +1605,4/23/2023 2:15,Car,FTG-223-EFG-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,KA48CD7890,Not Fraud +1606,4/24/2023 4:30,Motorcycle,FTG-456-HIJ-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA51EF1234,Not Fraud +1607,4/25/2023 6:45,Truck,FTG-689-KLM-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",78,KA54GH5678,Not Fraud +1608,4/26/2023 9:15,Van,FTG-922-NOP-345,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,KA57IJ9011,Not Fraud +1609,4/27/2023 11:30,Sedan,FTG-155-QRS-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",67,KA60KL2345,Not Fraud +1610,4/28/2023 13:45,SUV,FTG-388-TUV-901,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA63MN6789,Not Fraud +1611,4/29/2023 16:15,Bus ,FTG-621-WXY-234,C-103,Express,Large,300,100,"12.936687032945434, 77.53113977439017",58,KA66OP0123,Fraud +1612,4/30/2023 18:30,Car,FTG-854-ZAB-567,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",80,KA69QR4567,Not Fraud +1613,5/1/2023 20:45,Motorcycle,FTG-087-CDE-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",73,KA72ST8901,Not Fraud +1614,5/3/2023 23:15,Truck,FTG-320-FGH-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA75UV2345,Not Fraud +1615,5/5/2023 1:30,Van,FTG-553-IJK-456,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA78WX6789,Not Fraud +1616,5/6/2023 3:45,Sedan,FTG-786-LMN-789,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA81YZ0123,Not Fraud +1617,5/7/2023 6:15,SUV,FTG-919-OPQ-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA84AB3456,Not Fraud +1618,5/8/2023 8:30,Bus ,FTG-152-RST-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA87CD7890,Not Fraud +1619,5/9/2023 11:00,Car,FTG-385-UVW-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,KA90EF1234,Not Fraud +1620,5/10/2023 13:15,Motorcycle,FTG-618-XYZ-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",78,KA93GH5678,Not Fraud +1621,5/11/2023 15:30,Truck,FTG-851-BCA-234,C-103,Express,Large,300,60,"12.936687032945434, 77.53113977439017",65,KA06AB1234,Fraud +1622,5/12/2023 17:45,Van,FTG-084-DEF-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA09CD5678,Not Fraud +1623,5/13/2023 20:15,Sedan,FTG-317-GHI-890,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",62,KA12EF9012,Not Fraud +1624,5/15/2023 22:30,SUV,FTG-550-JKL-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",80,KA16GH3456,Not Fraud +1625,5/17/2023 0:45,Bus ,FTG-783-MNO-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA19IJ7890,Not Fraud +1626,5/18/2023 3:15,Car,FTG-016-PQR-789,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",68,KA22KL2345,Not Fraud +1627,5/19/2023 5:30,Motorcycle,FTG-249-STU-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,KA25MN6789,Not Fraud +1628,5/20/2023 7:45,Truck,FTG-482-VWX-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",75,KA28OP0123,Not Fraud +1629,5/21/2023 10:15,Van,FTG-715-YZA-678,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",82,KA31QR4567,Not Fraud +1630,5/22/2023 12:30,Sedan,FTG-948-BCD-901,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",88,KA34ST8901,Not Fraud +1631,5/23/2023 14:45,SUV,FTG-181-EFG-234,B-102,Express,Large,140,120,"12.936687032945434, 77.53113977439017",68,KA37UV2341,Fraud +1632,5/24/2023 17:15,Bus ,FTG-414-HIJ-567,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",77,KA40WX6789,Fraud +1633,5/25/2023 19:30,Car,FTG-647-KLM-890,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",62,KA43YZ0123,Not Fraud +1634,5/28/2023 0:15,Motorcycle,FTG-880-NOP-123,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",65,KA46AB3456,Not Fraud +1635,5/29/2023 2:30,Truck,FTG-113-QRS-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",74,KA49CD7890,Not Fraud +1636,5/30/2023 4:45,Van,FTG-346-TUV-789,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",79,KA52EF1234,Not Fraud +1637,5/31/2023 7:15,Sedan,FTG-579-WXY-012,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",55,KA55GH5678,Not Fraud +1638,6/1/2023 9:30,SUV,FTG-812-ZAB-345,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA58IJ9012,Not Fraud +1639,6/2/2023 11:45,Bus ,FTG-045-CDE-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA61KL2345,Not Fraud +1640,6/3/2023 14:15,Car,FTG-278-FGH-901,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA64MN6789,Not Fraud +1641,6/4/2023 16:30,Motorcycle,FTG-511-IJK-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,KA67OP0123,Not Fraud +1642,6/5/2023 18:45,Truck,FTG-744-LMN-567,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",68,KA70QR4567,Fraud +1643,6/6/2023 21:15,Van,FTG-977-OPQ-890,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",72,KA73ST8901,Not Fraud +1644,6/7/2023 23:30,Sedan,FTG-210-RST-123,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",78,KA76UV2341,Not Fraud +1645,6/9/2023 1:45,SUV,FTG-443-UVW-456,B-102,Express,Large,140,100,"12.936687032945434, 77.53113977439017",63,KA79WX6789,Fraud +1646,6/10/2023 4:15,Bus ,FTG-676-XYZ-789,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",70,KA82YZ0123,Fraud +1647,6/11/2023 6:30,Car,FTG-909-BCA-012,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",65,KA85AB3456,Not Fraud +1648,6/12/2023 8:45,Motorcycle,FTG-142-DEF-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,KA88CD7890,Not Fraud +1649,6/15/2023 15:45,Truck,FTG-375-GHI-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",72,KA91EF1234,Not Fraud +1650,6/16/2023 18:15,Van,FTG-608-JKL-901,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",68,KA94GH5678,Not Fraud +1651,6/17/2023 20:30,Sedan,FTG-841-MNO-234,A-101,Express,Medium,110,90,"12.936687032945434, 77.53113977439017",75,KA07AB1234,Fraud +1652,6/18/2023 22:45,SUV,FTG-074-PQR-567,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",58,KA10CD5678,Not Fraud +1653,6/20/2023 1:15,Bus ,FTG-307-STU-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA13EF9012,Not Fraud +1654,6/21/2023 3:30,Car,FTG-540-VWX-123,A-101,Regular,Small,70,60,"12.936687032945434, 77.53113977439017",70,KA17GH3456,Fraud +1655,6/22/2023 5:45,Motorcycle,FTG-773-YZA-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA20IJ7890,Not Fraud +1656,6/23/2023 8:15,Truck,FTG-006-BCD-789,C-103,Regular,Large,300,70,"12.936687032945434, 77.53113977439017",82,KA23KL2344,Fraud +1657,6/24/2023 10:30,Van,FTG-239-EFG-012,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",63,KA26MN6789,Not Fraud +1658,6/25/2023 12:45,Sedan,FTG-472-HIJ-345,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",67,KA29OP0123,Not Fraud +1659,6/26/2023 15:15,SUV,FTG-705-KLM-678,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",74,KA32QR4567,Not Fraud +1660,6/27/2023 17:30,Bus ,FTG-938-NOP-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA35ST8901,Not Fraud +1661,6/28/2023 19:45,Car,FTG-171-QRS-234,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",55,KA38UV2345,Not Fraud +1662,6/29/2023 22:15,Motorcycle,FTG-404-TUV-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,KA41WX6789,Not Fraud +1663,7/1/2023 0:30,Truck,FTG-637-WXY-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",72,KA44YZ0123,Not Fraud +1664,7/2/2023 2:45,Van,FTG-870-ZAB-123,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",60,KA47AB3456,Not Fraud +1665,7/3/2023 5:15,Sedan,FTG-103-CDE-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA50CD7890,Not Fraud +1666,7/4/2023 7:30,SUV,FTG-336-FGH-789,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",78,KA53EF1234,Not Fraud +1667,7/5/2023 9:45,Bus ,FTG-569-IJK-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA56GH5671,Not Fraud +1668,7/6/2023 12:15,Car,FTG-802-LMN-345,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",65,KA59IJ9012,Not Fraud +1669,7/7/2023 14:30,Motorcycle,FTG-035-OPQ-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",70,KA62KL2345,Not Fraud +1670,7/8/2023 16:45,Truck,FTG-268-RST-901,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",82,KA65MN6789,Fraud +1671,7/9/2023 19:15,Van,FTG-501-UVW-234,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",77,KA68OP0123,Not Fraud +1672,7/10/2023 21:30,Sedan,FTG-734-XYZ-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",55,KA71QR4567,Not Fraud +1673,7/11/2023 23:45,SUV,FTG-967-BCA-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",67,KA74ST8901,Not Fraud +1674,7/13/2023 2:15,Bus ,FTG-200-DEF-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",73,KA77UV2345,Not Fraud +1675,7/14/2023 4:30,Car,FTG-433-GHI-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",68,KA80WX6789,Not Fraud +1676,7/15/2023 6:45,Motorcycle,FTG-666-JKL-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA83YZ0123,Not Fraud +1677,7/16/2023 9:15,Truck,FTG-899-MNO-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",80,KA86AB3456,Not Fraud +1678,7/17/2023 11:30,Van,FTG-232-PQR-345,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,KA89CD7890,Not Fraud +1679,7/18/2023 13:45,Sedan,FTG-465-STU-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",72,KA92EF1234,Not Fraud +1680,7/19/2023 16:15,SUV,FTG-698-VWX-901,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",58,KA95GH5671,Not Fraud +1681,7/20/2023 18:30,Bus ,FTG-931-YZA-234,C-103,Express,Large,300,60,"12.936687032945434, 77.53113977439017",68,KA01AB1234,Fraud +1682,7/21/2023 20:45,Car,FTG-164-BCD-567,A-101,Regular,Small,70,50,"12.936687032945434, 77.53113977439017",70,KA02CD5678,Fraud +1683,7/22/2023 23:00,Motorcycle,FTG-397-EFG-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA03EF9012,Not Fraud +1684,7/24/2023 1:30,Truck,FTG-630-HIJ-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA04GH3456,Not Fraud +1685,7/25/2023 3:45,Van,FTG-863-KLM-456,B-102,Express,Medium,120,70,"12.936687032945434, 77.53113977439017",62,KA05IJ7890,Fraud +1686,7/26/2023 6:00,Sedan,FTG-096-NOP-789,A-101,Regular,Medium,110,90,"12.936687032945434, 77.53113977439017",77,KA06KL2345,Fraud +1687,7/27/2023 8:30,SUV,FTG-329-QRS-012,B-102,Express,Large,140,110,"12.936687032945434, 77.53113977439017",80,KA07MN6789,Fraud +1688,7/28/2023 10:45,Bus ,FTG-562-TUV-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA08OP0123,Not Fraud +1689,7/29/2023 13:00,Car,FTG-795-WXY-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",72,KA09QR4567,Not Fraud +1690,7/30/2023 15:30,Motorcycle,FTG-028-ZAB-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA10ST8981,Not Fraud +1691,7/31/2023 17:45,Truck,FTG-261-CDE-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA11UV2845,Not Fraud +1692,8/2/2023 22:30,Van,FTG-494-FGH-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,KA12WX6889,Not Fraud +1693,8/4/2023 0:45,Sedan,FTG-727-IJK-890,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",70,KA13YZ0123,Not Fraud +1694,8/5/2023 3:15,SUV,FTG-960-LMN-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",74,KA14AB3456,Not Fraud +1695,8/6/2023 5:30,Bus ,FTG-193-ABC-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA15CD7890,Not Fraud +1696,8/7/2023 7:45,Car,FTG-426-DEF-901,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",65,KA16EF1234,Not Fraud +1697,8/8/2023 10:15,Motorcycle,FTG-659-GHI-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,KA17GH5678,Not Fraud +1698,8/9/2023 12:30,Truck,FTG-892-JKL-567,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",82,KA18IJ9012,Fraud +1699,8/10/2023 14:45,Van,FTG-125-MNO-890,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",60,KA19KL2345,Not Fraud +1700,8/11/2023 17:15,Sedan,FTG-358-PQR-123,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",72,KA20MN6789,Fraud +1701,8/12/2023 19:30,SUV,FTG-591-STU-456,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",75,KA21OP0123,Not Fraud +1702,8/13/2023 21:45,Bus ,FTG-824-VWX-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA22QR4567,Not Fraud +1703,8/15/2023 0:15,Car,FTG-057-YZA-012,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,KA23ST8901,Not Fraud +1704,8/16/2023 2:30,Motorcycle,FTG-290-BCD-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,KA24UV2345,Not Fraud +1705,8/17/2023 4:45,Truck,FTG-523-EFG-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,KA25WX6789,Not Fraud +1706,8/18/2023 7:15,Van,FTG-756-HIJ-901,B-102,Regular,Medium,120,60,"12.936687032945434, 77.53113977439017",111,KA26YZ0123,Fraud +1707,8/19/2023 9:30,Sedan,FTG-989-KLM-234,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",64,KA27AB3456,Not Fraud +1708,8/20/2023 11:45,SUV,FTG-222-NOP-567,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",118,KA28CD7890,Not Fraud +1709,8/21/2023 14:15,Bus ,FTG-455-QRS-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",39,KA29EF1234,Not Fraud +1710,8/22/2023 16:30,Car,FTG-688-TUV-123,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",88,KA30GH5678,Not Fraud +1711,8/23/2023 18:45,Motorcycle,FTG-921-WXY-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,KA31IJ9012,Not Fraud +1712,8/24/2023 21:15,Truck,FTG-154-ZAB-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",102,KA32KL2345,Not Fraud +1713,8/26/2023 23:30,Van,FTG-387-CDE-012,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",43,KA33MN6789,Not Fraud +1714,8/28/2023 1:45,Sedan,FTG-620-FGH-345,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA34OP0123,Not Fraud +1715,8/29/2023 4:15,SUV,FTG-853-IJK-678,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",40,KA35QR4567,Not Fraud +1716,8/30/2023 6:30,Bus ,FTG-086-LMN-901,C-103,Regular,Large,300,60,"12.936687032945434, 77.53113977439017",62,KA36ST8901,Fraud +1717,8/31/2023 8:45,Car,FTG-319-OPQ-234,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",38,KA37UV2345,Not Fraud +1718,9/1/2023 11:15,Motorcycle,FTG-552-RST-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",65,KA38WX6789,Not Fraud +1719,9/2/2023 13:30,Truck,FTG-785-UVW-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,KA39YZ0123,Not Fraud +1720,9/3/2023 15:45,Van,FTG-918-XYZ-123,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA40AB3456,Not Fraud +1721,9/4/2023 18:15,Sedan,FTG-141-BCA-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",48,KA41CD7890,Not Fraud +1722,9/5/2023 20:30,SUV,FTG-374-DEF-789,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",50,KA42EF1234,Not Fraud +1723,9/6/2023 22:45,Bus ,FTG-607-GHI-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA43GH5678,Not Fraud +1724,9/8/2023 1:15,Car,FTG-840-JKL-345,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",46,KA44IJ9012,Fraud +1725,9/9/2023 3:30,Motorcycle,FTG-073-MNO-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",53,KA45KL2345,Not Fraud +1726,9/10/2023 5:45,Truck,FTG-306-PQR-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",47,KA46MN6789,Not Fraud +1727,9/11/2023 8:15,Van,FTG-539-STU-234,B-102,Express,Medium,120,110,"12.936687032945434, 77.53113977439017",51,KA47OP0123,Fraud +1728,9/12/2023 10:30,Sedan,FTG-772-VWX-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",44,KA48QR4567,Not Fraud +1729,9/13/2023 12:45,SUV,FTG-005-YZA-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",59,KA49ST8901,Not Fraud +1730,9/14/2023 15:15,Bus ,FTG-238-BCD-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",54,KA50UV2345,Not Fraud +1731,9/15/2023 17:30,Car,FTG-471-EFG-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",43,KA51WX6789,Not Fraud +1732,9/16/2023 19:45,Motorcycle,FTG-704-HIJ-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",56,KA52YZ0123,Not Fraud +1733,9/17/2023 22:15,Truck,FTG-937-KLM-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA53AB3456,Not Fraud +1734,9/19/2023 0:30,Van,FTG-170-NOP-345,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",45,KA54CD7890,Not Fraud +1735,9/20/2023 2:45,Sedan,FTG-403-QRS-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",57,KA55EF1234,Not Fraud +1736,9/21/2023 5:15,SUV,FTG-636-TUV-901,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",49,KA56GH5678,Not Fraud +1737,9/22/2023 7:30,Bus ,FTG-869-WXY-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA57IJ9012,Not Fraud +1738,9/23/2023 9:45,Car,FTG-102-ZAB-567,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",41,KA58KL2345,Not Fraud +1739,9/24/2023 12:15,Motorcycle,FTG-335-CDE-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",63,KA59MN6789,Not Fraud +1740,9/25/2023 14:30,Truck,FTG-568-FGH-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",39,KA60OP0123,Not Fraud +1741,9/26/2023 16:45,Van,FTG-801-IJK-456,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",66,KA61QR4567,Not Fraud +1742,9/28/2023 21:30,Sedan,FTG-034-LMN-789,A-101,Regular,Medium,110,90,"12.936687032945434, 77.53113977439017",43,KA62ST8901,Fraud +1743,9/30/2023 23:45,SUV,FTG-267-OPQ-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",61,KA63UV2345,Not Fraud +1744,10/2/2023 2:15,Bus ,FTG-500-RST-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",37,KA64WX6789,Not Fraud +1745,10/3/2023 4:30,Car,FTG-733-UVW-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",54,KA65YZ0123,Not Fraud +1746,10/4/2023 6:45,Motorcycle,FTG-966-XYZ-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",46,KA66AB3456,Not Fraud +1747,10/5/2023 9:15,Truck,FTG-199-BCA-234,C-103,Express,Large,300,120,"12.936687032945434, 77.53113977439017",55,KA67CD7890,Fraud +1748,10/6/2023 11:30,Van,FTG-432-DEF-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",49,KA68EF1234,Not Fraud +1749,10/7/2023 13:45,Sedan,FTG-665-GHI-890,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",60,KA69GH5678,Fraud +1750,10/8/2023 16:15,SUV,FTG-898-JKL-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",42,KA70IJ9012,Not Fraud +1751,10/9/2023 18:30,Bus ,FTG-131-MNO-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,KA71KL2345,Not Fraud +1752,10/10/2023 20:45,Car,FTG-364-PQR-789,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",48,KA72MN6789,Not Fraud +1753,10/11/2023 23:00,Motorcycle,FTG-597-STU-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",52,KA73OP0123,Not Fraud +1754,10/13/2023 1:30,Truck,FTG-830-VWX-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA74QR1567,Not Fraud +1755,10/14/2023 3:45,Van,FTG-063-YZA-678,B-102,Express,Medium,120,110,"12.936687032945434, 77.53113977439017",59,KA75ST8901,Fraud +1756,10/15/2023 6:00,Sedan,FTG-296-BCD-901,A-101,Regular,Medium,110,60,"12.936687032945434, 77.53113977439017",53,KA76UV2145,Fraud +1757,10/17/2023 10:30,SUV,FTG-529-EFG-234,B-102,Express,Large,140,110,"12.936687032945434, 77.53113977439017",47,KA77WX6189,Fraud +1758,10/18/2023 12:45,Bus ,FTG-762-HIJ-567,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,KA78YZ1123,Not Fraud +1759,10/19/2023 15:15,Car,FTG-995-KLM-890,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",44,KA79AB3456,Not Fraud +1760,10/20/2023 17:30,Motorcycle,FTG-228-NOP-123,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA80CD7890,Not Fraud +1761,10/21/2023 19:45,Truck,FTG-461-QRS-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",54,KA81EF1234,Not Fraud +1762,10/23/2023 22:15,Van,FTG-694-TUV-789,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",43,KA82GH5678,Not Fraud +1763,10/25/2023 0:30,Sedan,FTG-927-WXY-012,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",56,KA83IJ9012,Not Fraud +1764,10/26/2023 2:45,SUV,FTG-160-ZAB-345,B-102,Regular,Large,140,70,"12.936687032945434, 77.53113977439017",50,KA84KL2345,Fraud +1765,10/27/2023 5:15,Bus ,FTG-393-CDE-678,C-103,Express,Large,300,90,"12.936687032945434, 77.53113977439017",45,KA85MN6189,Fraud +1766,10/28/2023 7:30,Car,FTG-626-FGH-901,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",55,KA86OP0123,Not Fraud +1767,10/29/2023 9:45,Motorcycle,FTG-859-IJK-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",48,KA87QR4567,Not Fraud +1768,10/30/2023 12:15,Truck,FTG-092-LMN-567,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA88ST8901,Not Fraud +1769,10/31/2023 14:30,Van,FTG-325-OPQ-890,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",42,KA89UV2345,Not Fraud +1770,11/1/2023 16:45,Sedan,FTG-558-RST-123,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",57,KA90WX6789,Not Fraud +1771,11/2/2023 19:15,SUV,FTG-791-UVW-456,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",49,KA91YZ0123,Not Fraud +1772,11/3/2023 21:30,Bus ,FTG-024-XYZ-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA92AB3456,Not Fraud +1773,11/4/2023 23:45,Car,FTG-257-BCA-012,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",46,KA93CD7890,Not Fraud +1774,11/6/2023 2:15,Motorcycle,FTG-490-DEF-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA94EF1234,Not Fraud +1775,11/7/2023 4:30,Truck,FTG-723-GHI-678,C-103,Express,Large,300,140,"12.936687032945434, 77.53113977439017",53,KA95GH5678,Fraud +1776,11/8/2023 6:45,Van,FTG-956-JKL-901,B-102,Regular,Medium,120,100,"12.936687032945434, 77.53113977439017",47,KA96IJ9012,Fraud +1777,11/9/2023 9:15,Sedan,FTG-189-MNO-234,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",51,KA97KL2345,Not Fraud +1778,11/10/2023 11:30,SUV,FTG-422-PQR-567,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",44,KA98MN6789,Not Fraud +1779,11/11/2023 13:45,Bus ,FTG-655-STU-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,KA99OP0123,Not Fraud +1780,11/12/2023 16:15,Car,FTG-888-VWX-123,A-101,Regular,Small,70,100,"12.936687032945434, 77.53113977439017",54,KA10QR4567,Fraud +1781,11/13/2023 18:30,Motorcycle,FTG-121-YZA-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",43,KA26XY7890,Not Fraud +1782,11/14/2023 20:45,Truck,FTG-354-BCD-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",56,KA09LM4567,Not Fraud +1783,11/16/2023 23:15,Van,FTG-587-EFG-012,B-102,Express,Medium,120,70,"12.936687032945434, 77.53113977439017",50,KA09LM4568,Fraud +1784,11/18/2023 1:30,Sedan,FTG-820-HIJ-345,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",45,KA09LM4569,Not Fraud +1785,11/19/2023 3:45,SUV,FTG-053-KLM-678,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",55,KA09LM4570,Not Fraud +1786,11/20/2023 6:15,Bus ,FTG-286-NOP-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",48,KA09LM4571,Not Fraud +1787,11/21/2023 8:30,Car,FTG-519-QRS-234,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",60,KA09LM4572,Not Fraud +1788,11/22/2023 10:45,Motorcycle,FTG-752-TUV-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",42,KA09LM4573,Not Fraud +1789,11/23/2023 13:15,Truck,FTG-985-WXY-890,C-103,Express,Large,300,100,"12.936687032945434, 77.53113977439017",57,KA34NO1234,Fraud +1790,11/24/2023 15:30,Van,FTG-218-ZAB-123,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",49,KA34NO1235,Not Fraud +1791,11/25/2023 17:45,Sedan,FTG-451-CDE-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",52,KA34NO1236,Not Fraud +1792,11/26/2023 20:15,SUV,FTG-684-FGH-789,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",46,KA34NO1237,Not Fraud +1793,11/27/2023 22:30,Bus ,FTG-917-IJK-012,C-103,Express,Large,300,100,"12.936687032945434, 77.53113977439017",58,KA34NO1238,Fraud +1794,11/29/2023 0:45,Car,FTG-150-LMN-345,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",53,KA34NO1239,Not Fraud +1795,11/30/2023 3:15,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",47,KA34NO1240,Not Fraud +1796,12/1/2023 5:30,Truck,FTG-383-ABC-678,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,KA34NO1241,Not Fraud +1797,12/2/2023 7:45,Van,FTG-616-DEF-901,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",44,KA34NO1242,Not Fraud +1798,12/3/2023 10:15,Sedan,FTG-849-GHI-234,A-101,Regular,Medium,110,100,"12.936687032945434, 77.53113977439017",59,KA34NO1243,Fraud +1799,12/4/2023 12:30,SUV,FTG-082-JKL-567,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,KA34NO1244,Not Fraud +1800,12/5/2023 14:45,Bus ,FTG-315-MNO-890,C-103,Regular,Large,300,70,"12.936687032945434, 77.53113977439017",43,KA34NO1245,Fraud +1801,12/6/2023 17:15,Car,FTG-548-PQR-123,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",56,KA74QR4569,Not Fraud +1802,12/7/2023 19:30,Motorcycle,FTG-781-STU-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,KA74QR4570,Not Fraud +1803,12/8/2023 21:45,Truck,FTG-014-VWX-789,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA74QR4571,Not Fraud +1804,12/10/2023 0:15,Van,FTG-247-YZA-012,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA74QR4572,Not Fraud +1805,12/11/2023 2:30,Sedan,FTG-480-BCD-345,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",48,KA74QR4573,Not Fraud +1806,12/12/2023 4:45,SUV,FTG-713-EFG-678,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",60,KA74QR4574,Not Fraud +1807,12/13/2023 7:15,Bus ,FTG-946-HIJ-901,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,KA74QR4575,Not Fraud +1808,12/14/2023 9:30,Car,FTG-179-KLM-234,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",57,KA74QR4576,Not Fraud +1809,12/15/2023 11:45,Motorcycle,FTG-412-NOP-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",49,KA74QR4577,Not Fraud +1810,12/16/2023 14:15,Truck,FTG-645-QRS-890,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA74QR4578,Not Fraud +1811,12/17/2023 16:30,Van,FTG-878-TUV-123,B-102,Express,Medium,120,110,"12.936687032945434, 77.53113977439017",46,KA74QR4579,Fraud +1812,12/18/2023 18:45,Sedan,FTG-111-WXY-456,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",58,KA74QR4580,Not Fraud +1813,12/20/2023 21:15,SUV,FTG-344-ZAB-789,B-102,Express,Large,140,60,"12.936687032945434, 77.53113977439017",53,KA74QR4581,Fraud +1814,12/22/2023 23:30,Bus ,FTG-577-CDE-012,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",47,KA74QR4582,Not Fraud +1815,12/24/2023 1:45,Car,FTG-810-FGH-345,A-101,Express,Small,70,0,"12.936687032945434, 77.53113977439017",45,KA74QR4583,Fraud +1816,12/25/2023 4:15,Motorcycle,FTG-043-IJK-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,KA10ST8905,Not Fraud +1817,12/26/2023 6:30,Truck,FTG-276-LMN-901,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA10ST8906,Not Fraud +1818,12/27/2023 8:45,Van,FTG-509-OPQ-234,B-102,Regular,Medium,120,60,"12.936687032945434, 77.53113977439017",48,KA10ST8907,Fraud +1819,12/28/2023 11:15,Sedan,FTG-742-RST-567,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",60,KA10ST8908,Not Fraud +1820,12/29/2023 13:30,SUV,FTG-975-UVW-890,B-102,Regular,Large,140,120,"12.936687032945434, 77.53113977439017",42,KA10ST8909,Fraud +1821,12/30/2023 15:45,Bus ,FTG-208-XYZ-123,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,KA10ST8910,Not Fraud +1822,12/31/2023 18:15,Car,FTG-441-BCA-456,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",49,KA10ST8911,Not Fraud +1823,1/1/2023 0:00,Motorcycle,FTG-674-DEF-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",52,KA10ST8912,Not Fraud +1824,1/2/2023 1:30,Truck,FTG-907-GHI-012,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",46,KA10ST8913,Not Fraud +1825,1/3/2023 3:45,Van,FTG-140-JKL-345,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",58,KA10ST8914,Not Fraud +1826,1/4/2023 6:15,Sedan,FTG-373-MNO-678,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",53,KA10ST8915,Not Fraud +1827,1/5/2023 8:30,SUV,FTG-606-PQR-901,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",47,KA10ST8916,Not Fraud +1828,1/6/2023 10:45,Bus ,FTG-839-STU-234,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,KA10ST8917,Not Fraud +1829,1/7/2023 13:15,Car,FTG-072-VWX-567,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",44,KA10ST8918,Not Fraud +1830,1/8/2023 15:30,Motorcycle,FTG-305-YZA-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",59,KA51PQ5678,Not Fraud +1831,1/9/2023 17:45,Truck,FTG-538-BCD-123,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",54,KA51PQ5679,Not Fraud +1832,1/10/2023 20:15,Van,FTG-771-EFG-456,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",43,KA51PQ5680,Not Fraud +1833,1/11/2023 22:30,Sedan,FTG-004-HIJ-789,A-101,Express,Medium,110,90,"12.936687032945434, 77.53113977439017",56,KA51PQ5681,Fraud +1834,1/13/2023 0:45,SUV,FTG-237-KLM-012,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",50,KA51PQ5682,Not Fraud +1835,1/14/2023 3:15,Bus ,FTG-470-NOP-345,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA51PQ5683,Not Fraud +1836,1/15/2023 5:30,Car,FTG-703-QRS-678,A-101,Regular,Small,70,60,"12.936687032945434, 77.53113977439017",55,KA51PQ5684,Fraud +1837,1/16/2023 7:45,Motorcycle,FTG-936-TUV-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",48,KA51PQ5685,Not Fraud +1838,1/17/2023 10:15,Truck,FTG-169-WXY-234,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA51PQ5686,Not Fraud +1839,1/18/2023 12:30,Van,FTG-402-ZAB-567,B-102,Express,Medium,120,70,"12.936687032945434, 77.53113977439017",42,KA51PQ5687,Fraud +1840,1/19/2023 14:45,Sedan,FTG-635-CDE-890,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",57,KA51PQ5688,Not Fraud +1841,1/20/2023 17:15,SUV,FTG-868-FGH-123,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",49,KA51PQ5689,Not Fraud +1842,1/21/2023 19:30,Bus ,FTG-101-IJK-456,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA51PQ5690,Not Fraud +1843,1/22/2023 21:45,Car,FTG-334-LMN-789,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",46,KA51PQ5691,Not Fraud +1844,1/24/2023 0:15,Motorcycle,FTG-567-OPQ-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA51PQ5692,Not Fraud +1845,1/25/2023 2:30,Truck,FTG-800-RST-345,C-103,Express,Large,300,120,"12.936687032945434, 77.53113977439017",53,KA51PQ5693,Fraud +1846,1/26/2023 4:45,Van,FTG-033-UVW-678,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",47,KA51PQ5694,Not Fraud +1847,1/27/2023 7:15,Sedan,FTG-266-XYZ-901,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",51,KA51PQ5695,Not Fraud +1848,1/28/2023 9:30,SUV,FTG-499-BCA-234,B-102,Regular,Large,140,100,"12.936687032945434, 77.53113977439017",44,KA51PQ5696,Fraud +1849,1/29/2023 11:45,Bus ,FTG-732-DEF-567,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,KA51PQ5697,Not Fraud +1850,1/30/2023 14:15,Car,FTG-965-GHI-890,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",54,KA78RS9012,Not Fraud +1851,1/31/2023 16:30,Motorcycle,FTG-198-JKL-123,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",43,KA78RS9013,Not Fraud +1852,2/1/2023 18:45,Truck,FTG-431-MNO-456,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",56,KA78RS9014,Not Fraud +1853,2/2/2023 21:15,Van,FTG-664-PQR-789,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",50,KA78RS9015,Not Fraud +1854,2/3/2023 23:30,Sedan,FTG-897-STU-012,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",45,KA78RS9016,Not Fraud +1855,2/5/2023 1:45,SUV,FTG-130-VWX-345,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",55,KA78RS9017,Not Fraud +1856,2/6/2023 4:15,Bus ,FTG-363-YZA-678,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",48,KA78RS9018,Not Fraud +1857,2/7/2023 6:30,Car,FTG-596-BCD-901,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",60,KA78RS9019,Not Fraud +1858,2/8/2023 8:45,Motorcycle,FTG-829-EFG-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",42,KA78RS9020,Not Fraud +1859,2/9/2023 11:15,Truck,FTG-062-HIJ-567,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,KA78RS9021,Not Fraud +1860,2/10/2023 13:30,Van,FTG-295-KLM-890,B-102,Regular,Medium,120,100,"12.936687032945434, 77.53113977439017",49,KA12TU3456,Fraud +1861,2/11/2023 15:45,Sedan,FTG-528-NOP-123,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",52,KA36VW7890,Not Fraud +1862,2/12/2023 18:15,SUV,FTG-761-QRS-456,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",46,KA45XY1234,Not Fraud +1863,2/13/2023 20:30,Bus ,FTG-994-TUV-789,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA67AB5678,Not Fraud +1864,2/15/2023 22:45,Car,FTG-227-WXY-012,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",53,KA89CD9012,Not Fraud +1865,2/17/2023 1:15,Motorcycle,FTG-460-ZAB-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",47,KA23EF2343,Not Fraud +1866,2/18/2023 3:30,Truck,FTG-693-CDE-678,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,KA78GH6785,Not Fraud +1867,2/19/2023 5:45,Van,FTG-926-FGH-901,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",44,KA56IJ0123,Not Fraud +1868,2/20/2023 8:15,Sedan,FTG-159-IJK-234,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",59,KA90KL3456,Not Fraud +1869,2/21/2023 10:30,SUV,FTG-392-LMN-567,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,KA34MN7890,Not Fraud +1870,2/22/2023 12:45,Bus ,FTG-625-OPQ-890,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",43,KA21OP1234,Not Fraud +1871,2/23/2023 15:15,Car,FTG-859-RST-123,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",56,KA87QR5678,Not Fraud +1872,2/24/2023 17:30,Motorcycle,FTG-092-UVW-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,KA54ST9012,Not Fraud +1873,2/25/2023 19:45,Truck,FTG-325-XYZ-789,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA32UV2345,Not Fraud +1874,2/26/2023 22:15,Van,FTG-558-BCA-012,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA65WX6789,Not Fraud +1875,2/28/2023 0:30,Sedan,FTG-791-DEF-345,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",48,KA98YZ0121,Fraud +1876,1/3/2023 18:30,SUV,FTG-024-GHI-678,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",60,KA43AB1456,Not Fraud +1877,1/4/2023 3:20,Bus ,FTG-257-JKL-901,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,KA76CD7190,Not Fraud +1878,1/5/2023 9:10,Car,FTG-490-MNO-234,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",57,KA09EF1134,Not Fraud +1879,1/6/2023 14:55,Motorcycle,FTG-723-PQR-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",49,KA58GH5618,Not Fraud +1880,1/7/2023 21:40,Truck,FTG-956-STU-890,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA67IJ9112,Not Fraud +1881,1/8/2023 6:25,Van,FTG-684-ABC-234,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",46,KA21KL1345,Not Fraud +1882,1/9/2023 11:12,Sedan,FTG-917-DEF-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",58,KA45MN6189,Not Fraud +1883,1/10/2023 17:05,SUV,FTG-150-GHI-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",53,KA32OP1123,Not Fraud +1884,4/11/2023 10:20,Bus ,FTG-383-JKL-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",47,KA89QR4167,Not Fraud +1885,4/12/2023 16:15,Car,FTG-616-MNO-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",51,KA54ST8101,Not Fraud +1886,4/13/2023 22:05,Motorcycle,FTG-849-PQR-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",44,KA76UV1345,Not Fraud +1887,4/14/2023 3:50,Truck,FTG-082-STU-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,KA12WX1789,Not Fraud +1888,4/15/2023 9:40,Van,FTG-315-VWX-345,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",54,KA98YZ1123,Not Fraud +1889,4/16/2023 15:35,Sedan,FTG-548-YZA-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",43,KA43AB2456,Not Fraud +1890,4/17/2023 22:20,SUV,FTG-781-BCD-901,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",56,KA76CD2890,Not Fraud +1891,4/18/2023 4:10,Bus ,FTG-014-EFG-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",50,KA09EF2234,Not Fraud +1892,4/19/2023 10:00,Car,FTG-247-HIJ-567,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",45,KA58GH2678,Fraud +1893,4/20/2023 15:45,Motorcycle,FTG-480-KLM-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,KA67IJ2012,Not Fraud +1894,4/21/2023 21:35,Truck,FTG-713-NOP-123,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",48,KA21KL2245,Fraud +1895,4/22/2023 4:20,Van,FTG-946-QRS-456,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",60,KA45MN6722,Fraud +1896,4/23/2023 10:10,Sedan,FTG-179-TUV-789,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",42,KA32OP0122,Fraud +1897,4/24/2023 16:00,SUV,FTG-412-WXY-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",57,KA89QR4567,Not Fraud +1898,4/25/2023 21:45,Bus ,FTG-645-ZAB-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",49,KA54ST8901,Not Fraud +1899,4/26/2023 4:30,Car,FTG-878-CDE-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",52,KA76UV2345,Not Fraud +1900,4/27/2023 10:15,Motorcycle,FTG-111-FGH-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",46,KA12WX6789,Not Fraud +1901,4/28/2023 17:00,Truck,FTG-344-IJK-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA98YZ0123,Not Fraud +1902,4/29/2023 22:50,Van,FTG-577-LMN-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",53,KA43AB3456,Not Fraud +1903,4/30/2023 5:35,Sedan,FTG-810-OPQ-890,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",47,KA76CD7890,Not Fraud +1904,5/1/2023 11:25,SUV,FTG-043-RST-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",51,KA09EF1234,Not Fraud +1905,5/2/2023 17:20,Bus ,FTG-276-UVW-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",44,KA58GH5678,Not Fraud +1906,5/3/2023 23:05,Car,FTG-509-XYZ-789,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",59,KA67IJ9012,Not Fraud +1907,5/4/2023 5:00,Motorcycle,FTG-742-BCA-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",54,KA21KL2345,Not Fraud +1908,5/5/2023 10:45,Truck,FTG-975-DEF-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",43,KA45MN6789,Not Fraud +1909,5/6/2023 16:35,Van,FTG-208-GHI-678,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",56,KA32OP0123,Not Fraud +1910,5/7/2023 1:20,Sedan,FTG-441-JKL-901,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",50,KA36XY4567,Not Fraud +1911,5/8/2023 7:10,SUV,FTG-674-MNO-234,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",45,KA22LM7890,Not Fraud +1912,5/9/2023 13:05,Bus ,FTG-907-PQR-567,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA47PQ1234,Not Fraud +1913,5/10/2023 18:50,Car,FTG-140-STU-890,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",48,KA65RS5678,Not Fraud +1914,5/11/2023 1:35,Motorcycle,FTG-373-VWX-123,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,KA89TU9012,Not Fraud +1915,5/12/2023 7:25,Truck,FTG-606-YZA-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA12VW3459,Not Fraud +1916,5/13/2023 13:20,Van,FTG-839-BCD-789,B-102,Regular,Medium,120,90,"12.936687032945434, 77.53113977439017",78,KA34YZ6780,Fraud +1917,5/14/2023 20:05,Sedan,FTG-072-EFG-012,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",53,KA56AB0123,Not Fraud +1918,5/15/2023 1:55,SUV,FTG-305-HIJ-345,B-102,Regular,Large,140,110,"12.936687032945434, 77.53113977439017",92,KA78CD2345,Fraud +1919,5/16/2023 7:40,Bus ,FTG-538-KLM-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA90EF6789,Not Fraud +1920,5/17/2023 13:30,Car,FTG-771-NOP-901,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",105,KA21GH1234,Not Fraud +1921,5/18/2023 19:25,Motorcycle,FTG-004-QRS-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",70,KA43IJ5678,Not Fraud +1922,5/19/2023 2:10,Truck,FTG-237-TUV-567,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",88,KA65KL9012,Not Fraud +1923,5/20/2023 8:00,Van,FTG-470-WXY-890,B-102,Express,Medium,120,70,"12.936687032945434, 77.53113977439017",45,KA87MN3456,Fraud +1924,5/21/2023 13:50,Sedan,FTG-703-ZAB-123,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",72,KA09OP6789,Not Fraud +1925,5/22/2023 20:35,SUV,FTG-936-CDE-456,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",58,KA32QR0121,Not Fraud +1926,5/23/2023 3:20,Bus ,FTG-169-FGH-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",81,KA54ST2341,Not Fraud +1927,5/24/2023 9:15,Car,FTG-402-IJK-012,A-101,Express,Small,70,80,"12.936687032945434, 77.53113977439017",67,KA76UV5678,Fraud +1928,5/25/2023 16:00,Motorcycle,FTG-635-LMN-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",98,KA98WX9912,Not Fraud +1929,5/27/2023 4:35,Truck,FTG-868-OPQ-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",50,KA23YZ3956,Not Fraud +1930,5/28/2023 10:30,Van,FTG-101-RST-901,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",75,KA45AB6489,Not Fraud +1931,5/29/2023 16:20,Sedan,FTG-334-UVW-234,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",62,KA67CD0423,Not Fraud +1932,5/30/2023 23:05,SUV,FTG-567-XYZ-567,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",84,KA89EF2345,Not Fraud +1933,5/31/2023 4:50,Bus ,FTG-800-BCA-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA12GH4678,Not Fraud +1934,6/1/2023 10:40,Car,FTG-033-DEF-123,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",80,KA34IJ4012,Not Fraud +1935,6/2/2023 16:30,Motorcycle,FTG-266-GHI-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,KA56KL4345,Not Fraud +1936,6/3/2023 23:15,Truck,FTG-499-JKL-789,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",90,KA78MN5478,Fraud +1937,6/4/2023 5:05,Van,FTG-732-MNO-012,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",48,KA90OP4012,Not Fraud +1938,6/5/2023 10:50,Sedan,FTG-965-PQR-345,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",77,KA21QR4345,Not Fraud +1939,6/6/2023 16:40,SUV,FTG-198-STU-678,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",63,KA43ST4678,Not Fraud +1940,6/7/2023 1:25,Bus ,FTG-431-VWX-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",87,KA65UV9612,Not Fraud +1941,6/8/2023 7:10,Car,FTG-664-YZA-234,A-101,Express,Small,70,0,"12.936687032945434, 77.53113977439017",52,KA87WX2345,Fraud +1942,6/9/2023 12:55,Motorcycle,FTG-897-BCD-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",95,KA09YZ5878,Not Fraud +1943,6/10/2023 18:45,Truck,FTG-130-EFG-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",73,KA32AB9812,Not Fraud +1944,6/11/2023 0:35,Van,FTG-363-HIJ-123,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",82,KA54CD2845,Not Fraud +1945,6/12/2023 7:20,Sedan,FTG-596-KLM-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",57,KA76EF5878,Not Fraud +1946,6/13/2023 13:10,SUV,FTG-829-NOP-789,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",96,KA98GH9812,Not Fraud +1947,6/14/2023 19:05,Bus ,FTG-062-QRS-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",66,KA23IJ1345,Not Fraud +1948,6/15/2023 1:55,Car,FTG-295-TUV-345,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",89,KA45KL5378,Not Fraud +1949,6/16/2023 7:40,Motorcycle,FTG-528-WXY-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",51,KA67MN9512,Not Fraud +1950,6/17/2023 13:30,Truck,FTG-761-ZAB-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",76,KA89OP2245,Not Fraud +1951,6/18/2023 20:15,Van,FTG-994-CDE-234,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",61,KA12QR5478,Not Fraud +1952,6/19/2023 2:05,Sedan,FTG-227-FGH-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",85,KA34ST9212,Not Fraud +1953,6/20/2023 7:50,SUV,FTG-460-IJK-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",74,KA56UV2345,Not Fraud +1954,6/21/2023 13:40,Bus ,FTG-693-LMN-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",93,KA78WX5678,Not Fraud +1955,6/22/2023 20:25,Car,FTG-926-OPQ-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",49,KA90YZ9812,Not Fraud +1956,6/23/2023 3:10,Motorcycle,FTG-159-RST-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",83,KA21AB2345,Not Fraud +1957,6/24/2023 9:00,Truck,FTG-392-UVW-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,KA43CD5678,Not Fraud +1958,6/25/2023 14:55,Van,FTG-625-XYZ-345,B-102,Regular,Medium,120,60,"12.936687032945434, 77.53113977439017",91,KA65EF9011,Fraud +1959,6/26/2023 21:40,Sedan,FTG-858-BCA-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",71,KA87GH2345,Not Fraud +1960,6/27/2023 4:30,SUV,FTG-091-DEF-901,B-102,Regular,Large,140,110,"12.936687032945434, 77.53113977439017",86,KA55XY6789,Fraud +1961,6/28/2023 10:20,Bus ,FTG-324-GHI-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",56,KA67LM8801,Not Fraud +1962,6/29/2023 16:05,Car,FTG-557-JKL-567,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",79,KA45PQ2245,Not Fraud +1963,6/30/2023 21:55,Motorcycle,FTG-790-MNO-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",64,KA23RS6786,Not Fraud +1964,7/1/2023 4:40,Truck,FTG-023-PQR-123,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",97,KA89TU0125,Fraud +1965,7/2/2023 10:30,Van,FTG-256-STU-456,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",69,KA12VW3499,Not Fraud +1966,7/3/2023 17:15,Sedan,FTG-489-VWX-789,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",94,KA34YZ6781,Not Fraud +1967,7/4/2023 23:05,SUV,FTG-722-YZA-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,KA56AB0124,Not Fraud +1968,7/5/2023 4:50,Bus ,FTG-955-BCD-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",81,KA78CD2347,Not Fraud +1969,7/6/2023 10:35,Car,FTG-188-EFG-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",65,KA90EF6785,Not Fraud +1970,7/7/2023 16:25,Motorcycle,FTG-421-HIJ-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",92,KA21GH1231,Not Fraud +1971,7/8/2023 23:10,Truck,FTG-654-KLM-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",50,KA43IJ5672,Not Fraud +1972,7/9/2023 5:00,Van,FTG-887-NOP-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",75,KA65KL9011,Not Fraud +1973,7/10/2023 10:50,Sedan,FTG-120-QRS-890,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",58,KA87MN3458,Not Fraud +1974,7/11/2023 16:45,SUV,FTG-353-TUV-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",89,KA09OP6788,Not Fraud +1975,7/12/2023 22:30,Bus ,FTG-586-WXY-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",44,KA32QR0123,Not Fraud +1976,7/13/2023 5:15,Car,FTG-819-ZAB-789,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",78,KA54ST2345,Not Fraud +1977,7/14/2023 11:05,Motorcycle,FTG-052-CDE-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",67,KA76UV5078,Not Fraud +1978,7/15/2023 16:55,Truck,FTG-285-FGH-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",95,KA98WX9012,Not Fraud +1979,7/16/2023 23:40,Van,FTG-518-IJK-678,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA23YZ3456,Not Fraud +1980,7/17/2023 5:30,Sedan,FTG-751-LMN-901,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",80,KA45AB6789,Not Fraud +1981,7/18/2023 11:20,SUV,FTG-893-ABC-567,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",62,KA67CD0123,Not Fraud +1982,7/19/2023 18:05,Bus ,FTG-126-DEF-890,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",87,KA89EF2344,Not Fraud +1983,7/20/2023 2:00,Car,FTG-359-GHI-123,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",47,KA12GH5678,Not Fraud +1984,7/21/2023 7:45,Motorcycle,FTG-592-JKL-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",73,KA34IJ9012,Not Fraud +1985,7/22/2023 13:35,Truck,FTG-825-MNO-789,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA56KL2345,Not Fraud +1986,7/23/2023 19:30,Van,FTG-058-PQR-012,B-102,Regular,Medium,120,70,"12.936687032945434, 77.53113977439017",91,KA78MN5678,Fraud +1987,7/24/2023 2:15,Sedan,FTG-291-STU-345,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",53,KA90OP9012,Not Fraud +1988,7/25/2023 8:05,SUV,FTG-524-VWX-678,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA21QR2345,Not Fraud +1989,7/26/2023 13:55,Bus ,FTG-757-YZA-901,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",56,KA43ST5678,Not Fraud +1990,7/27/2023 20:40,Car,FTG-990-BCD-234,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",84,KA65UV9012,Not Fraud +1991,7/28/2023 2:30,Motorcycle,FTG-223-EFG-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",69,KA87WX2344,Not Fraud +1992,7/30/2023 14:05,Truck,FTG-456-HIJ-890,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",94,KA09YZ5678,Not Fraud +1993,7/31/2023 20:50,Van,FTG-689-KLM-123,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",49,KA32AB9012,Not Fraud +1994,8/1/2023 3:35,Sedan,FTG-922-NOP-456,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",76,KA54CD2345,Not Fraud +1995,8/2/2023 9:25,SUV,FTG-155-QRS-789,B-102,Express,Large,140,120,"12.936687032945434, 77.53113977439017",63,KA76EF5678,Fraud +1996,8/3/2023 16:10,Bus ,FTG-388-TUV-012,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",88,KA98GH9012,Not Fraud +1997,8/4/2023 21:55,Car,FTG-621-WXY-345,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",74,KA23IJ2343,Not Fraud +1998,8/5/2023 4:45,Motorcycle,FTG-854-ZAB-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",96,KA45KL5678,Not Fraud +1999,8/6/2023 10:40,Truck,FTG-087-CDE-901,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",61,KA67MN9012,Not Fraud +2000,8/7/2023 16:30,Van,FTG-320-FGH-234,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",85,KA89OP2345,Not Fraud +2001,8/8/2023 23:15,Sedan,FTG-553-IJK-567,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",52,KA12QR5678,Not Fraud +2002,8/9/2023 5:05,SUV,FTG-786-LMN-890,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",79,KA34ST9012,Not Fraud +2003,8/10/2023 10:55,Bus ,FTG-919-OPQ-123,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,KA56UV2145,Not Fraud +2004,8/11/2023 16:40,Car,FTG-152-RST-456,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",90,KA78WX5178,Not Fraud +2005,8/12/2023 22:30,Motorcycle,FTG-385-UVW-789,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",48,KA90YZ9012,Not Fraud +2006,8/13/2023 4:15,Truck,FTG-618-XYZ-012,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",77,KA21AB2145,Fraud +2007,8/14/2023 10:05,Van,FTG-851-BCA-345,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",60,KA43CD5178,Not Fraud +2008,8/15/2023 15:50,Sedan,FTG-084-DEF-678,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",83,KA65EF9012,Fraud +2009,8/16/2023 22:35,SUV,FTG-317-GHI-901,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",71,KA87GH2145,Not Fraud +2010,8/17/2023 4:25,Bus ,FTG-550-JKL-234,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",97,KA09LM3456,Not Fraud +2011,8/18/2023 10:15,Car,FTG-783-MNO-567,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",46,KA34PQ6189,Not Fraud +2012,8/19/2023 16:00,Motorcycle,FTG-016-PQR-890,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",81,KA56RS0223,Not Fraud +2013,8/20/2023 21:50,Truck,FTG-249-STU-123,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,KA78TU4567,Not Fraud +2014,8/21/2023 4:35,Van,FTG-482-VWX-456,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",93,KA90VW8901,Not Fraud +2015,8/22/2023 10:25,Sedan,FTG-715-YZA-789,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",57,KA21XY2345,Not Fraud +2016,8/23/2023 16:20,SUV,FTG-948-BCD-012,B-102,Regular,Large,145,125,"13.21331620748757, 77.55413526894684",86,KA43AB9789,Fraud +2017,8/24/2023 23:05,Bus ,FTG-181-EFG-345,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",55,KA65CD9123,Not Fraud +2018,8/25/2023 4:50,Car,FTG-414-HIJ-678,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,KA87EF9456,Not Fraud +2019,8/26/2023 10:40,Motorcycle,FTG-647-KLM-901,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",63,KA12GH9789,Not Fraud +2020,8/27/2023 16:30,Truck,FTG-880-NOP-234,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",90,GA97GH3456,Not Fraud +2021,8/28/2023 23:15,Van,FTG-113-QRS-567,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",48,MH97IJ7890,Fraud +2022,8/29/2023 5:05,Sedan,FTG-346-TUV-890,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",76,AP98KL1234,Not Fraud +2023,8/30/2023 10:50,SUV,FTG-193-ABC-567,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",58,GA98MN5678,Not Fraud +2024,8/31/2023 17:35,Bus ,FTG-426-DEF-890,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",87,MH98OP9012,Not Fraud +2025,9/1/2023 1:25,Car,FTG-659-GHI-123,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",67,AP99QR3456,Fraud +2026,9/2/2023 7:20,Motorcycle,FTG-892-JKL-456,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",94,GA99ST7890,Not Fraud +2027,9/3/2023 14:05,Truck,FTG-125-MNO-789,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,MH99UV1234,Not Fraud +2028,9/4/2023 19:55,Van,FTG-358-PQR-012,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",89,AP00WX5678,Not Fraud +2029,9/5/2023 2:40,Sedan,FTG-591-STU-345,A-101,Express,Medium,115,60,"13.21331620748757, 77.55413526894684",52,GA00YZ9012,Fraud +2030,9/6/2023 8:30,SUV,FTG-824-VWX-678,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",79,MH00AB1234,Not Fraud +2031,9/7/2023 14:25,Bus ,FTG-057-YZA-901,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,AP01CD5678,Not Fraud +2032,9/8/2023 21:10,Car,FTG-290-BCD-234,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",95,GA01EF9012,Not Fraud +2033,9/9/2023 2:55,Motorcycle,FTG-523-EFG-567,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",44,MH01GH3456,Not Fraud +2034,9/10/2023 8:45,Truck,FTG-756-HIJ-890,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,AP02IJ7890,Not Fraud +2035,9/11/2023 15:30,Van,FTG-989-KLM-123,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,GA02KL1234,Not Fraud +2036,9/12/2023 21:20,Sedan,FTG-222-NOP-456,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",85,MH02MN5678,Not Fraud +2037,9/13/2023 4:05,SUV,FTG-455-QRS-789,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",49,AP03OP9012,Not Fraud +2038,9/14/2023 9:50,Bus ,FTG-688-TUV-012,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",74,GA03QR3456,Not Fraud +2039,9/15/2023 15:40,Car,FTG-921-WXY-345,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",69,MH03ST7890,Not Fraud +2040,9/16/2023 22:25,Motorcycle,FTG-154-ZAB-678,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",92,AP04UV1234,Not Fraud +2041,9/17/2023 4:15,Truck,FTG-387-CDE-901,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",57,GA04WX5678,Not Fraud +2042,9/18/2023 10:00,Van,FTG-620-FGH-234,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",83,MH04YZ9012,Not Fraud +2043,9/19/2023 15:50,Sedan,FTG-853-IJK-567,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",68,AP05AB1234,Not Fraud +2044,9/20/2023 22:35,SUV,FTG-086-LMN-890,B-102,Regular,Large,145,125,"13.21331620748757, 77.55413526894684",96,GA05CD5678,Fraud +2045,9/21/2023 5:20,Bus ,FTG-319-OPQ-123,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",46,MH05EF9012,Fraud +2046,9/22/2023 11:10,Car,FTG-552-RST-456,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,AP06GH3456,Not Fraud +2047,9/23/2023 17:00,Motorcycle,FTG-785-UVW-789,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",60,GA06IJ7890,Not Fraud +2048,9/24/2023 0:45,Truck,FTG-918-XYZ-012,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",88,MH06KL1234,Not Fraud +2049,9/25/2023 6:35,Van,FTG-141-BCA-345,B-102,Express,Medium,125,115,"13.21331620748757, 77.55413526894684",53,AP07MN5678,Fraud +2050,9/26/2023 12:30,Sedan,FTG-374-DEF-678,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",77,GA07OP9012,Not Fraud +2051,9/28/2023 1:00,SUV,FTG-607-GHI-901,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",64,MH07QR3456,Not Fraud +2052,9/29/2023 6:45,Bus ,FTG-840-JKL-234,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",91,AP08ST7890,Not Fraud +2053,9/30/2023 12:35,Car,FTG-073-MNO-567,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",50,GA08UV1234,Not Fraud +2054,10/1/2023 18:30,Motorcycle,FTG-306-PQR-890,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",75,MH08WX5678,Not Fraud +2055,10/2/2023 1:15,Truck,FTG-539-STU-123,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",59,AP09YZ9012,Not Fraud +2056,10/3/2023 7:05,Van,FTG-772-VWX-456,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",84,GA09AB1234,Not Fraud +2057,10/4/2023 12:55,Sedan,FTG-005-YZA-789,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,MH09CD5678,Not Fraud +2058,10/5/2023 19:40,SUV,FTG-238-BCD-012,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",93,AP10EF9012,Not Fraud +2059,10/6/2023 1:30,Bus ,FTG-471-EFG-345,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",45,GA10GH3456,Not Fraud +2060,10/7/2023 7:15,Car,FTG-704-HIJ-678,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",80,MH10IJ7890,Not Fraud +2061,10/8/2023 13:05,Motorcycle,FTG-937-KLM-901,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",62,AP11KL1234,Not Fraud +2062,10/9/2023 19:50,Truck,FTG-170-NOP-234,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,GA11MN5678,Not Fraud +2063,10/10/2023 2:35,Van,FTG-403-QRS-567,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",51,MH11OP9012,Not Fraud +2064,10/11/2023 8:25,Sedan,FTG-636-TUV-890,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",73,AP12QR3456,Not Fraud +2065,10/12/2023 15:10,SUV,FTG-869-WXY-012,B-102,Express,Large,145,115,"13.21331620748757, 77.55413526894684",56,GA12ST7890,Fraud +2066,10/13/2023 21:00,Bus ,FTG-102-ZAB-345,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,MH12UV1234,Not Fraud +2067,10/14/2023 2:45,Car,FTG-335-CDE-678,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",70,AP13WX5678,Fraud +2068,10/15/2023 8:35,Motorcycle,FTG-568-FGH-901,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",97,GA13YZ9012,Not Fraud +2069,1/9/2023 4:05,Truck,FTG-801-IJK-234,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",47,MH13AB1234,Fraud +2070,1/10/2023 9:55,Van,FTG-034-LMN-567,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",84,AP14CD5678,Not Fraud +2071,1/11/2023 16:40,Sedan,FTG-267-OPQ-890,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",65,GA14EF9012,Not Fraud +2072,1/12/2023 22:30,SUV,FTG-500-RST-123,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",92,MH14GH3456,Not Fraud +2073,1/13/2023 5:15,Bus ,FTG-733-UVW-456,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",53,AP15IJ7890,Not Fraud +2074,1/14/2023 11:05,Car,FTG-966-XYZ-789,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",79,GA15KL1234,Not Fraud +2075,1/15/2023 17:50,Motorcycle,FTG-199-BCA-012,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",61,MH15MN5678,Not Fraud +2076,1/16/2023 0:35,Truck,FTG-432-DEF-345,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",89,AP16OP9012,Fraud +2077,1/17/2023 6:25,Van,FTG-665-GHI-678,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",44,GA16QR3456,Not Fraud +2078,12/25/2023 8:05,Sedan,FTG-898-JKL-901,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",78,MH16ST7890,Fraud +2079,12/26/2023 13:55,SUV,FTG-131-MNO-234,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",67,AP17UV1234,Not Fraud +2080,12/27/2023 20:40,Bus ,FTG-364-PQR-567,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",95,GA17WX5678,Not Fraud +2081,12/28/2023 2:30,Car,FTG-597-STU-890,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",55,MH17YZ9012,Not Fraud +2082,12/29/2023 8:20,Motorcycle,FTG-830-VWX-123,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,AP18AB1234,Not Fraud +2083,12/30/2023 15:05,Truck,FTG-063-YZA-456,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,GA18CD5678,Not Fraud +2084,12/31/2023 20:55,Van,FTG-296-BCD-789,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",87,MH18EF9012,Not Fraud +2085,1/1/2023 3:40,Sedan,FTG-529-EFG-012,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",47,AP19GH3456,Not Fraud +2086,1/2/2023 9:30,SUV,FTG-762-HIJ-345,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",73,GA19IJ7890,Not Fraud +2087,1/3/2023 16:15,Bus ,FTG-995-KLM-678,C-103,Express,Large,330,60,"13.21331620748757, 77.55413526894684",68,MH19KL1234,Fraud +2088,1/4/2023 22:00,Car,FTG-228-NOP-901,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",91,AP20MN5678,Not Fraud +2089,1/5/2023 3:45,Motorcycle,FTG-461-QRS-234,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,GA20OP9012,Not Fraud +2090,1/6/2023 9:35,Truck,FTG-694-TUV-567,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",82,MH20QR3456,Fraud +2091,1/7/2023 15:30,Van,FTG-927-WXY-890,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",56,AP21ST7890,Not Fraud +2092,1/8/2023 22:15,Sedan,FTG-160-ZAB-123,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,GA21UV1234,Not Fraud +2093,12/13/2023 6:35,SUV,FTG-393-CDE-456,B-102,Express,Large,145,115,"13.21331620748757, 77.55413526894684",69,MH21WX5678,Fraud +2094,12/14/2023 12:25,Bus ,FTG-626-FGH-789,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",94,AP22YZ9012,Not Fraud +2095,12/15/2023 18:15,Car,FTG-859-IJK-012,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",49,GA22AB1234,Not Fraud +2096,12/16/2023 1:00,Motorcycle,FTG-092-LMN-345,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",76,MH22CD5678,Not Fraud +2097,12/17/2023 6:50,Truck,FTG-325-OPQ-678,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",63,AP23EF9012,Fraud +2098,12/18/2023 13:35,Van,FTG-558-RST-901,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",88,GA23GH3456,Not Fraud +2099,12/19/2023 19:25,Sedan,FTG-791-UVW-234,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",74,MH23IJ7890,Not Fraud +2100,12/20/2023 2:10,SUV,FTG-024-XYZ-567,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",96,AP24KL1234,Not Fraud +2101,12/21/2023 8:00,Bus ,FTG-257-BCA-890,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",61,GA24MN5678,Not Fraud +2102,12/22/2023 13:45,Car,FTG-490-DEF-123,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",85,MH24OP9012,Not Fraud +2103,12/23/2023 20:30,Motorcycle,FTG-723-GHI-456,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,AP25QR3456,Not Fraud +2104,12/24/2023 2:20,Truck,FTG-956-JKL-789,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,GA25ST7890,Not Fraud +2105,11/26/2023 22:10,Van,FTG-189-MNO-012,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",66,MH25UV1234,Not Fraud +2106,11/27/2023 5:00,Sedan,FTG-422-PQR-345,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",90,AP26WX5678,Not Fraud +2107,11/28/2023 10:45,SUV,FTG-655-STU-678,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",48,GA26YZ9012,Not Fraud +2108,11/29/2023 16:35,Bus ,FTG-888-VWX-901,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",77,MH26AB1234,Not Fraud +2109,11/30/2023 23:20,Car,FTG-121-YZA-234,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",60,AP27CD5678,Fraud +2110,12/1/2023 5:05,Motorcycle,FTG-354-BCD-567,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",83,GA27EF9012,Not Fraud +2111,12/2/2023 10:55,Truck,FTG-587-EFG-890,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,MH27GH3456,Not Fraud +2112,12/3/2023 16:45,Van,FTG-820-HIJ-123,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",97,AP28IJ7890,Fraud +2113,12/4/2023 23:30,Sedan,FTG-053-KLM-456,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",46,GA28KL1234,Not Fraud +2114,12/5/2023 4:15,SUV,FTG-286-NOP-789,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",81,MH28MN5678,Not Fraud +2115,12/6/2023 10:05,Bus ,FTG-519-QRS-012,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,AP29OP9012,Not Fraud +2116,12/7/2023 16:50,Car,FTG-752-TUV-345,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",93,GA29QR3456,Not Fraud +2117,12/8/2023 22:40,Motorcycle,FTG-985-WXY-678,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",57,MH29ST7890,Not Fraud +2118,12/9/2023 5:25,Truck,FTG-218-ABC-567,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,AP30UV1234,Not Fraud +2119,12/10/2023 11:15,Van,FTG-451-DEF-890,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",55,GA30WX5678,Not Fraud +2120,12/11/2023 18:00,Sedan,FTG-684-GHI-123,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",82,MH30YZ9012,Not Fraud +2121,12/12/2023 23:50,SUV,FTG-917-JKL-456,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",63,AP31AB1234,Not Fraud +2122,11/3/2023 3:50,Bus ,FTG-150-MNO-789,C-103,Regular,Large,330,90,"13.21331620748757, 77.55413526894684",90,GA31CD5678,Fraud +2123,11/4/2023 9:40,Car,FTG-383-PQR-012,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",48,MH31EF9012,Not Fraud +2124,11/5/2023 15:30,Motorcycle,FTG-616-STU-345,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",76,AP32GH3456,Not Fraud +2125,11/6/2023 22:15,Truck,FTG-849-VWX-678,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",58,GA32IJ7890,Not Fraud +2126,11/7/2023 4:05,Van,FTG-082-YZA-901,B-102,Regular,Medium,125,100,"13.21331620748757, 77.55413526894684",87,MH32KL1234,Fraud +2127,11/8/2023 9:50,Sedan,FTG-315-BCD-234,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",67,AP33MN5678,Not Fraud +2128,11/9/2023 16:35,SUV,FTG-548-EFG-567,B-102,Regular,Large,145,125,"13.21331620748757, 77.55413526894684",94,GA33OP9012,Fraud +2129,11/10/2023 22:25,Bus ,FTG-781-HIJ-890,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,MH33QR3456,Not Fraud +2130,11/11/2023 5:10,Car,FTG-014-KLM-123,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",89,AP34ST7890,Not Fraud +2131,11/12/2023 11:00,Motorcycle,FTG-247-NOP-456,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,GA34UV1234,Not Fraud +2132,11/13/2023 16:50,Truck,FTG-480-QRS-789,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,MH34WX5678,Not Fraud +2133,11/14/2023 23:35,Van,FTG-713-TUV-012,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",66,AP35YZ9012,Not Fraud +2134,11/15/2023 5:25,Sedan,FTG-946-WXY-345,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",95,GA35AB1234,Fraud +2135,11/16/2023 11:10,SUV,FTG-179-ZAB-678,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",44,MH35CD5678,Not Fraud +2136,11/17/2023 17:00,Bus ,FTG-412-CDE-901,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,AP36EF9012,Not Fraud +2137,11/18/2023 22:45,Car,FTG-645-FGH-234,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",61,GA36GH3456,Not Fraud +2138,11/19/2023 4:35,Motorcycle,FTG-878-IJK-567,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",85,MH36IJ7890,Not Fraud +2139,11/20/2023 10:20,Truck,FTG-111-LMN-890,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",49,AP37KL1234,Not Fraud +2140,11/21/2023 16:10,Van,FTG-344-OPQ-123,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",74,GA37MN5678,Not Fraud +2141,11/22/2023 23:00,Sedan,FTG-577-RST-456,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",69,MH37OP9012,Not Fraud +2142,11/23/2023 4:45,SUV,FTG-810-UVW-789,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",92,AP38QR3456,Not Fraud +2143,11/24/2023 10:35,Bus ,FTG-043-XYZ-012,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",57,GA38ST7890,Fraud +2144,11/25/2023 16:20,Car,FTG-276-BCA-345,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",83,MH38UV1234,Not Fraud +2145,10/16/2023 14:30,Motorcycle,FTG-509-DEF-678,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",68,AP39WX5678,Not Fraud +2146,10/17/2023 21:15,Truck,FTG-742-GHI-901,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,GA39YZ9012,Not Fraud +2147,10/18/2023 3:05,Van,FTG-975-JKL-234,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",46,MH39AB1234,Not Fraud +2148,10/19/2023 8:55,Sedan,FTG-208-MNO-567,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",81,AP40CD5678,Not Fraud +2149,10/20/2023 14:40,SUV,FTG-441-PQR-890,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",60,GA40EF9012,Not Fraud +2150,10/21/2023 20:30,Bus ,FTG-674-STU-123,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",88,MH40GH3456,Not Fraud +2151,10/22/2023 3:15,Car,FTG-907-VWX-456,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",53,AP41IJ7890,Not Fraud +2152,10/23/2023 9:05,Motorcycle,FTG-140-YZA-789,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",77,GA41KL1234,Not Fraud +2153,10/24/2023 14:50,Truck,FTG-373-BCD-012,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,MH41MN5678,Not Fraud +2154,10/25/2023 21:35,Van,FTG-606-EFG-345,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",91,AP42OP9012,Not Fraud +2155,10/26/2023 3:25,Sedan,FTG-839-HIJ-678,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",50,GA42QR3456,Not Fraud +2156,10/27/2023 9:10,SUV,FTG-115-DCV-737,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",75,MH42ST7890,Fraud +2157,10/28/2023 15:00,Bus ,FTG-116-NBH-422,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",59,AP43UV1234,Not Fraud +2158,10/29/2023 20:55,Car,FTG-117-LKI-109,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",84,GA43WX5678,Not Fraud +2159,10/30/2023 3:40,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",66,MH43YZ9012,Not Fraud +2160,10/31/2023 9:30,Truck,FTG-119-FRD-533,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",93,AP44AB1234,Not Fraud +2161,11/1/2023 16:15,Van,FTG-120-TYU-220,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",45,GA44CD5678,Not Fraud +2162,11/2/2023 22:05,Sedan,FTG-121-BVC-917,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",80,MH44EF9012,Not Fraud +2163,2/5/2023 14:30,SUV,FTG-122-XSW-659,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",62,AP45GH3456,Not Fraud +2164,3/10/2023 10:45,Bus ,FTG-123-NMK-300,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,GA45IJ7890,Not Fraud +2165,4/15/2023 18:00,Car,FTG-124-CDE-398,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",51,MH45KL1234,Not Fraud +2166,5/20/2023 22:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",73,AP46MN5678,Not Fraud +2167,6/25/2023 16:30,Truck,FTG-126-PLM-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",56,GA46OP9012,Not Fraud +2168,7/30/2023 12:45,Van,FTG-127-HGT-509,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",82,MH46QR3456,Not Fraud +2169,8/4/2023 20:00,Sedan,FTG-128-WSX-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",70,AP47ST7890,Not Fraud +2170,9/9/2023 2:15,SUV,FTG-129-QAZ-643,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",97,GA47UV1234,Not Fraud +2171,10/14/2023 6:30,Bus ,FTG-130-LPO-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",47,MH47WX5678,Not Fraud +2172,11/19/2023 4:45,Car,FTG-131-ZAS-947,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",84,AP48YZ9012,Fraud +2173,12/24/2023 9:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",65,GA48AB1234,Not Fraud +2174,1/3/2023 11:15,Truck,FTG-133-JOP-341,C-103,Regular,Large,330,90,"13.21331620748757, 77.55413526894684",92,MH48CD5678,Fraud +2175,2/7/2023 13:30,Van,FTG-134-RFV-038,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",53,AP49EF9012,Not Fraud +2176,3/12/2023 15:45,Sedan,FTG-135-EDC-765,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",79,GA49GH3456,Not Fraud +2177,4/17/2023 17:00,SUV,FTG-136-OKM-438,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",61,MH49IJ7890,Not Fraud +2178,5/22/2023 19:15,Bus ,FTG-137-NJI-179,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",89,AP50KL1234,Not Fraud +2179,6/27/2023 21:30,Car,FTG-138-LKJ-866,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",44,GA50MN5678,Not Fraud +2180,8/1/2023 23:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",78,MH50OP9012,Not Fraud +2181,9/6/2023 1:00,Truck,FTG-140-POU-219,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",67,AP51QR3456,Not Fraud +2182,10/11/2023 3:15,Van,FTG-141-ZXC-984,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",95,GA51ST7890,Fraud +2183,11/16/2023 5:30,Sedan,FTG-142-VBN-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",55,MH51UV1234,Not Fraud +2184,12/21/2023 7:45,SUV,FTG-143-QWE-324,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,AP52WX5678,Not Fraud +2185,1/5/2023 10:00,Bus ,FTG-144-MKH-048,C-103,Express,Large,330,100,"13.21331620748757, 77.55413526894684",62,GA52YZ9012,Fraud +2186,2/9/2023 12:15,Car,FTG-145-DCF-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,MH52AB1234,Not Fraud +2187,3/14/2023 14:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",47,AP53CD5678,Not Fraud +2188,4/19/2023 16:45,Truck,FTG-147-XCV-144,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,GA53EF9012,Not Fraud +2189,5/24/2023 18:00,Van,FTG-148-JKL-876,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",68,MH53GH3456,Not Fraud +2190,6/29/2023 20:15,Sedan,FTG-149-RFD-544,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,AP54IJ7890,Not Fraud +2191,8/3/2023 22:30,SUV,FTG-150-HGT-214,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",52,GA54KL1234,Not Fraud +2192,9/8/2023 0:45,Bus ,FTG-151-YUI-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,MH54MN5678,Not Fraud +2193,10/13/2023 3:00,Car,FTG-152-BVC-653,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,AP55OP9012,Not Fraud +2194,11/18/2023 5:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,GA55QR3456,Not Fraud +2195,12/23/2023 7:30,Truck,FTG-154-KJH-093,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",69,MH55ST7890,Not Fraud +2196,1/7/2023 9:45,Van,FTG-155-EDC-735,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",94,AP56UV1234,Fraud +2197,2/11/2023 12:00,Sedan,FTG-156-LMK-432,A-101,Express,Medium,115,0,"13.21331620748757, 77.55413526894684",49,GA56WX5678,Fraud +2198,3/16/2023 14:15,SUV,FTG-157-PLN-100,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,MH56YZ9012,Not Fraud +2199,4/21/2023 16:30,Bus ,FTG-158-VFR-873,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,AP57AB1234,Not Fraud +2200,5/26/2023 18:45,Car,FTG-159-WSX-523,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,GA57CD5678,Not Fraud +2201,7/1/2023 21:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",74,MH57EF9012,Not Fraud +2202,8/6/2023 23:15,Truck,FTG-161-POU-982,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,AP58GH3456,Not Fraud +2203,9/11/2023 1:30,Van,FTG-162-NJH-652,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,GA58IJ7890,Not Fraud +2204,10/16/2023 3:45,Sedan,FTG-163-ZXC-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",85,MH58KL1234,Not Fraud +2205,11/21/2023 6:00,SUV,FTG-164-OKM-092,B-102,Express,Large,145,115,"13.21331620748757, 77.55413526894684",52,AP59MN5678,Fraud +2206,12/26/2023 8:15,Bus ,FTG-165-LKJ-725,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,GA59OP9012,Not Fraud +2207,1/9/2023 10:30,Car,FTG-166-HGT-422,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",66,MH59QR3456,Fraud +2208,2/13/2023 12:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",90,KA56RS0121,Not Fraud +2209,3/18/2023 15:00,Truck,FTG-168-DCV-874,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,KA78TU3456,Not Fraud +2210,4/23/2023 17:15,Van,FTG-169-NBH-544,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",77,GA60UV1234,Not Fraud +2211,5/28/2023 19:30,Sedan,FTG-170-POI-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",60,MH60WX5678,Not Fraud +2212,7/2/2023 21:45,SUV,FTG-171-WSX-947,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",83,AP61YZ9012,Not Fraud +2213,8/8/2023 0:00,Bus ,FTG-172-QAZ-657,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,GA61AB1234,Not Fraud +2214,9/13/2023 2:15,Car,FTG-173-KJH-327,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",97,MH61CD5678,Fraud +2215,10/18/2023 4:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",46,AP62EF9012,Not Fraud +2216,11/23/2023 6:45,Truck,FTG-175-YUI-775,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",81,GA62GH3456,Fraud +2217,12/28/2023 9:00,Van,FTG-176-CDE-437,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,MH62IJ7890,Not Fraud +2218,1/11/2023 11:15,Sedan,FTG-177-LMK-108,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",93,AP63KL1234,Not Fraud +2219,2/15/2023 13:30,SUV,FTG-178-NJH-886,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",57,GA63MN5678,Not Fraud +2220,3/20/2023 15:45,Bus ,FTG-179-RFD-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,MH63OP9012,Not Fraud +2221,4/25/2023 18:00,Car,FTG-180-TGB-218,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",55,AP64QR3456,Not Fraud +2222,5/30/2023 20:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",82,GA64ST7890,Not Fraud +2223,7/4/2023 22:30,Truck,FTG-182-XCV-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,MH64UV1234,Not Fraud +2224,8/10/2023 0:45,Van,FTG-183-LKJ-328,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",90,AP65WX5678,Not Fraud +2225,9/15/2023 3:00,Sedan,FTG-184-POU-099,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",48,GA65YZ9012,Not Fraud +2226,10/20/2023 5:15,SUV,FTG-185-ZXC-775,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,MH65AB1234,Not Fraud +2227,11/25/2023 7:30,Bus ,FTG-186-PLM-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",58,AP66CD5678,Not Fraud +2228,12/30/2023 9:45,Car,FTG-187-HGT-159,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,GA66EF9012,Not Fraud +2229,1/13/2023 12:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",67,MH66GH3456,Not Fraud +2230,2/17/2023 14:15,Truck,FTG-189-QAZ-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",94,AP67IJ7890,Not Fraud +2231,3/22/2023 16:30,Van,FTG-190-RFD-215,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",71,GA67KL1234,Not Fraud +2232,4/27/2023 18:45,Sedan,FTG-191-YUI-957,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",89,MH67MN5678,Fraud +2233,6/1/2023 21:00,SUV,FTG-192-BVC-654,B-102,Express,Large,145,100,"13.21331620748757, 77.55413526894684",52,AP68OP9012,Fraud +2234,7/6/2023 23:15,Bus ,FTG-193-NBH-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,GA68QR3456,Not Fraud +2235,8/12/2023 1:30,Car,FTG-194-KJH-095,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,MH68ST7890,Not Fraud +2236,9/17/2023 3:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",95,AP69UV1234,Not Fraud +2237,10/22/2023 6:00,Truck,FTG-196-LMK-442,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",44,GA69WX5678,Not Fraud +2238,11/27/2023 8:15,Van,FTG-197-PLN-149,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",78,MH69YZ9012,Not Fraud +2239,1/15/2023 10:30,Sedan,FTG-198-VFR-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",61,AP70AB1234,Not Fraud +2240,2/19/2023 12:45,SUV,FTG-199-WSX-543,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",85,GA70CD5678,Not Fraud +2241,3/24/2023 15:00,Bus ,FTG-200-QAZ-230,C-103,Express,Large,330,125,"13.21331620748757, 77.55413526894684",49,MH70EF9012,Fraud +2242,4/29/2023 17:15,Car,FTG-201-XYZ-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",74,AP71GH3456,Not Fraud +2243,6/3/2023 19:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",69,GA71IJ7890,Not Fraud +2244,7/8/2023 21:45,Truck,FTG-203-PQR-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,MH71KL1234,Not Fraud +2245,8/14/2023 0:00,Van,FTG-204-DEF-048,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",57,AP72MN5678,Not Fraud +2246,9/19/2023 2:15,Sedan,FTG-205-LMN-765,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",83,GA72OP9012,Not Fraud +2247,10/24/2023 4:30,SUV,FTG-206-GHI-431,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",68,MH72QR3456,Not Fraud +2248,11/29/2023 6:45,Bus ,FTG-207-JKL-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,AP73ST7890,Not Fraud +2249,1/17/2023 9:00,Car,FTG-208-UVW-871,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",46,GA73UV1234,Not Fraud +2250,2/21/2023 11:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",81,MH73WX5678,Not Fraud +2251,3/26/2023 13:30,Truck,FTG-210-MNO-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",60,AP74YZ9012,Not Fraud +2252,5/1/2023 15:45,Van,FTG-211-QWE-687,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",88,GA74AB1234,Fraud +2253,6/6/2023 18:00,Sedan,FTG-212-ZXC-664,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",53,MH74CD5678,Not Fraud +2254,7/11/2023 20:15,SUV,FTG-213-POI-361,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",77,AP75EF9012,Not Fraud +2255,8/16/2023 22:30,Bus ,FTG-214-KJH-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,GA75GH3456,Not Fraud +2256,9/21/2023 0:45,Car,FTG-215-DCV-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",91,MH75IJ7890,Not Fraud +2257,10/26/2023 3:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",50,AP76KL1234,Not Fraud +2258,12/1/2023 5:15,Truck,FTG-217-LKI-149,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",75,GA76MN5678,Not Fraud +2259,1/19/2023 7:30,Van,FTG-218-UYT-876,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",59,MH76OP9012,Not Fraud +2260,2/23/2023 9:45,Sedan,FTG-219-FRD-523,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,AP77QR3456,Not Fraud +2261,4/1/2023 12:00,SUV,FTG-220-TYU-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",66,GA77ST7890,Not Fraud +2262,5/6/2023 14:15,Bus ,FTG-221-BVC-927,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",93,MH77UV1234,Not Fraud +2263,6/11/2023 16:30,Car,FTG-222-XSW-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",45,AP78WX5678,Not Fraud +2264,7/16/2023 18:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,GA78YZ9012,Not Fraud +2265,8/21/2023 21:00,Truck,FTG-224-CDE-098,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",62,MH78AB1234,Fraud +2266,9/26/2023 23:15,Van,FTG-225-VBN-725,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",86,AP79CD5678,Not Fraud +2267,11/1/2023 1:30,Sedan,FTG-226-PLM-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",51,GA79EF9012,Not Fraud +2268,12/6/2023 3:45,SUV,FTG-227-HGT-102,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",73,MH79GH3456,Not Fraud +2269,1/21/2023 6:00,Bus ,FTG-228-WSX-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",56,AP80IJ7890,Not Fraud +2270,2/25/2023 8:15,Car,FTG-229-QAZ-523,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,GA80KL1234,Not Fraud +2271,4/2/2023 10:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",70,MH80MN5678,Not Fraud +2272,5/7/2023 12:45,Truck,FTG-231-ZAS-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",97,AP81OP9012,Not Fraud +2273,6/12/2023 15:00,Van,FTG-232-IXC-624,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",47,GA81QR3456,Not Fraud +2274,7/17/2023 17:15,Sedan,FTG-233-JOP-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,MH81ST7890,Not Fraud +2275,8/22/2023 19:30,SUV,FTG-234-RFV-018,B-102,Express,Large,145,125,"13.21331620748757, 77.55413526894684",65,AP82UV1234,Fraud +2276,9/27/2023 21:45,Bus ,FTG-235-EDC-765,C-103,Regular,Large,330,100,"13.21331620748757, 77.55413526894684",92,GA82WX5678,Fraud +2277,11/2/2023 0:00,Car,FTG-236-OKM-431,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",53,MH82YZ9012,Not Fraud +2278,12/7/2023 2:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",79,AP83AB1234,Not Fraud +2279,1/23/2023 4:30,Truck,FTG-238-LKJ-816,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",61,GA83CD5678,Fraud +2280,2/27/2023 6:45,Van,FTG-239-UTY-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",89,MH83EF9012,Not Fraud +2281,4/4/2023 9:00,Sedan,FTG-240-POU-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",44,AP84GH3456,Not Fraud +2282,5/9/2023 11:15,SUV,FTG-241-ZXC-927,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",78,GA84IJ7890,Not Fraud +2283,7/19/2023 15:45,Bus ,FTG-242-VBN-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",67,MH84KL1234,Not Fraud +2284,8/24/2023 18:00,Car,FTG-243-QWE-351,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",95,AP85MN5678,Not Fraud +2285,9/29/2023 20:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",55,GA85OP9012,Not Fraud +2286,11/3/2023 22:30,Truck,FTG-245-DCF-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",80,MH85QR3456,Not Fraud +2287,12/9/2023 0:45,Van,FTG-246-POI-482,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",62,AP86ST7890,Not Fraud +2288,1/25/2023 3:00,Sedan,FTG-247-XCV-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",87,GA86UV1234,Not Fraud +2289,3/1/2023 5:15,SUV,FTG-248-JKL-896,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",47,MH86WX5678,Not Fraud +2290,4/6/2023 7:30,Bus ,FTG-249-RFD-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,AP87YZ9012,Not Fraud +2291,5/11/2023 9:45,Car,FTG-250-HGT-240,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",68,GA87AB1234,Not Fraud +2292,6/16/2023 12:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",91,MH87CD5678,Not Fraud +2293,7/21/2023 14:15,Truck,FTG-252-BVC-644,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,AP88EF9012,Not Fraud +2294,8/26/2023 16:30,Van,FTG-253-NBH-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",82,GA88GH3456,Not Fraud +2295,10/1/2023 18:45,Sedan,FTG-254-KJH-038,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",56,MH88IJ7890,Not Fraud +2296,11/6/2023 21:00,SUV,FTG-255-EDC-765,B-102,Regular,Large,145,115,"13.21331620748757, 77.55413526894684",84,AP89KL1234,Fraud +2297,12/11/2023 23:15,Bus ,FTG-256-LMK-422,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",69,GA89MN5678,Not Fraud +2298,1/27/2023 1:30,Car,FTG-257-PLN-109,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",94,MH89OP9012,Fraud +2299,3/3/2023 3:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",49,AP90QR3456,Not Fraud +2300,4/8/2023 6:00,Truck,FTG-259-WSX-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",76,GA90ST7890,Not Fraud +2301,5/13/2023 8:15,Van,FTG-260-QAZ-230,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",63,MH90UV1234,Not Fraud +2302,6/18/2023 10:30,Sedan,FTG-261-POU-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",88,AP91WX5678,Not Fraud +2303,7/23/2023 12:45,SUV,FTG-262-NJH-254,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",74,GA91YZ9012,Not Fraud +2304,8/28/2023 15:00,Bus ,FTG-263-ZXC-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,MH91AB1234,Not Fraud +2305,10/2/2023 17:15,Car,FTG-264-OKM-038,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",61,AP92CD5678,Not Fraud +2306,11/7/2023 19:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",85,GA92EF9012,Not Fraud +2307,12/12/2023 21:45,Truck,FTG-266-HGT-422,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH92GH3456,Not Fraud +2308,1/29/2023 0:00,Van,FTG-267-MKF-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",79,AP93IJ7890,Not Fraud +2309,3/5/2023 2:15,Sedan,FTG-268-DCV-846,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,GA93KL1234,Not Fraud +2310,5/15/2023 6:45,SUV,FTG-269-NBH-543,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",90,MH93MN5678,Not Fraud +2311,6/20/2023 9:00,Bus ,FTG-270-POI-280,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,AP94OP9012,Not Fraud +2312,7/25/2023 11:15,Car,FTG-271-WSX-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",77,GA94QR3456,Not Fraud +2313,8/30/2023 13:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",60,MH94ST7890,Not Fraud +2314,10/4/2023 15:45,Truck,FTG-273-KJH-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",83,AP95UV1234,Not Fraud +2315,11/9/2023 18:00,Van,FTG-274-VFR-028,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",71,GA95WX5678,Not Fraud +2316,12/14/2023 20:15,Sedan,FTG-275-YUI-765,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",97,MH95YZ9012,Fraud +2317,1/31/2023 22:30,SUV,FTG-276-CAE-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",46,AP96AB1234,Not Fraud +2318,3/7/2023 0:45,Bus ,FTG-277-LMK-109,C-103,Regular,Large,330,100,"13.21331620748757, 77.55413526894684",81,GA96CD5678,Fraud +2319,4/12/2023 3:00,Car,FTG-278-NAH-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",64,MH96EF9012,Not Fraud +2320,5/17/2023 5:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",93,AP97GH3456,Not Fraud +2321,6/22/2023 7:30,Truck,FTG-280-TGB-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",57,GA97IJ7890,Not Fraud +2322,7/27/2023 9:45,Van,FTG-281-BAC-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",86,MH97KL1234,Not Fraud +2323,9/1/2023 12:00,Sedan,FTG-282-XCV-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",55,AP98MN5678,Not Fraud +2324,10/6/2023 14:15,SUV,FTG-283-LAJ-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",82,GA98OP9012,Not Fraud +2325,11/11/2023 16:30,Bus ,FTG-284-POU-098,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",63,MH98QR3456,Fraud +2326,12/16/2023 18:45,Car,FTG-285-ZAC-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",90,AP99ST7890,Not Fraud +2327,2/2/2023 21:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",48,GA99UV1234,Not Fraud +2328,3/8/2023 23:15,Truck,FTG-287-HGT-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",76,MH99WX5678,Not Fraud +2329,4/14/2023 1:30,Van,FTG-288-WAX-876,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",58,AP00YZ9012,Fraud +2330,5/19/2023 3:45,Sedan,FTG-289-QAZ-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",87,GA00AB1234,Not Fraud +2331,6/24/2023 6:00,SUV,FTG-290-RAD-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",67,MH00CD5678,Not Fraud +2332,9/3/2023 10:30,Bus ,FTG-291-YUI-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",94,KA34ST6781,Not Fraud +2333,10/8/2023 12:45,Car,FTG-292-BAC-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",71,AP01EF9012,Not Fraud +2334,11/13/2023 15:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",89,GA01GH3456,Not Fraud +2335,12/18/2023 17:15,Truck,FTG-294-KJH-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH01IJ7890,Not Fraud +2336,2/4/2023 19:30,Van,FTG-295-EAC-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",79,AP02KL1234,Not Fraud +2337,3/10/2023 21:45,Sedan,FTG-296-LMK-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,GA02MN5678,Not Fraud +2338,4/16/2023 0:00,SUV,FTG-297-PLN-109,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",95,MH02OP9012,Fraud +2339,5/21/2023 2:15,Bus ,FTG-298-VAR-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",44,AP03QR3456,Not Fraud +2340,6/26/2023 4:30,Car,FTG-299-WSX-543,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",78,GA03ST7890,Fraud +2341,8/1/2023 6:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",61,MH03UV1234,Not Fraud +2342,9/6/2023 9:00,Truck,FTG-301-XAZ-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",85,AP04WX5678,Not Fraud +2343,10/11/2023 11:15,Van,FTG-302-ABC-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",49,GA04YZ9012,Not Fraud +2344,11/16/2023 13:30,Sedan,FTG-303-PAR-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",74,MH04AB1234,Not Fraud +2345,12/21/2023 15:45,SUV,FTG-304-DEF-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",69,AP05CD5678,Not Fraud +2346,2/6/2023 18:00,Bus ,FTG-305-LAN-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,GA05EF9012,Not Fraud +2347,3/12/2023 20:15,Car,FTG-306-GHI-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",57,MH05GH3456,Not Fraud +2348,4/17/2023 22:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",83,AP06IJ7890,Not Fraud +2349,5/23/2023 0:45,Truck,FTG-308-UAW-876,C-103,Express,Large,330,125,"13.21331620748757, 77.55413526894684",68,GA06KL1234,Fraud +2350,6/28/2023 3:00,Van,FTG-309-RST-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",96,MH06MN5678,Not Fraud +2351,8/2/2023 5:15,Sedan,FTG-310-MAO-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",46,AP07OP9012,Not Fraud +2352,9/7/2023 7:30,SUV,FTG-311-QWE-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",81,GA07QR3456,Not Fraud +2353,10/12/2023 9:45,Bus ,FTG-312-ZAC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",60,MH07ST7890,Not Fraud +2354,11/17/2023 12:00,Car,FTG-313-POI-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,AP08UV1234,Not Fraud +2355,12/22/2023 14:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",53,GA08WX5678,Not Fraud +2356,2/8/2023 16:30,Truck,FTG-315-DAV-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",77,MH08YZ9012,Not Fraud +2357,3/14/2023 18:45,Van,FTG-316-NBH-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,AP09AB1234,Not Fraud +2358,4/19/2023 21:00,Sedan,FTG-317-LKI-109,A-101,Regular,Medium,115,0,"13.21331620748757, 77.55413526894684",91,GA09CD5678,Fraud +2359,5/25/2023 23:15,SUV,FTG-318-UYA-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",50,MH09EF9012,Not Fraud +2360,7/1/2023 1:30,Bus ,FTG-319-FRD-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",75,AP10GH3456,Not Fraud +2361,8/6/2023 3:45,Car,FTG-320-TAU-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",59,GA10IJ7890,Not Fraud +2362,9/11/2023 6:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,MH10KL1234,Not Fraud +2363,11/21/2023 10:30,Truck,FTG-322-XSW-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,AP11MN5678,Not Fraud +2364,12/26/2023 12:45,Van,FTG-323-NAK-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",93,GA11OP9012,Not Fraud +2365,2/10/2023 15:00,Sedan,FTG-324-CDE-098,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",45,MH11QR3456,Not Fraud +2366,3/16/2023 17:15,SUV,FTG-325-VJN-765,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,AP12ST7890,Not Fraud +2367,4/21/2023 19:30,Bus ,FTG-326-PLM-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,GA12UV1234,Not Fraud +2368,5/27/2023 21:45,Car,FTG-327-HJT-109,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",86,MH12WX5678,Not Fraud +2369,7/2/2023 0:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",51,AP13YZ9012,Not Fraud +2370,8/7/2023 2:15,Truck,FTG-329-QJZ-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,GA13AB1234,Not Fraud +2371,9/12/2023 4:30,Van,FTG-330-LPO-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",56,MH13CD5678,Not Fraud +2372,10/17/2023 6:45,Sedan,FTG-331-ZAS-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",82,AP14EF9012,Not Fraud +2373,11/22/2023 9:00,SUV,FTG-332-IJC-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",70,GA14GH3456,Not Fraud +2374,12/27/2023 11:15,Bus ,FTG-333-JOP-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",97,MH14IJ7890,Not Fraud +2375,2/12/2023 13:30,Car,FTG-334-RHV-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",47,AP15KL1234,Not Fraud +2376,3/18/2023 15:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,GA15MN5678,Not Fraud +2377,4/23/2023 18:00,Truck,FTG-336-OHM-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",65,MH15OP9012,Not Fraud +2378,5/29/2023 20:15,Van,FTG-337-NJI-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",92,AP16QR3456,Not Fraud +2379,7/3/2023 22:30,Sedan,FTG-338-LHJ-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",53,GA16ST7890,Not Fraud +2380,8/9/2023 0:45,SUV,FTG-339-UTY-543,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",79,MH16UV1234,Fraud +2381,9/14/2023 3:00,Bus ,FTG-340-PHU-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",61,AP17WX5678,Not Fraud +2382,10/19/2023 5:15,Car,FTG-341-ZHC-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",89,GA17YZ9012,Not Fraud +2383,11/24/2023 7:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",44,MH17AB1234,Not Fraud +2384,12/29/2023 9:45,Truck,FTG-343-QWE-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,AP18CD5678,Not Fraud +2385,2/14/2023 12:00,Van,FTG-344-MHH-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",67,GA18EF9012,Not Fraud +2386,3/20/2023 14:15,Sedan,FTG-345-DCF-765,A-101,Regular,Medium,115,0,"13.21331620748757, 77.55413526894684",95,MH18GH3456,Fraud +2387,4/25/2023 16:30,SUV,FTG-346-PHI-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",55,AP19IJ7890,Not Fraud +2388,6/1/2023 18:45,Bus ,FTG-347-XCV-109,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",80,GA19KL1234,Fraud +2389,7/7/2023 21:00,Car,FTG-348-JHL-876,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",62,MH19MN5678,Fraud +2390,8/12/2023 23:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",87,AP20OP9012,Not Fraud +2391,9/18/2023 1:30,Truck,FTG-350-HKT-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",47,GA20QR3456,Not Fraud +2392,10/23/2023 3:45,Van,FTG-351-YUI-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",73,MH20ST7890,Not Fraud +2393,11/28/2023 6:00,Sedan,FTG-352-BKC-654,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",68,AP21UV1234,Fraud +2394,1/2/2023 8:15,SUV,FTG-353-NBH-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",91,GA21WX5678,Not Fraud +2395,2/6/2023 10:30,Bus ,FTG-354-KJH-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH21YZ9012,Not Fraud +2396,3/12/2023 12:45,Car,FTG-355-ELC-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,AP22AB1234,Not Fraud +2397,4/17/2023 15:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",56,GA22CD5678,Not Fraud +2398,5/23/2023 17:15,Truck,FTG-357-PSN-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",84,MH22EF9012,Not Fraud +2399,6/28/2023 19:30,Van,FTG-358-VFR-876,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",65,AP23GH3456,Not Fraud +2400,8/3/2023 21:45,Sedan,FTG-359-WUX-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",78,GA23IJ7890,Not Fraud +2401,9/9/2023 0:00,SUV,FTG-360-QRZ-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",53,MH23KL1234,Not Fraud +2402,10/14/2023 2:15,Bus ,FTG-361-POU-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,AP24MN5678,Not Fraud +2403,11/19/2023 4:30,Car,FTG-362-NRH-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",60,GA24OP9012,Not Fraud +2404,12/24/2023 6:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",105,MH24QR3456,Not Fraud +2405,2/7/2023 9:00,Truck,FTG-364-OEM-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",70,AP25ST7890,Not Fraud +2406,3/13/2023 11:15,Van,FTG-365-LKJ-765,B-102,Regular,Medium,125,115,"13.21331620748757, 77.55413526894684",88,GA25UV1234,Fraud +2407,4/18/2023 13:30,Sedan,FTG-366-HET-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",45,MH25WX5678,Not Fraud +2408,5/24/2023 15:45,SUV,FTG-367-MKF-109,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",72,AP26YZ9012,Not Fraud +2409,6/29/2023 18:00,Bus ,FTG-368-DEV-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",58,GA26AB1234,Not Fraud +2410,8/4/2023 20:15,Car,FTG-369-NBH-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,MH26CD5678,Not Fraud +2411,9/9/2023 22:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",67,AP27EF9012,Not Fraud +2412,10/14/2023 0:45,Truck,FTG-371-WEX-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",98,GA27GH3456,Not Fraud +2413,11/19/2023 3:00,Van,FTG-372-QYZ-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",50,MH27IJ7890,Not Fraud +2414,12/24/2023 5:15,Sedan,FTG-373-KYH-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",75,AP28KL1234,Not Fraud +2415,2/8/2023 7:30,SUV,FTG-374-VFR-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",62,GA28MN5678,Not Fraud +2416,3/14/2023 9:45,Bus ,FTG-375-YUI-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",84,MH28OP9012,Not Fraud +2417,4/19/2023 12:00,Car,FTG-376-CDE-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",55,AP29QR3456,Not Fraud +2418,5/25/2023 14:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,GA29ST7890,Not Fraud +2419,6/30/2023 16:30,Truck,FTG-378-NJH-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",68,MH29UV1234,Not Fraud +2420,8/5/2023 18:45,Van,FTG-379-RFD-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",90,AP30WX5678,Not Fraud +2421,9/10/2023 21:00,Sedan,FTG-380-TKB-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",48,GA30YZ9012,Not Fraud +2422,10/16/2023 23:15,SUV,FTG-381-BVC-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",77,MH30AB1234,Not Fraud +2423,11/22/2023 1:30,Bus ,FTG-382-XCV-654,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",63,AP31CD5678,Fraud +2424,12/27/2023 3:45,Car,FTG-383-LLJ-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,GA31EF9012,Not Fraud +2425,2/10/2023 6:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,MH31GH3456,Not Fraud +2426,3/16/2023 8:15,Truck,FTG-385-ZSC-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",95,AP32IJ7890,Not Fraud +2427,4/21/2023 10:30,Van,FTG-386-PLM-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",73,GA32KL1234,Not Fraud +2428,5/27/2023 12:45,Sedan,FTG-387-HST-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",82,MH32MN5678,Not Fraud +2429,7/2/2023 15:00,SUV,FTG-388-WSX-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",57,AP33OP9012,Not Fraud +2430,8/7/2023 17:15,Bus ,FTG-389-QAZ-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,GA33QR3456,Not Fraud +2431,9/12/2023 19:30,Car,FTG-390-RFD-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,MH33ST7890,Not Fraud +2432,10/17/2023 21:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",89,AP34UV1234,Not Fraud +2433,10/11/2023 3:45,Truck,FTG-392-BVC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",51,GA34WX5678,Not Fraud +2434,11/16/2023 6:00,Van,FTG-393-NSH-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",76,MH34YZ9012,Not Fraud +2435,12/21/2023 8:15,Sedan,FTG-394-KJH-098,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",61,AP35AB1234,Not Fraud +2436,2/5/2023 9:00,SUV,FTG-395-ESC-765,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",85,GA35CD5678,Fraud +2437,3/11/2023 11:15,Bus ,FTG-396-LMK-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",74,MH35EF9012,Not Fraud +2438,4/16/2023 13:30,Car,FTG-397-PSN-109,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",93,AP36GH3456,Fraud +2439,5/21/2023 15:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",49,GA36IJ7890,Not Fraud +2440,6/26/2023 18:00,Truck,FTG-399-WSX-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",83,MH36KL1234,Not Fraud +2441,9/6/2023 22:30,Van,FTG-400-QBZ-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",59,AP37MN5678,Not Fraud +2442,10/12/2023 0:45,Sedan,FTG-401-XYZ-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,GA37OP9012,Not Fraud +2443,11/17/2023 3:00,SUV,FTG-402-AXC-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",71,MH37QR3456,Not Fraud +2444,12/22/2023 5:15,Bus ,FTG-403-PQR-321,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",86,AP38ST7890,Fraud +2445,2/6/2023 7:30,Car,FTG-404-DXF-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,GA38UV1234,Not Fraud +2446,3/12/2023 9:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",79,MH38WX5678,Not Fraud +2447,4/17/2023 12:00,Truck,FTG-406-GHI-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,AP39YZ9012,Not Fraud +2448,5/22/2023 14:15,Van,FTG-407-JKL-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",97,GA39AB1234,Not Fraud +2449,6/27/2023 16:30,Sedan,FTG-408-UVW-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",69,MH39CD5678,Not Fraud +2450,8/2/2023 18:45,SUV,FTG-409-RST-543,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",94,AP40EF9012,Not Fraud +2451,9/7/2023 21:00,Bus ,FTG-410-MNO-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",54,GA40GH3456,Not Fraud +2452,10/13/2023 23:15,Car,FTG-411-QPE-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,MH40IJ7890,Not Fraud +2453,11/19/2023 1:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",65,AP41KL1234,Not Fraud +2454,12/24/2023 3:45,Truck,FTG-413-PPI-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,GA41MN5678,Not Fraud +2455,2/7/2023 6:00,Van,FTG-414-KJH-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",50,MH41OP9012,Not Fraud +2456,3/13/2023 8:15,Sedan,FTG-415-DCV-765,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",75,AP42QR3456,Not Fraud +2457,4/18/2023 10:30,SUV,FTG-416-NDH-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",58,GA42ST7890,Not Fraud +2458,5/23/2023 12:45,Bus ,FTG-417-LDI-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",89,MH42UV1234,Not Fraud +2459,6/28/2023 15:00,Car,FTG-418-UDT-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",44,AP43WX5678,Not Fraud +2460,8/3/2023 17:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",78,GA43YZ9012,Not Fraud +2461,9/8/2023 19:30,Truck,FTG-420-TRU-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",67,MH43AB1234,Not Fraud +2462,10/13/2023 21:45,Van,FTG-421-BVC-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",95,AP44CD5678,Not Fraud +2463,11/18/2023 0:00,Sedan,FTG-422-XSW-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",55,GA44EF9012,Not Fraud +2464,12/23/2023 2:15,SUV,FTG-423-NRK-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,MH44GH3456,Not Fraud +2465,2/7/2023 4:30,Bus ,FTG-424-CDE-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,AP45IJ7890,Not Fraud +2466,3/13/2023 6:45,Car,FTG-425-VRN-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,GA45KL1234,Not Fraud +2467,4/18/2023 9:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",47,MH45MN5678,Not Fraud +2468,5/23/2023 11:15,Truck,FTG-427-HGT-109,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",73,AP46OP9012,Fraud +2469,6/28/2023 13:30,Van,FTG-428-WSX-876,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",68,GA46QR3456,Fraud +2470,8/3/2023 15:45,Sedan,FTG-429-QSZ-543,A-101,Regular,Medium,115,100,"13.21331620748757, 77.55413526894684",91,MH46ST7890,Fraud +2471,9/8/2023 18:00,SUV,FTG-430-LPO-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",53,AP47UV1234,Not Fraud +2472,10/13/2023 20:15,Bus ,FTG-431-ZAS-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,GA47WX5678,Not Fraud +2473,11/18/2023 22:30,Car,FTG-432-IYC-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,MH47YZ9012,Not Fraud +2474,12/24/2023 0:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,AP48AB1234,Not Fraud +2475,2/7/2023 3:00,Truck,FTG-434-RYV-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",69,GA48CD5678,Not Fraud +2476,3/13/2023 5:15,Van,FTG-435-UDC-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",94,MH48EF9012,Not Fraud +2477,4/18/2023 7:30,Sedan,FTG-436-OOM-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",49,AP49GH3456,Not Fraud +2478,5/23/2023 9:45,SUV,FTG-437-OJI-109,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,GA49IJ7890,Not Fraud +2479,6/28/2023 12:00,Bus ,FTG-438-LPJ-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,MH49KL1234,Not Fraud +2480,8/3/2023 14:15,Car,FTG-439-UTY-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,AP50MN5678,Not Fraud +2481,9/8/2023 16:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",74,GA50OP9012,Not Fraud +2482,10/13/2023 18:45,Truck,FTG-441-ZXC-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,MH50QR3456,Not Fraud +2483,11/18/2023 21:00,Van,FTG-442-VBN-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,KA09AB0123,Not Fraud +2484,12/23/2023 23:15,Sedan,FTG-443-QWE-321,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",85,KA32CD3456,Fraud +2485,2/7/2023 1:30,SUV,FTG-444-MKH-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",52,KA54EF6789,Not Fraud +2486,3/13/2023 3:45,Bus ,FTG-445-DCF-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,KA76GH0123,Not Fraud +2487,4/18/2023 6:00,Car,FTG-446-POI-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,KA98IJ3456,Not Fraud +2488,5/23/2023 8:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",90,KA23KL6782,Not Fraud +2489,6/28/2023 10:30,Truck,FTG-448-JKL-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,KA45MN0121,Not Fraud +2490,8/3/2023 12:45,Van,FTG-449-RFD-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",77,KA67OP3456,Not Fraud +2491,9/8/2023 15:00,Sedan,FTG-450-HGT-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",60,KA89QR6787,Not Fraud +2492,10/13/2023 17:15,SUV,FTG-451-YUI-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",83,KA87IJ6789,Not Fraud +2493,11/18/2023 19:30,Bus ,FTG-452-BVC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,KA09KL0123,Not Fraud +2494,12/23/2023 21:45,Car,FTG-453-NPH-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",97,KA32OP3456,Not Fraud +2495,2/7/2023 0:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",46,KA54QR6789,Not Fraud +2496,3/13/2023 2:15,Truck,FTG-455-EDC-765,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",81,KA76ST0123,Fraud +2497,4/18/2023 4:30,Van,FTG-456-LMK-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,KA98UV3456,Not Fraud +2498,5/23/2023 6:45,Sedan,FTG-457-PLN-109,A-101,Regular,Medium,115,60,"13.21331620748757, 77.55413526894684",93,KA23WX6781,Fraud +2499,6/28/2023 9:00,SUV,FTG-458-VQR-876,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",57,KA45YZ0122,Fraud +2500,8/3/2023 11:15,Bus ,FTG-459-WQX-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,KA67AB3456,Not Fraud +2501,9/6/2023 5:55,Bus ,FTG-001-ACC-123,A-101,Express,Large,350,350,"13.059816123454882, 77.77068662374292",65,KA11AB1232,Not Fraud +2502,9/21/2023 21:20,Car,FTG-002-XCZ-456,B-102,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",78,KA66CD5672,Not Fraud +2503,10/10/2023 12:46,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA88IF9012,Not Fraud +2504,10/25/2023 4:11,Truck,FTG-044-LMN-321,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA11EH3456,Not Fraud +2505,11/13/2023 19:36,Van,FTG-505-DEF-654,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",60,KA44YJ6789,Not Fraud +2506,11/28/2023 11:01,Sedan,FTG-066-GHI-947,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",105,KA77OL0123,Not Fraud +2507,12/17/2023 2:26,SUV,FTG-707-YKL-210,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",70,KA22PN4567,Not Fraud +2508,1/1/2023 17:51,Bus ,FTG-088-URW-543,C-103,Regular,Large,350,160,"13.059816123454882, 77.77068662374292",88,KA21QP8901,Fraud +2509,1/20/2023 9:17,Car,FTG-909-RRT-876,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",45,KA16ER2345,Not Fraud +2510,2/5/2023 0:42,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",72,KA22RT6789,Not Fraud +2511,2/24/2023 16:07,Truck,FTG-021-QRE-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",58,KA12RV0123,Not Fraud +2512,3/11/2023 7:32,Van,FTG-011-ZXC-432,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",81,KA35TX3454,Not Fraud +2513,3/26/2023 22:57,Sedan,FTG-013-PCI-109,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",67,KA38YZ6783,Not Fraud +2514,4/14/2023 14:23,SUV,FTG-014-KCH-876,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",98,KA14AB0121,Not Fraud +2515,4/29/2023 5:48,Bus ,FTG-055-DWV-543,A-101,Express,Large,350,350,"13.059816123454882, 77.77068662374292",50,KA40CD4567,Not Fraud +2516,5/18/2023 21:13,Car,FTG-066-NIH-210,B-102,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",75,KA17EF8901,Not Fraud +2517,6/2/2023 12:38,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",62,KA20GH2345,Not Fraud +2518,6/21/2023 4:03,Truck,FTG-088-UYT-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",84,KA01CD5678,Not Fraud +2519,7/6/2023 19:29,Van,FTG-099-FRD-321,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",55,KA12FG8901,Not Fraud +2520,7/25/2023 10:54,Sedan,FTG-120-TYU-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",80,KA34HI2341,Not Fraud +2521,8/9/2023 2:19,SUV,FTG-121-BVC-765,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",68,KA45JK6781,Not Fraud +2522,8/28/2023 17:44,Bus ,FTG-122-XSW-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA56LM0121,Not Fraud +2523,9/12/2023 9:09,Car,FTG-123-NMK-109,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",48,KA67NO4561,Not Fraud +2524,10/1/2023 0:34,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA78PQ8900,Not Fraud +2525,10/16/2023 15:59,Truck,FTG-125-VBN-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA89RS1231,Not Fraud +2526,11/4/2023 7:24,Van,FTG-126-PLM-210,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",87,KA90TU5671,Not Fraud +2527,11/19/2023 22:49,Sedan,FTG-127-HGT-987,A-101,Express,Medium,160,140,"13.059816123454882, 77.77068662374292",52,KA23VW8911,Fraud +2528,12/8/2023 14:14,SUV,FTG-128-WSX-654,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",95,KA34XY2341,Not Fraud +2529,12/23/2023 5:39,Bus ,FTG-129-QAZ-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA45ZB6779,Not Fraud +2530,1/6/2023 21:04,Car,FTG-130-LPO-098,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA56BC0121,Not Fraud +2531,1/24/2023 12:30,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",57,KA67DE4565,Not Fraud +2532,2/8/2023 3:55,Truck,FTG-132-IXC-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA78FG8905,Not Fraud +2533,2/27/2023 19:20,Van,FTG-033-JCP-109,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",66,KA89HI1235,Not Fraud +2534,3/14/2023 10:45,Sedan,FTG-134-RFV-876,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",89,KA90JK5675,Not Fraud +2535,3/29/2023 2:10,SUV,FTG-135-EDC-543,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",51,KA23LM8905,Not Fraud +2536,4/17/2023 17:35,Bus ,FTG-136-OKM-210,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA34NO2341,Not Fraud +2537,5/2/2023 9:00,Car,FTG-137-NJI-987,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",61,KA45PQ6782,Fraud +2538,5/21/2023 0:26,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA56RS0128,Not Fraud +2539,6/5/2023 15:51,Truck,FTG-029-UTY-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA67TU4566,Not Fraud +2540,6/24/2023 7:16,Van,FTG-140-POU-098,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",93,KA78VW8906,Not Fraud +2541,7/9/2023 22:41,Sedan,FTG-141-ZXC-765,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",49,KA89XY1231,Not Fraud +2542,7/29/2023 14:06,SUV,FTG-142-VBN-432,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",83,KA90ZB5658,Not Fraud +2543,8/13/2023 5:31,Bus ,FTG-143-QWE-109,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",59,KA23BC8902,Fraud +2544,9/1/2023 20:57,Car,FTG-034-MKH-876,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",91,KA34DE2342,Not Fraud +2545,9/17/2023 12:22,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",71,KA45FG6782,Not Fraud +2546,10/6/2023 3:47,Truck,FTG-036-POI-210,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",86,KA56HI0121,Not Fraud +2547,10/21/2023 19:12,Van,FTG-347-XCV-987,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",56,KA67JK4561,Fraud +2548,11/9/2023 10:37,Sedan,FTG-048-JKL-654,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",79,KA78LM8909,Not Fraud +2549,11/24/2023 2:03,SUV,FTG-049-RCD-321,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",64,KA89NO1231,Fraud +2550,12/13/2023 17:28,Bus ,FTG-040-HGT-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",97,KA90PQ5673,Not Fraud +2551,12/28/2023 8:53,Car,FTG-041-YUI-765,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",69,KA23RS8902,Not Fraud +2552,1/5/2023 0:18,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",94,KA34TU2342,Not Fraud +2553,1/22/2023 15:44,Truck,FTG-043-NBH-109,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",54,KA45VW6783,Not Fraud +2554,2/9/2023 7:09,Van,FTG-044-KJH-876,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",81,KA56XY0121,Not Fraud +2555,2/24/2023 22:34,Sedan,FTG-053-EDC-543,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",65,KA67TB4567,Not Fraud +2556,3/16/2023 14:59,SUV,FTG-046-LMK-210,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",92,KA78BC8601,Not Fraud +2557,3/31/2023 6:24,Bus ,FTG-057-PLN-887,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",50,KA89DE1634,Not Fraud +2558,4/19/2023 21:50,Car,FTG-558-VFR-654,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",75,KA90FG5578,Not Fraud +2559,5/5/2023 13:15,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",58,KA23HI8501,Not Fraud +2560,5/24/2023 4:40,Truck,FTG-060-QDZ-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",89,KA34JK2545,Not Fraud +2561,6/8/2023 20:05,Van,FTG-061-PDU-765,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",44,KA45LM6759,Not Fraud +2562,6/27/2023 11:30,Sedan,FTG-052-NJH-432,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",78,KA56NO0523,Not Fraud +2563,7/12/2023 2:55,SUV,FTG-053-ZXC-109,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",67,KA67PQ4467,Not Fraud +2564,7/31/2023 18:20,Bus ,FTG-054-OKM-876,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",95,KA78RS8401,Not Fraud +2565,8/15/2023 9:46,Car,FTG-055-LKJ-543,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",55,KA89TU1434,Not Fraud +2566,9/3/2023 1:11,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",80,KA90VW5478,Not Fraud +2567,9/18/2023 16:36,Truck,FTG-077-MKF-987,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA23XY8401,Not Fraud +2568,10/7/2023 8:01,Van,FTG-068-DDV-654,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",87,KA34TB2345,Fraud +2569,10/22/2023 23:26,Sedan,FTG-059-NBH-321,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",47,KA45BC6189,Not Fraud +2570,11/10/2023 14:51,SUV,FTG-060-POI-098,B-102,Regular,Large,180,100,"13.059816123454882, 77.77068662374292",73,KA56DE0113,Fraud +2571,11/25/2023 6:17,Bus ,FTG-061-WSX-765,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",68,KA67FG4167,Fraud +2572,12/14/2023 21:42,Car,FTG-062-QAZ-432,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",91,KA78HI8101,Not Fraud +2573,12/30/2023 13:07,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA89JK1134,Not Fraud +2574,1/7/2023 4:32,Truck,FTG-064-VFR-876,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",82,KA90LM5178,Not Fraud +2575,1/24/2023 20:57,Van,FTG-065-YUI-543,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",56,KA23NO8101,Not Fraud +2576,2/11/2023 12:22,Sedan,FTG-066-CDE-210,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",84,KA34PQ2145,Not Fraud +2577,2/26/2023 3:48,SUV,FTG-067-LMK-987,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",69,KA45RS6719,Not Fraud +2578,3/17/2023 19:13,Bus ,FTG-068-NJH-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",94,KA56TU0113,Not Fraud +2579,4/2/2023 10:38,Car,FTG-069-RFD-321,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",49,KA67VW4167,Not Fraud +2580,4/21/2023 2:03,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",76,KA78XY8101,Not Fraud +2581,5/6/2023 17:28,Truck,FTG-083-BVC-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA89NB1234,Not Fraud +2582,5/26/2023 8:53,Van,FTG-082-XRV-432,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",88,KA90BC5278,Not Fraud +2583,6/10/2023 0:19,Sedan,FTG-073-LKJ-109,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",74,KA14AB1122,Not Fraud +2584,6/29/2023 15:44,SUV,FTG-074-POU-876,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",96,KA34FG2245,Not Fraud +2585,7/14/2023 7:09,Bus ,FTG-055-ZXC-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",61,KA45HI6289,Not Fraud +2586,8/2/2023 22:34,Car,FTG-066-PLM-210,A-101,Regular,Small,120,100,"13.059816123454882, 77.77068662374292",85,KA56JK0223,Fraud +2587,8/18/2023 14:59,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",52,KA67LM4267,Not Fraud +2588,9/6/2023 6:24,Truck,FTG-058-WSX-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA78NO8201,Not Fraud +2589,9/21/2023 21:50,Van,FTG-099-QAZ-321,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",66,KA89PQ1134,Not Fraud +2590,10/10/2023 13:15,Sedan,FTG-050-RFD-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",90,KA90RS5278,Not Fraud +2591,10/25/2023 4:40,SUV,FTG-081-YUI-765,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",48,KA23TU8921,Not Fraud +2592,11/13/2023 20:05,Bus ,FTG-082-BVC-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",77,KA34VW2245,Not Fraud +2593,11/28/2023 11:30,Car,FTG-063-NBH-109,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",60,KA45XY6289,Not Fraud +2594,12/17/2023 2:55,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",83,KA56NB0123,Not Fraud +2595,1/1/2023 18:20,Truck,FTG-055-EDC-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",71,KA15CD3344,Not Fraud +2596,1/20/2023 9:46,Van,FTG-095-LMK-210,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",97,KA16EF5566,Not Fraud +2597,2/5/2023 1:11,Sedan,FTG-077-PLN-987,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",46,KA17GH7788,Not Fraud +2598,2/24/2023 16:36,SUV,FTG-088-VFR-654,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",81,KA18IJ9900,Not Fraud +2599,3/11/2023 8:01,Bus ,FTG-079-WSX-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",64,KA19KL1122,Not Fraud +2600,3/26/2023 23:26,Car,FTG-170-QAZ-098,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",93,KA20MN3344,Not Fraud +2601,1/22/2023 23:57,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",57,KA21OP5566,Not Fraud +2602,2/7/2023 15:22,Truck,FTG-121-ABC-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",86,KA22QR7788,Not Fraud +2603,2/26/2023 6:48,Van,FTG-131-PQR-321,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",55,KA23ST9900,Fraud +2604,3/13/2023 22:13,Sedan,FTG-114-DEF-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",82,KA24UV1122,Not Fraud +2605,4/1/2023 13:38,SUV,FTG-125-LMN-665,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",63,KA25WX3344,Not Fraud +2606,4/20/2023 5:03,Bus ,FTG-106-GHI-332,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA26YZ5566,Not Fraud +2607,5/5/2023 20:28,Car,FTG-107-JKL-009,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",48,KA23NB8901,Not Fraud +2608,5/25/2023 11:54,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",76,KA14AB4567,Not Fraud +2609,6/9/2023 3:19,Truck,FTG-109-RST-443,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",58,KA15CD8901,Not Fraud +2610,6/28/2023 18:44,Van,FTG-110-MNO-110,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",87,KA16EF2345,Not Fraud +2611,7/14/2023 10:09,Sedan,FTG-111-QWE-887,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",67,KA17GH6789,Fraud +2612,8/2/2023 1:34,SUV,FTG-112-ZXC-454,B-102,Regular,Large,180,140,"13.059816123454882, 77.77068662374292",94,KA18IJ0123,Fraud +2613,8/17/2023 17:00,Bus ,FTG-113-POI-323,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",71,KA19KL4567,Not Fraud +2614,9/5/2023 8:25,Car,FTG-114-KJH-088,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",89,KA20MN8901,Fraud +2615,9/20/2023 23:50,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",52,KA21OP2345,Not Fraud +2616,10/9/2023 15:15,Truck,FTG-116-NBH-332,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA22QR6789,Not Fraud +2617,10/24/2023 6:40,Van,FTG-117-LKI-009,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",66,KA23ST0123,Not Fraud +2618,11/12/2023 22:05,Sedan,FTG-118-UYT-886,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",95,KA24UV4567,Not Fraud +2619,11/28/2023 13:30,SUV,FTG-119-FRD-333,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",44,KA25WX8901,Not Fraud +2620,12/17/2023 4:56,Bus ,FTG-120-TRU-110,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA78ZE8901,Not Fraud +2621,1/1/2023 20:21,Car,FTG-121-BVC-986,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",61,KA26YZ2345,Not Fraud +2622,1/20/2023 11:46,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA27AB6789,Not Fraud +2623,2/4/2023 3:11,Truck,FTG-123-NMK-331,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",49,KA28CD0123,Not Fraud +2624,2/23/2023 18:36,Van,FTG-124-CDE-798,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",74,KA29EF4567,Not Fraud +2625,3/11/2023 10:02,Sedan,FTG-125-VBN-755,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",69,KA30GH8901,Not Fraud +2626,3/26/2023 1:27,SUV,FTG-126-PLM-442,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",92,KA31IJ2345,Not Fraud +2627,4/14/2023 16:52,Bus ,FTG-127-HGT-009,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",57,KA32KL6789,Not Fraud +2628,4/29/2023 8:17,Car,FTG-128-WSX-856,A-101,Regular,Small,120,100,"13.059816123454882, 77.77068662374292",83,KA33MN0123,Fraud +2629,5/18/2023 23:42,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",68,KA34OP4567,Not Fraud +2630,6/3/2023 15:07,Truck,FTG-130-LPO-010,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA35QR8901,Not Fraud +2631,6/22/2023 6:33,Van,FTG-131-ZAS-887,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",46,KA36ST2345,Fraud +2632,7/7/2023 21:58,Sedan,FTG-132-IXC-454,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",81,KA37UV6789,Not Fraud +2633,7/26/2023 13:23,SUV,FTG-133-JOP-331,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",60,KA45TB6789,Not Fraud +2634,8/10/2023 4:48,Bus ,FTG-134-RRV-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",88,KA38WX0123,Not Fraud +2635,8/29/2023 20:13,Car,FTG-125-EDC-765,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",53,KA39YZ4567,Not Fraud +2636,9/14/2023 11:39,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA40AB8901,Not Fraud +2637,10/3/2023 3:04,Truck,FTG-137-NRI-109,C-103,Express,Large,350,160,"13.059816123454882, 77.77068662374292",64,KA41CD2345,Fraud +2638,10/18/2023 18:29,Van,FTG-128-LKJ-876,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",91,KA42EF6789,Not Fraud +2639,11/6/2023 9:54,Sedan,FTG-129-UTY-543,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",50,KA43GH0123,Not Fraud +2640,11/21/2023 1:19,SUV,FTG-141-POU-210,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",75,KA44IJ4567,Not Fraud +2641,12/10/2023 16:44,Bus ,FTG-121-ZXC-987,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",59,KA45KL8901,Not Fraud +2642,12/25/2023 8:10,Car,FTG-122-VBN-654,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",84,KA46MN2345,Not Fraud +2643,1/2/2023 23:35,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA47OP6789,Not Fraud +2644,1/20/2023 15:00,Truck,FTG-124-MKH-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",93,KA48QR0123,Not Fraud +2645,2/4/2023 6:25,Van,FTG-125-DCF-765,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",45,KA49ST4567,Not Fraud +2646,2/23/2023 21:50,Sedan,FTG-126-POI-432,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",80,KA90ZU5678,Not Fraud +2647,3/11/2023 13:16,SUV,FTG-127-XCV-109,B-102,Express,Large,180,90,"13.059816123454882, 77.77068662374292",62,KA50UV8901,Fraud +2648,3/26/2023 4:41,Bus ,FTG-128-JKL-876,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",86,KA51WX2345,Not Fraud +2649,4/14/2023 20:06,Car,FTG-229-RFD-543,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",51,KA52AZ6789,Not Fraud +2650,4/30/2023 11:31,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",73,KA53AB0123,Not Fraud +2651,5/19/2023 2:56,Truck,FTG-121-YUI-987,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",56,KA54CD4567,Not Fraud +2652,6/3/2023 18:22,Van,FTG-122-BVC-654,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",82,KA55EF8901,Not Fraud +2653,6/22/2023 9:47,Sedan,FTG-123-NBH-321,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",70,KA56GH2345,Not Fraud +2654,7/7/2023 1:12,SUV,FTG-144-KJH-098,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",97,KA57IJ6789,Not Fraud +2655,7/26/2023 16:37,Bus ,FTG-145-EDC-745,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",47,KA58KL0123,Not Fraud +2656,8/11/2023 8:02,Car,FTG-156-LMK-422,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",84,KA59AN4567,Fraud +2657,8/30/2023 23:27,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",65,KA60OP8901,Not Fraud +2658,9/15/2023 14:53,Truck,FTG-158-VFR-866,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA61QR2345,Not Fraud +2659,10/4/2023 6:18,Van,FTG-159-WSX-443,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",53,KA67YB4567,Not Fraud +2660,10/19/2023 21:43,Sedan,FTG-160-QAZ-211,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",79,KA62ST6789,Not Fraud +2661,11/7/2023 13:08,SUV,FTG-161-POU-997,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",61,KA63UV0123,Fraud +2662,11/22/2023 4:33,Bus ,FTG-162-NJH-554,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",89,KA64WX4567,Not Fraud +2663,12/11/2023 19:59,Car,FTG-133-ZXC-321,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",44,KA65YZ8901,Not Fraud +2664,12/27/2023 11:24,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",78,KA66AB2345,Not Fraud +2665,1/5/2023 2:49,Truck,FTG-135-LKJ-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",67,KA67AD6789,Not Fraud +2666,1/22/2023 18:14,Van,FTG-136-HGT-432,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",95,KA68EF0123,Fraud +2667,2/9/2023 9:39,Sedan,FTG-166-MKF-109,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",55,KA69GH4567,Not Fraud +2668,2/24/2023 1:05,SUV,FTG-168-DRV-876,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",80,KA70IJ8901,Not Fraud +2669,3/15/2023 16:30,Bus ,FTG-169-NIH-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA27AB7788,Not Fraud +2670,3/30/2023 7:55,Car,FTG-140-POI-210,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",87,KA28CD9900,Not Fraud +2671,4/18/2023 23:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",47,KA29EF1122,Not Fraud +2672,5/4/2023 14:45,Truck,FTG-142-QAZ-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA34YB2345,Not Fraud +2673,5/23/2023 6:10,Van,FTG-143-KJH-321,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",68,KA30GH3344,Not Fraud +2674,6/7/2023 21:35,Sedan,FTG-144-VFR-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",91,KA31IJ5566,Not Fraud +2675,6/26/2023 13:01,SUV,FTG-145-YUI-765,B-102,Express,Large,180,90,"13.059816123454882, 77.77068662374292",52,KA32KL7788,Fraud +2676,7/11/2023 4:26,Bus ,FTG-146-CDE-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",82,KA33MN9900,Not Fraud +2677,7/30/2023 19:51,Car,FTG-147-LMK-109,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",56,KA34OP1122,Not Fraud +2678,8/15/2023 11:16,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA35QR3333,Not Fraud +2679,9/3/2023 2:41,Truck,FTG-139-RFD-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",69,KA80CD8901,Not Fraud +2680,9/18/2023 18:06,Van,FTG-140-TGB-210,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",94,KA81EF2345,Not Fraud +2681,10/7/2023 9:32,Sedan,FTG-141-BVC-987,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",49,KA82GH6789,Not Fraud +2682,10/22/2023 0:57,SUV,FTG-142-XCV-654,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",76,KA83IJ0123,Not Fraud +2683,11/10/2023 16:22,Bus ,FTG-143-LKJ-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA84KL4567,Not Fraud +2684,11/25/2023 7:47,Car,FTG-144-POU-098,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",88,KA85MN8901,Not Fraud +2685,12/14/2023 23:12,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",74,KA89YB1234,Not Fraud +2686,12/30/2023 14:38,Truck,FTG-136-PLM-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA86OP2345,Not Fraud +2687,1/7/2023 6:03,Van,FTG-137-HGT-109,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",61,KA87QR6789,Not Fraud +2688,1/24/2023 21:28,Sedan,FTG-138-WSX-876,A-101,Regular,Medium,160,140,"13.059816123454882, 77.77068662374292",85,KA88ST0123,Fraud +2689,2/12/2023 12:53,SUV,FTG-139-QAZ-543,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",52,KA79UV4567,Not Fraud +2690,2/27/2023 4:18,Bus ,FTG-130-RFD-210,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA90WX8901,Not Fraud +2691,3/17/2023 19:43,Car,FTG-161-YUI-987,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",66,KA91YZ2345,Not Fraud +2692,4/2/2023 11:09,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",90,KA92AB6789,Not Fraud +2693,4/21/2023 2:34,Truck,FTG-183-NBH-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",48,KA93CD0123,Not Fraud +2694,5/6/2023 17:59,Van,FTG-184-KJH-098,B-102,Regular,Medium,140,60,"13.059816123454882, 77.77068662374292",77,KA94EF4567,Fraud +2695,5/26/2023 9:24,Sedan,FTG-185-EDC-765,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",60,KA95GH8901,Not Fraud +2696,6/10/2023 0:49,SUV,FTG-186-LMK-432,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",83,KA96IJ2345,Not Fraud +2697,6/29/2023 16:14,Bus ,FTG-187-PLN-109,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",71,KA97KL6789,Not Fraud +2698,7/14/2023 7:40,Car,FTG-188-VFR-876,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",97,KA56UB0123,Not Fraud +2699,8/2/2023 23:05,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",46,KA98MN0123,Not Fraud +2700,8/18/2023 14:30,Truck,FTG-200-QWZ-210,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",81,KA99OP4567,Not Fraud +2701,6/22/2023 18:23,Van,FTG-201-XIZ-987,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",64,KA36ST5566,Not Fraud +2702,7/10/2023 9:48,Sedan,FTG-212-ABC-654,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",93,KA37UV7788,Not Fraud +2703,7/25/2023 1:13,SUV,FTG-203-PIR-321,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",57,KA38WX9900,Not Fraud +2704,8/13/2023 16:38,Bus ,FTG-204-DIF-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",86,KA39YZ1122,Not Fraud +2705,8/28/2023 7:53,Car,FTG-205-LMN-755,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",55,KA40AB3344,Not Fraud +2706,9/16/2023 23:18,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",82,KA41CD5566,Not Fraud +2707,10/1/2023 14:43,Truck,FTG-217-JKL-109,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA42EF7788,Not Fraud +2708,10/20/2023 6:08,Van,FTG-211-UVW-876,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",90,KA43GH9900,Fraud +2709,11/4/2023 21:33,Sedan,FTG-109-RST-533,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",48,KA44IJ1122,Not Fraud +2710,11/23/2023 12:58,SUV,FTG-210-MNO-110,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",76,KA45KL3344,Not Fraud +2711,12/8/2023 4:23,Bus ,FTG-211-QWE-887,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",58,KA23PB8901,Fraud +2712,12/27/2023 19:48,Car,FTG-212-ZXC-554,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",87,KA46MN5566,Not Fraud +2713,1/5/2023 11:13,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",67,KA47OP7788,Not Fraud +2714,1/22/2023 2:38,Truck,FTG-214-KJH-898,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",94,KA48QR9900,Not Fraud +2715,2/9/2023 18:03,Van,FTG-215-DCV-755,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",71,KA49ST1122,Not Fraud +2716,2/24/2023 9:28,Sedan,FTG-216-NBH-442,A-101,Regular,Medium,160,60,"13.059816123454882, 77.77068662374292",89,KA50UV3344,Fraud +2717,3/15/2023 0:53,SUV,FTG-237-LKI-109,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",52,KA51WX5566,Not Fraud +2718,3/30/2023 16:18,Bus ,FTG-238-UYT-876,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA52YZ7788,Not Fraud +2719,4/14/2023 7:43,Car,FTG-229-FRD-543,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",66,KA53AB9900,Not Fraud +2720,5/3/2023 23:08,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",95,KA54CD1122,Not Fraud +2721,5/19/2023 14:33,Truck,FTG-211-BVC-987,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",44,KA55EF3344,Not Fraud +2722,6/7/2023 5:58,Van,FTG-212-XSW-654,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",78,KA56GH5566,Not Fraud +2723,6/22/2023 21:23,Sedan,FTG-213-NMK-321,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",61,KA57IJ7788,Not Fraud +2724,7/11/2023 12:48,SUV,FTG-414-CDE-098,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",85,KA78EB8901,Not Fraud +2725,7/26/2023 4:13,Bus ,FTG-215-VBN-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",49,KA58KL9900,Not Fraud +2726,8/14/2023 19:38,Car,FTG-216-PLM-432,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",74,KA59MN1122,Fraud +2727,8/29/2023 11:03,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",69,KA60OP3344,Not Fraud +2728,9/17/2023 2:28,Truck,FTG-218-WSX-876,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA61QR5566,Not Fraud +2729,10/2/2023 17:53,Van,FTG-119-QAZ-543,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",57,KA62ST7788,Not Fraud +2730,10/21/2023 9:18,Sedan,FTG-210-LPO-210,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",83,KA63UV9900,Not Fraud +2731,11/5/2023 0:43,SUV,FTG-211-ZAS-987,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",68,KA64WX1122,Not Fraud +2732,11/24/2023 16:08,Bus ,FTG-922-IXC-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA65YZ3344,Not Fraud +2733,12/9/2023 7:33,Car,FTG-233-JPP-321,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",46,KA66AB5566,Not Fraud +2734,12/28/2023 22:58,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",81,KA67CD7788,Not Fraud +2735,1/6/2023 14:23,Truck,FTG-215-EDC-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",60,KA68EF9900,Not Fraud +2736,1/23/2023 5:48,Van,FTG-216-OKM-432,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",88,KA69GH1122,Not Fraud +2737,2/10/2023 21:13,Sedan,FTG-217-NJI-109,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",53,KA45RB6789,Not Fraud +2738,2/26/2023 12:38,SUV,FTG-218-LKJ-876,B-102,Regular,Large,180,120,"13.059816123454882, 77.77068662374292",77,KA70IJ3344,Fraud +2739,3/18/2023 4:03,Bus ,FTG-319-UTY-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",64,KA71KL5566,Not Fraud +2740,4/2/2023 19:28,Car,FTG-220-POU-210,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",91,KA72MN7788,Fraud +2741,4/21/2023 10:53,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",50,KA73OP9900,Not Fraud +2742,5/6/2023 2:18,Truck,FTG-212-VBN-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",75,KA74QR1122,Not Fraud +2743,5/25/2023 17:43,Van,FTG-223-QWE-321,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",59,KA75ST3344,Not Fraud +2744,6/9/2023 9:08,Sedan,FTG-224-MKH-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",84,KA76UV5566,Not Fraud +2745,6/28/2023 0:33,SUV,FTG-225-DCF-765,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",66,KA77WX7788,Not Fraud +2746,7/13/2023 15:58,Bus ,FTG-246-POI-412,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",93,KA78YZ9900,Not Fraud +2747,7/31/2023 7:23,Car,FTG-247-XCV-119,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",45,KA79AB1122,Not Fraud +2748,8/15/2023 22:48,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",80,KA80CD3344,Not Fraud +2749,9/3/2023 14:13,Truck,FTG-249-RFD-143,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA81EF5566,Not Fraud +2750,9/18/2023 5:38,Van,FTG-250-HGT-110,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",86,KA90RB5678,Not Fraud +2751,10/7/2023 21:03,Sedan,FTG-251-YUI-187,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",51,KA82GH7788,Not Fraud +2752,10/22/2023 12:28,SUV,FTG-252-BVC-154,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",73,KA83IJ9900,Fraud +2753,11/10/2023 3:53,Bus ,FTG-253-NBH-121,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",56,KA84KL1122,Not Fraud +2754,11/25/2023 19:18,Car,FTG-254-KJH-198,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA85MN3344,Not Fraud +2755,12/15/2023 10:43,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",70,KA86OP5566,Not Fraud +2756,12/30/2023 2:08,Truck,FTG-256-LMK-132,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",97,KA87QR7788,Not Fraud +2757,1/7/2023 17:33,Van,FTG-257-PLN-119,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",47,KA88ST9900,Not Fraud +2758,1/24/2023 8:58,Sedan,FTG-258-VFR-176,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",84,KA89UV1122,Fraud +2759,2/11/2023 0:23,SUV,FTG-259-WSX-143,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",65,KA90WX3344,Not Fraud +2760,3/1/2023 15:48,Bus ,FTG-260-QAZ-110,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA91YZ5566,Not Fraud +2761,3/20/2023 7:13,Car,FTG-261-POU-917,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",53,KA92AB7788,Not Fraud +2762,4/5/2023 22:38,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",79,KA93CD9900,Not Fraud +2763,4/25/2023 14:03,Truck,FTG-263-ZXC-311,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",61,KA67WB4567,Not Fraud +2764,5/10/2023 5:28,Van,FTG-264-OKM-198,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",89,KA94EF1122,Fraud +2765,5/29/2023 20:53,Sedan,FTG-265-LKJ-765,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",44,KA95GH3344,Not Fraud +2766,6/13/2023 12:18,SUV,FTG-266-HUT-432,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",78,KA96IJ5566,Not Fraud +2767,7/2/2023 3:43,Bus ,FTG-267-MUF-109,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",67,KA01DE1234,Not Fraud +2768,7/17/2023 19:08,Car,FTG-268-DQV-876,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",95,KA02DE5678,Not Fraud +2769,8/5/2023 10:33,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",55,KA03DE9012,Not Fraud +2770,8/20/2023 1:58,Truck,FTG-053-PQR-789,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",80,KA04DE3456,Not Fraud +2771,9/8/2023 17:23,Van,FTG-011-MNO-098,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",62,KA05DE7890,Not Fraud +2772,9/23/2023 8:48,Sedan,FTG-077-LKI-987,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",87,KA06DE2345,Not Fraud +2773,10/12/2023 0:13,SUV,FTG-124-CDE-876,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",47,KA07DE6789,Not Fraud +2774,10/27/2023 15:38,Bus ,FTG-131-ZAS-765,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA08DE0123,Not Fraud +2775,11/15/2023 7:03,Car,FTG-138-LKJ-654,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",68,KA09DE4567,Not Fraud +2776,11/30/2023 22:28,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",91,KA34WB2345,Not Fraud +2777,12/19/2023 13:53,Truck,FTG-042-BVC-432,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA10DE8901,Not Fraud +2778,1/3/2023 5:18,Van,FTG-049-WSX-321,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",82,KA11DE2345,Not Fraud +2779,1/20/2023 20:43,Sedan,FTG-056-HGT-210,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",56,KA12DE6789,Not Fraud +2780,2/8/2023 12:08,SUV,FTG-063-KJH-109,B-102,Regular,Large,180,140,"13.059816123454882, 77.77068662374292",84,KA13DE0123,Fraud +2781,2/23/2023 3:33,Bus ,FTG-081-TGB-098,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",69,KA14DE4567,Not Fraud +2782,3/14/2023 18:58,Car,FTG-077-HGT-987,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",94,KA15DE8901,Not Fraud +2783,3/29/2023 10:23,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",49,KA16DE2345,Not Fraud +2784,4/17/2023 1:49,Truck,FTG-101-XQZ-987,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",76,KA17DE6789,Fraud +2785,5/2/2023 17:14,Van,FTG-108-UVW-886,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",63,KA18DE0123,Not Fraud +2786,5/21/2023 8:39,Sedan,FTG-115-DCV-775,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",88,KA19DE4567,Not Fraud +2787,6/5/2023 0:04,SUV,FTG-122-XSW-644,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",74,KA20DE8901,Not Fraud +2788,6/24/2023 15:29,Bus ,FTG-129-QAZ-443,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",96,KA21DE2345,Fraud +2789,7/9/2023 6:55,Car,FTG-136-OQM-432,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",61,KA89QB1234,Not Fraud +2790,7/28/2023 22:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA22DE6789,Not Fraud +2791,8/13/2023 13:45,Truck,FTG-120-HGT-210,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA23DE0123,Not Fraud +2792,8/29/2023 5:10,Van,FTG-157-PLN-199,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",79,KA24DE4567,Not Fraud +2793,9/17/2023 20:36,Sedan,FTG-134-OKM-098,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",66,KA25DE8901,Not Fraud +2794,10/2/2023 12:01,SUV,FTG-141-WSX-987,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",90,KA26DE2345,Not Fraud +2795,10/21/2023 3:26,Bus ,FTG-148-NJH-876,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",48,KA27DE6789,Not Fraud +2796,11/5/2023 18:51,Car,FTG-145-ZXC-765,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",77,KA28DE0123,Not Fraud +2797,11/24/2023 10:16,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",60,KA29DE4567,Not Fraud +2798,12/9/2023 1:42,Truck,FTG-189-WSX-543,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",83,KA30DE8901,Not Fraud +2799,12/28/2023 17:07,Van,FTG-206-GHI-332,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",71,KA31DE2345,Not Fraud +2800,1/5/2023 8:32,Sedan,FTG-213-POI-331,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",97,KA32DE6789,Not Fraud +2801,10/31/2023 12:43,SUV,FTG-210-TYU-210,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",46,KA33DE0123,Not Fraud +2802,11/19/2023 4:08,Bus ,FTG-217-HGT-109,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",81,KA56QB0123,Not Fraud +2803,12/4/2023 19:33,Car,FTG-234-RGV-098,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",64,KA34DE4567,Not Fraud +2804,12/24/2023 10:58,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",93,KA35DE8901,Not Fraud +2805,1/8/2023 2:23,Truck,FTG-248-JKL-176,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",57,KA36DE2345,Not Fraud +2806,1/25/2023 17:48,Van,FTG-255-EDC-165,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",86,KA37DE6789,Not Fraud +2807,2/13/2023 9:13,Sedan,FTG-262-NJH-154,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",55,KA38DE0123,Not Fraud +2808,2/28/2023 0:38,SUV,FTG-269-NGH-543,B-102,Regular,Large,180,160,"13.059816123454882, 77.77068662374292",82,KA39DE4567,Fraud +2809,3/19/2023 16:03,Bus ,FTG-309-RGT-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA40DE8901,Not Fraud +2810,4/4/2023 7:28,Car,FTG-310-MGO-210,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",90,KA41DE2345,Fraud +2811,4/23/2023 22:53,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",48,KA42DE6789,Not Fraud +2812,5/9/2023 14:18,Truck,FTG-035-DCF-543,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA43DE0123,Not Fraud +2813,5/28/2023 5:43,Van,FTG-084-KJH-876,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",58,KA44DE4567,Not Fraud +2814,6/12/2023 21:08,Sedan,FTG-123-QWE-321,A-101,Regular,Medium,160,140,"13.059816123454882, 77.77068662374292",87,KA45DE8901,Fraud +2815,6/27/2023 12:33,SUV,FTG-182-BVC-654,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",67,KA23KB8901,Not Fraud +2816,7/15/2023 3:58,Bus ,FTG-211-ZXC-987,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",94,KA46DE2345,Not Fraud +2817,7/30/2023 19:23,Car,FTG-311-QGE-987,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",71,KA47DE6789,Not Fraud +2818,8/18/2023 10:48,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",89,KA48DE0123,Not Fraud +2819,9/2/2023 2:13,Truck,FTG-319-FRD-513,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA49DE4567,Not Fraud +2820,9/21/2023 17:38,Van,FTG-320-TYU-220,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",79,KA50DE8901,Fraud +2821,10/6/2023 9:03,Sedan,FTG-321-BVC-977,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",66,KA51DE2345,Not Fraud +2822,10/25/2023 0:28,SUV,FTG-322-XSW-644,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",95,KA52DE6789,Not Fraud +2823,11/9/2023 15:53,Bus ,FTG-323-NMK-311,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",44,KA53DE0123,Not Fraud +2824,11/28/2023 7:18,Car,FTG-324-CGE-098,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",78,KA54DE4567,Fraud +2825,12/13/2023 22:43,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",61,KA55DE8901,Not Fraud +2826,1/1/2023 14:08,Truck,FTG-326-PLM-132,C-103,Regular,Large,350,140,"13.059816123454882, 77.77068662374292",85,KA56DE2345,Fraud +2827,1/20/2023 5:33,Van,FTG-327-HGT-119,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",49,KA57DE6789,Not Fraud +2828,2/4/2023 20:58,Sedan,FTG-328-WSX-856,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",74,KA78KB8901,Not Fraud +2829,2/23/2023 12:23,SUV,FTG-329-QAZ-523,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",69,KA58DE0123,Fraud +2830,3/10/2023 3:48,Bus ,FTG-330-LPO-220,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA59DE4567,Not Fraud +2831,3/29/2023 19:13,Car,FTG-331-ZAS-997,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",57,KA60DE8901,Fraud +2832,4/14/2023 10:38,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",83,KA61DE2345,Not Fraud +2833,5/3/2023 2:03,Truck,FTG-333-JOP-311,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",68,KA62DE6789,Not Fraud +2834,5/18/2023 17:28,Van,FTG-334-RFV-078,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",96,KA63DE0123,Not Fraud +2835,6/6/2023 8:53,Sedan,FTG-335-EDC-755,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",46,KA64DE4567,Not Fraud +2836,6/21/2023 0:18,SUV,FTG-336-OKM-412,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",81,KA65DE8901,Not Fraud +2837,7/9/2023 15:43,Bus ,FTG-337-NJI-119,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",60,KA66DE2345,Not Fraud +2838,7/24/2023 7:08,Car,FTG-338-LKJ-866,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",88,KA67DE6789,Not Fraud +2839,8/12/2023 22:33,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA68DE0123,Not Fraud +2840,8/28/2023 13:58,Truck,FTG-340-POU-211,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",77,KA69DE4567,Not Fraud +2841,9/16/2023 5:23,Van,FTG-341-ZXC-917,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",64,KA45KB6789,Fraud +2842,10/1/2023 20:48,Sedan,FTG-342-VBN-614,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",91,KA70DE8901,Not Fraud +2843,10/20/2023 12:13,SUV,FTG-343-QUE-321,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",50,KA71DE2345,Not Fraud +2844,11/4/2023 3:38,Bus ,FTG-344-MKH-018,C-103,Regular,Large,350,160,"13.059816123454882, 77.77068662374292",75,KA72DE6789,Fraud +2845,11/23/2023 19:03,Car,FTG-345-DCF-755,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",59,KA73DE0123,Not Fraud +2846,12/12/2023 10:28,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA74DE4567,Not Fraud +2847,12/27/2023 1:53,Truck,FTG-347-XCV-199,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",66,KA75DE8901,Not Fraud +2848,1/5/2023 17:18,Van,FTG-348-JKL-896,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",93,KA76DE2345,Not Fraud +2849,1/22/2023 8:43,Sedan,FTG-349-RFD-593,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",45,KA77DE6789,Not Fraud +2850,2/10/2023 0:08,SUV,FTG-350-HGT-290,B-102,Regular,Large,180,160,"13.059816123454882, 77.77068662374292",80,KA78DE0123,Fraud +2851,2/25/2023 15:33,Bus ,FTG-351-YUI-997,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA79DE4567,Not Fraud +2852,3/17/2023 6:58,Car,FTG-352-BVC-694,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",86,KA80DE8901,Not Fraud +2853,4/1/2023 22:23,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",51,KA81DE2345,Not Fraud +2854,4/20/2023 13:48,Truck,FTG-354-KUH-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA90DB5678,Not Fraud +2855,5/5/2023 5:13,Van,FTG-355-EDC-795,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",56,KA82DE6789,Fraud +2856,5/24/2023 20:38,Sedan,FTG-356-LMK-492,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",82,KA83DE0123,Not Fraud +2857,6/8/2023 12:03,SUV,FTG-357-PLN-199,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",70,KA84DE4567,Not Fraud +2858,6/27/2023 3:28,Bus ,FTG-358-VFR-896,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",97,KA85DE8901,Not Fraud +2859,7/12/2023 18:53,Car,FTG-359-WSX-593,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",47,KA86DE2345,Not Fraud +2860,7/31/2023 10:18,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA87DE6789,Not Fraud +2861,8/16/2023 1:43,Truck,FTG-361-POU-997,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",65,KA88DE0123,Not Fraud +2862,9/4/2023 17:08,Van,FTG-362-NJH-694,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",92,KA89DE4567,Not Fraud +2863,9/19/2023 8:33,Sedan,FTG-363-ZXC-391,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",53,KA90DE8901,Fraud +2864,10/8/2023 23:58,SUV,FTG-364-OKM-088,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",79,KA91DE2345,Not Fraud +2865,10/24/2023 15:23,Bus ,FTG-365-LKJ-795,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",61,KA92DE6789,Not Fraud +2866,11/12/2023 6:48,Car,FTG-366-HGT-492,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",89,KA93DE0123,Not Fraud +2867,11/27/2023 22:13,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",44,KA67DB4567,Not Fraud +2868,12/17/2023 13:38,Truck,FTG-368-DCV-896,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA94DE4567,Not Fraud +2869,12/31/2023 5:03,Van,FTG-369-NBH-593,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",67,KA95DE8901,Not Fraud +2870,1/8/2023 20:28,Sedan,FTG-370-POI-290,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",95,KA96DE2345,Not Fraud +2871,1/26/2023 11:53,SUV,FTG-371-WSX-997,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",55,KA97DE6789,Not Fraud +2872,2/14/2023 3:18,Bus ,FTG-372-QAZ-694,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",80,KA98DE0123,Not Fraud +2873,3/1/2023 18:43,Car,FTG-373-KJH-391,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",62,KA99DE4567,Not Fraud +2874,3/20/2023 10:08,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",87,KA12MB3456,Not Fraud +2875,4/5/2023 1:33,Truck,FTG-318-UOT-876,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",47,KA34CD6789,Not Fraud +2876,4/24/2023 16:58,Van,FTG-325-VQN-765,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",73,KA56MF0123,Not Fraud +2877,5/9/2023 8:23,Sedan,FTG-346-PTI-432,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",68,KA78GH4567,Not Fraud +2878,5/28/2023 23:48,SUV,FTG-332-IXC-624,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",91,KA90IJ8901,Not Fraud +2879,6/13/2023 15:13,Bus ,FTG-339-UTY-533,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",52,KA23ML2345,Fraud +2880,7/2/2023 6:38,Car,FTG-374-VFR-088,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA34ZD2345,Not Fraud +2881,7/17/2023 22:03,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",56,KA45NN6789,Not Fraud +2882,8/5/2023 13:28,Truck,FTG-360-QAZ-290,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",84,KA67NP0123,Not Fraud +2883,8/20/2023 4:53,Van,FTG-353-NBH-391,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",69,KA89NR4567,Not Fraud +2884,9/8/2023 20:18,Sedan,FTG-367-MKF-909,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",94,KA01NT8901,Not Fraud +2885,9/23/2023 11:43,SUV,FTG-385-ZXC-965,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",49,KA23IV2345,Fraud +2886,10/12/2023 3:08,Bus ,FTG-386-PLM-932,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA45OX6789,Not Fraud +2887,10/27/2023 18:33,Car,FTG-387-HGT-909,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",63,KA67DZ0123,Not Fraud +2888,11/15/2023 9:58,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",88,KA89BC4567,Not Fraud +2889,11/30/2023 1:23,Truck,FTG-389-QAZ-743,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA01DE8901,Not Fraud +2890,12/19/2023 16:48,Van,FTG-390-RFD-710,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",96,KA23FG2345,Not Fraud +2891,1/3/2023 8:13,Sedan,FTG-391-YUI-787,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",61,KA45DI6789,Not Fraud +2892,1/20/2023 23:38,SUV,FTG-392-BVC-554,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",85,KA67JK0123,Not Fraud +2893,2/8/2023 15:03,Bus ,FTG-393-NBH-331,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",52,KA89ZD1234,Fraud +2894,2/23/2023 6:28,Car,FTG-394-KJH-088,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",79,KA89LM4567,Not Fraud +2895,3/14/2023 21:53,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA01DO8901,Not Fraud +2896,3/30/2023 13:18,Truck,FTG-396-LMK-442,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",90,KA23PQ2345,Fraud +2897,4/18/2023 4:43,Van,FTG-397-PLN-199,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",48,KA45RD6789,Not Fraud +2898,5/3/2023 20:08,Sedan,FTG-398-VFR-866,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",77,KA67TU0123,Not Fraud +2899,5/23/2023 11:33,SUV,FTG-399-WSX-553,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",60,KA89VW4567,Not Fraud +2900,6/7/2023 2:58,Bus ,FTG-400-QAZ-110,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",83,KA01XY8901,Not Fraud +2901,3/30/2023 7:13,Car,FTG-401-XYZ-977,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",71,KA23DZ2345,Not Fraud +2902,4/15/2023 22:38,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",97,KA45DB6789,Not Fraud +2903,5/4/2023 14:03,Truck,FTG-403-PQR-361,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",46,KA67DD0123,Not Fraud +2904,5/19/2023 5:28,Van,FTG-404-DEF-088,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",81,KA89EF4567,Not Fraud +2905,6/7/2023 20:53,Sedan,FTG-405-LMN-665,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",64,KA01DH8901,Fraud +2906,6/23/2023 12:18,SUV,FTG-406-GHI-442,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",93,KA56ZD0123,Not Fraud +2907,7/12/2023 3:43,Bus ,FTG-407-JKL-199,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",57,KA23DJ2345,Not Fraud +2908,7/27/2023 19:08,Car,FTG-408-UTW-876,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",86,KA45KL6789,Not Fraud +2909,8/15/2023 10:33,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",55,KA67MN0123,Not Fraud +2910,8/30/2023 1:58,Truck,FTG-410-MNO-410,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",82,KA89OP4567,Not Fraud +2911,9/18/2023 17:23,Van,FTG-411-QWE-947,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",63,KA01QR8901,Not Fraud +2912,10/3/2023 8:48,Sedan,FTG-412-ZXC-644,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",90,KA23ST2345,Not Fraud +2913,10/22/2023 0:13,SUV,FTG-413-POI-341,B-102,Express,Large,180,140,"13.059816123454882, 77.77068662374292",48,KA45UV6789,Fraud +2914,11/6/2023 15:38,Bus ,FTG-414-KJH-048,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA67WX0123,Not Fraud +2915,11/25/2023 7:03,Car,FTG-415-DCV-745,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",58,KA89YZ4567,Not Fraud +2916,12/10/2023 22:28,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",87,KA01DC8901,Not Fraud +2917,12/29/2023 13:53,Truck,FTG-417-LKI-189,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",67,KA23DE2345,Not Fraud +2918,1/6/2023 5:18,Van,FTG-418-UYT-866,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",94,KA45DG6789,Not Fraud +2919,1/23/2023 20:43,Sedan,FTG-419-FRD-533,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",71,KA23ZC8901,Not Fraud +2920,2/11/2023 12:08,SUV,FTG-420-TYU-220,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",89,KA67HI0123,Not Fraud +2921,2/26/2023 3:33,Bus ,FTG-421-BVC-947,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA89JK4567,Not Fraud +2922,3/18/2023 18:58,Car,FTG-422-XSW-644,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",79,KA01LM8901,Not Fraud +2923,4/2/2023 10:23,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA23NO2345,Not Fraud +2924,4/21/2023 1:48,Truck,FTG-424-CDE-048,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",95,KA45PD6789,Not Fraud +2925,5/6/2023 17:13,Van,FTG-425-VBN-745,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",44,KA67RS0123,Not Fraud +2926,5/25/2023 8:38,Sedan,FTG-426-PLM-332,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",78,KA89TU4567,Not Fraud +2927,6/9/2023 0:03,SUV,FTG-427-HGT-199,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",61,KA01VD8901,Not Fraud +2928,6/28/2023 15:28,Bus ,FTG-428-WSX-886,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",85,KA23XY2345,Fraud +2929,7/13/2023 6:53,Car,FTG-429-QAZ-533,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",49,KA45YZ6789,Fraud +2930,7/31/2023 22:18,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",74,KA67AB0123,Not Fraud +2931,8/16/2023 13:43,Truck,FTG-431-ZAS-947,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",69,KA89CD4567,Not Fraud +2932,9/4/2023 5:08,Van,FTG-432-IXC-634,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",92,KA78ZC8901,Fraud +2933,9/19/2023 20:33,Sedan,FTG-433-JOP-331,A-101,Express,Medium,160,140,"13.059816123454882, 77.77068662374292",57,KA01EF8901,Fraud +2934,10/8/2023 11:58,SUV,FTG-434-RFV-088,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",83,KA23GH2345,Not Fraud +2935,10/23/2023 3:23,Bus ,FTG-435-EDC-795,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",68,KA45IJ6789,Not Fraud +2936,11/11/2023 18:48,Car,FTG-436-OKM-932,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",96,KA67KL0123,Not Fraud +2937,11/26/2023 10:03,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",46,KA89MN4567,Not Fraud +2938,12/15/2023 1:28,Truck,FTG-438-LKJ-976,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",81,KA01OP8901,Not Fraud +2939,12/30/2023 16:53,Van,FTG-439-UTY-943,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",60,KA23SR2345,Not Fraud +2940,1/8/2023 8:18,Sedan,FTG-440-POU-910,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",88,KA45ST6789,Not Fraud +2941,1/25/2023 23:43,SUV,FTG-441-ZXC-997,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",53,KA67UV0123,Not Fraud +2942,2/13/2023 15:08,Bus ,FTG-442-VBN-694,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",77,KA89SX4567,Not Fraud +2943,2/28/2023 6:33,Car,FTG-443-QWE-391,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",64,KA01YZ8901,Not Fraud +2944,3/19/2023 21:58,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",91,KA23BC2345,Not Fraud +2945,4/4/2023 13:23,Truck,FTG-445-DCF-795,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",50,KA45ZC6789,Not Fraud +2946,4/23/2023 4:48,Van,FTG-446-POI-492,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",75,KA45AE6789,Not Fraud +2947,5/8/2023 20:13,Sedan,FTG-447-XCV-199,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",59,KA67FG0123,Not Fraud +2948,5/27/2023 11:38,SUV,FTG-448-JKL-896,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",84,KA89HI4567,Not Fraud +2949,6/11/2023 3:03,Bus ,FTG-449-RFD-523,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",66,KA01JK8901,Not Fraud +2950,6/30/2023 18:28,Car,FTG-450-HGT-220,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",93,KA23LM2345,Not Fraud +2951,7/15/2023 9:53,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",45,KA45DO6789,Not Fraud +2952,8/3/2023 1:18,Truck,FTG-452-BVC-684,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",80,KA67PQ0123,Not Fraud +2953,8/18/2023 16:43,Van,FTG-453-NBH-381,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",62,KA89RS4567,Not Fraud +2954,9/6/2023 8:08,Sedan,FTG-454-KJH-088,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",86,KA01GU8901,Not Fraud +2955,9/21/2023 23:33,SUV,FTG-455-EDC-785,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",51,KA23VW2345,Not Fraud +2956,10/10/2023 14:58,Bus ,FTG-456-LMK-482,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",73,KA45HY6789,Fraud +2957,10/25/2023 6:23,Car,FTG-457-PLN-189,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",56,KA67YZ0123,Not Fraud +2958,11/13/2023 21:48,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",82,KA90ZC5678,Not Fraud +2959,11/28/2023 13:13,Truck,FTG-459-WSX-583,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",70,KA89AB4567,Not Fraud +2960,12/17/2023 4:38,Van,FTG-460-QAZ-270,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",97,KA01CD8901,Not Fraud +2961,1/1/2023 20:03,Sedan,FTG-461-POU-977,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",47,KA23KF2345,Not Fraud +2962,1/20/2023 11:28,SUV,FTG-462-NJH-644,B-102,Regular,Large,180,120,"13.059816123454882, 77.77068662374292",84,KA45GH6789,Fraud +2963,2/4/2023 2:53,Bus ,FTG-463-ZXC-341,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",65,KA67IJ0123,Not Fraud +2964,2/23/2023 18:18,Car,FTG-464-OKM-078,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",92,KA89KL4567,Not Fraud +2965,3/10/2023 9:43,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA01HN8901,Not Fraud +2966,3/29/2023 1:08,Truck,FTG-466-HGT-412,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA23JP2345,Not Fraud +2967,4/13/2023 16:33,Van,FTG-467-MKF-119,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",61,KA45QR6789,Not Fraud +2968,5/2/2023 7:58,Sedan,FTG-468-DCV-856,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",89,KA67ST0123,Not Fraud +2969,5/17/2023 23:23,SUV,FTG-469-NBH-553,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",44,KA89UK4567,Not Fraud +2970,6/6/2023 14:48,Bus ,FTG-470-POI-250,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA01WX8901,Not Fraud +2971,6/21/2023 6:13,Car,FTG-471-WSX-957,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",67,KA67ZB4567,Not Fraud +2972,7/9/2023 21:38,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",95,KA23KZ2345,Not Fraud +2973,7/25/2023 13:03,Truck,FTG-473-KJH-351,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",55,KA45KC6789,Fraud +2974,8/13/2023 4:28,Van,FTG-474-VFR-058,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",80,KA67DE0123,Not Fraud +2975,8/28/2023 19:53,Sedan,FTG-475-YUI-755,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",62,KA89FG4567,Not Fraud +2976,9/16/2023 11:18,SUV,FTG-476-CDE-452,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",87,KA01KI8901,Not Fraud +2977,10/1/2023 2:43,Bus ,FTG-477-LMK-159,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",47,KA23JK2345,Not Fraud +2978,10/19/2023 18:08,Car,FTG-478-NJH-856,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",73,KA45KM6789,Not Fraud +2979,11/3/2023 9:33,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",68,KA67NO0123,Not Fraud +2980,11/22/2023 0:58,Truck,FTG-480-TGB-250,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",91,KA89PQ4567,Not Fraud +2981,12/10/2023 16:23,Van,FTG-481-BVC-957,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",52,KA12IB3456,Not Fraud +2982,12/25/2023 7:48,Sedan,FTG-482-XCV-454,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",82,KA34BD6789,Not Fraud +2983,1/3/2023 23:13,SUV,FTG-483-LKJ-351,B-102,Express,Large,180,60,"13.059816123454882, 77.77068662374292",56,KA56BF0123,Fraud +2984,1/21/2023 14:38,Bus ,FTG-484-POU-058,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",84,KA34ZB2345,Not Fraud +2985,2/5/2023 6:03,Car,FTG-485-ZXC-775,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",69,KA78BH4567,Not Fraud +2986,2/24/2023 21:28,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",94,KA90BJ8901,Not Fraud +2987,3/11/2023 12:53,Truck,FTG-487-HGT-189,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",49,KA23BL2345,Not Fraud +2988,3/26/2023 4:18,Van,FTG-488-WSX-896,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",76,KA45MN4567,Not Fraud +2989,4/14/2023 19:43,Sedan,FTG-489-QAZ-583,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",63,KA67OP6789,Not Fraud +2990,4/30/2023 11:08,SUV,FTG-490-RFD-280,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",88,KA89QR0123,Not Fraud +2991,5/19/2023 2:33,Bus ,FTG-491-YUI-967,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA01ST2345,Not Fraud +2992,6/3/2023 17:58,Car,FTG-492-BVC-554,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",96,KA23UV4567,Not Fraud +2993,6/22/2023 9:23,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",61,KA45BX6789,Not Fraud +2994,7/7/2023 0:48,Truck,FTG-494-KJH-798,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",85,KA67BZ0123,Fraud +2995,7/25/2023 16:13,Van,FTG-495-EDC-865,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",52,KA89BB2345,Not Fraud +2996,8/9/2023 7:38,Sedan,FTG-496-LMK-452,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",79,KA12CD4567,Fraud +2997,8/28/2023 23:03,SUV,FTG-497-PLN-189,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",66,KA89ZB1234,Not Fraud +2998,9/13/2023 14:28,Bus ,FTG-498-VFR-875,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA34BF6789,Not Fraud +2999,9/28/2023 5:53,Car,FTG-499-WIX-543,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",48,KA56GH0123,Not Fraud +3000,10/16/2023 21:18,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA78BJ2345,Not Fraud +3001,9/2/2023 2:23,Truck,FTG-501-XYZ-187,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA90BL4567,Not Fraud +3002,9/17/2023 17:48,Van,FTG-502-ABC-614,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",83,KA23BN6789,Not Fraud +3003,10/6/2023 9:13,Sedan,FTG-503-PQR-331,A-101,Express,Medium,100,0,"13.042660878688794, 77.47580097259879",71,KA45BP0123,Fraud +3004,10/21/2023 0:38,SUV,FTG-504-DEF-088,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",97,KA67QR2345,Not Fraud +3005,11/9/2023 16:03,Bus ,FTG-505-LMN-865,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,KA89ST4567,Not Fraud +3006,11/24/2023 7:28,Car,FTG-506-GHI-442,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",81,KA01UV6789,Not Fraud +3007,12/13/2023 22:53,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",64,KA23WX0123,Not Fraud +3008,12/29/2023 14:18,Truck,FTG-508-UVW-856,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",93,KA45YZ2345,Not Fraud +3009,1/7/2023 5:43,Van,FTG-509-RST-553,B-102,Express,Medium,110,90,"13.042660878688794, 77.47580097259879",57,KA67BB4567,Fraud +3010,1/24/2023 21:08,Sedan,FTG-510-MPO-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",86,KA56ZB0123,Not Fraud +3011,2/12/2023 12:33,SUV,FTG-511-QRE-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",87,KA89GD6789,Not Fraud +3012,2/27/2023 3:58,Bus ,FTG-512-ZRC-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",88,KA12EF0123,Not Fraud +3013,3/19/2023 19:23,Car,FTG-513-PRI-321,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",89,KA34GH2345,Fraud +3014,4/3/2023 10:38,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",90,KA56IG4567,Not Fraud +3015,4/22/2023 2:03,Truck,FTG-515-DCV-775,C-103,Express,Large,290,110,"13.042660878688794, 77.47580097259879",91,KA78KL6789,Fraud +3016,5/7/2023 17:28,Van,FTG-516-NBH-412,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",92,KA90KN0123,Not Fraud +3017,5/26/2023 8:53,Sedan,FTG-517-LKI-119,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",93,KA23KP2345,Not Fraud +3018,6/10/2023 0:18,SUV,FTG-518-UYT-816,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",66,KA45QR4567,Not Fraud +3019,6/29/2023 15:43,Bus ,FTG-519-FRD-513,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",67,KA67ST6789,Not Fraud +3020,7/14/2023 7:08,Car,FTG-520-TYU-510,A-101,Regular,Small,60,90,"13.042660878688794, 77.47580097259879",68,KA89UV0123,Fraud +3021,8/2/2023 22:33,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",69,KA01WX2345,Not Fraud +3022,8/17/2023 13:48,Truck,FTG-602-ABC-694,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",70,KA23YZ4567,Not Fraud +3023,9/5/2023 5:13,Van,FTG-603-PQR-391,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",71,KA23ZB8901,Not Fraud +3024,9/20/2023 20:38,Sedan,FTG-604-DEF-998,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",72,KA45EB6789,Not Fraud +3025,10/9/2023 12:03,SUV,FTG-605-LMN-775,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",73,KA67ED0123,Not Fraud +3026,10/24/2023 3:28,Bus ,FTG-606-GHI-332,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",74,KA89FF2345,Fraud +3027,11/12/2023 18:53,Car,FTG-607-JKL-199,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",75,KA12GH4567,Not Fraud +3028,11/27/2023 10:18,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA34DJ6789,Not Fraud +3029,12/16/2023 1:43,Truck,FTG-609-RST-533,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",77,KA56DL0123,Not Fraud +3030,12/31/2023 17:08,Van,FTG-610-MNO-230,B-102,Regular,Medium,110,100,"13.042660878688794, 77.47580097259879",78,KA78DN2345,Fraud +3031,1/9/2023 8:23,Sedan,FTG-611-QWE-967,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",79,KA90OP4567,Not Fraud +3032,1/26/2023 23:48,SUV,FTG-612-ZXC-644,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",80,KA23RR6789,Not Fraud +3033,2/14/2023 15:13,Bus ,FTG-613-PHI-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",81,KA45SR0123,Not Fraud +3034,3/1/2023 6:38,Car,FTG-614-KIH-098,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",82,KA67UV2345,Not Fraud +3035,3/20/2023 22:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",83,KA89WR4567,Not Fraud +3036,4/5/2023 13:28,Truck,FTG-616-NBH-422,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",84,KA78ZB8901,Not Fraud +3037,4/24/2023 4:53,Van,FTG-617-LKI-199,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",85,KA01YZ6789,Not Fraud +3038,5/9/2023 20:18,Sedan,FTG-618-UYT-856,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",86,KA23AB0123,Not Fraud +3039,5/28/2023 11:33,SUV,FTG-619-FRD-553,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",40,KA45CD2345,Not Fraud +3040,6/12/2023 2:58,Bus ,FTG-620-TYU-250,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",41,KA67EF4567,Not Fraud +3041,7/1/2023 18:23,Car,FTG-621-BVC-957,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",42,KA89GH5789,Fraud +3042,7/16/2023 9:48,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",43,KA12IJ0123,Not Fraud +3043,8/4/2023 1:13,Truck,FTG-623-NMK-351,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KA34KL5345,Not Fraud +3044,8/19/2023 16:38,Van,FTG-624-CDE-088,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA56MN5567,Not Fraud +3045,9/7/2023 8:03,Sedan,FTG-625-VBN-785,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",46,KA78OP6789,Not Fraud +3046,9/22/2023 23:28,SUV,FTG-626-PLM-442,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",47,KA90QR5123,Not Fraud +3047,10/11/2023 14:53,Bus ,FTG-627-HGT-149,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA23ST5345,Not Fraud +3048,10/26/2023 6:18,Car,FTG-628-WSX-856,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",50,KA45UV5567,Not Fraud +3049,11/14/2023 21:43,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA45ZB6789,Not Fraud +3050,11/29/2023 13:08,Truck,FTG-630-LPO-250,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",48,KA67WX5789,Not Fraud +3051,12/18/2023 4:33,Van,FTG-631-ZAS-947,B-102,Express,Medium,110,90,"13.042660878688794, 77.47580097259879",60,KA89YZ0123,Fraud +3052,1/2/2023 19:58,Sedan,FTG-632-IXC-644,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",42,KA01AB2345,Not Fraud +3053,1/21/2023 11:23,SUV,FTG-633-JOP-331,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",57,KA23CD4567,Not Fraud +3054,2/5/2023 2:48,Bus ,FTG-634-RFV-088,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,KA45EF6789,Not Fraud +3055,2/24/2023 18:13,Car,FTG-635-EDC-745,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",52,KA67GH0123,Not Fraud +3056,3/11/2023 9:38,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",46,KA89IJ2345,Not Fraud +3057,3/30/2023 1:03,Truck,FTG-637-NJI-199,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,KA12KL4567,Not Fraud +3058,4/14/2023 16:28,Van,FTG-638-LKJ-896,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",53,KA34MT6789,Not Fraud +3059,5/3/2023 7:53,Sedan,FTG-639-UPY-543,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",47,KA56OP0123,Not Fraud +3060,5/18/2023 23:18,SUV,FTG-640-PPU-210,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",51,KA78QR2345,Not Fraud +3061,6/7/2023 14:43,Bus ,FTG-641-ZXC-997,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KA90ST4567,Not Fraud +3062,6/22/2023 6:08,Car,FTG-642-VBN-694,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",59,KA90CB5678,Not Fraud +3063,7/10/2023 21:33,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",54,KA23UV6789,Not Fraud +3064,7/26/2023 12:58,Truck,FTG-644-MKH-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",43,KA45WX0123,Not Fraud +3065,8/14/2023 4:23,Van,FTG-645-DCF-765,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA67YT2345,Not Fraud +3066,8/29/2023 19:48,Sedan,FTG-646-POI-432,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",50,KA89AT4567,Not Fraud +3067,9/17/2023 11:13,SUV,FTG-647-XCV-109,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA01CD6789,Not Fraud +3068,10/2/2023 2:38,Bus ,FTG-648-JKL-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KA23EF0123,Not Fraud +3069,10/20/2023 18:03,Car,FTG-649-RFD-543,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",48,KA45GH2345,Not Fraud +3070,11/4/2023 9:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,KA67IJ4567,Not Fraud +3071,11/23/2023 0:53,Truck,FTG-651-YUI-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",42,KA89TL6789,Not Fraud +3072,12/8/2023 16:18,Van,FTG-652-BVC-654,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",57,KA12MN0123,Not Fraud +3073,12/27/2023 7:43,Sedan,FTG-653-NBH-321,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",49,KA34OP2345,Not Fraud +3074,1/5/2023 23:08,SUV,FTG-654-KJH-098,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",52,KA56TR4567,Not Fraud +3075,1/22/2023 14:33,Bus ,FTG-655-EDC-765,C-103,Express,Large,290,130,"13.042660878688794, 77.47580097259879",46,KA67CB4567,Fraud +3076,2/9/2023 5:58,Car,FTG-656-LMK-432,A-101,Regular,Small,60,90,"13.042660878688794, 77.47580097259879",58,KA78ST6789,Fraud +3077,2/24/2023 21:23,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",53,KA90UV0123,Not Fraud +3078,3/15/2023 12:48,Truck,FTG-658-VFR-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",47,KA23TX2345,Not Fraud +3079,3/30/2023 4:03,Van,FTG-659-WSX-543,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",51,KA45YZ4567,Not Fraud +3080,4/18/2023 19:28,Sedan,FTG-660-QAZ-210,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",44,KA67AB6789,Fraud +3081,5/4/2023 10:53,SUV,FTG-661-POU-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",59,KA89TD0123,Not Fraud +3082,5/23/2023 2:18,Bus ,FTG-662-NJH-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",54,KA12EF2345,Not Fraud +3083,6/7/2023 17:43,Car,FTG-663-ZXC-321,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",43,KA34TH4567,Not Fraud +3084,6/26/2023 9:08,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",56,KA56TJ6789,Not Fraud +3085,7/11/2023 0:33,Truck,FTG-665-LKJ-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",50,KA78KL0123,Not Fraud +3086,7/29/2023 15:58,Van,FTG-666-HGT-432,B-102,Regular,Medium,110,60,"13.042660878688794, 77.47580097259879",45,KA90MN2345,Fraud +3087,8/13/2023 7:23,Sedan,FTG-667-MKF-109,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",55,KA23OP4567,Not Fraud +3088,9/1/2023 22:48,SUV,FTG-668-DCV-876,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",48,KA34CB2345,Not Fraud +3089,9/16/2023 14:13,Bus ,FTG-669-NBH-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,KL12AB3456,Not Fraud +3090,10/5/2023 5:38,Car,FTG-670-POI-210,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",42,KL34CD6789,Not Fraud +3091,10/20/2023 21:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",57,KL56EF0123,Not Fraud +3092,11/8/2023 12:28,Truck,FTG-672-QAZ-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,KL78GH4567,Not Fraud +3093,11/23/2023 3:53,Van,FTG-673-KJH-321,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",52,KL90IJ8901,Not Fraud +3094,12/12/2023 19:18,Sedan,FTG-674-VFR-098,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",46,KL23KL2345,Not Fraud +3095,12/27/2023 10:43,SUV,FTG-675-YUI-765,B-102,Express,Large,130,0,"13.042660878688794, 77.47580097259879",58,KL45MN4567,Fraud +3096,1/5/2023 2:08,Bus ,FTG-676-CDE-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",53,KL67OP6789,Not Fraud +3097,1/22/2023 17:33,Car,FTG-677-LMK-109,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",47,KL89QR0123,Not Fraud +3098,2/10/2023 8:58,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",51,KL01ST2345,Not Fraud +3099,2/25/2023 0:23,Truck,FTG-679-RFD-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KL23UV4567,Not Fraud +3100,3/15/2023 15:48,Van,FTG-680-TGB-210,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",59,KL45WX6789,Not Fraud +3101,1/22/2023 23:13,Sedan,FTG-681-BVC-987,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",54,KA89WB1234,Not Fraud +3102,2/10/2023 14:28,SUV,FTG-682-XCV-654,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",43,KL67YZ0123,Not Fraud +3103,2/25/2023 5:53,Bus ,FTG-683-LKJ-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,KL89AB2345,Not Fraud +3104,3/17/2023 21:18,Car,FTG-684-POU-098,A-101,Regular,Small,60,90,"13.042660878688794, 77.47580097259879",50,KL12CD4567,Fraud +3105,4/1/2023 12:33,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,KL34EF6789,Not Fraud +3106,4/20/2023 3:58,Truck,FTG-686-PLM-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KL56GH0123,Not Fraud +3107,5/5/2023 19:23,Van,FTG-687-HGT-109,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",48,KL78IJ2345,Not Fraud +3108,5/24/2023 10:38,Sedan,FTG-688-WSX-876,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",60,KL90KL4567,Not Fraud +3109,6/8/2023 2:03,SUV,FTG-689-QAZ-543,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",42,KL23MN6789,Not Fraud +3110,6/27/2023 17:28,Bus ,FTG-690-RFD-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",57,KL45OP0123,Not Fraud +3111,7/12/2023 8:43,Car,FTG-691-YUI-987,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",49,KL67QR2345,Not Fraud +3112,7/31/2023 0:08,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",52,KL89ST4567,Not Fraud +3113,8/15/2023 15:33,Truck,FTG-693-NBH-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,KL01UV6789,Not Fraud +3114,9/3/2023 6:58,Van,FTG-694-KJH-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",58,KA56WB0123,Not Fraud +3115,9/18/2023 22:13,Sedan,FTG-695-EDC-765,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",53,KL23WX0123,Fraud +3116,10/7/2023 13:38,SUV,FTG-696-LMK-432,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",47,KL45YZ2345,Not Fraud +3117,10/22/2023 5:03,Bus ,FTG-697-PLN-119,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",51,KL67AB4567,Not Fraud +3118,11/10/2023 20:28,Car,FTG-698-VLR-876,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",44,KL89CD6789,Not Fraud +3119,11/25/2023 11:43,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",59,KL12EF0123,Not Fraud +3120,12/15/2023 3:08,Truck,FTG-700-QAZ-110,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",54,KL34GH2345,Fraud +3121,12/30/2023 18:33,Van,FTG-801-XYZ-187,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",43,KL56IJ4567,Not Fraud +3122,1/9/2023 10:58,Sedan,FTG-802-ABC-614,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",56,KL78KL6789,Not Fraud +3123,1/26/2023 2:23,SUV,FTG-803-PQR-311,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",50,KL90MN0123,Not Fraud +3124,2/14/2023 17:48,Bus ,FTG-804-DEF-198,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",45,KL23OP2345,Fraud +3125,3/1/2023 9:13,Car,FTG-805-LMN-165,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",55,KL45QR4567,Not Fraud +3126,3/20/2023 0:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",48,KL67ST6789,Not Fraud +3127,4/4/2023 15:53,Truck,FTG-807-JKL-101,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA23WB8901,Not Fraud +3128,4/23/2023 7:18,Van,FTG-808-UVW-875,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",42,KL89UV0123,Not Fraud +3129,5/8/2023 22:33,Sedan,FTG-809-RET-543,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",57,KL01WX2345,Not Fraud +3130,5/27/2023 13:58,SUV,FTG-810-MNO-211,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",49,KL23YZ4567,Not Fraud +3131,6/11/2023 5:23,Bus ,FTG-811-QWE-997,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",52,KL45AB6789,Not Fraud +3132,6/30/2023 20:38,Car,FTG-812-ZXC-614,A-101,Regular,Small,60,100,"13.042660878688794, 77.47580097259879",46,KL67CD0123,Fraud +3133,7/15/2023 12:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",58,KL89EF2345,Not Fraud +3134,8/3/2023 3:28,Truck,FTG-814-KJH-198,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",53,KL12GH4567,Not Fraud +3135,8/18/2023 18:43,Van,FTG-815-DCV-715,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",47,KL34IJ6789,Not Fraud +3136,9/6/2023 10:08,Sedan,FTG-816-NBH-132,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",51,KL56KL0123,Not Fraud +3137,9/21/2023 1:33,SUV,FTG-817-LKI-119,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",44,KL78MN2345,Not Fraud +3138,10/10/2023 16:58,Bus ,FTG-818-UYT-816,C-103,Regular,Large,290,110,"13.042660878688794, 77.47580097259879",59,KL90OP4567,Fraud +3139,10/25/2023 8:23,Car,FTG-819-FRD-513,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",54,KL23QR6789,Not Fraud +3140,11/13/2023 23:48,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",43,KA78WB8901,Not Fraud +3141,11/28/2023 15:03,Truck,FTG-821-BVC-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,KL45ST0123,Not Fraud +3142,12/17/2023 6:28,Van,FTG-822-XSW-614,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",50,KL67UV2345,Not Fraud +3143,1/1/2023 21:53,Sedan,FTG-823-NMK-361,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",45,KL89WX4567,Not Fraud +3144,1/20/2023 13:18,SUV,FTG-824-CDE-098,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",55,KL01YZ6789,Not Fraud +3145,2/4/2023 4:43,Bus ,FTG-825-VBN-745,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",48,KL23AB0123,Not Fraud +3146,2/23/2023 20:08,Car,FTG-826-PEM-432,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",60,KL45CD2345,Not Fraud +3147,3/10/2023 11:23,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",40,KL67EF4567,Not Fraud +3148,3/29/2023 2:48,Truck,FTG-828-WEX-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",62,KL89GH6789,Not Fraud +3149,4/13/2023 18:13,Van,FTG-829-QRZ-543,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",38,KL12IJ0123,Not Fraud +3150,5/2/2023 9:38,Sedan,FTG-830-LPO-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",65,KL34KL2345,Not Fraud +3151,5/17/2023 1:03,SUV,FTG-831-ZRS-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",42,KL56MN4567,Not Fraud +3152,6/5/2023 16:28,Bus ,FTG-832-IXC-644,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KL78OP6789,Not Fraud +3153,6/20/2023 7:43,Car,FTG-833-JRP-321,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",48,KA45WB6789,Fraud +3154,7/8/2023 23:08,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",50,KL90QR0123,Not Fraud +3155,7/24/2023 14:33,Truck,FTG-388-WSX-976,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,KL23ST2345,Not Fraud +3156,8/12/2023 5:58,Van,FTG-395-EDC-775,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",46,KL45UV4567,Not Fraud +3157,8/27/2023 21:23,Sedan,FTG-402-ABC-664,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",53,KL67WX6789,Not Fraud +3158,9/15/2023 12:48,SUV,FTG-416-NBH-412,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",47,KL89YZ0123,Not Fraud +3159,9/30/2023 4:03,Bus ,FTG-409-RST-513,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",51,KL01AB2345,Not Fraud +3160,10/19/2023 19:28,Car,FTG-423-NMK-341,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",44,KL23CD4567,Not Fraud +3161,11/3/2023 10:53,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",59,KL45EF6789,Not Fraud +3162,11/22/2023 2:18,Truck,FTG-430-LPO-310,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",54,KL67GH0123,Not Fraud +3163,12/6/2023 17:43,Van,FTG-437-NJI-129,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",43,KL89IJ2345,Not Fraud +3164,12/25/2023 9:08,Sedan,FTG-444-MRH-098,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",56,KL12KL4567,Not Fraud +3165,1/5/2023 0:23,SUV,FTG-451-YUI-977,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",52,KL34MN6789,Not Fraud +3166,1/22/2023 15:48,Bus ,FTG-458-VFR-875,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA90ZB5678,Not Fraud +3167,2/10/2023 7:13,Car,FTG-465-LKJ-764,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",57,KL56OP0123,Fraud +3168,2/25/2023 22:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",49,KL78QR2345,Not Fraud +3169,3/17/2023 13:53,Truck,FTG-479-RFD-542,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",60,KL90ST4567,Fraud +3170,4/1/2023 5:18,Van,FTG-486-PLM-412,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",41,KL23UV6789,Not Fraud +3171,4/20/2023 20:33,Sedan,FTG-493-NBH-121,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",63,KL45WX0123,Fraud +3172,5/6/2023 11:58,SUV,FTG-500-QAZ-220,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",39,KL67YZ2345,Not Fraud +3173,5/26/2023 3:23,Bus ,FTG-507-JKL-189,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",66,KL89AB4567,Not Fraud +3174,6/10/2023 18:48,Car,FTG-514-KJH-198,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",43,KL01CD6789,Not Fraud +3175,6/29/2023 10:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",61,KL23EF0123,Not Fraud +3176,7/14/2023 1:28,Truck,FTG-608-UVW-866,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",37,KL45GH2345,Not Fraud +3177,8/2/2023 16:53,Van,FTG-615-DCV-755,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",54,KL67IJ4567,Not Fraud +3178,8/17/2023 8:18,Sedan,FTG-622-XSW-644,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",46,KL89KL6789,Not Fraud +3179,9/5/2023 23:43,SUV,FTG-629-QAZ-533,B-102,Express,Large,130,0,"13.042660878688794, 77.47580097259879",55,KA67AW4567,Fraud +3180,9/20/2023 15:08,Bus ,FTG-636-OKM-422,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,KL12MN0123,Not Fraud +3181,10/9/2023 6:33,Car,FTG-643-QWE-331,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",60,KL34OP2345,Not Fraud +3182,10/24/2023 21:58,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",42,KL56QR4567,Not Fraud +3183,11/12/2023 13:23,Truck,FTG-657-PLN-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",57,KL78ST6789,Not Fraud +3184,11/27/2023 4:48,Van,FTG-664-OKM-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",48,KL90UV0123,Not Fraud +3185,12/16/2023 20:13,Sedan,FTG-671-WSX-987,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",52,KL23WX2345,Not Fraud +3186,12/31/2023 11:28,SUV,FTG-678-NJH-876,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",45,KL45YZ4567,Not Fraud +3187,1/9/2023 2:53,Bus ,FTG-685-ZXC-765,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",59,KL67AB6789,Fraud +3188,1/26/2023 18:18,Car,FTG-692-BVC-654,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",53,KL89CD0123,Not Fraud +3189,2/14/2023 9:33,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",47,KL12EF2345,Not Fraud +3190,3/1/2023 0:58,Truck,FTG-806-GHI-412,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",51,KL34GH4567,Not Fraud +3191,3/20/2023 16:23,Van,FTG-813-POI-371,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",44,KL56IJ6789,Not Fraud +3192,4/4/2023 7:48,Sedan,FTG-820-TIU-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",58,KA34AW2345,Not Fraud +3193,4/23/2023 23:03,SUV,FTG-827-HGT-179,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",54,KL78KL0123,Fraud +3194,5/9/2023 14:28,Bus ,FTG-834-RFV-798,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",43,KL90MN2345,Not Fraud +3195,5/28/2023 5:53,Car,FTG-875-YUI-767,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",56,KL23OP4567,Not Fraud +3196,6/12/2023 21:18,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",50,KL45QR6789,Not Fraud +3197,6/27/2023 12:43,Truck,FTG-877-LMK-179,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,GJ12AB3456,Not Fraud +3198,7/15/2023 4:08,Van,FTG-878-NJH-877,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",55,GJ34CD6789,Not Fraud +3199,7/30/2023 19:33,Sedan,FTG-879-RFD-547,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",48,GJ56EF0123,Not Fraud +3200,8/18/2023 10:58,SUV,FTG-880-TGB-217,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",60,GJ78GH4567,Not Fraud +3201,6/8/2023 23:28,Bus ,FTG-881-BVC-977,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",42,GJ90IJ8901,Not Fraud +3202,6/27/2023 14:53,Car,FTG-882-XCV-674,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",57,GJ23KL2345,Not Fraud +3203,7/12/2023 6:08,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",49,GJ45MN4567,Not Fraud +3204,7/31/2023 21:33,Truck,FTG-884-POU-078,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",52,GJ67OP6789,Not Fraud +3205,8/15/2023 12:58,Van,FTG-885-ZXC-775,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",46,KA89AW1234,Not Fraud +3206,9/3/2023 4:23,Sedan,FTG-886-PLM-462,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",58,GJ89QR0123,Not Fraud +3207,9/18/2023 19:38,SUV,FTG-887-HGT-169,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",53,GJ01ST2345,Not Fraud +3208,10/7/2023 11:03,Bus ,FTG-888-WSX-576,C-103,Regular,Large,290,110,"13.042660878688794, 77.47580097259879",47,GJ23UV4567,Fraud +3209,10/22/2023 2:18,Car,FTG-889-QAZ-533,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",51,GJ45WX6789,Not Fraud +3210,11/10/2023 17:43,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",44,GJ67YZ0123,Not Fraud +3211,11/25/2023 9:08,Truck,FTG-891-YUI-977,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",59,GJ89AB2345,Not Fraud +3212,12/15/2023 0:33,Van,FTG-892-BVC-554,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",54,GJ12CD4567,Not Fraud +3213,12/30/2023 15:58,Sedan,FTG-893-NBH-351,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",43,GJ34EF6789,Not Fraud +3214,1/9/2023 7:23,SUV,FTG-894-KJH-058,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",56,GJ56GH0123,Fraud +3215,1/26/2023 22:40,Bus ,FTG-895-EDC-755,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",50,GJ78IJ2345,Not Fraud +3216,2/14/2023 14:05,Car,FTG-896-LIK-432,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",45,GJ90KL4567,Not Fraud +3217,3/1/2023 5:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,GJ23MN6789,Not Fraud +3218,3/20/2023 20:45,Truck,FTG-898-VLR-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",48,KA56AW0123,Not Fraud +3219,4/4/2023 12:00,Van,FTG-899-WLX-543,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",60,GJ45OP0123,Fraud +3220,4/23/2023 3:23,Sedan,FTG-900-QWZ-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",42,GJ67QR2345,Not Fraud +3221,5/8/2023 18:38,SUV,FTG-100-XYZ-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",57,GJ89ST4567,Not Fraud +3222,5/27/2023 10:03,Bus ,FTG-100-ABC-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,GJ01UV6789,Not Fraud +3223,6/11/2023 1:28,Car,FTG-100-PQR-321,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",52,GJ23WX0123,Not Fraud +3224,6/30/2023 16:53,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",46,GJ45YZ2345,Not Fraud +3225,7/15/2023 8:08,Truck,FTG-100-LMN-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,GJ67AB4567,Not Fraud +3226,8/3/2023 23:33,Van,FTG-100-GHI-432,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",53,GJ89CD6789,Not Fraud +3227,8/18/2023 14:48,Sedan,FTG-100-JKL-109,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",47,GJ12EF0123,Not Fraud +3228,9/6/2023 6:13,SUV,FTG-100-UVW-876,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",51,GJ34GH2345,Fraud +3229,9/21/2023 21:38,Bus ,FTG-109-RST-513,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,GJ56IJ4567,Not Fraud +3230,10/10/2023 13:03,Car,FTG-110-MNO-220,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",59,GJ78KL6789,Not Fraud +3231,10/25/2023 4:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",54,KA23AB8901,Not Fraud +3232,11/13/2023 19:53,Truck,FTG-112-ZXC-614,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",43,GJ90MN0123,Not Fraud +3233,11/28/2023 11:10,Van,FTG-113-POI-000,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",56,GJ23OP2345,Not Fraud +3234,12/17/2023 2:35,Sedan,FTG-114-KJH-018,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",50,GJ45QR4567,Not Fraud +3235,1/1/2023 17:00,SUV,FTG-115-DCV-764,B-102,Express,Large,130,90,"13.042660878688794, 77.47580097259879",45,GJ67ST6789,Fraud +3236,1/20/2023 8:15,Bus ,FTG-116-NBH-412,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,GJ89UV0123,Not Fraud +3237,2/4/2023 23:40,Car,FTG-017-LKI-119,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",48,GJ01WX2345,Not Fraud +3238,2/23/2023 15:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,GJ23YZ4567,Not Fraud +3239,3/10/2023 6:20,Truck,FTG-019-FRD-513,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",42,GJ45AB6789,Not Fraud +3240,3/29/2023 21:45,Van,FTG-020-TYU-220,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",57,GJ67CD0123,Not Fraud +3241,4/13/2023 13:10,Sedan,FTG-021-BVC-947,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",49,GJ89EF2345,Not Fraud +3242,5/2/2023 4:35,SUV,FTG-022-XSW-634,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",52,GJ12GH4567,Not Fraud +3243,5/17/2023 19:50,Bus ,FTG-023-NMK-221,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,GJ34IJ6789,Not Fraud +3244,6/6/2023 11:15,Car,FTG-124-CWE-098,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",58,KA78AB8901,Not Fraud +3245,6/21/2023 2:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",53,GJ56KL0123,Not Fraud +3246,7/9/2023 17:55,Truck,FTG-126-PLM-132,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",47,GJ78MN2345,Not Fraud +3247,7/24/2023 9:18,Van,FTG-127-HGT-169,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",20,GJ90OP4567,Not Fraud +3248,8/12/2023 0:33,Sedan,FTG-128-WSX-866,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",21,GJ23QR6789,Not Fraud +3249,8/27/2023 15:58,SUV,FTG-129-QAZ-563,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",22,GJ45ST0123,Not Fraud +3250,9/15/2023 7:23,Bus ,FTG-130-LPO-260,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",23,GJ67UV2345,Fraud +3251,9/30/2023 22:40,Car,FTG-131-ZAS-967,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",24,GJ89WX4567,Not Fraud +3252,10/19/2023 14:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",25,GJ01YZ6789,Not Fraud +3253,11/3/2023 5:30,Truck,FTG-133-JOP-361,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",26,GJ23AB0123,Not Fraud +3254,11/22/2023 20:45,Van,FTG-510-MNO-260,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",27,GJ45CD2345,Not Fraud +3255,12/7/2023 12:00,Sedan,FTG-511-QWE-967,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",28,GJ67EF4567,Fraud +3256,12/26/2023 3:23,SUV,FTG-512-ZXC-664,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",29,GJ89GH6789,Fraud +3257,1/10/2023 18:38,Bus ,FTG-513-POI-371,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",30,KA45AM6789,Not Fraud +3258,1/29/2023 10:03,Car,FTG-514-KJH-088,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",31,GJ12IJ0123,Not Fraud +3259,2/13/2023 1:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",32,GJ34KL2345,Not Fraud +3260,3/4/2023 16:53,Truck,FTG-516-NBH-422,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",33,GJ56MN4567,Not Fraud +3261,3/19/2023 8:08,Van,FTG-517-LKI-199,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",34,GJ78OP6789,Not Fraud +3262,4/7/2023 23:33,Sedan,FTG-518-UYT-806,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",35,GJ90QR0123,Not Fraud +3263,4/22/2023 14:48,SUV,FTG-519-FRD-593,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",36,GJ23ST2345,Not Fraud +3264,5/11/2023 6:13,Bus ,FTG-520-TYU-220,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",37,GJ45UV4567,Not Fraud +3265,5/26/2023 21:38,Car,FTG-521-BVC-987,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",38,GJ67WX6789,Not Fraud +3266,6/14/2023 13:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",39,GJ89YZ0123,Not Fraud +3267,6/29/2023 4:28,Truck,FTG-523-NMK-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,GJ01AB2345,Not Fraud +3268,7/17/2023 19:53,Van,FTG-524-CDE-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",76,GJ23CD4567,Not Fraud +3269,8/1/2023 11:10,Sedan,FTG-525-VBN-765,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",89,GJ45EF6789,Not Fraud +3270,8/20/2023 2:35,SUV,FTG-526-PLM-432,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA90AB5678,Not Fraud +3271,9/4/2023 17:58,Bus ,FTG-527-HGT-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,GJ67GH0123,Not Fraud +3272,9/23/2023 9:23,Car,FTG-528-WSX-876,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",67,GJ89IJ2345,Not Fraud +3273,10/8/2023 0:48,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",87,GJ12KL4567,Not Fraud +3274,10/27/2023 16:13,Truck,FTG-530-LPO-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,GJ34MN6789,Not Fraud +3275,11/11/2023 7:28,Van,FTG-531-ZAS-987,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",34,GJ56OP0123,Not Fraud +3276,11/30/2023 22:53,Sedan,FTG-532-IXC-654,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",78,GJ78QR2345,Not Fraud +3277,12/15/2023 14:18,SUV,FTG-533-JOP-321,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,GJ90ST4567,Not Fraud +3278,1/3/2023 5:43,Bus ,FTG-534-RFV-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",87,GJ23UV6789,Not Fraud +3279,1/18/2023 21:08,Car,FTG-535-EDC-765,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",66,GJ45WX0123,Fraud +3280,2/6/2023 12:33,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",89,GJ67YZ2345,Not Fraud +3281,2/21/2023 3:48,Truck,FTG-537-NJI-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,GJ89AB4567,Not Fraud +3282,3/13/2023 19:03,Van,FTG-538-LKJ-876,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",34,GJ01CD6789,Not Fraud +3283,3/28/2023 10:28,Sedan,FTG-539-UTY-543,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",98,KA67AB4567,Not Fraud +3284,4/17/2023 1:53,SUV,FTG-540-POU-210,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",22,GJ23EF0123,Not Fraud +3285,5/2/2023 17:18,Bus ,FTG-541-ZXC-997,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",23,GJ45GH2345,Fraud +3286,5/21/2023 8:43,Car,FTG-542-VBN-654,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",10,GJ67IJ4567,Not Fraud +3287,6/5/2023 0:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",67,GJ89KL6789,Not Fraud +3288,6/24/2023 15:25,Truck,FTG-544-MKH-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",87,GJ12MN0123,Not Fraud +3289,7/9/2023 6:50,Van,FTG-545-DCF-765,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",65,GJ34OP2345,Fraud +3290,7/28/2023 22:08,Sedan,FTG-546-POI-432,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",34,GJ56QR4567,Not Fraud +3291,8/12/2023 13:33,SUV,FTG-547-XCV-109,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",87,GJ78ST6789,Not Fraud +3292,8/31/2023 4:58,Bus ,FTG-548-JKL-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",35,GJ90UV0123,Not Fraud +3293,9/15/2023 20:13,Car,FTG-549-RFD-543,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",32,GJ23WX2345,Not Fraud +3294,10/4/2023 11:38,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,GJ45YZ4567,Not Fraud +3295,10/19/2023 3:03,Truck,FTG-551-YUI-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",34,GJ67AB6789,Not Fraud +3296,11/7/2023 18:28,Van,FTG-552-BVC-654,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",65,KA34MB2345,Not Fraud +3297,11/22/2023 9:43,Sedan,FTG-553-NBH-321,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",23,GJ89CD0123,Not Fraud +3298,12/12/2023 1:08,SUV,FTG-554-KJH-098,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",65,GJ12EF2345,Not Fraud +3299,12/27/2023 16:23,Bus ,FTG-555-EDC-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",34,GJ34GH4567,Not Fraud +3300,1/5/2023 7:48,Car,FTG-556-LMK-432,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",76,GJ56IJ6789,Not Fraud +3301,1/1/2023 12:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,GJ78KL0123,Not Fraud +3302,1/15/2023 3:20,Truck,FTG-558-VFR-876,C-103,Regular,Large,290,110,"13.042660878688794, 77.47580097259879",67,GJ90MN2345,Fraud +3303,2/5/2023 18:45,Van,FTG-559-WSX-543,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",45,GJ23OP4567,Not Fraud +3304,2/18/2023 9:10,Sedan,FTG-560-QAZ-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",76,GJ45QR6789,Not Fraud +3305,3/7/2023 14:55,SUV,FTG-561-POU-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA34VW5678,Not Fraud +3306,3/22/2023 5:40,Bus ,FTG-562-NJH-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",76,KA56YT1234,Not Fraud +3307,4/2/2023 20:12,Car,FTG-563-ZXC-321,A-101,Express,Small,60,90,"13.042660878688794, 77.47580097259879",45,KA78LT8901,Fraud +3308,4/19/2023 11:25,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA90QR2345,Not Fraud +3309,5/8/2023 1:48,Truck,FTG-565-LKJ-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA89AB1234,Not Fraud +3310,5/21/2023 16:33,Van,FTG-566-HGT-432,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",65,KA23TT6789,Not Fraud +3311,6/4/2023 7:02,Sedan,FTG-567-MKF-109,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",98,KA45TP0123,Not Fraud +3312,6/19/2023 22:15,SUV,FTG-568-DCV-876,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",76,KA67CD4567,Not Fraud +3313,7/9/2023 12:40,Bus ,FTG-569-NBH-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA89UV8901,Not Fraud +3314,7/24/2023 3:05,Car,FTG-570-POI-210,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",88,KA01TX2345,Not Fraud +3315,8/5/2023 18:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA23AB5678,Not Fraud +3316,8/22/2023 9:45,Truck,FTG-572-QAZ-654,C-103,Regular,Large,290,130,"13.042660878688794, 77.47580097259879",56,KA45TF1234,Fraud +3317,9/11/2023 1:20,Van,FTG-573-KJH-321,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",86,KA67TH8901,Not Fraud +3318,9/26/2023 16:35,Sedan,FTG-574-VFR-098,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",98,KA89TJ2345,Fraud +3319,10/8/2023 7:00,SUV,FTG-575-YUI-765,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",67,KA56VW5678,Not Fraud +3320,10/25/2023 22:15,Bus ,FTG-576-CDE-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",98,MH12AB3456,Not Fraud +3321,11/14/2023 12:42,Car,FTG-577-LMK-109,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",67,KA56JP8901,Not Fraud +3322,11/29/2023 3:55,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",56,KA56MA0123,Not Fraud +3323,12/9/2023 18:20,Truck,FTG-579-RFD-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",87,KA78JR2345,Not Fraud +3324,12/26/2023 9:45,Van,FTG-580-TGB-210,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA90LM8901,Not Fraud +3325,1/6/2023 1:10,Sedan,FTG-581-BVC-987,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",87,MH34CD6789,Not Fraud +3326,1/23/2023 16:25,SUV,FTG-582-XCV-654,B-102,Regular,Large,130,120,"13.042660878688794, 77.47580097259879",67,KA45WX8901,Fraud +3327,2/11/2023 7:50,Bus ,FTG-583-LKJ-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",76,KA67YZ5678,Not Fraud +3328,2/26/2023 23:05,Car,FTG-584-POU-098,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",56,KA89JB1234,Not Fraud +3329,3/18/2023 13:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",98,KA01JD8901,Not Fraud +3330,4/2/2023 4:55,Truck,FTG-586-PLM-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",56,MH56EF0123,Not Fraud +3331,4/15/2023 20:10,Van,FTG-587-HGT-109,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",45,MH78GH4567,Not Fraud +3332,5/4/2023 10:35,Sedan,FTG-588-WSX-876,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",55,KA67IJ8901,Not Fraud +3333,5/19/2023 1:50,SUV,FTG-589-QAZ-543,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",76,KA89KL5678,Not Fraud +3334,6/8/2023 17:15,Bus ,FTG-590-RFD-210,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",45,KA12MN1234,Fraud +3335,6/23/2023 8:28,Car,FTG-591-YUI-987,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA23MA8901,Not Fraud +3336,7/13/2023 23:53,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,KA34OP8901,Not Fraud +3337,7/28/2023 15:08,Truck,FTG-593-NBH-321,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",76,MH90IJ8901,Fraud +3338,8/9/2023 5:33,Van,FTG-594-KJH-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",90,KA01UV8901,Not Fraud +3339,8/26/2023 20:48,Sedan,FTG-595-EDC-765,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",78,KA90UV8901,Fraud +3340,9/15/2023 11:05,SUV,FTG-596-LMK-432,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",76,KA23WX5678,Not Fraud +3341,9/30/2023 1:30,Bus ,FTG-597-PLN-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",89,KA45YZ1234,Not Fraud +3342,10/12/2023 16:45,Car,FTG-598-VFR-876,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA67AB8901,Not Fraud +3343,10/29/2023 8:10,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",80,MH23YL2345,Not Fraud +3344,11/17/2023 23:23,Truck,FTG-600-QAZ-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",70,MH45MN4567,Not Fraud +3345,12/2/2023 14:48,Van,FTG-697-PLN-109,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",60,KA23GH8901,Not Fraud +3346,12/12/2023 5:05,Sedan,FTG-698-VFR-876,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",56,KA45IJ5678,Not Fraud +3347,12/29/2023 20:20,SUV,FTG-699-WSX-543,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",45,KA67KL1234,Fraud +3348,1/8/2023 10:45,Bus ,FTG-700-QAZ-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KA78MA8901,Not Fraud +3349,1/25/2023 2:00,Car,FTG-701-XYZ-987,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",65,KA89MN8901,Not Fraud +3350,2/13/2023 17:25,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,MH67OP6789,Not Fraud +3351,2/28/2023 8:40,Truck,FTG-703-PQR-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",87,KA89GH8901,Not Fraud +3352,3/20/2023 0:05,Van,FTG-704-DEF-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",98,KA56ST8901,Not Fraud +3353,4/4/2023 15:18,Sedan,FTG-705-LMN-765,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",45,KA78UV5678,Not Fraud +3354,4/24/2023 6:43,SUV,FTG-706-GHI-432,B-102,Regular,Large,130,90,"13.042660878688794, 77.47580097259879",35,KA90WX1234,Fraud +3355,5/9/2023 22:00,Bus ,FTG-707-JKL-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",24,KA23YZ8901,Not Fraud +3356,5/28/2023 12:25,Car,FTG-708-UVW-876,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",25,KA12IJ2345,Not Fraud +3357,6/12/2023 3:48,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",77,KA34KL5678,Not Fraud +3358,6/27/2023 19:03,Truck,FTG-710-MNO-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA89JF8901,Not Fraud +3359,7/7/2023 9:28,Van,FTG-711-QWE-987,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",90,KA01GH5678,Not Fraud +3360,7/24/2023 0:45,Sedan,FTG-712-ZXC-654,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",89,KA23IJ1234,Not Fraud +3361,8/13/2023 16:10,SUV,FTG-713-POI-321,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",85,KA45MA6789,Not Fraud +3362,8/28/2023 7:23,Bus ,FTG-714-KJH-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA45JL8901,Not Fraud +3363,9/17/2023 22:48,Car,FTG-715-DCV-765,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",45,KA56MN1234,Fraud +3364,10/2/2023 14:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",65,KA78OP8901,Not Fraud +3365,10/14/2023 4:28,Truck,FTG-717-LKI-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA12JR8901,Not Fraud +3366,10/31/2023 19:53,Van,FTG-718-UYT-876,B-102,Regular,Medium,110,100,"13.042660878688794, 77.47580097259879",76,KA34ST5678,Fraud +3367,11/19/2023 11:10,Sedan,FTG-719-FRD-543,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",45,KA56UV1234,Not Fraud +3368,12/4/2023 1:35,SUV,FTG-720-TYU-210,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",77,KA78WX8901,Not Fraud +3369,12/16/2023 17:00,Bus ,FTG-721-BVC-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",88,MH89QR0123,Not Fraud +3370,1/4/2023 7:25,Car,FTG-722-XSW-654,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",23,KA23JB1234,Not Fraud +3371,1/19/2023 22:38,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",34,MH01ST2345,Not Fraud +3372,2/8/2023 13:03,Truck,FTG-724-CDE-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA67EF1234,Not Fraud +3373,2/23/2023 4:18,Van,FTG-725-VBN-765,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA89GH5678,Not Fraud +3374,3/15/2023 19:43,Sedan,FTG-726-PLM-432,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",76,KA90MA5678,Not Fraud +3375,3/30/2023 11:08,SUV,FTG-727-HGT-109,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",54,KA01IJ1234,Not Fraud +3376,4/10/2023 1:33,Bus ,FTG-728-WSX-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",66,KA23KL8901,Not Fraud +3377,4/27/2023 16:58,Car,FTG-729-QAZ-543,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",66,KA45MN5678,Not Fraud +3378,5/16/2023 8:23,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA67OP1234,Not Fraud +3379,5/31/2023 23:40,Truck,FTG-731-ZAS-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",77,KA89QR5678,Not Fraud +3380,6/21/2023 15:05,Van,FTG-732-IXC-654,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",44,KA12ST1234,Not Fraud +3381,7/6/2023 6:20,Sedan,FTG-733-JOP-321,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",60,KA34UV5678,Not Fraud +3382,7/26/2023 21:43,SUV,FTG-734-RFV-098,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",70,KA56WX1234,Not Fraud +3383,8/10/2023 12:58,Bus ,FTG-735-EDC-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",77,KA78YZ5678,Not Fraud +3384,8/29/2023 4:23,Car,FTG-736-OKM-432,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",55,KA90AB1234,Not Fraud +3385,9/13/2023 19:38,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",65,KA45UV1234,Not Fraud +3386,10/2/2023 10:03,Truck,FTG-738-LKJ-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",75,KA67WX5678,Not Fraud +3387,10/17/2023 1:28,Van,FTG-739-UTY-543,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",85,KA67MA4567,Not Fraud +3388,11/5/2023 16:53,Sedan,FTG-740-POU-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",95,KA89YZ1234,Not Fraud +3389,11/20/2023 8:08,SUV,FTG-741-ZXC-987,B-102,Express,Large,130,90,"13.042660878688794, 77.47580097259879",90,KA01AB5678,Fraud +3390,12/10/2023 23:33,Bus ,FTG-742-VBN-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",88,KA01KL5678,Not Fraud +3391,12/25/2023 14:48,Car,FTG-743-QWE-321,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA23MN1234,Not Fraud +3392,1/4/2023 5:13,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",90,KA45OP5678,Not Fraud +3393,1/21/2023 20:38,Truck,FTG-745-DCF-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA67QR1234,Not Fraud +3394,2/10/2023 12:03,Van,FTG-746-POI-432,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",78,KA89ST5678,Not Fraud +3395,2/25/2023 3:28,Sedan,FTG-747-XCV-109,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",89,KA12UV1234,Not Fraud +3396,3/17/2023 18:53,SUV,FTG-748-JKL-876,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",99,KA34WX5678,Not Fraud +3397,4/1/2023 10:10,Bus ,FTG-749-RFD-543,C-103,Express,Large,290,130,"13.042660878688794, 77.47580097259879",98,KA56YZ1234,Fraud +3398,4/20/2023 1:33,Car,FTG-750-HGT-210,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA78LM5678,Not Fraud +3399,5/5/2023 16:58,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",68,KA90QR1234,Not Fraud +3400,5/24/2023 8:13,Truck,FTG-752-BVC-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA34MA2345,Not Fraud +3401,4/14/2023 14:51,Van,FTG-753-NBH-321,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",23,KA23ST5678,Fraud +3402,4/29/2023 6:17,Sedan,FTG-754-KJH-098,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",35,KA45OP1234,Not Fraud +3403,5/18/2023 21:42,SUV,FTG-755-EDC-765,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",75,KA67CD5678,Fraud +3404,6/3/2023 13:07,Bus ,FTG-756-LMK-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",80,KA89UV1234,Not Fraud +3405,6/22/2023 4:32,Car,FTG-757-PLN-109,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",88,KA01WX5678,Not Fraud +3406,7/7/2023 19:57,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA23TB1234,Not Fraud +3407,7/27/2023 11:22,Truck,FTG-759-WSX-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",75,KA45KF5678,Not Fraud +3408,8/11/2023 2:48,Van,FTG-760-QAZ-210,B-102,Regular,Medium,110,100,"13.042660878688794, 77.47580097259879",46,KA67KH1234,Fraud +3409,8/30/2023 18:13,Sedan,FTG-761-POU-987,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",47,KA89IK5678,Fraud +3410,9/14/2023 9:38,SUV,FTG-762-NJH-654,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",89,KA12KK1234,Not Fraud +3411,10/3/2023 1:03,Bus ,FTG-763-ZXC-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",90,KA34MK5678,Not Fraud +3412,10/18/2023 16:28,Car,FTG-764-OKM-098,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",87,KA56UP1234,Not Fraud +3413,11/6/2023 7:53,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",96,KA89LA1234,Not Fraud +3414,11/21/2023 23:19,Truck,FTG-766-HGT-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",67,KA78VW5678,Not Fraud +3415,12/11/2023 14:44,Van,FTG-767-MKF-109,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",65,KA90IZ1234,Not Fraud +3416,12/26/2023 6:09,Sedan,FTG-768-DCV-876,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",66,KA23LM8801,Not Fraud +3417,1/3/2023 21:34,SUV,FTG-769-NBH-543,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",67,KA45QR2345,Not Fraud +3418,1/21/2023 13:59,Bus ,FTG-770-POI-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",68,KA67ST6889,Not Fraud +3419,2/5/2023 5:24,Car,FTG-771-WSX-987,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",69,KA89OP0823,Not Fraud +3420,2/24/2023 20:50,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",70,KA01CD4567,Not Fraud +3421,3/12/2023 12:15,Truck,FTG-773-KJH-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",71,KA23UV8901,Not Fraud +3422,3/27/2023 3:40,Van,FTG-774-VFR-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",72,KA45WX2345,Not Fraud +3423,4/15/2023 19:05,Sedan,FTG-775-YUI-765,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",73,KA67AB5878,Not Fraud +3424,4/30/2023 10:31,SUV,FTG-776-CDE-432,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",74,KA89EF1834,Not Fraud +3425,5/19/2023 1:56,Bus ,FTG-777-LMK-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",75,KA12GH8801,Not Fraud +3426,6/3/2023 17:21,Car,FTG-778-NJH-876,A-101,Regular,Small,60,0,"13.042660878688794, 77.47580097259879",76,KA56GA0123,Fraud +3427,6/22/2023 8:46,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",77,KA34IJ2345,Not Fraud +3428,7/7/2023 0:11,Truck,FTG-780-TGB-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA56KL5678,Not Fraud +3429,7/26/2023 15:37,Van,FTG-781-BVC-987,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",79,KA78MN1234,Not Fraud +3430,8/10/2023 7:02,Sedan,FTG-782-XCV-654,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",80,KA90OP8901,Not Fraud +3431,8/29/2023 22:27,SUV,FTG-783-LKJ-321,B-102,Express,Large,130,90,"13.042660878688794, 77.47580097259879",81,KA23QR2845,Fraud +3432,9/14/2023 13:52,Bus ,FTG-784-POU-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",82,KA45ST5678,Not Fraud +3433,10/3/2023 5:17,Car,FTG-785-ZXC-760,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",83,KA67UV1234,Not Fraud +3434,10/18/2023 20:42,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",84,KA89WX8901,Not Fraud +3435,11/7/2023 12:08,Truck,FTG-787-HGT-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",85,KA01YZ5678,Not Fraud +3436,11/22/2023 3:33,Van,FTG-788-WSX-876,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",86,MH23UV4567,Not Fraud +3437,12/11/2023 18:58,Sedan,FTG-789-QAZ-545,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",87,KA45EF5678,Not Fraud +3438,12/27/2023 10:23,SUV,FTG-790-RFD-210,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",88,KA67GH1234,Not Fraud +3439,1/4/2023 1:48,Bus ,FTG-791-YUI-981,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",89,KA23GA8901,Fraud +3440,1/21/2023 17:13,Car,FTG-792-BVC-654,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA89IJ5678,Not Fraud +3441,2/5/2023 8:39,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA12KL1234,Not Fraud +3442,2/24/2023 0:04,Truck,FTG-794-KJH-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA34MN5678,Not Fraud +3443,3/11/2023 15:29,Van,FTG-795-EDC-765,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",57,KA56OP1234,Not Fraud +3444,3/26/2023 6:54,Sedan,FTG-796-LMK-432,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",58,KA78QR5678,Not Fraud +3445,4/14/2023 22:19,SUV,FTG-797-PLN-109,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",59,KA90ST1234,Not Fraud +3446,4/30/2023 13:44,Bus ,FTG-798-VFR-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA23UV5678,Not Fraud +3447,5/19/2023 5:10,Car,FTG-799-WSX-543,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",61,KA45WX1234,Not Fraud +3448,6/3/2023 20:35,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",62,KA67YZ8678,Not Fraud +3449,6/23/2023 12:00,Truck,FTG-801-XYZ-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",63,KA89AB1284,Not Fraud +3450,7/8/2023 3:25,Van,FTG-802-ABC-654,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA01CD5878,Not Fraud +3451,7/27/2023 18:50,Sedan,FTG-803-PQR-321,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",90,KA23EF1234,Not Fraud +3452,8/11/2023 10:16,SUV,FTG-804-DEF-098,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",90,KA78GA8901,Not Fraud +3453,8/30/2023 1:41,Bus ,FTG-805-LMN-765,C-103,Express,Large,290,110,"13.042660878688794, 77.47580097259879",55,KA45GH5678,Fraud +3454,9/15/2023 17:06,Car,FTG-806-GHI-432,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",82,KA67IJ1234,Not Fraud +3455,10/4/2023 8:31,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",63,KA89KL5878,Not Fraud +3456,10/19/2023 23:56,Truck,FTG-808-UVW-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",90,KA12MN1834,Not Fraud +3457,11/7/2023 15:21,Van,FTG-809-RST-543,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",48,KA34OP5678,Fraud +3458,11/22/2023 6:47,Sedan,FTG-810-MNO-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",76,KA56QR1234,Not Fraud +3459,12/11/2023 22:12,SUV,FTG-811-QWE-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",58,KA78ST5678,Not Fraud +3460,12/27/2023 13:37,Bus ,FTG-812-ZXC-654,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",87,KA90UV1234,Fraud +3461,1/4/2023 4:02,Car,FTG-813-POI-321,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",67,KA23WX2678,Not Fraud +3462,1/21/2023 19:27,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",94,KA45YZ2234,Not Fraud +3463,2/6/2023 10:52,Truck,FTG-815-DCV-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",71,KA67AB2678,Not Fraud +3464,2/25/2023 2:18,Van,FTG-816-NBH-432,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",89,KA89CD1234,Not Fraud +3465,3/12/2023 17:43,Sedan,FTG-817-LKI-109,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",52,KA45GA6789,Not Fraud +3466,3/27/2023 9:08,SUV,FTG-818-UYT-876,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",79,KA01EF5678,Not Fraud +3467,4/15/2023 0:33,Bus ,FTG-819-FRD-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",66,KA23GH1234,Not Fraud +3468,4/30/2023 15:58,Car,FTG-820-TYU-210,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",95,KA45IJ4678,Not Fraud +3469,5/19/2023 7:23,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",44,KA67KL1434,Not Fraud +3470,6/3/2023 22:49,Truck,FTG-822-XSW-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA89MN5678,Not Fraud +3471,6/23/2023 14:14,Van,FTG-823-NMK-324,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",61,KA12OP1234,Not Fraud +3472,7/8/2023 5:39,Sedan,FTG-824-CDE-198,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",85,KA34QR5678,Not Fraud +3473,7/27/2023 21:04,SUV,FTG-825-VBN-765,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",49,KA56ST1234,Not Fraud +3474,8/12/2023 12:29,Bus ,FTG-826-PLM-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",74,KA78UV5478,Not Fraud +3475,8/31/2023 3:54,Car,FTG-827-HGT-109,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",69,KA90WX1734,Not Fraud +3476,9/15/2023 19:19,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",92,KA23YZ5678,Not Fraud +3477,10/4/2023 10:45,Truck,FTG-829-QAZ-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",57,KA45AB1234,Not Fraud +3478,10/19/2023 2:10,Van,FTG-831-ZAS-989,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",83,KA90DA5678,Not Fraud +3479,11/7/2023 17:35,Sedan,FTG-832-IXC-654,A-101,Express,Medium,100,90,"13.042660878688794, 77.47580097259879",68,KA67CD5778,Fraud +3480,11/22/2023 9:00,SUV,FTG-833-JOP-321,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",96,KA89EF1734,Fraud +3481,12/11/2023 0:25,Bus ,FTG-834-RFV-098,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,KA01GH5778,Not Fraud +3482,12/26/2023 15:51,Car,FTG-835-EDC-765,A-101,Regular,Small,60,0,"13.042660878688794, 77.47580097259879",81,KA23IJ1734,Fraud +3483,1/3/2023 7:16,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,KA45KL7678,Not Fraud +3484,1/20/2023 22:41,Truck,FTG-837-NJI-109,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",88,KA67MN1234,Not Fraud +3485,2/8/2023 14:06,Van,FTG-838-LKJ-876,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",53,KA89OP5678,Not Fraud +3486,2/23/2023 5:31,Sedan,FTG-839-UTY-543,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",77,KA12QR1234,Fraud +3487,3/14/2023 20:56,SUV,FTG-840-POU-210,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",64,KA34ST4678,Not Fraud +3488,3/30/2023 12:22,Bus ,FTG-841-ZXC-987,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",91,KA56UV4234,Not Fraud +3489,4/18/2023 3:47,Car,FTG-842-VBN-654,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",50,KA78WX4678,Not Fraud +3490,5/3/2023 19:12,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",75,KA90YZ1234,Not Fraud +3491,5/23/2023 10:37,Truck,FTG-844-MKH-098,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",59,KA67GA4567,Not Fraud +3492,6/7/2023 2:02,Van,FTG-845-DCF-765,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",84,KA23AB4678,Not Fraud +3493,6/26/2023 17:27,Sedan,FTG-846-POI-432,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",66,KA45CD1234,Not Fraud +3494,7/11/2023 8:53,SUV,FTG-847-XCV-110,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",93,KA67EF5678,Not Fraud +3495,7/30/2023 0:18,Bus ,FTG-848-JKL-876,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA89GH1234,Not Fraud +3496,8/14/2023 15:43,Car,FTG-849-RFD-543,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",80,KA01IJ5678,Not Fraud +3497,9/2/2023 7:08,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",62,KA23KL1234,Not Fraud +3498,9/17/2023 22:33,Truck,FTG-851-YUI-987,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",86,KA23VW5678,Not Fraud +3499,10/6/2023 14:59,Van,FTG-852-BVC-654,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",51,KA45YZ0234,Not Fraud +3500,10/21/2023 6:24,Sedan,FTG-853-NBH-321,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",73,KA67LM8901,Not Fraud +3501,11/9/2023 21:49,SUV,FTG-854-KJH-098,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",56,KA89QR2345,Not Fraud +3502,11/25/2023 13:14,Bus ,FTG-855-EDC-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA01ST6789,Not Fraud +3503,12/15/2023 4:39,Car,FTG-856-LMK-432,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",70,KA23OP0103,Not Fraud +3504,12/30/2023 20:04,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",97,KA34KA2345,Not Fraud +3505,1/7/2023 11:30,Truck,FTG-858-VFR-876,C-103,Express,Large,340,130,"12.84197701525119, 77.67547528176169",47,KA45CD4507,Fraud +3506,1/24/2023 2:55,Van,FTG-859-WSX-543,B-102,Regular,Medium,130,90,"12.84197701525119, 77.67547528176169",84,KA67UV8901,Fraud +3507,2/11/2023 18:20,Sedan,FTG-860-QAZ-211,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",65,KA89WX2345,Not Fraud +3508,2/26/2023 9:45,SUV,FTG-861-POU-987,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",92,KA12AB5678,Not Fraud +3509,3/18/2023 1:10,Bus ,FTG-862-NJH-657,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",53,KA34EF1234,Not Fraud +3510,4/3/2023 16:35,Car,FTG-863-ZXC-321,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",79,KA56GH8901,Not Fraud +3511,4/22/2023 8:00,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",61,KA78IJ2045,Not Fraud +3512,5/7/2023 23:26,Truck,FTG-865-LKJ-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",89,KA90KL5678,Not Fraud +3513,5/27/2023 14:51,Van,FTG-866-HGT-432,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",44,KA23MN1204,Not Fraud +3514,6/11/2023 6:16,Sedan,FTG-867-MKF-109,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",78,KA45OP8901,Not Fraud +3515,6/30/2023 21:41,SUV,FTG-868-DCV-879,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",67,KA67QR2045,Not Fraud +3516,7/16/2023 13:07,Bus ,FTG-869-NBH-543,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",95,KA89ST5578,Fraud +3517,8/4/2023 4:32,Car,FTG-870-POI-210,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",55,KA89AA1234,Not Fraud +3518,8/19/2023 19:57,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",80,KA01UV1234,Not Fraud +3519,9/7/2023 11:22,Truck,FTG-872-QAZ-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,KA23WX5878,Not Fraud +3520,9/22/2023 2:47,Van,FTG-873-KJH-321,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",87,KA45YZ1254,Fraud +3521,10/11/2023 18:12,Sedan,FTG-874-VFR-098,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",47,KA67AB5478,Not Fraud +3522,10/26/2023 9:38,SUV,FTG-875-YUI-765,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",73,KA89CD1244,Not Fraud +3523,11/14/2023 1:03,Bus ,FTG-876-CDE-432,C-103,Express,Large,340,60,"12.84197701525119, 77.67547528176169",68,KA12EF5678,Fraud +3524,11/29/2023 16:28,Car,FTG-877-LMK-109,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",91,KA34GH1234,Fraud +3525,12/18/2023 7:53,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,KA56IJ5678,Not Fraud +3526,1/2/2023 23:18,Truck,FTG-879-RFD-543,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA78KL1234,Not Fraud +3527,1/20/2023 14:43,Van,FTG-880-TGB-210,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",56,KA90MN5678,Not Fraud +3528,2/4/2023 6:08,Sedan,FTG-881-BVC-987,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",84,KA23OP1234,Not Fraud +3529,2/23/2023 21:34,SUV,FTG-882-XCV-654,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",69,KA45QR5678,Fraud +3530,3/11/2023 13:59,Bus ,FTG-883-LBJ-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",94,KA56AA0123,Not Fraud +3531,3/26/2023 5:24,Car,FTG-884-POU-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",49,KA67ST1234,Not Fraud +3532,4/14/2023 20:49,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",76,KA89UV5678,Not Fraud +3533,4/30/2023 12:14,Truck,FTG-886-PLM-432,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",63,KA01WX1234,Not Fraud +3534,5/19/2023 3:39,Van,FTG-887-HGT-101,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,KA23AB5478,Not Fraud +3535,6/3/2023 19:05,Sedan,FTG-888-WSX-876,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",74,KA45CD1434,Not Fraud +3536,6/22/2023 10:30,SUV,FTG-889-QAZ-543,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,KA67EF5078,Not Fraud +3537,7/7/2023 1:55,Bus ,FTG-890-RXD-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",61,KA89GH1200,Not Fraud +3538,7/26/2023 17:20,Car,FTG-891-YUI-987,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,KA12IJ5678,Not Fraud +3539,8/10/2023 8:45,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,KA34KL1234,Not Fraud +3540,8/29/2023 0:11,Truck,FTG-893-NBH-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",79,KA56MN5678,Not Fraud +3541,9/13/2023 15:36,Van,FTG-894-KJH-098,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",66,KA78OP1234,Fraud +3542,10/2/2023 7:01,Sedan,FTG-895-EDC-765,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",90,KA90QR5678,Not Fraud +3543,10/17/2023 22:26,SUV,FTG-896-LMK-432,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",48,KA23EA8901,Not Fraud +3544,11/6/2023 13:51,Bus ,FTG-897-PLN-109,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",77,KA23ST1234,Fraud +3545,11/21/2023 5:16,Car,FTG-898-VFR-876,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",60,KA45UV5678,Not Fraud +3546,12/10/2023 20:42,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,KA67WX1234,Not Fraud +3547,12/26/2023 12:07,Truck,FTG-900-QAZ-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",71,KA89YZ5678,Not Fraud +3548,1/3/2023 3:32,Van,FTG-901-XYZ-987,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",97,MH45WX6789,Not Fraud +3549,1/20/2023 18:57,Sedan,FTG-902-ABC-656,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",46,MH67YZ0123,Fraud +3550,2/8/2023 10:22,SUV,FTG-903-PQR-321,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",81,MH89AB2345,Not Fraud +3551,2/23/2023 1:47,Bus ,FTG-904-DEF-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",64,MH12CD4567,Not Fraud +3552,3/14/2023 17:13,Car,FTG-905-LMN-765,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,MH34YF6789,Not Fraud +3553,3/29/2023 8:38,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",57,MH56GH0123,Not Fraud +3554,4/17/2023 0:03,Truck,FTG-907-JKL-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,MH78YJ2345,Not Fraud +3555,5/2/2023 15:28,Van,FTG-908-UVW-876,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",57,KA56OP5678,Not Fraud +3556,5/21/2023 6:53,Sedan,FTG-909-RST-543,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",84,KA78QA8901,Fraud +3557,6/5/2023 22:19,SUV,FTG-910-MNO-219,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",66,KA78QR1234,Fraud +3558,6/25/2023 13:44,Bus ,FTG-911-QWE-987,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",91,MH90KL4567,Not Fraud +3559,7/10/2023 5:09,Car,FTG-912-ZXC-654,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",49,MH23MN6789,Not Fraud +3560,7/29/2023 20:34,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",77,KA45WX5678,Not Fraud +3561,8/13/2023 0:59,Truck,FTG-914-KJH-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",59,KA67YZ1234,Not Fraud +3562,9/1/2023 16:24,Van,FTG-915-DCV-765,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,KA89AB5678,Not Fraud +3563,9/16/2023 7:50,Sedan,FTG-916-NBH-430,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",68,KA01CD1234,Not Fraud +3564,10/5/2023 23:15,SUV,FTG-917-LKI-109,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",93,MH45YP0123,Not Fraud +3565,10/21/2023 14:40,Bus ,FTG-918-UYT-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",72,MH67QR2345,Not Fraud +3566,11/9/2023 6:05,Car,FTG-919-FRD-543,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",90,KA67IJ5678,Not Fraud +3567,11/24/2023 21:30,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",53,KA89KL1234,Not Fraud +3568,12/14/2023 12:55,Truck,FTG-921-BVC-987,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",80,KA12MN5678,Not Fraud +3569,12/29/2023 4:21,Van,FTG-922-XSW-654,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",67,KA45ZR6789,Not Fraud +3570,1/5/2023 19:46,Sedan,FTG-923-NMK-321,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",96,KA34OP1234,Not Fraud +3571,1/23/2023 11:11,SUV,FTG-924-CDE-098,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",45,MH89ST4567,Not Fraud +3572,2/7/2023 2:36,Bus ,FTG-925-VBN-763,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",79,MH01UV6789,Fraud +3573,2/26/2023 18:01,Car,FTG-926-PLM-432,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",62,KA90UV5678,Fraud +3574,3/13/2023 9:26,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",86,KA23WX1234,Not Fraud +3575,4/1/2023 0:52,Truck,FTG-928-WSX-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,KA45YZ5678,Not Fraud +3576,4/20/2023 16:17,Van,FTG-929-QAZ-543,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",75,KA67AB1234,Fraud +3577,5/5/2023 7:42,Sedan,FTG-930-LPO-211,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",70,MH23WX0123,Fraud +3578,5/24/2023 23:07,SUV,FTG-931-ZAS-987,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",93,MH45YZ2345,Not Fraud +3579,6/9/2023 14:32,Bus ,FTG-932-IXC-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,KA23GH5678,Not Fraud +3580,6/28/2023 6:57,Car,FTG-933-JOP-321,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",84,KA45IJ1234,Not Fraud +3581,7/13/2023 22:23,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",69,KA67KL5678,Not Fraud +3582,8/1/2023 13:48,Truck,FTG-935-EDC-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,KA90ZL5678,Not Fraud +3583,8/16/2023 5:13,Van,FTG-936-OKM-432,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",47,KA89MN1234,Not Fraud +3584,9/4/2023 20:38,Sedan,FTG-937-NJI-109,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",82,MH67AB4567,Not Fraud +3585,9/20/2023 12:03,SUV,FTG-938-LKJ-876,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",61,MH89TD6789,Not Fraud +3586,10/9/2023 3:29,Bus ,FTG-939-UTY-542,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",89,KA56ST5678,Not Fraud +3587,10/24/2023 18:54,Car,FTG-940-POU-210,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",54,KA78UV1234,Not Fraud +3588,11/12/2023 10:19,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",78,KA90WX5678,Not Fraud +3589,11/27/2023 1:44,Truck,FTG-942-VBN-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",65,KA23YZ1234,Not Fraud +3590,12/16/2023 17:09,Van,FTG-943-QWE-321,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",92,MH12EF0123,Not Fraud +3591,12/31/2023 8:34,Sedan,FTG-944-MKH-096,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",51,MH34GH2345,Not Fraud +3592,1/8/2023 0:00,SUV,FTG-945-DCF-765,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",76,KA89EF5678,Not Fraud +3593,1/25/2023 15:25,Bus ,FTG-946-POI-432,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",60,KA01GH1234,Not Fraud +3594,2/9/2023 6:50,Car,FTG-947-XCV-109,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,KA23IJ5678,Not Fraud +3595,2/28/2023 22:15,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",67,KA67ZE4567,Not Fraud +3596,3/16/2023 13:40,Truck,FTG-949-RFD-543,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",94,KA45KL1234,Fraud +3597,3/31/2023 5:05,Van,FTG-950-HGT-210,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",46,MH56TJ4567,Not Fraud +3598,4/19/2023 20:31,Sedan,FTG-951-YUI-987,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",81,MH78KL6789,Not Fraud +3599,5/5/2023 11:56,SUV,FTG-952-BVC-656,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",63,MH90EN0123,Not Fraud +3600,5/24/2023 3:21,Bus ,FTG-953-NBH-321,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",87,KA34ST1234,Fraud +3601,6/8/2023 18:46,Car,FTG-954-KJH-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",52,KA56UV5678,Not Fraud +3602,6/27/2023 10:11,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",74,KA78WX1234,Not Fraud +3603,7/12/2023 1:36,Truck,FTG-956-LMK-432,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,MH23EP2345,Not Fraud +3604,7/31/2023 17:02,Van,FTG-957-PLN-109,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",83,MH45QR4567,Not Fraud +3605,8/15/2023 8:27,Sedan,FTG-958-VFR-876,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",71,KA23CD5678,Not Fraud +3606,9/3/2023 23:52,SUV,FTG-959-WSX-543,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",98,KA45EF1234,Not Fraud +3607,9/19/2023 15:17,Bus ,FTG-960-QAZ-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",48,KA67GH5678,Not Fraud +3608,10/8/2023 6:42,Car,FTG-961-POU-987,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,KA34EA2345,Not Fraud +3609,10/23/2023 22:07,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",66,KA89IJ1234,Not Fraud +3610,11/11/2023 13:33,Truck,FTG-963-ZXC-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,KA12KL5678,Not Fraud +3611,11/26/2023 5:58,Van,FTG-964-OKM-097,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",54,KA34MN1234,Fraud +3612,12/15/2023 21:23,Sedan,FTG-965-LKJ-765,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",80,MH67ST6789,Not Fraud +3613,12/31/2023 12:48,SUV,FTG-966-HGT-432,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",62,MH89UV0123,Not Fraud +3614,1/7/2023 4:13,Bus ,FTG-967-MKF-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",89,KA90LM5678,Not Fraud +3615,1/24/2023 19:38,Car,FTG-968-DCV-876,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",45,KA23NO8901,Not Fraud +3616,2/9/2023 11:04,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",77,KA34PQ2345,Not Fraud +3617,2/28/2023 2:29,Truck,FTG-970-POI-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",70,KA45RS6789,Not Fraud +3618,3/15/2023 17:54,Van,FTG-971-WSX-989,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",92,KA56TU0123,Not Fraud +3619,3/30/2023 9:19,Sedan,FTG-972-QAZ-654,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",49,KA67VW4567,Not Fraud +3620,4/18/2023 0:44,SUV,FTG-973-KJH-321,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",78,KA78XY8901,Not Fraud +3621,5/3/2023 16:09,Bus ,FTG-974-VFR-099,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",67,KA89ZA1234,Fraud +3622,5/22/2023 7:35,Car,FTG-975-YUI-765,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",95,KA90BC5678,Not Fraud +3623,6/6/2023 23:00,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",56,KA23DE8901,Not Fraud +3624,6/26/2023 14:25,Truck,FTG-977-LMK-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",83,KA34FG2345,Not Fraud +3625,7/11/2023 5:50,Van,FTG-978-NJH-876,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",68,KA45HI6789,Not Fraud +3626,7/30/2023 21:15,Sedan,FTG-979-RFD-543,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",96,KA56JK0123,Not Fraud +3627,8/15/2023 12:41,SUV,FTG-980-TGB-210,B-102,Express,Large,150,130,"12.84197701525119, 77.67547528176169",47,KA67LM4567,Fraud +3628,9/3/2023 4:06,Bus ,FTG-981-BVC-989,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",82,KA78NO8901,Fraud +3629,9/18/2023 19:31,Car,FTG-982-XCV-654,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",59,KA89PQ1234,Not Fraud +3630,10/7/2023 10:56,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",87,KA90RS5678,Not Fraud +3631,10/22/2023 2:21,Truck,FTG-984-POU-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,KA23TU8901,Not Fraud +3632,11/10/2023 17:46,Van,FTG-985-ZXC-765,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",76,KA34VW2345,Not Fraud +3633,11/25/2023 9:12,Sedan,FTG-986-PLM-432,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",65,KA45XY6789,Not Fraud +3634,12/14/2023 0:37,SUV,FTG-987-HGT-104,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",90,KA56ZA0123,Not Fraud +3635,12/29/2023 16:02,Bus ,FTG-988-WSX-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",53,KA67BC4567,Not Fraud +3636,1/6/2023 7:27,Car,FTG-989-QAZ-543,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",79,KA78DE8901,Not Fraud +3637,1/23/2023 22:52,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",73,KA89FG1234,Not Fraud +3638,2/11/2023 14:17,Truck,FTG-991-YUI-987,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",97,KA90HI5678,Fraud +3639,2/26/2023 5:43,Van,FTG-992-BVC-654,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",44,KA23JK8901,Fraud +3640,3/17/2023 21:08,Sedan,FTG-993-NBH-321,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",81,KA34LM2345,Not Fraud +3641,4/2/2023 12:33,SUV,FTG-994-KJH-098,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",64,KA45NO6789,Not Fraud +3642,4/21/2023 3:58,Bus ,FTG-995-EDC-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,KA56PQ0123,Not Fraud +3643,5/6/2023 19:23,Car,FTG-996-LMK-432,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",57,KA67RS4567,Fraud +3644,5/26/2023 10:48,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",86,KA78TU8901,Not Fraud +3645,6/10/2023 2:14,Truck,FTG-998-VFR-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",71,KA89VW1234,Not Fraud +3646,6/29/2023 17:39,Van,FTG-999-WSX-543,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",99,KA90XY5678,Fraud +3647,7/14/2023 9:04,Sedan,FTG-000-QAZ-210,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",46,KA23ZA8901,Not Fraud +3648,8/2/2023 0:29,SUV,FTG-001-XYZ-987,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",82,KA34BC2345,Not Fraud +3649,8/17/2023 15:54,Bus ,FTG-002-ABC-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,KA45DE6789,Not Fraud +3650,9/5/2023 7:19,Car,FTG-003-PQR-321,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",94,KA56FG0123,Not Fraud +3651,9/20/2023 22:45,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,KA67HI4567,Not Fraud +3652,10/10/2023 14:10,Truck,FTG-005-LMN-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",88,KA78JK8901,Not Fraud +3653,10/25/2023 5:35,Van,FTG-006-GHI-411,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",63,KA89LM1234,Not Fraud +3654,11/13/2023 21:00,Sedan,FTG-007-JKL-109,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",91,KA90NO5678,Not Fraud +3655,11/29/2023 12:25,SUV,FTG-008-UVW-876,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",55,KA23PQ8901,Not Fraud +3656,12/18/2023 3:51,Bus ,FTG-009-RST-543,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",81,KA34RS2345,Not Fraud +3657,1/2/2023 19:16,Car,FTG-010-MNO-210,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,KA45TU6789,Not Fraud +3658,1/20/2023 10:41,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,KA56VW0123,Not Fraud +3659,2/4/2023 2:06,Truck,FTG-012-ZXC-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,KA67XY4567,Not Fraud +3660,2/23/2023 17:31,Van,FTG-013-POI-321,B-102,Regular,Medium,130,90,"12.84197701525119, 77.67547528176169",91,KA78ZA8901,Fraud +3661,3/11/2023 8:56,Sedan,FTG-014-KJH-099,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",49,KA89BC1234,Not Fraud +3662,3/26/2023 0:22,SUV,FTG-015-DCV-765,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",77,KA90DE5678,Not Fraud +3663,4/14/2023 15:47,Bus ,FTG-016-NBH-432,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",59,KA23FG8901,Not Fraud +3664,4/29/2023 7:12,Car,FTG-017-LKI-110,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",88,KA34HI2345,Not Fraud +3665,5/18/2023 22:37,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",68,KA45JK6789,Not Fraud +3666,6/3/2023 14:02,Truck,FTG-019-FRD-542,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,KA56LM0123,Not Fraud +3667,6/22/2023 5:27,Van,FTG-020-TYU-210,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",72,KA67NO4567,Not Fraud +3668,7/7/2023 20:53,Sedan,FTG-021-BVC-987,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",90,KA78PQ8901,Fraud +3669,7/27/2023 12:18,SUV,FTG-022-XSW-659,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",53,KA89RS1234,Not Fraud +3670,8/11/2023 3:43,Bus ,FTG-023-NMK-321,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",80,KA90TU5678,Fraud +3671,8/30/2023 19:08,Car,FTG-024-CDE-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",67,KA23VW8901,Not Fraud +3672,9/14/2023 10:33,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",96,KA34XY2345,Not Fraud +3673,10/3/2023 1:58,Truck,FTG-026-PLM-432,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",45,KA45ZA6789,Not Fraud +3674,10/18/2023 17:23,Van,FTG-027-HGT-109,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",79,KA56BC0123,Not Fraud +3675,11/6/2023 8:49,Sedan,FTG-028-WSX-876,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",62,KA67DE4567,Not Fraud +3676,11/21/2023 0:14,SUV,FTG-029-QAZ-544,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",86,KA78FG8901,Not Fraud +3677,12/10/2023 15:39,Bus ,FTG-030-LPO-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,KA89HI1234,Not Fraud +3678,12/25/2023 7:04,Car,FTG-031-ZAS-987,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",75,KA90JK5678,Not Fraud +3679,1/1/2023 22:29,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",70,KA23LM8901,Not Fraud +3680,1/19/2023 13:54,Truck,FTG-033-JOP-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,KA34NO2345,Not Fraud +3681,2/3/2023 5:20,Van,FTG-034-RFV-098,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",58,KA45PQ6789,Not Fraud +3682,2/22/2023 20:45,Sedan,FTG-035-EDC-790,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",84,KA56RS0123,Not Fraud +3683,3/10/2023 12:10,SUV,FTG-036-OKM-432,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",69,KA67TU4567,Not Fraud +3684,3/25/2023 3:35,Bus ,FTG-037-NJI-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,KA78VW8901,Not Fraud +3685,4/13/2023 19:00,Car,FTG-038-LKJ-876,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",47,KA89XY1234,Not Fraud +3686,4/29/2023 10:25,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",82,KA90ZA5678,Not Fraud +3687,5/18/2023 1:51,Truck,FTG-041-POU-220,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",61,KA23BC8901,Not Fraud +3688,6/2/2023 17:16,Van,FTG-041-ZXC-987,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",89,KA34DE2345,Not Fraud +3689,6/21/2023 8:41,Sedan,FTG-040-PXU-210,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",54,KA45FG6789,Fraud +3690,7/6/2023 0:06,SUV,FTG-044-MXH-098,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",78,KA56HI0123,Not Fraud +3691,7/25/2023 15:31,Bus ,FTG-042-MKH-098,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",65,KA67JK4567,Fraud +3692,8/9/2023 7:56,Car,FTG-045-DCF-765,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",92,KA78LM8901,Not Fraud +3693,8/28/2023 23:22,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",51,KA89NO1234,Not Fraud +3694,9/13/2023 14:47,Truck,FTG-047-XCV-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",76,KA90PQ5678,Not Fraud +3695,10/2/2023 6:12,Van,FTG-048-JKL-876,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",60,KA23RS8901,Not Fraud +3696,10/17/2023 21:37,Sedan,FTG-049-RFD-543,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",85,KA34TU2345,Not Fraud +3697,11/6/2023 13:02,SUV,FTG-050-HGT-210,B-102,Express,Large,150,120,"12.84197701525119, 77.67547528176169",67,KA45VW6789,Fraud +3698,11/21/2023 4:27,Bus ,FTG-051-YUI-987,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",94,KA56XY0123,Not Fraud +3699,12/10/2023 20:53,Car,FTG-052-BVC-654,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",46,KA67ZA4567,Not Fraud +3700,12/26/2023 12:18,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",81,KA78BC8901,Not Fraud +3701,1/2/2023 3:43,Truck,FTG-054-KVH-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",63,KA89DE1234,Not Fraud +3702,1/19/2023 19:08,Van,FTG-055-EDC-765,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",87,KA90FG5678,Not Fraud +3703,2/4/2023 10:33,Sedan,FTG-056-LMK-432,A-101,Express,Medium,120,60,"12.84197701525119, 77.67547528176169",52,KA23HI8901,Fraud +3704,2/23/2023 1:58,SUV,FTG-057-PLN-109,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",74,KA34JK2345,Not Fraud +3705,3/10/2023 17:24,Bus ,FTG-058-VFR-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,KA45LM6789,Not Fraud +3706,3/25/2023 8:49,Car,FTG-059-WSX-543,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",83,KA56NO0123,Not Fraud +3707,4/13/2023 0:14,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",71,KA67PQ4567,Not Fraud +3708,4/28/2023 15:39,Truck,FTG-060-QAZ-211,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",98,KA78RS8901,Not Fraud +3709,5/17/2023 7:04,Van,FTG-060-QAZ-212,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",48,KA89TU1234,Not Fraud +3710,5/31/2023 22:29,Sedan,FTG-060-QAZ-213,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",85,KA90ST5678,Not Fraud +3711,6/19/2023 13:55,SUV,FTG-060-QAZ-214,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",66,KA23UV1234,Not Fraud +3712,7/4/2023 5:20,Bus ,FTG-060-QAZ-215,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",93,KA34ZA2345,Fraud +3713,7/23/2023 20:45,Car,FTG-060-QAZ-216,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",54,MH01WX2345,Not Fraud +3714,8/8/2023 12:10,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",80,MH23YZ4567,Not Fraud +3715,8/27/2023 3:35,Truck,FTG-060-QAZ-218,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",62,MH45AB6789,Fraud +3716,9/11/2023 18:00,Van,FTG-060-QAZ-219,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",89,MH67CD0123,Not Fraud +3717,9/30/2023 9:26,Sedan,FTG-054-KJH-098,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",45,KA23EF5678,Not Fraud +3718,10/15/2023 0:51,SUV,FTG-054-KJH-097,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",77,KA45GH1234,Not Fraud +3719,11/3/2023 16:16,Bus ,FTG-054-KJH-100,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",70,MH89EF2345,Not Fraud +3720,11/18/2023 7:41,Car,FTG-054-KJH-101,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",92,MH12GH4567,Not Fraud +3721,12/7/2023 23:06,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",49,MH34IJ6789,Not Fraud +3722,12/23/2023 14:31,Truck,FTG-054-KJH-103,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",78,MH56KL0123,Fraud +3723,1/10/2023 5:57,Van,FTG-054-KJH-104,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",67,KA56QR5678,Not Fraud +3724,1/27/2023 21:22,Sedan,FTG-054-KJH-105,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",95,KA78ST1234,Not Fraud +3725,2/14/2023 12:47,SUV,FTG-054-KJH-110,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",56,MH78WN2345,Not Fraud +3726,3/1/2023 4:12,Bus ,FTG-054-KJH-107,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",83,MH90OP4567,Not Fraud +3727,3/20/2023 19:37,Car,FTG-044-MKH-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",68,MH23QR6789,Not Fraud +3728,4/5/2023 11:02,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",96,MH34ST0123,Not Fraud +3729,4/24/2023 2:28,Truck,FTG-044-MKH-100,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",47,MH45UV4567,Not Fraud +3730,5/9/2023 17:53,Van,FTG-044-MKH-101,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",82,MH56WX8901,Not Fraud +3731,5/28/2023 9:18,Sedan,FTG-044-MKH-106,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",59,MH67YZ2345,Not Fraud +3732,6/12/2023 0:43,SUV,FTG-044-MKH-103,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",87,MH78AB6789,Not Fraud +3733,7/1/2023 16:08,Bus ,FTG-044-MKH-104,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,MH89CD0123,Not Fraud +3734,7/16/2023 7:33,Car,FTG-040-POU-210,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",76,MH90EF4567,Not Fraud +3735,8/4/2023 22:59,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",65,MH01GH8901,Not Fraud +3736,8/20/2023 14:24,Truck,FTG-040-POU-212,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",90,MH23WR6789,Not Fraud +3737,9/8/2023 5:49,Van,FTG-040-POU-213,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",53,MH45WT0123,Not Fraud +3738,9/23/2023 21:14,Sedan,FTG-040-PQU-218,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",79,KA89CD5678,Not Fraud +3739,10/12/2023 12:39,SUV,FTG-040-POU-215,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",73,KA01EF1234,Not Fraud +3740,10/27/2023 4:04,Bus ,FTG-040-POU-216,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,MH67UV2345,Not Fraud +3741,11/15/2023 19:30,Car,FTG-040-POU-217,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",44,MH89WX4567,Not Fraud +3742,11/30/2023 10:55,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",81,MH01YZ6789,Not Fraud +3743,12/19/2023 2:20,Truck,FTG-040-POU-219,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",64,MH23AB0123,Not Fraud +3744,1/3/2023 17:45,Van,FTG-040-POU-220,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",93,KA12OP5678,Fraud +3745,1/20/2023 9:10,Sedan,FTG-040-POU-221,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",57,KA34QR1234,Not Fraud +3746,2/5/2023 0:35,SUV,FTG-122-XSW-653,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",86,MH45CD2345,Not Fraud +3747,2/24/2023 16:01,Bus ,FTG-123-NMK-320,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",71,MH67EF4567,Fraud +3748,3/11/2023 7:26,Car,FTG-124-CDE-095,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",99,MH89WH6789,Not Fraud +3749,3/26/2023 22:51,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",46,MH12IJ0123,Not Fraud +3750,4/14/2023 14:16,Truck,FTG-126-PQM-431,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA45AB5678,Not Fraud +3751,4/29/2023 5:41,Van,FTG-127-HGT-108,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",67,KA67CD1234,Not Fraud +3752,5/18/2023 21:06,Sedan,FTG-128-WSX-887,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",94,MH34KL2345,Not Fraud +3753,6/3/2023 12:32,SUV,FTG-129-QAZ-542,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",52,MH56MN4567,Fraud +3754,6/22/2023 3:57,Bus ,FTG-130-LPO-215,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",88,MH78OP6789,Not Fraud +3755,7/7/2023 19:22,Car,FTG-130-LPO-216,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",63,MH90TR0123,Not Fraud +3756,7/26/2023 10:47,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",91,KA67MN5678,Not Fraud +3757,8/10/2023 2:12,Truck,FTG-130-LPO-218,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",55,KA89OP1234,Fraud +3758,8/29/2023 17:37,Van,FTG-130-LPO-219,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",81,MH23ST2345,Not Fraud +3759,9/13/2023 9:03,Sedan,FTG-130-LPO-220,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",57,MH45OV4567,Fraud +3760,10/2/2023 0:28,SUV,FTG-130-LPO-221,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",84,MH67WX6789,Not Fraud +3761,10/17/2023 15:53,Bus ,FTG-130-LPO-222,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,MH89YZ0123,Not Fraud +3762,11/5/2023 7:18,Car,FTG-133-CED-101,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",91,KA90YZ5678,Not Fraud +3763,11/20/2023 22:43,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",49,KA23AB1234,Not Fraud +3764,12/10/2023 14:08,Truck,FTG-133-CED-103,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",77,AP12UV3456,Fraud +3765,12/25/2023 5:34,Van,FTG-133-CED-104,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",59,AP23WX6789,Not Fraud +3766,1/1/2023 20:59,Sedan,FTG-133-CED-105,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",88,AP34YZ0123,Not Fraud +3767,1/19/2023 12:24,SUV,FTG-112-LPO-290,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",68,AP45AB4567,Not Fraud +3768,2/3/2023 3:49,Bus ,FTG-112-LPO-201,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,AP56CD8901,Not Fraud +3769,2/22/2023 19:14,Car,FTG-112-LPO-202,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",72,AP67EF2345,Not Fraud +3770,3/10/2023 10:39,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",90,AP78GH6789,Not Fraud +3771,3/25/2023 2:05,Truck,FTG-112-LPO-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",53,AP89IJ0123,Not Fraud +3772,4/12/2023 17:30,Van,FTG-112-LPO-205,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",80,AP90KL4567,Not Fraud +3773,4/27/2023 8:55,Sedan,FTG-112-WPO-206,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",67,AP01MN8901,Fraud +3774,5/16/2023 0:20,SUV,FTG-112-LPO-206,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,AP12OP3456,Not Fraud +3775,5/31/2023 15:45,Bus ,FTG-112-LPO-292,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",45,AP23QR6789,Fraud +3776,6/19/2023 7:10,Car,FTG-106-POU-988,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",79,AP34ST0123,Not Fraud +3777,7/4/2023 22:36,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",62,AP45UV4567,Not Fraud +3778,7/24/2023 14:01,Truck,FTG-106-ZXC-322,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,AP56WX8901,Not Fraud +3779,8/8/2023 5:26,Van,FTG-106-OKM-099,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",50,AP67YZ2345,Not Fraud +3780,8/27/2023 20:51,Sedan,FTG-105-LKJ-762,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",75,AP78AB6789,Not Fraud +3781,9/11/2023 12:16,SUV,FTG-106-HGT-432,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",70,AP89CD0123,Not Fraud +3782,9/30/2023 3:41,Bus ,FTG-106-MKF-107,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,AP90EF4567,Not Fraud +3783,10/15/2023 19:07,Car,FTG-108-DCV-874,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,AP01GH8901,Not Fraud +3784,11/3/2023 10:32,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",84,AP12IJ3456,Not Fraud +3785,11/18/2023 1:57,Truck,FTG-107-POI-211,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",69,AP23KL6789,Fraud +3786,12/7/2023 17:22,Van,FTG-107-WSX-987,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",97,AP34MN0123,Fraud +3787,12/22/2023 8:47,Sedan,FTG-107-QAZ-654,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",47,AP45OP4567,Not Fraud +3788,1/8/2023 0:12,SUV,FTG-107-KJH-321,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",82,TN23CD6789,Not Fraud +3789,1/25/2023 15:38,Bus ,FTG-107-VFR-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",61,TN34EF0123,Not Fraud +3790,2/9/2023 7:03,Car,FTG-107-YUI-765,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",89,TN45GH4567,Not Fraud +3791,2/28/2023 22:28,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",54,TN56IJ8901,Not Fraud +3792,3/16/2023 13:53,Truck,FTG-107-LMK-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,TN67KL2345,Not Fraud +3793,3/31/2023 5:18,Van,FTG-107-NJH-876,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",65,TN78MN6789,Not Fraud +3794,4/19/2023 20:43,Sedan,FTG-107-RFD-543,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",92,TN89OP0123,Not Fraud +3795,5/5/2023 12:09,SUV,FTG-108-TGB-211,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",51,TN90QR4567,Not Fraud +3796,5/24/2023 3:34,Bus ,FTG-101-BVC-987,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",76,TN01ST8901,Fraud +3797,6/8/2023 18:59,Car,FTG-102-XCV-654,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",60,TN12UV3456,Not Fraud +3798,6/27/2023 10:24,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",85,TN23WX6789,Not Fraud +3799,7/12/2023 1:49,Truck,FTG-108-POU-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,TN34YZ0123,Not Fraud +3800,7/31/2023 17:14,Van,FTG-108-ZXC-765,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",94,TN45AB4567,Not Fraud +3801,8/15/2023 8:40,Sedan,FTG-108-PLM-432,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",46,TN56CD8901,Not Fraud +3802,9/3/2023 0:05,SUV,FTG-108-HGT-111,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",81,TN67EF2345,Not Fraud +3803,9/18/2023 15:30,Bus ,FTG-108-WSX-876,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",63,TN78GH6789,Fraud +3804,10/7/2023 6:55,Car,FTG-109-QAZ-543,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",87,TN89IJ0123,Not Fraud +3805,10/22/2023 22:20,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,TN90KL4567,Not Fraud +3806,11/10/2023 13:45,Truck,FTG-109-YUI-987,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",74,TN01MN8901,Not Fraud +3807,11/25/2023 5:11,Van,FTG-109-BVC-654,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",58,TN12OP3456,Not Fraud +3808,12/14/2023 20:36,Sedan,FTG-104-DEF-110,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",83,TN23QR6789,Not Fraud +3809,12/30/2023 12:01,SUV,FTG-104-KJH-098,B-102,Express,Large,150,120,"12.84197701525119, 77.67547528176169",71,TN34ST0123,Fraud +3810,1/6/2023 3:26,Bus ,FTG-105-EDC-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",98,TN45UV4567,Not Fraud +3811,1/23/2023 18:51,Car,FTG-106-LMK-432,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",48,TN56WX8901,Not Fraud +3812,2/8/2023 10:16,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",85,TN67YZ2345,Not Fraud +3813,2/27/2023 1:42,Truck,FTG-108-VFR-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,TN78AB6789,Not Fraud +3814,3/16/2023 17:07,Van,FTG-109-WSX-543,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",93,TN89CD0123,Not Fraud +3815,3/31/2023 8:32,Sedan,FTG-100-QAZ-210,A-101,Express,Medium,120,60,"12.84197701525119, 77.67547528176169",54,TN90EF4567,Fraud +3816,4/19/2023 0:57,SUV,FTG-111-XYZ-989,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",80,TN01GH8901,Not Fraud +3817,5/4/2023 16:22,Bus ,FTG-112-ABC-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,TN12IJ3456,Not Fraud +3818,5/23/2023 7:47,Car,FTG-113-PQR-321,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",89,TN23KL6789,Not Fraud +3819,6/7/2023 23:13,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",45,TN34MN0123,Not Fraud +3820,6/27/2023 14:38,Truck,FTG-115-LMN-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,TN45OP4567,Not Fraud +3821,7/12/2023 6:03,Van,FTG-116-GHI-454,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",70,TN56QR8901,Not Fraud +3822,7/31/2023 21:28,Sedan,FTG-117-JKL-109,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",92,TN67ST2345,Not Fraud +3823,8/15/2023 12:53,SUV,FTG-118-UVW-876,B-102,Express,Large,150,90,"12.84197701525119, 77.67547528176169",49,TN78UV6789,Fraud +3824,9/3/2023 4:18,Bus ,FTG-119-RST-543,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,TN89WX0123,Not Fraud +3825,9/18/2023 19:44,Car,FTG-110-MVO-210,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",67,TN90YZ4567,Not Fraud +3826,10/7/2023 11:09,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",95,TN01AB8901,Not Fraud +3827,10/22/2023 2:34,Truck,FTG-112-ZXC-654,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",56,TN12BC3456,Fraud +3828,11/10/2023 18:00,Van,FTG-113-POI-121,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",83,TN23DE6789,Not Fraud +3829,11/26/2023 9:25,Sedan,FTG-114-KVH-098,A-101,Express,Medium,120,90,"12.84197701525119, 77.67547528176169",68,TN34FG0123,Fraud +3830,12/15/2023 0:50,SUV,FTG-115-DQV-765,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,TN45HI4567,Not Fraud +3831,12/30/2023 16:16,Bus ,FTG-116-NBH-132,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",47,TN56JK8901,Not Fraud +3832,1/6/2023 7:41,Car,FTG-117-LWI-109,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",82,TN67LM2345,Fraud +3833,1/23/2023 23:06,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",59,TN78NO6789,Not Fraud +3834,2/8/2023 14:31,Truck,FTG-119-FRD-543,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",87,TN89PQ0123,Not Fraud +3835,2/27/2023 5:56,Van,FTG-120-TYU-110,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",50,TN90RS4567,Not Fraud +3836,3/16/2023 21:21,Sedan,FTG-121-BXC-987,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",76,TN01TU8901,Not Fraud +3837,3/31/2023 12:47,SUV,FTG-122-XXW-654,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",65,TN12VW3456,Not Fraud +3838,4/19/2023 4:12,Bus ,FTG-112-IXC-654,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",90,TN23XY6789,Not Fraud +3839,5/4/2023 19:37,Car,FTG-124-CDE-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",53,TN34ZA0123,Not Fraud +3840,5/24/2023 11:02,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",79,TN45BC4567,Not Fraud +3841,6/8/2023 2:27,Truck,FTG-126-PLM-172,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",73,TN56DE8901,Not Fraud +3842,6/27/2023 17:52,Van,FTG-127-HGT-119,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",97,TN67FG2345,Not Fraud +3843,7/12/2023 9:18,Sedan,FTG-128-WIX-876,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",44,TN78HI6789,Not Fraud +3844,7/31/2023 0:43,SUV,FTG-129-QPZ-543,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",81,TN89JK0123,Not Fraud +3845,8/15/2023 16:08,Bus ,FTG-130-LPO-270,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",64,TN90LM4567,Fraud +3846,9/3/2023 7:33,Car,FTG-111-ZAS-987,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,TN01NO8901,Not Fraud +3847,9/18/2023 22:58,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",57,TN12PQ3456,Not Fraud +3848,10/8/2023 14:23,Truck,FTG-113-JOP-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,TN23RS6789,Not Fraud +3849,10/23/2023 5:49,Van,FTG-114-RFV-098,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",71,TN34TU0123,Not Fraud +3850,11/11/2023 21:14,Sedan,FTG-135-EPC-765,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",99,TN45VW4567,Not Fraud +3851,11/27/2023 12:39,SUV,FTG-136-OEM-432,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",46,TN56XY8901,Not Fraud +3852,12/16/2023 4:04,Bus ,FTG-119-UTY-543,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,TN67ZA2345,Not Fraud +3853,12/31/2023 19:29,Car,FTG-138-LEJ-876,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",67,TN78BC6789,Not Fraud +3854,1/7/2023 10:54,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",94,TN89DE0123,Not Fraud +3855,1/24/2023 2:20,Truck,FTG-110-POU-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",52,TN90FG4567,Not Fraud +3856,2/8/2023 17:45,Van,FTG-111-ZXC-987,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,TN01HI8901,Not Fraud +3857,2/27/2023 9:10,Sedan,FTG-112-VBN-654,A-101,Express,Medium,120,90,"12.84197701525119, 77.67547528176169",63,TN12JK3456,Fraud +3858,3/14/2023 0:35,SUV,FTG-423-NGK-321,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",91,TN23LM6789,Not Fraud +3859,3/29/2023 16:00,Bus ,FTG-472-QGZ-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",55,TN34NO0123,Not Fraud +3860,4/17/2023 7:25,Car,FTG-601-XYZ-997,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",81,TN45PQ4567,Not Fraud +3861,5/2/2023 22:51,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",58,TN56RS8901,Not Fraud +3862,5/22/2023 14:16,Truck,FTG-699-WSX-533,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",83,TN67TU2345,Fraud +3863,6/6/2023 5:41,Van,FTG-876-CDE-132,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",66,TN78VW6789,Not Fraud +3864,6/25/2023 21:06,Sedan,FTG-883-LKJ-321,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",91,TN89XY0123,Not Fraud +3865,7/11/2023 12:31,SUV,FTG-890-RFD-219,B-102,Express,Large,150,130,"12.84197701525119, 77.67547528176169",49,TN90ZA4567,Fraud +3866,7/30/2023 3:56,Bus ,FTG-897-PLN-119,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,TN01BC8901,Not Fraud +3867,8/14/2023 19:22,Car,FTG-100-DEF-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",59,TN12DE3456,Not Fraud +3868,9/2/2023 10:47,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",88,TN23FG6789,Not Fraud +3869,9/17/2023 2:12,Truck,FTG-018-UYT-076,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",68,TN34HI0123,Not Fraud +3870,10/6/2023 17:37,Van,FTG-125-VBN-065,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",93,TN45JK4567,Fraud +3871,10/21/2023 9:02,Sedan,FTG-132-IXC-667,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",72,TN56LM8901,Not Fraud +3872,11/9/2023 0:27,SUV,FTG-515-DCV-765,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",90,TN67NO2345,Not Fraud +3873,11/24/2023 15:53,Bus ,FTG-522-XSW-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",53,TN78PQ6789,Not Fraud +3874,12/13/2023 7:18,Car,FTG-529-QAZ-543,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",80,TN89RS0123,Not Fraud +3875,12/28/2023 22:43,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",67,TN90TU4567,Not Fraud +3876,1/14/2023 14:08,Truck,FTG-543-QGE-321,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",96,TN01VW8901,Fraud +3877,1/29/2023 5:33,Van,FTG-550-HGT-210,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",45,TN12XY3456,Not Fraud +3878,2/17/2023 21:58,Sedan,FTG-543-QWE-321,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",79,TN23ZA6789,Not Fraud +3879,3/5/2023 13:24,SUV,FTG-557-PLN-109,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",62,TN34BC0123,Not Fraud +3880,3/20/2023 4:49,Bus ,FTG-564-OKM-098,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,TN45DE4567,Not Fraud +3881,4/8/2023 20:14,Car,FTG-571-WSX-987,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",50,TN56FG8901,Not Fraud +3882,4/24/2023 11:39,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",75,TN67HI1234,Not Fraud +3883,5/13/2023 3:04,Truck,FTG-585-GXC-765,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",70,TN78JK5678,Not Fraud +3884,5/28/2023 18:29,Van,FTG-585-ZXC-765,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",93,TN89LM9012,Not Fraud +3885,6/16/2023 9:55,Sedan,FTG-592-BVC-654,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",58,TN90NO3456,Fraud +3886,7/1/2023 1:20,SUV,FTG-599-WSX-543,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",84,TN01PQ6789,Not Fraud +3887,7/20/2023 16:45,Bus ,FTG-702-ABC-654,C-103,Express,Large,340,120,"12.84197701525119, 77.67547528176169",69,GA23CD6789,Fraud +3888,8/4/2023 8:10,Car,FTG-709-RST-534,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",97,GA34EF0123,Not Fraud +3889,8/23/2023 23:35,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",47,GA45GH4567,Not Fraud +3890,9/8/2023 15:00,Truck,FTG-723-NMK-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,GA56IJ8901,Not Fraud +3891,9/27/2023 6:26,Van,FTG-730-LPO-210,B-102,Express,Medium,130,90,"12.84197701525119, 77.67547528176169",61,GA67KL2345,Fraud +3892,10/12/2023 21:51,Sedan,FTG-737-NJI-109,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",89,GA78MN6789,Not Fraud +3893,10/31/2023 13:16,SUV,FTG-744-MKH-098,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",54,GA89OP0123,Not Fraud +3894,11/15/2023 4:41,Bus ,FTG-751-YUI-987,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,GA90QR4567,Not Fraud +3895,12/4/2023 20:06,Car,FTG-758-VFR-876,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",65,GA01ST8901,Not Fraud +3896,12/20/2023 11:31,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",92,GA12UV3456,Not Fraud +3897,1/7/2023 2:57,Truck,FTG-772-QAZ-654,C-103,Express,Large,340,120,"12.84197701525119, 77.67547528176169",51,GA23WX6789,Fraud +3898,1/24/2023 18:22,Van,FTG-779-RFD-543,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",76,GA34YZ0123,Not Fraud +3899,2/8/2023 9:47,Sedan,FTG-786-PLM-432,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",60,GA45AB4567,Not Fraud +3900,2/27/2023 1:12,SUV,FTG-793-NBH-367,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",85,GA56CD8901,Not Fraud +3901,3/14/2023 16:37,Bus ,FTG-800-QAZ-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,GA67EF2345,Not Fraud +3902,3/29/2023 8:02,Car,FTG-807-JKL-109,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",94,GA78GH6789,Not Fraud +3903,4/17/2023 23:28,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",46,GA89IJ0123,Not Fraud +3904,5/3/2023 14:53,Truck,FTG-821-BVC-887,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",81,GA90KL4567,Not Fraud +3905,5/22/2023 6:18,Van,FTG-828-WSX-820,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",63,GA01MN8901,Not Fraud +3906,6/6/2023 21:43,Sedan,FTG-836-OKM-432,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",87,GA12OP3456,Not Fraud +3907,6/26/2023 13:08,SUV,FTG-843-QWE-321,B-102,Express,Large,150,130,"12.84197701525119, 77.67547528176169",52,GA23QR6789,Fraud +3908,7/11/2023 4:33,Bus ,FTG-850-HGT-210,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",74,GA34ST0123,Fraud +3909,7/30/2023 20:59,Car,FTG-857-PLN-109,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,GA45UV4567,Not Fraud +3910,8/15/2023 12:24,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,GA56WX8901,Not Fraud +3911,9/3/2023 3:49,Truck,FTG-871-WSX-987,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",71,GA67YZ2345,Not Fraud +3912,9/18/2023 19:14,Van,FTG-878-NJH-876,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",98,GA78AB6789,Not Fraud +3913,10/7/2023 10:39,Sedan,FTG-885-ZXC-757,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",48,GA89CD0123,Not Fraud +3914,10/22/2023 2:04,SUV,FTG-892-BVC-654,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",85,GA90EF4567,Not Fraud +3915,11/10/2023 17:30,Bus ,FTG-899-WSX-543,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,GA01GH8901,Not Fraud +3916,11/25/2023 8:55,Car,FTG-906-GHI-432,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,GA12IJ3456,Not Fraud +3917,12/14/2023 0:20,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",54,KA45CD5678,Not Fraud +3918,12/29/2023 15:45,Truck,FTG-920-TYU-210,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",80,GA34MN0123,Not Fraud +3919,1/5/2023 7:10,Van,FTG-927-HGT-109,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",62,GA45OP4567,Not Fraud +3920,1/22/2023 22:35,Sedan,FTG-934-RFV-098,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",89,GA56QR8901,Not Fraud +3921,2/10/2023 14:01,SUV,FTG-941-ZXC-989,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",45,GA67ST2345,Not Fraud +3922,2/25/2023 5:26,Bus ,FTG-948-JKL-876,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,GA78UV6789,Not Fraud +3923,3/15/2023 20:51,Car,FTG-955-EDC-765,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",70,GA89WX0123,Fraud +3924,3/31/2023 12:16,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",92,GA90YZ4567,Not Fraud +3925,4/19/2023 3:41,Truck,FTG-969-NBH-543,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",49,GA01AB8901,Not Fraud +3926,5/4/2023 19:06,Van,FTG-976-CDE-431,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",78,GA12BC3456,Not Fraud +3927,5/24/2023 10:32,Sedan,FTG-983-LKJ-321,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",67,GA23DE6789,Not Fraud +3928,6/8/2023 1:57,SUV,FTG-990-RFD-210,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",95,GA34FG0123,Not Fraud +3929,6/27/2023 17:22,Bus ,FTG-997-PLN-110,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",56,GA45HI4567,Not Fraud +3930,7/12/2023 8:47,Car,FTG-004-DEF-098,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",83,GA56JK8901,Not Fraud +3931,7/31/2023 0:12,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",68,GA67LM2345,Not Fraud +3932,8/15/2023 15:37,Truck,FTG-018-UYT-876,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",96,GA78NO6789,Fraud +3933,9/3/2023 7:03,Van,FTG-025-VBN-765,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",47,GA89PQ0123,Not Fraud +3934,9/18/2023 22:28,Sedan,FTG-032-IXC-654,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",82,GA90RS4567,Fraud +3935,10/8/2023 13:53,SUV,FTG-039-UTY-543,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",59,GA01TU8901,Not Fraud +3936,10/23/2023 5:18,Bus ,FTG-046-POI-432,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",87,GA12VW3456,Not Fraud +3937,11/11/2023 20:43,Car,FTG-053-NBH-321,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",50,GA23XY6789,Not Fraud +3938,11/27/2023 12:08,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",76,GA34ZB0123,Not Fraud +3939,12/16/2023 3:34,Truck,FTG-060-QAZ-217,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",65,GA45BC4567,Not Fraud +3940,12/31/2023 19:59,Van,FTG-054-KJH-102,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",90,GA56DE8901,Not Fraud +3941,1/7/2023 11:24,Sedan,FTG-044-MKH-099,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",53,GA67FG2345,Not Fraud +3942,1/24/2023 2:49,SUV,FTG-040-POU-211,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",79,GA78HI6789,Not Fraud +3943,2/8/2023 18:14,Bus ,FTG-040-POU-218,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",73,GA89JK0123,Not Fraud +3944,2/27/2023 9:39,Car,FTG-125-VBN-769,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",97,GA90LM4567,Not Fraud +3945,3/14/2023 1:05,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",44,GA01NO8901,Not Fraud +3946,3/29/2023 16:30,Truck,FTG-133-CED-102,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",81,GA12PQ3456,Fraud +3947,4/17/2023 7:55,Van,FTG-112-LPO-203,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",64,GA23RS6789,Not Fraud +3948,5/2/2023 23:20,Sedan,FTG-106-NJH-651,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",93,GA34TU0123,Not Fraud +3949,5/22/2023 14:45,SUV,FTG-109-NBH-542,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",57,GA45VW4567,Not Fraud +3950,6/6/2023 6:10,Bus ,FTG-107-CDE-432,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,GA56XY8901,Not Fraud +3951,6/25/2023 21:36,Car,FTG-108-LKJ-321,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",71,GA67ZB2345,Fraud +3952,7/11/2023 13:01,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",99,GA78BC6789,Not Fraud +3953,7/30/2023 4:26,Truck,FTG-107-PLN-109,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",46,GA89DE0123,Not Fraud +3954,8/14/2023 19:51,Van,FTG-111-QWE-987,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",82,GA90FG4567,Not Fraud +3955,9/2/2023 11:16,Sedan,FTG-118-UYT-872,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",67,GA01HI8901,Not Fraud +3956,9/17/2023 2:41,SUV,FTG-125-VBN-765,B-102,Regular,Large,150,120,"12.84197701525119, 77.67547528176169",94,GA12JK3456,Fraud +3957,10/6/2023 18:07,Bus ,FTG-100-GHJ-008,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",52,GA23LM6789,Not Fraud +3958,10/21/2023 9:32,Car,FTG-100-GHJ-009,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",88,GA34NO0123,Not Fraud +3959,11/9/2023 0:57,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",63,GA45PQ4567,Not Fraud +3960,11/24/2023 16:22,Truck,FTG-100-GHJ-011,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",91,GA56RS8901,Not Fraud +3961,12/13/2023 7:47,Van,FTG-100-GHJ-012,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",55,GA67TU2345,Fraud +3962,12/28/2023 23:12,Sedan,FTG-102-GKL-253,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",81,GA78VW6789,Not Fraud +3963,1/15/2023 14:38,SUV,FTG-102-GKL-254,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",57,GA89XY0123,Not Fraud +3964,1/30/2023 6:03,Bus ,FTG-102-GKL-255,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",84,GA90ZB4567,Not Fraud +3965,2/18/2023 21:28,Car,FTG-102-GKL-256,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",66,GA01BC8901,Not Fraud +3966,3/6/2023 12:53,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",91,GA12DE3456,Not Fraud +3967,3/21/2023 4:18,Truck,FTG-102-GKL-258,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",49,GA23FG6789,Not Fraud +3968,4/9/2023 19:43,Van,FTG-102-GKL-259,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",77,GA34HI0123,Fraud +3969,4/25/2023 11:09,Sedan,FTG-102-GKL-260,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",59,GA45JK4567,Fraud +3970,5/14/2023 2:34,SUV,FTG-938-AWX-923,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",88,GA56LM8901,Not Fraud +3971,5/29/2023 17:59,Bus ,FTG-938-AWX-924,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",68,GA67NO2345,Fraud +3972,6/17/2023 9:24,Car,FTG-938-AWX-925,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,GA78PQ6789,Not Fraud +3973,7/2/2023 0:49,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",72,GA89RS0123,Not Fraud +3974,7/21/2023 16:14,Truck,FTG-938-AWX-927,C-103,Regular,Large,340,120,"12.84197701525119, 77.67547528176169",90,GA90TU4567,Fraud +3975,8/5/2023 7:40,Van,FTG-938-AWX-928,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",53,GA01VW8901,Not Fraud +3976,8/24/2023 23:05,Sedan,FTG-938-AWX-929,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",80,GA12XY3456,Fraud +3977,9/9/2023 14:30,SUV,FTG-938-AWX-930,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",67,GA23ZB6789,Not Fraud +3978,9/28/2023 5:55,Bus ,FTG-938-AWX-931,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",96,GA34BC0123,Not Fraud +3979,10/13/2023 21:20,Car,FTG-456-YUI-968,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",45,GA45DE4567,Fraud +3980,11/1/2023 12:45,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",79,GA56FG8901,Not Fraud +3981,11/16/2023 4:11,Truck,FTG-456-YUI-970,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,GA67HI1234,Not Fraud +3982,12/5/2023 19:36,Van,FTG-456-YUI-971,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",86,GA78JK5678,Fraud +3983,12/21/2023 11:01,Sedan,FTG-456-YUI-920,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",50,GA89LM9012,Not Fraud +3984,1/7/2023 2:26,SUV,FTG-456-YUI-973,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",75,GA90NO3456,Not Fraud +3985,1/24/2023 17:51,Bus ,FTG-456-YUI-974,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",70,GA01PQ6789,Not Fraud +3986,2/8/2023 9:16,Car,FTG-456-YUI-975,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,MH01AB2345,Not Fraud +3987,2/27/2023 0:42,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",58,KA23KL5678,Not Fraud +3988,3/16/2023 16:07,Truck,FTG-273-UIP-124,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",84,KA45MN1234,Fraud +3989,3/31/2023 7:32,Van,FTG-273-UIP-125,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",69,KA67OP5678,Not Fraud +3990,4/19/2023 22:57,Sedan,FTG-273-UQP-128,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",97,KA89QR1234,Not Fraud +3991,5/5/2023 14:22,SUV,FTG-273-UIP-127,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",47,KA12ST5678,Not Fraud +3992,5/24/2023 5:47,Bus ,FTG-273-UIP-128,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA34UV1234,Not Fraud +3993,6/8/2023 21:13,Car,FTG-273-UIP-129,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",61,KA56WX5678,Not Fraud +3994,6/28/2023 12:38,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",89,MH23CD4567,Not Fraud +3995,7/13/2023 4:03,Truck,FTG-273-UIP-131,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",54,MH45EF6789,Not Fraud +3996,8/1/2023 19:28,Van,FTG-273-UIP-132,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",78,KA12UV3456,Not Fraud +3997,8/16/2023 10:53,Sedan,FTG-780-ERT-132,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",65,KA23WX6789,Not Fraud +3998,9/4/2023 2:18,SUV,FTG-900-UTY-145,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",92,KA34YZ0123,Fraud +3999,9/19/2023 17:44,Bus ,FTG-456-ETR-185,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",51,KA45AB4567,Fraud +4000,10/8/2023 9:09,Car,FTG-678-AGH-458,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",76,KA56CD8901,Not Fraud +4001,10/23/2023 0:34,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,KA67EF2345,Not Fraud +4002,11/11/2023 16:59,Truck,FTG-137-ABC-988,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",65,KA78GH6789,Fraud +4003,11/26/2023 8:24,Van,FTG-137-ABC-989,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA89IJ0123,Not Fraud +4004,12/15/2023 23:49,Sedan,FTG-137-ABC-967,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA90KL4567,Not Fraud +4005,12/31/2023 15:15,SUV,FTG-137-ABC-991,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",78,KA01MN8901,Not Fraud +4006,1/7/2023 6:40,Bus ,FTG-137-ABC-921,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA12OP3456,Not Fraud +4007,1/24/2023 22:05,Car,FTG-137-ABC-993,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",67,KA23QR6789,Not Fraud +4008,2/9/2023 13:30,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,KA34ST0123,Not Fraud +4009,2/28/2023 4:55,Truck,FTG-137-ABC-995,C-103,Express,Large,300,70,"12.936687032945434, 77.53113977439017",58,KA45UV4567,Fraud +4010,3/15/2023 20:20,Van,FTG-137-ABC-996,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",80,KA56WX8901,Not Fraud +4011,4/4/2023 11:46,Sedan,FTG-561-POU-997,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",73,KA67YZ2345,Not Fraud +4012,4/19/2023 3:11,SUV,FTG-001-ABC-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",68,KA78AB6789,Not Fraud +4013,5/8/2023 18:36,Bus ,FTG-002-XYZ-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA89CD0123,Not Fraud +4014,5/23/2023 10:01,Car,FTG-003-PQR-780,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA90EF4567,Not Fraud +4015,6/11/2023 1:26,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",82,KA01GH8901,Not Fraud +4016,6/26/2023 16:51,Truck,FTG-005-DEF-654,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA12IJ3456,Not Fraud +4017,7/15/2023 8:17,Van,FTG-006-GHI-981,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA23KL6789,Not Fraud +4018,7/30/2023 23:42,Sedan,FTG-007-JKL-210,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",78,KA34MN0123,Not Fraud +4019,8/18/2023 15:07,SUV,FTG-008-UVW-543,B-102,Express,Large,140,70,"12.936687032945434, 77.53113977439017",65,KA45OP4567,Fraud +4020,9/2/2023 6:32,Bus ,FTG-009-RST-876,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",70,KA56QR8901,Not Fraud +4021,9/21/2023 21:57,Car,FTG-010-MNO-098,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",62,KA67ST2345,Not Fraud +4022,10/7/2023 13:22,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,KA78UV6789,Not Fraud +4023,10/26/2023 4:48,Truck,FTG-012-ZXC-432,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA89WX0123,Not Fraud +4024,11/10/2023 20:13,Van,FTG-013-POI-109,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",68,KA90YZ4567,Not Fraud +4025,11/29/2023 11:38,Sedan,FTG-014-KJH-876,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",72,KA01AB8901,Not Fraud +4026,12/14/2023 3:03,SUV,FTG-015-DCV-543,B-102,Regular,Large,140,90,"12.936687032945434, 77.53113977439017",75,KA12BC3456,Fraud +4027,1/2/2023 18:28,Bus ,FTG-016-NBH-210,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",82,KA23DE6789,Not Fraud +4028,1/18/2023 9:53,Car,FTG-017-LKI-987,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",88,KA34FG0123,Not Fraud +4029,2/6/2023 1:19,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,KA45HI4567,Not Fraud +4030,2/21/2023 16:44,Truck,FTG-019-FRD-321,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",77,KA56JK8901,Not Fraud +4031,3/11/2023 8:09,Van,FTG-020-TYU-098,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",62,KA67LM2345,Not Fraud +4032,3/26/2023 23:34,Sedan,FTG-021-BVC-765,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",65,KA78NO6789,Fraud +4033,4/14/2023 15:00,SUV,FTG-022-XSW-432,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",74,KA89PQ0123,Not Fraud +4034,4/29/2023 6:25,Bus ,FTG-023-NMK-109,C-103,Regular,Large,300,60,"12.936687032945434, 77.53113977439017",79,KA90RS4567,Fraud +4035,5/18/2023 21:51,Car,FTG-024-CDE-876,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",55,KA01TU8901,Not Fraud +4036,6/3/2023 13:16,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,KA12VW3456,Not Fraud +4037,6/22/2023 4:41,Truck,FTG-026-PLM-210,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA23XY6789,Not Fraud +4038,7/7/2023 20:06,Van,FTG-027-HGT-987,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",75,KA34ZB0123,Not Fraud +4039,7/27/2023 11:31,Sedan,FTG-028-WSX-654,A-101,Express,Medium,110,90,"12.936687032945434, 77.53113977439017",60,KA45BC4567,Fraud +4040,8/11/2023 2:56,SUV,FTG-029-QAZ-321,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",68,KA56DE8901,Not Fraud +4041,8/30/2023 18:22,Bus ,FTG-030-LPO-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",72,KA67FG2345,Not Fraud +4042,9/14/2023 9:47,Car,FTG-031-ZAS-765,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",78,KA78HI6789,Not Fraud +4043,10/3/2023 1:12,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",63,KA89JK0123,Not Fraud +4044,10/18/2023 16:37,Truck,FTG-033-JOP-109,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",70,KA90LM4567,Not Fraud +4045,11/6/2023 8:02,Van,FTG-034-RFV-876,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA01NO8901,Not Fraud +4046,11/21/2023 23:27,Sedan,FTG-035-EDC-543,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",80,KA12PQ3456,Not Fraud +4047,12/11/2023 14:53,SUV,FTG-036-OKM-210,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA23RS6789,Not Fraud +4048,12/26/2023 6:18,Bus ,FTG-037-NJI-987,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA34TU0123,Not Fraud +4049,1/2/2023 21:43,Car,FTG-038-GKJ-654,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA45VW4567,Not Fraud +4050,1/20/2023 13:08,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA56XY8901,Not Fraud +4051,2/4/2023 4:33,Truck,FTG-650-HGT-210,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA67ZB2345,Not Fraud +4052,2/23/2023 20:58,Van,FTG-101-QWE-987,B-102,Regular,Medium,120,110,"12.936687032945434, 77.53113977439017",70,KA78BC6789,Fraud +4053,3/11/2023 12:24,Sedan,FTG-536-OKM-432,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA89DE0123,Not Fraud +4054,3/26/2023 3:49,SUV,FTG-578-NJH-876,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA90FG4567,Not Fraud +4055,4/14/2023 19:14,Bus ,FTG-716-NBH-432,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA01HI8901,Not Fraud +4056,4/29/2023 10:39,Car,FTG-765-LKJ-765,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",67,KA12JK3456,Not Fraud +4057,5/18/2023 2:04,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",74,KA23LM6789,Not Fraud +4058,6/2/2023 17:29,Truck,FTG-864-OKM-098,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA34NO0123,Not Fraud +4059,6/21/2023 8:55,Van,FTG-913-POI-321,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA45PQ4567,Not Fraud +4060,7/6/2023 0:20,Sedan,FTG-962-NJH-654,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",68,KA56RS8901,Not Fraud +4061,7/25/2023 15:45,SUV,FTG-011-QWE-987,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA67TU2345,Not Fraud +4062,8/9/2023 7:10,Bus ,FTG-060-QAZ-210,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA78VW6789,Not Fraud +4063,8/28/2023 22:35,Car,FTG-130-LPO-217,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA89XY0123,Not Fraud +4064,9/13/2023 14:00,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",78,KA90ZB4567,Not Fraud +4065,10/2/2023 5:26,Truck,FTG-100-GHJ-010,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA01BC8901,Not Fraud +4066,10/17/2023 20:51,Van,FTG-102-GKL-257,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA12DE3456,Not Fraud +4067,11/6/2023 12:16,Sedan,FTG-938-AWX-926,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",70,KA23FG6789,Not Fraud +4068,11/21/2023 3:41,SUV,FTG-456-YUI-969,B-102,Regular,Large,140,110,"12.936687032945434, 77.53113977439017",82,KA34HI0123,Fraud +4069,12/10/2023 19:06,Bus ,FTG-273-UIP-123,C-103,Express,Large,300,90,"12.936687032945434, 77.53113977439017",77,KA45JK4567,Fraud +4070,12/26/2023 10:31,Car,FTG-273-UIP-130,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",55,KA56LM8901,Not Fraud +4071,1/1/2023 1:57,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",67,KA67NO2345,Not Fraud +4072,1/18/2023 17:22,Truck,FTG-137-ABC-994,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",73,KA78PQ6789,Fraud +4073,2/2/2023 8:47,Van,FTG-004-LMN-321,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",68,KA89RS0123,Not Fraud +4074,2/21/2023 0:12,Sedan,FTG-011-QWE-765,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",75,KA90TU4567,Fraud +4075,3/8/2023 15:37,SUV,FTG-018-UYT-654,B-102,Express,Large,140,120,"12.936687032945434, 77.53113977439017",80,KA01VW8901,Fraud +4076,3/23/2023 7:02,Bus ,FTG-025-VBN-543,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA12XY3456,Not Fraud +4077,4/11/2023 22:28,Car,FTG-032-IXC-432,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",72,KA23ZB6789,Not Fraud +4078,4/27/2023 13:53,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA34BC0123,Not Fraud +4079,5/16/2023 5:18,Truck,FTG-814-KJH-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA45DE4567,Not Fraud +4080,5/31/2023 20:43,Van,FTG-109-RFD-210,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA56FG8901,Not Fraud +4081,6/19/2023 12:08,Sedan,FTG-137-ABC-987,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA67HI1234,Not Fraud +4082,7/4/2023 3:33,SUV,FTG-039-UTY-321,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",65,KA78JK5678,Not Fraud +4083,7/23/2023 19:59,Bus ,FTG-072-QAG-432,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",62,KA89LM9012,Not Fraud +4084,8/7/2023 11:24,Car,FTG-073-KJG-109,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",77,KA90NO3456,Not Fraud +4085,8/26/2023 2:49,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,KA01PQ6789,Not Fraud +4086,9/10/2023 18:14,Truck,FTG-075-YUI-143,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA80YZ0123,Not Fraud +4087,9/29/2023 9:39,Van,FTG-076-CDE-110,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",72,MH67GH0123,Fraud +4088,10/14/2023 1:04,Sedan,FTG-077-LMK-917,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,MH89IJ2345,Not Fraud +4089,11/2/2023 16:30,SUV,FTG-078-NJH-614,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",58,MH12KL4567,Not Fraud +4090,11/17/2023 7:55,Bus ,FTG-079-RFD-311,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,DL12AB3456,Not Fraud +4091,12/6/2023 23:20,Car,FTG-080-TGB-018,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,KA01KL1234,Not Fraud +4092,12/22/2023 14:45,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",74,KA23MN5678,Not Fraud +4093,1/8/2023 6:10,Truck,FTG-082-XCV-412,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",79,MH56OP0123,Not Fraud +4094,1/25/2023 21:35,Van,FTG-083-LKJ-119,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA67QR5678,Not Fraud +4095,2/10/2023 13:01,Sedan,FTG-084-PHU-876,A-101,Express,Medium,110,100,"12.936687032945434, 77.53113977439017",68,KA89ST1234,Fraud +4096,2/28/2023 4:26,SUV,FTG-085-ZXC-513,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA12UV5678,Not Fraud +4097,3/15/2023 19:51,Bus ,FTG-086-PLM-220,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA34WX1234,Not Fraud +4098,3/30/2023 11:16,Car,FTG-087-HGT-927,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",72,KA56YZ5678,Not Fraud +4099,4/18/2023 2:41,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA78LM1234,Not Fraud +4100,5/3/2023 18:06,Truck,FTG-089-QAZ-331,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,MH78QR2345,Not Fraud +4101,5/22/2023 9:32,Van,FTG-090-RFD-088,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",70,MH90ST4567,Not Fraud +4102,6/6/2023 0:57,Sedan,FTG-091-YUI-755,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",55,MH23UV6789,Not Fraud +4103,6/25/2023 16:22,SUV,FTG-092-BVC-442,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",60,MH45WX0123,Not Fraud +4104,7/10/2023 7:47,Bus ,FTG-093-NBH-149,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",65,DL34CD6789,Not Fraud +4105,7/29/2023 23:12,Car,FTG-094-KJH-886,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,MH89AB4567,Not Fraud +4106,8/14/2023 14:37,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,MH01CD6789,Not Fraud +4107,9/2/2023 6:03,Truck,FTG-066-LMK-210,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",78,MH23EF0123,Not Fraud +4108,9/17/2023 21:28,Van,FTG-067-PLN-987,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,MH45GH2345,Not Fraud +4109,10/7/2023 12:53,Sedan,FTG-068-VFR-654,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",67,MH67IJ4567,Not Fraud +4110,10/22/2023 4:18,SUV,FTG-069-WSX-321,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",72,DL56EF0123,Not Fraud +4111,11/10/2023 19:43,Bus ,FTG-160-QAZ-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,MH12MN0123,Not Fraud +4112,11/26/2023 11:08,Car,FTG-161-XYZ-987,A-101,Regular,Small,70,0,"12.936687032945434, 77.53113977439017",80,MH34OP2345,Fraud +4113,12/15/2023 2:34,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",73,DL78GH4567,Not Fraud +4114,12/30/2023 17:59,Truck,FTG-163-PQR-321,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,MH78ST6789,Not Fraud +4115,1/6/2023 9:24,Van,FTG-164-DEF-098,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",65,MH90UV0123,Not Fraud +4116,1/23/2023 0:49,Sedan,FTG-165-LMN-765,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,DL90IJ8901,Not Fraud +4117,2/7/2023 16:14,SUV,FTG-166-GHI-432,B-102,Express,Large,140,70,"12.936687032945434, 77.53113977439017",82,MH45YZ4567,Fraud +4118,2/26/2023 7:39,Bus ,FTG-107-JKL-169,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",58,MH67AB6789,Fraud +4119,3/13/2023 23:05,Car,FTG-108-HVW-876,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,DL23KL2345,Not Fraud +4120,3/29/2023 14:30,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",78,MH12EF2345,Not Fraud +4121,4/17/2023 5:55,Truck,FTG-160-MNO-110,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,MH34GH4567,Not Fraud +4122,5/2/2023 21:20,Van,FTG-161-QWE-987,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",70,MH56IJ6789,Not Fraud +4123,5/22/2023 12:45,Sedan,FTG-162-ZXC-554,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",62,MH78KL0123,Not Fraud +4124,6/6/2023 4:10,SUV,FTG-163-POI-321,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",80,MH90MN2345,Not Fraud +4125,6/25/2023 19:36,Bus ,FTG-164-KJH-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,MH23OP4567,Not Fraud +4126,7/11/2023 11:01,Car,FTG-165-DCV-765,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",68,MH45QR6789,Not Fraud +4127,7/31/2023 2:26,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,DL45MN4567,Not Fraud +4128,8/15/2023 17:51,Truck,FTG-167-LKI-109,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",75,DL67OP6789,Not Fraud +4129,9/3/2023 9:16,Van,FTG-168-UYT-876,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",82,DL89QR0123,Not Fraud +4130,9/18/2023 0:41,Sedan,FTG-169-FRD-533,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",88,DL01ST2345,Not Fraud +4131,10/7/2023 16:07,SUV,FTG-160-TYU-210,B-102,Express,Large,140,90,"12.936687032945434, 77.53113977439017",68,DL23UV4567,Fraud +4132,10/22/2023 7:32,Bus ,FTG-161-BVC-987,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",77,DL45WX6789,Not Fraud +4133,11/10/2023 22:57,Car,FTG-162-XSW-654,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",62,DL67YZ0123,Not Fraud +4134,11/26/2023 14:22,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",65,DL89AB2345,Not Fraud +4135,12/15/2023 5:47,Truck,FTG-164-CDE-898,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",74,DL12CD4567,Not Fraud +4136,12/30/2023 21:12,Van,FTG-165-VBN-765,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",79,DL34EF6789,Not Fraud +4137,1/7/2023 12:38,Sedan,FTG-166-PLM-432,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",55,DL56GH0123,Not Fraud +4138,1/24/2023 4:03,SUV,FTG-167-HGT-109,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",72,DL78IJ2345,Not Fraud +4139,2/8/2023 19:28,Bus ,FTG-128-HHX-876,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL90KL4567,Not Fraud +4140,2/27/2023 10:53,Car,FTG-129-QHZ-543,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",75,DL23MN6789,Not Fraud +4141,3/14/2023 2:18,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,DL45OP0123,Not Fraud +4142,3/29/2023 17:43,Truck,FTG-131-ZAS-917,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL67QR2345,Not Fraud +4143,4/17/2023 9:09,Van,FTG-132-IXC-614,B-102,Express,Medium,120,70,"12.936687032945434, 77.53113977439017",72,DL89ST4567,Fraud +4144,5/2/2023 0:34,Sedan,FTG-133-JOP-311,A-101,Regular,Medium,110,60,"12.936687032945434, 77.53113977439017",78,DL01UV6789,Fraud +4145,5/21/2023 15:59,SUV,FTG-134-RFV-018,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",63,DL23WX0123,Not Fraud +4146,6/5/2023 7:24,Bus ,FTG-135-EDC-715,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",70,DL45YZ2345,Not Fraud +4147,6/24/2023 22:49,Car,FTG-136-OKM-412,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",65,DL67AB4567,Not Fraud +4148,7/10/2023 14:14,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,DL89CD6789,Not Fraud +4149,7/29/2023 5:40,Truck,FTG-138-LKJ-816,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",72,DL12EF0123,Not Fraud +4150,8/13/2023 21:05,Van,FTG-139-UTY-513,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",68,DL34GH2345,Not Fraud +4151,9/1/2023 12:30,Sedan,FTG-140-POU-220,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",75,DL56IJ4567,Fraud +4152,9/16/2023 3:55,SUV,FTG-141-ZXC-917,B-102,Regular,Large,140,110,"12.936687032945434, 77.53113977439017",58,DL78KL6789,Fraud +4153,10/5/2023 19:20,Bus ,FTG-142-VBN-614,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,DL90MN0123,Not Fraud +4154,10/21/2023 10:45,Car,FTG-143-QWE-331,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",70,DL23OP2345,Not Fraud +4155,11/9/2023 2:11,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,DL45QR4567,Not Fraud +4156,11/24/2023 17:36,Truck,FTG-145-DCG-765,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",82,DL67ST6789,Not Fraud +4157,12/13/2023 9:01,Van,FTG-146-PGI-432,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",63,DL89UV0123,Not Fraud +4158,12/28/2023 0:26,Sedan,FTG-147-XGV-109,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",67,DL01WX2345,Not Fraud +4159,1/14/2023 15:51,SUV,FTG-148-GKL-876,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",74,DL23YZ4567,Not Fraud +4160,1/29/2023 7:16,Bus ,FTG-149-RGD-543,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",79,DL45AB6789,Not Fraud +4161,2/17/2023 22:42,Car,FTG-150-HHT-210,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",55,DL67CD0123,Not Fraud +4162,3/5/2023 14:07,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,DL89EF2345,Not Fraud +4163,3/20/2023 5:32,Truck,FTG-152-BVY-654,C-103,Express,Large,300,90,"12.936687032945434, 77.53113977439017",72,DL12GH4567,Fraud +4164,4/8/2023 20:57,Van,FTG-153-YBH-321,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",60,DL34IJ6789,Not Fraud +4165,4/24/2023 12:22,Sedan,FTG-154-KJY-098,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",75,DL56KL0123,Not Fraud +4166,5/13/2023 3:47,SUV,FTG-155-EYC-765,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",78,DL78MN2345,Not Fraud +4167,5/28/2023 19:13,Bus ,FTG-156-DMK-432,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL90OP4567,Not Fraud +4168,6/16/2023 10:38,Car,FTG-157-PUN-109,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",65,DL23QR6789,Not Fraud +4169,7/1/2023 2:03,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",70,DL45ST0123,Not Fraud +4170,7/20/2023 17:28,Truck,FTG-159-YSX-543,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",82,DL67UV2345,Not Fraud +4171,8/4/2023 8:53,Van,FTG-160-QKZ-210,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",77,DL89WX4567,Not Fraud +4172,8/23/2023 0:18,Sedan,FTG-161-POU-687,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",55,DL01YZ6789,Not Fraud +4173,9/8/2023 15:44,SUV,FTG-162-NJH-664,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",67,DL23AB0123,Not Fraud +4174,9/27/2023 7:09,Bus ,FTG-163-ZXC-361,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",73,DL45CD2345,Not Fraud +4175,10/12/2023 22:34,Car,FTG-164-OKM-698,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",68,DL67EF4567,Not Fraud +4176,10/31/2023 14:59,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,DL89GH6789,Not Fraud +4177,11/15/2023 6:24,Truck,FTG-166-HGT-462,C-103,Express,Large,300,140,"12.936687032945434, 77.53113977439017",80,DL12IJ0123,Fraud +4178,12/4/2023 21:49,Van,FTG-167-MKF-169,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,DL34KL2345,Not Fraud +4179,12/20/2023 13:15,Sedan,FTG-168-DCV-866,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",72,DL56MN4567,Not Fraud +4180,1/7/2023 4:40,SUV,FTG-169-NBH-563,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",58,DL78OP6789,Not Fraud +4181,1/24/2023 20:05,Bus ,FTG-170-POI-260,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL90QR0123,Not Fraud +4182,2/8/2023 11:30,Car,FTG-171-WSX-687,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",70,DL23ST2345,Not Fraud +4183,2/27/2023 3:55,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,DL45UV4567,Not Fraud +4184,3/16/2023 19:20,Truck,FTG-173-KJH-621,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",65,DL67WX6789,Not Fraud +4185,3/31/2023 10:46,Van,FTG-174-VFR-068,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",62,DL89YZ0123,Fraud +4186,4/19/2023 2:11,Sedan,FTG-175-YUI-665,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",77,DL01AB2345,Not Fraud +4187,5/4/2023 17:36,SUV,FTG-176-CDE-632,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",80,DL23CD4567,Not Fraud +4188,5/23/2023 9:01,Bus ,FTG-177-LMK-169,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL45EF6789,Not Fraud +4189,6/7/2023 0:26,Car,FTG-178-NJH-866,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",72,DL67GH0123,Not Fraud +4190,6/26/2023 15:51,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,DL89IJ2345,Not Fraud +4191,7/11/2023 7:17,Truck,FTG-180-TGB-260,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,DL12KL4567,Not Fraud +4192,7/30/2023 22:42,Van,FTG-181-BVC-967,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,DL34MN6789,Not Fraud +4193,8/15/2023 14:07,Sedan,FTG-182-XCV-664,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",70,DL56OP0123,Not Fraud +4194,9/3/2023 5:32,SUV,FTG-183-LKJ-361,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",74,DL78QR2345,Not Fraud +4195,9/18/2023 20:57,Bus ,FTG-184-POU-088,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",79,DL90ST4567,Not Fraud +4196,10/8/2023 12:22,Car,FTG-185-ZIC-765,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",65,DL23UV6789,Not Fraud +4197,10/23/2023 3:48,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,DL45WX0123,Not Fraud +4198,11/11/2023 19:13,Truck,FTG-001-ABC-111,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",82,DL67YZ2345,Not Fraud +4199,11/27/2023 10:38,Van,FTG-002-DEF-222,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",60,DL89AB4567,Not Fraud +4200,12/16/2023 2:03,Sedan,FTG-003-GHI-333,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",72,DL01CD6789,Not Fraud +4201,12/31/2023 17:28,SUV,FTG-004-JKL-444,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",75,DL23EF0123,Not Fraud +4202,1/6/2023 8:53,Bus ,FTG-005-MNO-555,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL45GH2345,Not Fraud +4203,1/23/2023 0:19,Car,FTG-006-PQR-666,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,DL67IJ4567,Not Fraud +4204,2/7/2023 15:44,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,DL89KL6789,Not Fraud +4205,2/26/2023 7:09,Truck,FTG-008-VWX-888,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,DL12MN0123,Not Fraud +4206,3/13/2023 22:34,Van,FTG-009-YZA-999,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",111,DL34OP2345,Not Fraud +4207,3/29/2023 14:00,Sedan,FTG-010-BCD-000,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",64,DL56QR4567,Not Fraud +4208,4/17/2023 5:25,SUV,FTG-011-EFG-111,B-102,Regular,Large,140,60,"12.936687032945434, 77.53113977439017",118,DL78ST6789,Fraud +4209,5/2/2023 20:51,Bus ,FTG-012-HIJ-222,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",39,DL90UV0123,Not Fraud +4210,5/22/2023 12:16,Car,FTG-013-KLM-333,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",88,DL23WX2345,Fraud +4211,6/6/2023 3:41,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,DL45YZ4567,Not Fraud +4212,6/25/2023 19:06,Truck,FTG-015-QRS-555,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",102,DL67AB6789,Not Fraud +4213,7/11/2023 10:31,Van,FTG-016-TUV-666,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",43,DL89CD0123,Not Fraud +4214,7/30/2023 1:56,Sedan,FTG-017-WXY-777,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,DL12EF2345,Not Fraud +4215,8/14/2023 17:22,SUV,FTG-018-ZAB-888,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",40,DL34GH4567,Not Fraud +4216,9/2/2023 8:47,Bus ,FTG-019-BCD-999,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",62,DL56IJ6789,Not Fraud +4217,9/17/2023 0:12,Car,FTG-020-CDE-000,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",38,DL78KL0123,Not Fraud +4218,10/6/2023 15:37,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",65,DL90MN2345,Not Fraud +4219,10/21/2023 7:02,Truck,FTG-022-EFG-222,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,DL23OP4567,Not Fraud +4220,11/9/2023 22:27,Van,FTG-023-FGH-333,B-102,Regular,Medium,120,110,"12.936687032945434, 77.53113977439017",55,DL45QR6789,Fraud +4221,11/25/2023 13:53,Sedan,FTG-024-GHI-444,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",48,KA67YL8901,Not Fraud +4222,12/14/2023 5:18,SUV,FTG-025-HIJ-555,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",50,KA78MN1345,Not Fraud +4223,12/29/2023 20:43,Bus ,FTG-026-IJK-666,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA89OP6889,Not Fraud +4224,1/15/2023 12:08,Car,FTG-027-JKL-777,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",46,KA90QR0183,Not Fraud +4225,1/30/2023 3:33,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",53,KA01ST4867,Not Fraud +4226,2/18/2023 18:58,Truck,FTG-029-LMN-999,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",47,KA12UV0901,Fraud +4227,3/6/2023 10:24,Van,FTG-030-MNO-000,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",51,KA23WX9345,Not Fraud +4228,3/21/2023 1:49,Sedan,FTG-031-NOP-111,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",44,KA34YZ6989,Not Fraud +4229,4/9/2023 17:14,SUV,FTG-032-OPQ-222,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",59,KA45AB0223,Not Fraud +4230,4/24/2023 8:39,Bus ,FTG-033-PQR-333,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",54,KA56CD4267,Not Fraud +4231,5/13/2023 0:04,Car,FTG-034-QRS-444,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",43,KA67EF8301,Not Fraud +4232,5/28/2023 15:29,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",56,KA78IH2345,Not Fraud +4233,6/16/2023 6:55,Truck,FTG-036-STU-666,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA89IJ5789,Not Fraud +4234,7/1/2023 22:20,Van,FTG-037-TUV-777,B-102,Regular,Medium,120,90,"12.936687032945434, 77.53113977439017",45,KA90KL0023,Fraud +4235,7/21/2023 13:45,Sedan,FTG-038-UVW-888,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",57,KA01MN4067,Not Fraud +4236,8/5/2023 5:10,SUV,FTG-039-VWX-999,B-102,Regular,Large,140,120,"12.936687032945434, 77.53113977439017",49,KA12OP0901,Fraud +4237,8/24/2023 20:35,Bus ,FTG-040-WXY-000,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA23QR0345,Not Fraud +4238,9/9/2023 12:00,Car,FTG-041-XYZ-111,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",41,KA34ST4789,Not Fraud +4239,9/28/2023 3:26,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",63,KA45UV0423,Not Fraud +4240,10/13/2023 18:51,Truck,FTG-043-ZAB-333,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",39,KA56WX4467,Not Fraud +4241,11/1/2023 10:16,Van,FTG-044-BCD-444,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",66,KA67YZ8401,Not Fraud +4242,11/16/2023 1:41,Sedan,FTG-045-CDE-555,A-101,Regular,Medium,110,90,"12.936687032945434, 77.53113977439017",43,KA78AB2745,Fraud +4243,12/5/2023 17:06,SUV,FTG-046-DEF-666,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",61,KA89CD6739,Not Fraud +4244,12/21/2023 8:31,Bus ,FTG-047-EFG-777,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",37,KA90EF0223,Not Fraud +4245,1/7/2023 23:57,Car,FTG-048-FGH-888,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",54,KA01GH4267,Not Fraud +4246,1/24/2023 15:22,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",46,KA12IJ8201,Not Fraud +4247,2/8/2023 6:47,Truck,FTG-050-HIJ-000,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA23KL2245,Not Fraud +4248,2/27/2023 22:12,Van,FTG-051-IJK-111,B-102,Regular,Medium,120,90,"12.936687032945434, 77.53113977439017",49,KA34MN6289,Fraud +4249,3/16/2023 13:37,Sedan,FTG-052-JKL-222,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",60,KA45OP0223,Not Fraud +4250,3/31/2023 5:02,SUV,FTG-053-KLM-333,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",42,KA56QR4527,Not Fraud +4251,4/19/2023 20:28,Bus ,FTG-054-LMN-444,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,KA67ST8601,Not Fraud +4252,5/5/2023 11:53,Car,FTG-055-MNO-555,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",48,KA78UV2645,Not Fraud +4253,5/24/2023 3:18,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",52,KA89WX6689,Not Fraud +4254,6/8/2023 18:43,Truck,FTG-057-OPQ-777,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA90YZ0623,Not Fraud +4255,6/28/2023 10:08,Van,FTG-058-PQR-888,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",59,KA01AB4367,Not Fraud +4256,7/13/2023 1:33,Sedan,FTG-059-QRS-999,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",53,KA12CD8301,Not Fraud +4257,8/1/2023 17:59,SUV,FTG-060-RST-000,B-102,Express,Large,140,70,"12.936687032945434, 77.53113977439017",47,KA23EF2245,Fraud +4258,8/16/2023 9:24,Bus ,FTG-061-STU-111,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,KA34GH6719,Not Fraud +4259,9/4/2023 0:49,Car,FTG-062-TUV-222,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",44,KA45IJ0113,Not Fraud +4260,9/19/2023 16:14,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA56KL4517,Not Fraud +4261,10/8/2023 7:39,Truck,FTG-064-VWX-444,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",54,KA67MN8911,Not Fraud +4262,10/23/2023 23:04,Van,FTG-065-WXY-555,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",43,KA78OP3345,Not Fraud +4263,11/11/2023 14:30,Sedan,FTG-066-XYZ-666,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",56,KA89QR6389,Not Fraud +4264,11/26/2023 5:55,SUV,FTG-067-YZA-777,B-102,Regular,Large,140,90,"12.936687032945434, 77.53113977439017",50,KA90ST0323,Fraud +4265,12/15/2023 21:20,Bus ,FTG-068-ZAB-888,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA01UV4367,Not Fraud +4266,12/31/2023 12:45,Car,FTG-069-BCD-999,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",55,GA12AB3456,Not Fraud +4267,1/6/2023 4:10,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",48,GA34CD6789,Not Fraud +4268,1/23/2023 19:35,Truck,FTG-071-DEF-111,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",60,GA56EF0123,Not Fraud +4269,2/7/2023 11:01,Van,FTG-072-EFG-222,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",42,GA78GH4567,Not Fraud +4270,2/26/2023 2:26,Sedan,FTG-073-FGH-333,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",57,GA90IJ8901,Not Fraud +4271,3/13/2023 17:51,SUV,FTG-074-GHI-444,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",49,GA23KL2345,Not Fraud +4272,3/28/2023 9:16,Bus ,FTG-075-HIJ-555,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,GA45MN4567,Not Fraud +4273,4/16/2023 0:41,Car,FTG-076-IJK-666,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",46,GA67OP6789,Not Fraud +4274,5/1/2023 16:06,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,GA89QR0123,Not Fraud +4275,5/20/2023 7:32,Truck,FTG-078-KLM-888,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",53,GA01ST2345,Not Fraud +4276,6/4/2023 22:57,Van,FTG-079-LMN-999,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",47,GA23UV4567,Not Fraud +4277,6/24/2023 14:22,Sedan,FTG-080-MNO-000,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",51,GA45WX6789,Fraud +4278,7/9/2023 5:47,SUV,FTG-081-NOP-111,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",44,GA67YZ0123,Not Fraud +4279,7/28/2023 21:12,Bus ,FTG-082-OPQ-222,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,GA89AB2345,Not Fraud +4280,8/13/2023 12:37,Car,FTG-083-PQR-333,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",54,GA12CD4567,Not Fraud +4281,9/1/2023 4:03,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",43,GA34EF5789,Not Fraud +4282,9/16/2023 19:28,Truck,FTG-085-RST-555,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",56,GA56GH0123,Fraud +4283,10/6/2023 10:53,Van,FTG-086-STU-666,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",50,GA78IJ2345,Fraud +4284,10/21/2023 2:18,Sedan,FTG-087-TUV-777,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",45,GA90KL5567,Not Fraud +4285,11/9/2023 17:43,SUV,FTG-088-UVW-888,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",55,GA23MN6789,Not Fraud +4286,11/25/2023 9:08,Bus ,FTG-089-VWX-999,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",48,GA45OP0123,Not Fraud +4287,12/14/2023 0:34,Car,FTG-090-WXY-000,A-101,Express,Small,70,0,"12.936687032945434, 77.53113977439017",60,GA67QR2345,Fraud +4288,12/29/2023 15:59,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",42,GA89ST4567,Not Fraud +4289,1/15/2023 7:24,Truck,FTG-092-YZA-222,C-103,Express,Large,300,100,"12.936687032945434, 77.53113977439017",57,GA01UV6789,Fraud +4290,1/30/2023 22:49,Van,FTG-093-ZAB-333,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",49,GA23WX0123,Not Fraud +4291,2/18/2023 14:14,Sedan,FTG-094-BCD-444,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",52,GA45YZ2345,Not Fraud +4292,3/5/2023 5:39,SUV,FTG-095-CDE-555,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",46,GA67AB4567,Not Fraud +4293,3/20/2023 21:05,Bus ,FTG-096-DEF-666,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,GA89CD6789,Not Fraud +4294,4/8/2023 12:30,Car,FTG-097-EFG-777,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",53,GA12EF0123,Not Fraud +4295,4/23/2023 3:55,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",47,GA34GH2345,Not Fraud +4296,5/12/2023 19:20,Truck,FTG-099-GHI-999,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,GA56IJ4567,Not Fraud +4297,5/27/2023 10:45,Van,FTG-100-HIJ-000,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",44,GA78KL6789,Not Fraud +4298,6/15/2023 2:10,Sedan,FTG-287-HGT-169,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",59,GA90MN0123,Not Fraud +4299,6/30/2023 17:36,SUV,FTG-288-YSX-876,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,GA23OP2345,Not Fraud +4300,7/19/2023 8:59,Bus ,FTG-289-QAZ-523,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",43,GA45QR4567,Fraud +4301,8/3/2023 0:24,Car,FTG-290-RYD-210,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",56,GA67ST6789,Not Fraud +4302,8/22/2023 15:49,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,GA89UV0123,Not Fraud +4303,9/6/2023 7:14,Truck,FTG-007-STU-777,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,GA01WX2345,Not Fraud +4304,9/25/2023 22:39,Van,FTG-014-NOP-444,B-102,Regular,Medium,120,70,"12.936687032945434, 77.53113977439017",55,GA23YZ4567,Fraud +4305,10/11/2023 14:05,Sedan,FTG-021-DEF-111,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",48,GA45AB6789,Not Fraud +4306,10/30/2023 5:30,SUV,FTG-028-KLM-888,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",60,GA67CD0123,Not Fraud +4307,11/14/2023 20:55,Bus ,FTG-035-RST-555,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,GA89EF2345,Not Fraud +4308,12/3/2023 12:20,Car,FTG-042-YZA-222,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",57,GA12GH4567,Not Fraud +4309,12/18/2023 3:45,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",49,GA34IJ6789,Not Fraud +4310,1/4/2023 19:10,Truck,FTG-056-NOP-666,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,GA56KL0123,Not Fraud +4311,1/21/2023 10:36,Van,FTG-063-UVW-333,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",46,GA78MN2345,Not Fraud +4312,2/9/2023 2:01,Sedan,FTG-070-COE-000,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",58,GA90OP4567,Not Fraud +4313,2/24/2023 17:26,SUV,FTG-070-CDE-000,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",53,GA23QR4789,Not Fraud +4314,3/15/2023 8:51,Bus ,FTG-077-JKL-777,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",47,GA45ST0123,Not Fraud +4315,3/30/2023 0:16,Car,FTG-084-QRS-444,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",45,GA67UV2345,Not Fraud +4316,4/18/2023 15:41,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,GA89WX4567,Not Fraud +4317,5/3/2023 7:07,Truck,FTG-098-FGH-888,C-103,Express,Large,300,90,"12.936687032945434, 77.53113977439017",55,GA01YZ6789,Fraud +4318,5/22/2023 22:32,Van,FTG-101-IJK-111,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",48,GA23AB0123,Not Fraud +4319,6/7/2023 13:57,Sedan,FTG-102-JKL-222,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",60,GA45CD2345,Not Fraud +4320,6/26/2023 5:22,SUV,FTG-103-KLM-333,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",42,GA67EF4567,Not Fraud +4321,7/11/2023 20:47,Bus ,FTG-104-LMN-444,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,GA89GH6789,Not Fraud +4322,7/31/2023 12:12,Car,FTG-105-MNO-555,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",49,GA12IJ0123,Not Fraud +4323,8/15/2023 3:38,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",52,GA34KL2345,Not Fraud +4324,9/3/2023 19:03,Truck,FTG-107-OPQ-777,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",46,GA56MN4567,Not Fraud +4325,9/18/2023 10:28,Van,FTG-108-PQR-888,B-102,Express,Medium,120,100,"12.936687032945434, 77.53113977439017",58,GA78OP6789,Fraud +4326,10/8/2023 1:53,Sedan,FTG-109-QRS-999,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",53,GA90QR0123,Not Fraud +4327,10/23/2023 17:18,SUV,FTG-110-RST-000,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",47,GA23ST2345,Not Fraud +4328,11/11/2023 8:43,Bus ,FTG-111-STU-111,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,GA45UV4467,Not Fraud +4329,11/27/2023 0:09,Car,FTG-112-TUV-222,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",44,GA67WX6789,Not Fraud +4330,12/16/2023 15:34,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",59,GA89YZ0123,Not Fraud +4331,12/31/2023 6:59,Truck,FTG-114-VWX-444,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",54,GA01AB2345,Not Fraud +4332,1/17/2023 22:24,Van,FTG-115-WXY-555,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",43,GA23CD4567,Not Fraud +4333,2/2/2023 13:49,Sedan,FTG-116-XYZ-666,A-101,Express,Medium,110,100,"12.936687032945434, 77.53113977439017",56,GA45EF6789,Fraud +4334,2/21/2023 5:14,SUV,FTG-117-YZA-777,B-102,Regular,Large,140,110,"12.936687032945434, 77.53113977439017",50,GA67GH0123,Fraud +4335,3/8/2023 20:40,Bus ,FTG-118-ZAB-888,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,GA89IJ2345,Not Fraud +4336,3/28/2023 12:05,Car,FTG-119-BCD-999,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",55,GA12KL4567,Not Fraud +4337,4/12/2023 3:30,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",48,GA34MN6789,Not Fraud +4338,5/1/2023 18:55,Truck,FTG-121-DEF-111,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",60,GA56OP0123,Fraud +4339,5/17/2023 10:20,Van,FTG-122-EFG-222,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",42,GA78QR2345,Not Fraud +4340,6/5/2023 1:45,Sedan,FTG-123-FGH-333,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",57,GA90ST4567,Fraud +4341,6/20/2023 17:11,SUV,FTG-124-GHI-444,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",49,GA23UV6789,Not Fraud +4342,7/9/2023 8:36,Bus ,FTG-125-HIJ-555,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,GA45WX0123,Not Fraud +4343,7/24/2023 23:59,Car,FTG-126-IJK-666,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",46,GA67YZ4345,Not Fraud +4344,8/13/2023 15:24,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,GA89AB4567,Not Fraud +4345,8/28/2023 6:49,Truck,FTG-128-KLM-888,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",53,GA01CD6789,Not Fraud +4346,9/16/2023 22:14,Van,FTG-129-LMN-999,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",47,GA23EF0123,Not Fraud +4347,10/2/2023 13:40,Sedan,FTG-130-MNO-000,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",51,GA45GH2345,Not Fraud +4348,10/21/2023 5:05,SUV,FTG-131-NOP-111,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",44,GA67IJ4567,Not Fraud +4349,11/5/2023 20:30,Bus ,FTG-132-OPQ-222,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,GA89KL6789,Not Fraud +4350,11/25/2023 12:55,Car,FTG-133-PQR-333,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",54,GA12MN0123,Fraud +4351,12/10/2023 4:20,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",43,GA34OP2345,Not Fraud +4352,12/25/2023 19:45,Truck,FTG-135-RST-555,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",56,GA56QR4567,Not Fraud +4353,1/11/2023 11:11,Van,FTG-136-STU-666,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",50,GA78ST6789,Not Fraud +4354,1/26/2023 2:36,Sedan,FTG-137-TUV-777,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",45,GA90UV0123,Not Fraud +4355,2/14/2023 18:01,SUV,FTG-138-UVW-888,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",55,GA23WX2345,Not Fraud +4356,3/1/2023 9:26,Bus ,FTG-139-VWX-999,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",48,GA45YZ4567,Not Fraud +4357,3/19/2023 0:51,Car,FTG-140-WXY-000,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",60,GA67AB6789,Not Fraud +4358,4/3/2023 16:16,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",42,GA89CD4123,Not Fraud +4359,4/22/2023 7:42,Truck,FTG-142-YZA-222,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,GA12EF2345,Not Fraud +4360,5/7/2023 23:07,Van,FTG-143-ZAB-333,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",49,GA34GH4567,Not Fraud +4361,5/26/2023 14:32,Sedan,FTG-144-BCD-444,A-101,Express,Medium,110,60,"12.936687032945434, 77.53113977439017",52,GA56IJ6789,Fraud +4362,6/10/2023 5:57,SUV,FTG-145-CDE-555,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",46,GA78KL0123,Not Fraud +4363,6/29/2023 21:22,Bus ,FTG-146-DEF-666,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,GA90MN2345,Not Fraud +4364,7/15/2023 12:47,Car,FTG-147-EFG-777,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",53,GA23OP4567,Not Fraud +4365,8/3/2023 4:13,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",47,GA45QR6789,Not Fraud +4366,8/18/2023 19:38,Truck,FTG-149-GHI-999,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,MH34AB5678,Not Fraud +4367,9/6/2023 11:03,Van,FTG-150-HIJ-000,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",44,TN09CD1234,Not Fraud +4368,9/21/2023 2:28,Sedan,FTG-151-IJK-111,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",59,DL56EF7890,Not Fraud +4369,10/10/2023 17:53,SUV,FTG-152-JKL-222,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,TS45UV6789,Not Fraud +4370,10/25/2023 9:18,Bus ,FTG-153-KLM-333,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",43,MH89WX2345,Not Fraud +4371,11/13/2023 0:44,Car,FTG-154-LMN-444,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",56,UP45KL8901,Not Fraud +4372,11/28/2023 16:09,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,KL12YZ3456,Not Fraud +4373,12/17/2023 7:34,Truck,FTG-156-NOP-666,C-103,Express,Large,300,60,"12.936687032945434, 77.53113977439017",45,GJ45MN2345,Fraud +4374,1/2/2023 22:59,Van,FTG-157-OPQ-777,B-102,Regular,Medium,120,110,"12.936687032945434, 77.53113977439017",55,TN23CD5678,Fraud +4375,1/20/2023 14:24,Sedan,FTG-158-PQR-888,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",48,RJ78EF6789,Not Fraud +4376,2/4/2023 5:49,SUV,FTG-159-QRS-999,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",60,DL09GH7890,Not Fraud +4377,2/23/2023 21:15,Bus ,FTG-160-RST-000,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,UP56IJ8901,Not Fraud +4378,3/10/2023 12:40,Car,FTG-161-STU-111,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",57,WB34KL9012,Not Fraud +4379,3/25/2023 4:05,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",49,MP12MN0123,Not Fraud +4380,4/12/2023 19:30,Truck,FTG-163-UVW-333,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,HR78OP1234,Not Fraud +4381,4/28/2023 10:55,Van,FTG-164-VWX-444,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",46,BR45QR2345,Not Fraud +4382,5/17/2023 2:20,Sedan,FTG-165-WXY-555,A-101,Regular,Medium,110,60,"12.936687032945434, 77.53113977439017",58,KA89ST3456,Fraud +4383,6/1/2023 17:46,SUV,FTG-166-XYZ-666,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",53,AP23UV4567,Not Fraud +4384,6/20/2023 9:11,Bus ,FTG-167-YZA-777,C-103,Regular,Large,300,70,"12.936687032945434, 77.53113977439017",47,TS67WX5678,Fraud +4385,7/5/2023 0:36,Car,FTG-168-ZAB-888,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",51,MH89YZ6789,Not Fraud +4386,7/24/2023 16:01,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",44,KL12AB7890,Not Fraud +4387,8/8/2023 7:26,Truck,FTG-170-CDE-000,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,GJ45CD8901,Not Fraud +4388,8/27/2023 22:51,Van,FTG-171-DEF-111,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",54,TN23EF9012,Not Fraud +4389,9/12/2023 14:17,Sedan,FTG-172-EFG-222,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",43,RJ78GH0123,Not Fraud +4390,10/1/2023 5:42,SUV,FTG-173-FGH-333,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",56,DL09IJ1234,Not Fraud +4391,10/16/2023 21:07,Bus ,FTG-174-GHI-444,C-103,Express,Large,300,90,"12.936687032945434, 77.53113977439017",50,UP56KL2345,Fraud +4392,11/5/2023 12:32,Car,FTG-175-HIJ-555,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",45,WB34MN3456,Not Fraud +4393,11/20/2023 3:57,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,MP12OP4567,Not Fraud +4394,12/9/2023 19:22,Truck,FTG-177-JKL-777,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",48,HR78QR5678,Not Fraud +4395,12/25/2023 10:48,Van,FTG-178-KLM-888,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",60,BR45ST6789,Not Fraud +4396,1/10/2023 2:13,Sedan,FTG-179-LMN-999,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",42,KA89UV7890,Not Fraud +4397,1/27/2023 17:38,SUV,FTG-180-MNO-000,B-102,Express,Large,140,90,"12.936687032945434, 77.53113977439017",57,AP23WX8901,Fraud +4398,2/12/2023 9:03,Bus ,FTG-387-HYT-109,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",49,TS67YZ9012,Not Fraud +4399,3/3/2023 0:28,Car,FTG-388-YSX-876,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",52,MH89AB0123,Not Fraud +4400,3/18/2023 15:53,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",46,KL12CD1234,Not Fraud +4401,4/6/2023 7:19,Truck,FTG-390-RFD-110,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,GJ45EF2345,Not Fraud +4402,4/21/2023 22:44,Van,FTG-391-YUI-187,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",53,TN23GH3456,Not Fraud +4403,5/11/2023 14:09,Sedan,FTG-392-BVC-614,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",47,RJ78IJ4567,Fraud +4404,5/26/2023 5:34,SUV,FTG-393-NBH-121,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",51,DL09KL5678,Not Fraud +4405,6/14/2023 20:59,Bus ,FTG-394-KJH-198,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",44,UP56MN6789,Not Fraud +4406,6/30/2023 12:24,Car,FTG-395-EDC-165,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",59,WB34OP7890,Not Fraud +4407,7/19/2023 3:50,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",54,MP12QR8901,Not Fraud +4408,8/3/2023 19:15,Truck,FTG-397-PLN-209,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",43,HR78ST9012,Not Fraud +4409,8/22/2023 10:40,Van,FTG-398-VFR-276,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",56,BR45UV0123,Not Fraud +4410,9/6/2023 2:05,Sedan,FTG-399-WSX-443,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",50,KA89WX1234,Not Fraud +4411,9/25/2023 17:30,SUV,FTG-400-QAZ-240,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",45,TN23OP3456,Not Fraud +4412,10/10/2023 8:55,Bus ,FTG-401-XYZ-487,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",55,TS67AB3456,Not Fraud +4413,10/29/2023 0:21,Car,FTG-402-ABC-454,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",48,MH89CD4567,Not Fraud +4414,11/13/2023 15:46,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,KL12EF5678,Not Fraud +4415,12/2/2023 7:11,Truck,FTG-404-DEF-498,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,GJ45GH6789,Not Fraud +4416,12/17/2023 22:36,Van,FTG-405-LMN-745,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",78,TN23IJ7890,Not Fraud +4417,1/5/2023 14:01,Sedan,FTG-406-GHI-422,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",53,RJ78KL8901,Not Fraud +4418,1/20/2023 5:26,SUV,FTG-407-JKL-179,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",92,DL09MN9012,Not Fraud +4419,2/8/2023 20:52,Bus ,FTG-408-UVW-776,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,UP56OP0123,Not Fraud +4420,2/24/2023 12:17,Car,FTG-409-RST-533,A-101,Regular,Small,70,0,"12.936687032945434, 77.53113977439017",105,WB34QR1234,Fraud +4421,3/15/2023 3:42,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",70,MP12ST2345,Not Fraud +4422,3/30/2023 19:07,Truck,FTG-411-QWE-287,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",88,HR78UV3456,Fraud +4423,4/18/2023 10:32,Van,FTG-412-ZXC-254,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",45,BR45WX4567,Not Fraud +4424,5/3/2023 1:57,Sedan,FTG-413-POI-421,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",72,RJ78QR4567,Not Fraud +4425,5/22/2023 17:23,SUV,FTG-414-KJH-698,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",58,AP23AB6789,Not Fraud +4426,6/6/2023 8:48,Bus ,FTG-415-DCV-665,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",81,TS67CD7890,Fraud +4427,6/25/2023 0:13,Car,FTG-416-NTH-432,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",67,MH89EF8901,Not Fraud +4428,7/10/2023 15:38,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",98,KL12GH9012,Not Fraud +4429,7/29/2023 7:03,Truck,FTG-418-UYT-776,C-103,Express,Large,300,100,"12.936687032945434, 77.53113977439017",50,GJ45IJ0123,Fraud +4430,8/13/2023 22:28,Van,FTG-419-FFD-543,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",75,TN23KL1234,Not Fraud +4431,9/1/2023 14:54,Sedan,FTG-420-TFU-210,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",62,RJ78MN2345,Not Fraud +4432,9/16/2023 6:19,SUV,FTG-421-BFC-987,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",84,DL09OP3456,Not Fraud +4433,10/5/2023 21:44,Bus ,FTG-422-XFW-654,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,UP56QR4567,Not Fraud +4434,10/21/2023 13:09,Car,FTG-423-NFK-321,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",80,WB34ST5678,Not Fraud +4435,11/9/2023 4:34,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,MP12UV6789,Not Fraud +4436,11/24/2023 19:59,Truck,FTG-425-VFN-765,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",90,HR78WX7890,Fraud +4437,12/14/2023 11:25,Van,FTG-426-PFM-432,B-102,Express,Medium,120,100,"12.936687032945434, 77.53113977439017",48,BR45YZ8901,Fraud +4438,12/29/2023 2:50,Sedan,FTG-427-HFT-109,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",77,KA89AB9012,Not Fraud +4439,1/15/2023 18:15,SUV,FTG-428-WFX-876,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",63,AP23CD0123,Not Fraud +4440,1/30/2023 9:40,Bus ,FTG-429-QFZ-543,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",87,TS67EF1234,Not Fraud +4441,2/18/2023 1:05,Car,FTG-430-LFO-210,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",52,MH89GH2345,Not Fraud +4442,3/5/2023 16:30,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",95,KL12IJ3456,Not Fraud +4443,3/20/2023 7:56,Truck,FTG-432-IFC-654,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",73,GJ45KL4567,Not Fraud +4444,4/8/2023 23:21,Van,FTG-433-JFP-321,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",82,TN23MN5678,Not Fraud +4445,4/24/2023 14:46,Sedan,FTG-434-RSV-098,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",57,RJ78OP6789,Not Fraud +4446,5/13/2023 6:11,SUV,FTG-435-ESC-765,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",96,DL09QR7890,Not Fraud +4447,5/28/2023 21:36,Bus ,FTG-436-OSM-432,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",66,UP56ST8901,Not Fraud +4448,6/16/2023 13:01,Car,FTG-437-NSI-109,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",89,WB34UV9012,Not Fraud +4449,7/1/2023 4:27,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",51,MP12WX0123,Not Fraud +4450,7/20/2023 19:52,Truck,FTG-439-UTY-541,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",76,HR78YZ1234,Fraud +4451,8/4/2023 11:17,Van,FTG-440-POU-211,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",61,BR45AB2345,Not Fraud +4452,8/23/2023 2:42,Sedan,FTG-441-ZXC-981,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",85,KA89CD3456,Not Fraud +4453,9/7/2023 18:07,SUV,FTG-442-VTN-654,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",74,AP23EF4567,Not Fraud +4454,9/26/2023 9:32,Bus ,FTG-443-QWE-322,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",93,TS67GH5678,Fraud +4455,10/11/2023 0:58,Car,FTG-444-MUH-098,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",49,DL09ST5678,Not Fraud +4456,10/30/2023 16:23,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",83,KL12KL7890,Not Fraud +4457,11/14/2023 7:48,Truck,FTG-446-POI-431,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,GJ45MN8901,Not Fraud +4458,12/3/2023 23:13,Van,FTG-447-XCV-101,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",91,TN23OP0123,Not Fraud +4459,12/19/2023 14:38,Sedan,FTG-448-JTL-876,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",71,RJ78QR1234,Fraud +4460,1/5/2023 6:03,SUV,FTG-449-RFD-5431,B-102,Regular,Large,140,120,"12.936687032945434, 77.53113977439017",86,DL09ST2345,Fraud +4461,1/22/2023 21:29,Bus ,FTG-450-HGT-211,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",56,UP56UV3456,Not Fraud +4462,2/7/2023 12:54,Car,FTG-451-YUI-981,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",79,WB34WX4567,Not Fraud +4463,2/26/2023 4:19,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",64,MP12YZ5678,Not Fraud +4464,3/13/2023 19:44,Truck,FTG-453-NBH-327,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",97,HR78AB6789,Not Fraud +4465,3/29/2023 11:09,Van,FTG-454-KJH-097,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",69,BR45CD7890,Fraud +4466,4/17/2023 2:34,Sedan,FTG-455-EDC-767,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",94,UP56UV6789,Not Fraud +4467,5/2/2023 18:00,SUV,FTG-456-LMK-437,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,AP23GH9012,Not Fraud +4468,5/22/2023 9:25,Bus ,FTG-457-PLN-107,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",81,TS67IJ0123,Not Fraud +4469,6/6/2023 0:50,Car,FTG-458-VFR-856,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",65,MH89KL1234,Not Fraud +4470,6/25/2023 16:15,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",92,WB34WX7890,Not Fraud +4471,7/11/2023 7:40,Truck,FTG-460-QAZ-210,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",50,MP12YZ9012,Not Fraud +4472,7/30/2023 23:05,Van,FTG-461-POU-987,B-102,Regular,Medium,120,70,"12.936687032945434, 77.53113977439017",75,HR78AB0123,Fraud +4473,8/15/2023 14:31,Sedan,FTG-462-NJH-654,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",58,BR45CD1234,Not Fraud +4474,9/3/2023 5:56,SUV,FTG-463-ZXC-321,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",89,RJ78OP2345,Not Fraud +4475,9/18/2023 21:21,Bus ,FTG-464-OKM-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",44,DL09QR3456,Not Fraud +4476,10/8/2023 12:46,Car,FTG-465-LKJ-765,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",78,TS67IJ4567,Fraud +4477,10/23/2023 4:11,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",67,MH89KL5678,Not Fraud +4478,11/11/2023 19:36,Truck,FTG-467-MKF-109,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",95,KL12MN6789,Not Fraud +4479,11/27/2023 11:02,Van,FTG-468-DCV-876,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",55,GJ45OP7890,Not Fraud +4480,12/16/2023 2:27,Sedan,FTG-469-NBH-543,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",80,TN23QR8901,Not Fraud +4481,12/31/2023 17:52,SUV,FTG-470-POI-210,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",62,RJ78ST0123,Not Fraud +4482,1/17/2023 9:17,Bus ,FTG-471-WSX-987,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",87,DL09UV1234,Not Fraud +4483,2/1/2023 0:42,Car,FTG-472-QAZ-654,A-101,Express,Small,70,0,"12.936687032945434, 77.53113977439017",47,UP56WX2345,Fraud +4484,2/20/2023 16:07,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",73,WB34YZ3456,Not Fraud +4485,3/7/2023 7:33,Truck,FTG-474-VFR-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,MP12AB4567,Not Fraud +4486,3/22/2023 22:58,Van,FTG-475-YUI-765,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",91,HR78CD5678,Not Fraud +4487,4/10/2023 14:23,Sedan,FTG-476-CDE-432,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",53,BR45EF6789,Not Fraud +4488,4/25/2023 5:48,SUV,FTG-477-LMK-109,B-102,Regular,Large,140,90,"12.936687032945434, 77.53113977439017",82,KA89GH7890,Fraud +4489,5/14/2023 21:13,Bus ,FTG-478-NJH-876,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",56,AP23IJ8901,Not Fraud +4490,5/30/2023 12:38,Car,FTG-479-RFD-543,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",84,TS67KL0123,Not Fraud +4491,6/18/2023 4:04,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",69,MH89MN1234,Not Fraud +4492,7/3/2023 19:29,Truck,FTG-481-BVC-987,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",94,KL12OP2345,Not Fraud +4493,7/22/2023 10:54,Van,FTG-482-XCV-654,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",49,GJ45QR3456,Not Fraud +4494,8/6/2023 2:19,Sedan,FTG-483-LKJ-321,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",76,TN23ST4567,Not Fraud +4495,8/25/2023 17:44,SUV,FTG-484-POU-098,B-102,Express,Large,140,90,"12.936687032945434, 77.53113977439017",63,RJ78UV5678,Fraud +4496,9/9/2023 9:09,Bus ,FTG-485-ZXC-765,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",88,DL09WX6789,Not Fraud +4497,9/28/2023 0:35,Car,FTG-486-PLM-432,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",74,UP56YZ7890,Not Fraud +4498,10/13/2023 15:00,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",96,WB34AB8901,Not Fraud +4499,11/1/2023 6:25,Truck,FTG-488-WSX-876,C-103,Express,Large,300,110,"12.936687032945434, 77.53113977439017",61,MP12CD0123,Fraud +4500,11/16/2023 21:50,Van,FTG-489-QAZ-543,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",85,HR78EF1234,Not Fraud +4501,12/6/2023 13:15,Sedan,FTG-490-RFD-210,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",52,BR45GH2345,Fraud +4502,12/21/2023 4:40,SUV,FTG-491-YUI-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",79,KA89IJ3456,Not Fraud +4503,1/7/2023 20:06,Bus ,FTG-492-BVC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,AP23KL4567,Not Fraud +4504,1/24/2023 11:31,Car,FTG-493-NBH-321,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",90,TS67MN5678,Fraud +4505,2/8/2023 3:56,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",48,UP56ST4567,Not Fraud +4506,2/27/2023 19:21,Truck,FTG-495-EDC-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",77,KL12QR7890,Not Fraud +4507,3/15/2023 10:46,Van,FTG-496-LMK-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",60,GJ45ST8901,Not Fraud +4508,3/30/2023 2:11,Sedan,FTG-497-PLN-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",83,TN23UV0123,Not Fraud +4509,4/18/2023 17:37,SUV,FTG-498-VFR-876,B-102,Express,Large,145,100,"13.21331620748757, 77.55413526894684",71,RJ78WX1234,Fraud +4510,5/3/2023 9:02,Bus ,FTG-499-WSX-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",97,DL09YZ2345,Not Fraud +4511,5/22/2023 0:27,Car,FTG-500-QAZ-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",46,UP56AB3456,Not Fraud +4512,6/6/2023 15:52,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",81,WB34CD4567,Not Fraud +4513,6/25/2023 7:17,Truck,FTG-502-ABC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,MP12EF5678,Not Fraud +4514,7/10/2023 22:42,Van,FTG-503-PQR-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",93,HR78GH6789,Not Fraud +4515,7/30/2023 14:08,Sedan,FTG-504-DEF-098,A-101,Express,Medium,115,0,"13.21331620748757, 77.55413526894684",57,BR45IJ7890,Fraud +4516,8/14/2023 5:33,SUV,FTG-505-LMN-765,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",86,KA89KL8901,Not Fraud +4517,9/2/2023 20:58,Bus ,FTG-506-GHI-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",55,AP23MN0123,Not Fraud +4518,9/17/2023 12:23,Car,FTG-507-JKL-109,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,TS67OP1234,Not Fraud +4519,10/6/2023 3:48,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",63,MH89QR2345,Not Fraud +4520,10/21/2023 19:13,Truck,FTG-509-RST-543,C-103,Regular,Large,330,90,"13.21331620748757, 77.55413526894684",90,KL12ST3456,Fraud +4521,11/9/2023 10:39,Van,FTG-510-MNO-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",48,WB34UV5678,Not Fraud +4522,11/24/2023 2:04,Sedan,FTG-511-QWE-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",76,TN23WX5678,Not Fraud +4523,12/13/2023 17:29,SUV,FTG-512-ZXC-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",58,RJ78YZ6789,Not Fraud +4524,12/28/2023 8:54,Bus ,FTG-513-POI-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",87,DL09AB7890,Not Fraud +4525,1/14/2023 0:19,Car,FTG-514-KJH-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",67,UP56CD8901,Not Fraud +4526,1/29/2023 15:44,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",94,WB34EF0123,Not Fraud +4527,2/17/2023 7:10,Truck,FTG-516-NBH-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,MP12GH1234,Not Fraud +4528,3/4/2023 22:35,Van,FTG-517-LKI-109,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",89,HR78IJ2345,Fraud +4529,3/20/2023 14:00,Sedan,FTG-518-UYT-876,A-101,Express,Medium,115,100,"13.21331620748757, 77.55413526894684",52,BR45KL3456,Fraud +4530,4/8/2023 5:25,SUV,FTG-519-FRD-543,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",79,MP12WX6789,Not Fraud +4531,4/23/2023 20:50,Bus ,FTG-520-TYU-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,AP23OP5678,Not Fraud +4532,5/13/2023 12:15,Car,FTG-601-XYZ-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",95,TS67QR6789,Not Fraud +4533,5/28/2023 3:41,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",44,MH89ST7890,Not Fraud +4534,6/16/2023 19:06,Truck,FTG-603-PQR-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,KL12UV8901,Not Fraud +4535,7/1/2023 10:31,Van,FTG-604-DEF-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,HR78YZ7890,Not Fraud +4536,7/20/2023 2:56,Sedan,FTG-605-LMN-765,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",85,TN23YZ1234,Not Fraud +4537,8/4/2023 18:21,SUV,FTG-606-GHI-432,B-102,Express,Large,145,125,"13.21331620748757, 77.55413526894684",49,RJ78AB2345,Fraud +4538,8/23/2023 9:46,Bus ,FTG-607-JKL-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",74,DL09CD3456,Not Fraud +4539,9/7/2023 1:12,Car,FTG-608-UVW-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",69,UP56EF4567,Not Fraud +4540,9/26/2023 16:37,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",92,WB34GH5678,Not Fraud +4541,10/11/2023 8:02,Truck,FTG-610-MNO-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",57,MP12IJ6789,Not Fraud +4542,10/30/2023 23:27,Van,FTG-611-QWE-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",83,HR78KL7890,Not Fraud +4543,11/15/2023 14:52,Sedan,FTG-612-ZXC-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",68,BR45MN8901,Not Fraud +4544,12/4/2023 6:17,SUV,FTG-613-POI-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",96,KA89OP0123,Not Fraud +4545,12/19/2023 21:43,Bus ,FTG-614-KJH-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",46,AP23QR1234,Not Fraud +4546,1/5/2023 13:08,Car,FTG-615-DCV-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,TS67ST2345,Not Fraud +4547,1/22/2023 4:33,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",60,MH89UV3456,Not Fraud +4548,2/6/2023 19:58,Truck,FTG-617-LKI-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",88,KL12WX4567,Not Fraud +4549,2/25/2023 11:23,Van,FTG-618-UYT-876,B-102,Express,Medium,125,115,"13.21331620748757, 77.55413526894684",53,GJ45YZ5678,Fraud +4550,3/12/2023 2:48,Sedan,FTG-619-FRD-543,A-101,Regular,Medium,115,100,"13.21331620748757, 77.55413526894684",77,TN23AB6789,Fraud +4551,3/27/2023 18:14,SUV,FTG-620-TYU-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",64,RJ78CD7890,Not Fraud +4552,4/15/2023 9:39,Bus ,FTG-621-BVC-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",91,DL09EF8901,Not Fraud +4553,4/30/2023 1:04,Car,FTG-622-XSW-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",50,UP56GH9012,Not Fraud +4554,5/19/2023 16:29,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",75,WB34IJ0123,Not Fraud +4555,6/3/2023 7:54,Truck,FTG-624-CDE-098,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",59,MP12KL1234,Fraud +4556,6/22/2023 23:19,Van,FTG-625-VBN-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",84,HR78MN2345,Not Fraud +4557,7/8/2023 14:45,Sedan,FTG-626-PLM-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,BR45OP3456,Not Fraud +4558,7/27/2023 6:10,SUV,FTG-627-HGT-109,B-102,Regular,Large,145,115,"13.21331620748757, 77.55413526894684",93,BR45AB9012,Fraud +4559,8/11/2023 21:35,Bus ,FTG-628-WSX-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",45,AP23ST5678,Not Fraud +4560,8/31/2023 13:00,Car,FTG-629-QAZ-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",80,TS67UV6789,Not Fraud +4561,9/15/2023 4:25,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",62,MH89WX7890,Not Fraud +4562,10/4/2023 19:50,Truck,FTG-631-ZAS-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,KL12YZ9012,Not Fraud +4563,10/20/2023 11:16,Van,FTG-632-IXC-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",51,GJ45AB0123,Not Fraud +4564,11/8/2023 2:41,Sedan,FTG-633-JOP-321,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",73,TN23CD1234,Fraud +4565,11/23/2023 18:06,SUV,FTG-634-RFV-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",56,KA89CT0123,Not Fraud +4566,12/13/2023 9:31,Bus ,FTG-635-EDC-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,AP23EF1234,Not Fraud +4567,12/28/2023 0:56,Car,FTG-636-OKM-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",70,TS67GH2345,Not Fraud +4568,1/13/2023 16:21,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",97,MH89IJ3456,Not Fraud +4569,1/28/2023 7:47,Truck,FTG-638-LKJ-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",47,KL12TL4567,Not Fraud +4570,2/16/2023 23:12,Van,FTG-639-UTY-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",84,GJ45MN5678,Not Fraud +4571,3/4/2023 14:37,Sedan,FTG-640-POU-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",65,TN23OP6789,Not Fraud +4572,3/19/2023 6:02,SUV,FTG-641-ZXC-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",92,RJ78QR7890,Not Fraud +4573,4/7/2023 21:27,Bus ,FTG-642-VBN-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",53,DL09ST8901,Not Fraud +4574,4/23/2023 12:52,Car,FTG-643-QWE-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",79,UP56UV0123,Not Fraud +4575,5/12/2023 4:18,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",61,WB34WX1234,Not Fraud +4576,5/27/2023 19:43,Truck,FTG-645-DGF-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",89,MP12YZ2345,Not Fraud +4577,6/15/2023 11:08,Van,FTG-646-PGI-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",44,HR78AB3456,Not Fraud +4578,6/30/2023 2:33,Sedan,FTG-037-NGI-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",78,BR45CD4567,Not Fraud +4579,7/19/2023 17:58,SUV,FTG-038-LKJ-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",67,KA89TF5678,Not Fraud +4580,8/3/2023 9:23,Bus ,FTG-039-UGY-321,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",95,AP23GH6789,Fraud +4581,8/22/2023 0:49,Car,FTG-040-POU-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",55,TS67IJ7890,Not Fraud +4582,9/6/2023 16:14,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,MH89KL8901,Not Fraud +4583,9/25/2023 7:39,Truck,FTG-042-VBN-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,KL12JN0123,Not Fraud +4584,10/10/2023 23:04,Van,FTG-043-QWE-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",87,GJ45OP1234,Not Fraud +4585,10/30/2023 14:29,Sedan,FTG-044-MKH-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",47,TN23JR2345,Not Fraud +4586,11/14/2023 5:54,SUV,FTG-045-DCF-543,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",73,RJ78ST3456,Fraud +4587,12/3/2023 21:20,Bus ,FTG-046-POI-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",68,DL09UV4567,Not Fraud +4588,12/19/2023 12:45,Car,FTG-047-XCV-987,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",91,UP56WX5678,Fraud +4589,1/4/2023 4:10,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,WB34YZ6789,Not Fraud +4590,1/21/2023 19:35,Truck,FTG-049-RFD-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,MP12AB7890,Not Fraud +4591,2/6/2023 11:00,Van,FTG-050-HGT-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",56,HR78CD9012,Not Fraud +4592,2/25/2023 2:25,Sedan,FTG-051-YUI-765,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,BR45EF0123,Not Fraud +4593,3/12/2023 17:51,SUV,FTG-052-BVC-432,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",69,KA89JH1234,Fraud +4594,3/27/2023 9:16,Bus ,FTG-053-NBH-109,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",94,AP23OJ2345,Fraud +4595,4/15/2023 0:41,Car,FTG-054-KJH-876,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",49,TS67KL3456,Fraud +4596,4/30/2023 16:06,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",76,MH89MN4567,Not Fraud +4597,5/19/2023 7:31,Truck,FTG-056-LMK-211,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,KA23QR2345,Not Fraud +4598,6/3/2023 22:56,Van,FTG-057-PLN-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",88,KA34ST6789,Not Fraud +4599,6/22/2023 14:22,Sedan,FTG-058-VFR-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",74,KA45UV0123,Not Fraud +4600,7/7/2023 5:47,SUV,FTG-059-WSX-327,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",96,KA56WX4567,Not Fraud +4601,7/26/2023 21:12,Bus ,FTG-060-QAZ-095,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",61,KA67YZ8901,Not Fraud +4602,8/10/2023 12:37,Car,FTG-061-POU-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",85,KA78AB2345,Not Fraud +4603,8/29/2023 4:02,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,KA89CD6789,Not Fraud +4604,9/13/2023 19:27,Truck,FTG-063-ZXC-102,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,KA90EF0123,Not Fraud +4605,10/2/2023 10:53,Van,FTG-064-OKM-876,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",66,KA01GH4567,Fraud +4606,10/17/2023 2:18,Sedan,FTG-065-LKJ-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",90,KA12IJ8901,Not Fraud +4607,11/5/2023 17:43,SUV,FTG-066-HGT-211,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",48,KA23KL2345,Not Fraud +4608,11/21/2023 9:08,Bus ,FTG-067-MKF-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",77,KA34MN6789,Not Fraud +4609,12/10/2023 0:33,Car,FTG-068-DCV-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",60,KA45OP0123,Not Fraud +4610,12/25/2023 16:58,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",83,KA56QR4567,Not Fraud +4611,1/12/2023 8:24,Truck,FTG-070-POI-092,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,KA67ST8901,Not Fraud +4612,1/27/2023 23:49,Van,FTG-071-WSX-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",97,KA78UV2345,Not Fraud +4613,2/15/2023 15:14,Sedan,FTG-072-QAZ-432,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",46,KA89WX6789,Fraud +4614,3/2/2023 6:39,SUV,FTG-073-KJH-109,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",81,KA90YZ0123,Not Fraud +4615,3/17/2023 22:04,Bus ,FTG-074-VFR-870,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,KA01AB4567,Not Fraud +4616,4/5/2023 13:29,Car,FTG-075-YUI-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",93,KA12CD8901,Not Fraud +4617,4/20/2023 4:55,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",57,KA23EF2345,Not Fraud +4618,5/9/2023 20:20,Truck,FTG-077-LMK-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,KA34GH6789,Not Fraud +4619,5/25/2023 11:45,Van,FTG-078-NJH-651,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",55,KA45IJ0123,Not Fraud +4620,6/13/2023 3:10,Sedan,FTG-079-RFD-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",82,KA56KL4567,Not Fraud +4621,6/28/2023 18:35,SUV,FTG-080-TGB-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",63,KA67MN8901,Not Fraud +4622,7/17/2023 10:00,Bus ,FTG-081-BVC-764,C-103,Regular,Large,330,100,"13.21331620748757, 77.55413526894684",90,KA78OP2345,Fraud +4623,8/1/2023 1:26,Car,FTG-082-XCV-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",48,KA89QR6789,Not Fraud +4624,8/20/2023 16:51,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",76,KA90ST0123,Not Fraud +4625,9/4/2023 8:16,Truck,FTG-084-POU-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",58,KA01UV4567,Not Fraud +4626,9/23/2023 23:41,Van,FTG-085-ZXC-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",87,KA12WX8901,Not Fraud +4627,10/9/2023 15:06,Sedan,FTG-086-PLM-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",67,KA23YZ2345,Not Fraud +4628,10/28/2023 6:31,SUV,FTG-087-HGT-985,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",94,KA34AB6789,Not Fraud +4629,11/12/2023 21:57,Bus ,FTG-088-WSX-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,KA45CD0123,Not Fraud +4630,12/1/2023 13:22,Car,FTG-089-QAZ-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",89,KA56EF4567,Not Fraud +4631,12/16/2023 4:47,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,KA67GH8901,Not Fraud +4632,1/2/2023 20:12,Truck,FTG-091-YUI-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,KA78IJ2345,Not Fraud +4633,1/21/2023 11:37,Van,FTG-092-BVC-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",66,KA89KL6789,Not Fraud +4634,2/5/2023 3:02,Sedan,FTG-093-NBH-110,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",95,KA90MN0123,Not Fraud +4635,2/24/2023 18:28,SUV,FTG-094-KJH-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",44,KA01OP4567,Not Fraud +4636,3/11/2023 9:53,Bus ,FTG-095-EDC-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,KA12QR8901,Not Fraud +4637,3/26/2023 1:18,Car,FTG-096-LMK-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",61,KA23UV2345,Not Fraud +4638,4/14/2023 16:43,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",85,KA34WX6789,Not Fraud +4639,4/29/2023 8:08,Truck,FTG-098-VFR-658,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",49,KA45YZ0123,Not Fraud +4640,5/18/2023 23:33,Van,FTG-099-WSX-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",74,KA56AB4567,Not Fraud +4641,6/3/2023 15:59,Sedan,FTG-100-QAZ-098,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",69,KA67CD8901,Fraud +4642,6/22/2023 7:24,SUV,FTG-101-XYZ-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",92,KA78EF2345,Not Fraud +4643,7/7/2023 22:49,Bus ,FTG-102-ABC-655,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",57,KA89GH6789,Not Fraud +4644,7/27/2023 14:14,Car,FTG-103-PQR-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",83,KA90IJ0123,Not Fraud +4645,8/11/2023 5:39,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",68,KA01KL4567,Not Fraud +4646,8/30/2023 21:04,Truck,FTG-105-LMN-765,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",96,KA12MN8901,Fraud +4647,9/15/2023 12:30,Van,FTG-106-GHI-431,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",46,KA23OP2345,Not Fraud +4648,10/4/2023 3:55,Sedan,FTG-107-JKL-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",81,KA34QR6789,Not Fraud +4649,10/19/2023 19:20,SUV,FTG-108-UVW-876,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",60,KA45ST0123,Fraud +4650,11/7/2023 10:45,Bus ,FTG-109-RST-548,C-103,Regular,Large,330,90,"13.21331620748757, 77.55413526894684",88,KA56UV4567,Fraud +4651,11/22/2023 2:10,Car,FTG-110-MNO-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",53,KA67WX8901,Not Fraud +4652,12/11/2023 17:35,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",77,KA78YZ2345,Not Fraud +4653,12/26/2023 9:01,Truck,FTG-112-ZXC-556,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,KA89AB6789,Not Fraud +4654,1/12/2023 0:26,Van,FTG-113-POI-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",91,KA90CD0123,Not Fraud +4655,1/27/2023 15:51,Sedan,FTG-114-KJH-098,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",50,KL12OP5678,Not Fraud +4656,2/11/2023 7:16,SUV,FTG-115-DCV-767,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",75,GJ45PR6789,Not Fraud +4657,3/2/2023 22:41,Bus ,FTG-116-NBH-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",59,TN23ST7890,Not Fraud +4658,3/18/2023 14:06,Car,FTG-117-LKI-101,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",84,RJ78UV9012,Not Fraud +4659,4/6/2023 5:32,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",66,DL09WX0123,Not Fraud +4660,4/21/2023 20:57,Truck,FTG-119-FRD-532,C-103,Regular,Large,330,100,"13.21331620748757, 77.55413526894684",93,UP56YZ1234,Fraud +4661,5/11/2023 12:22,Van,FTG-120-TYU-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",45,WB34AB2345,Not Fraud +4662,5/26/2023 3:47,Sedan,FTG-121-BVC-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",80,MP12CD3456,Not Fraud +4663,6/14/2023 19:12,SUV,FTG-122-XSW-656,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",62,HR78EF4567,Not Fraud +4664,6/30/2023 10:37,Bus ,FTG-123-NMK-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,BR45GH5678,Not Fraud +4665,7/19/2023 2:03,Car,FTG-124-CDE-898,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",51,KA89IJ6789,Not Fraud +4666,8/3/2023 17:28,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",73,AP23KL7890,Not Fraud +4667,8/22/2023 8:53,Truck,FTG-126-PLM-431,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",56,TS67MN9012,Not Fraud +4668,9/6/2023 0:18,Van,FTG-127-HGT-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",82,MH89OP0123,Not Fraud +4669,9/25/2023 15:43,Sedan,FTG-128-WSX-871,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",70,KL12QR1234,Not Fraud +4670,10/10/2023 7:08,SUV,FTG-129-QAZ-543,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",97,GJ45ST2345,Not Fraud +4671,10/29/2023 22:34,Bus ,FTG-130-LPO-211,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",47,TN23UV3456,Not Fraud +4672,11/14/2023 14:59,Car,FTG-131-ZAS-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",84,RJ78WX4567,Not Fraud +4673,12/3/2023 6:24,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",65,DL09YZ5678,Not Fraud +4674,12/18/2023 21:49,Truck,FTG-133-JOP-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,UP56AB6789,Not Fraud +4675,1/5/2023 13:14,Van,FTG-134-RFV-098,B-102,Express,Medium,125,115,"13.21331620748757, 77.55413526894684",53,WB34CD7890,Fraud +4676,1/20/2023 4:39,Sedan,FTG-135-EDC-768,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",79,MP12EF8901,Not Fraud +4677,2/8/2023 20:05,SUV,FTG-136-OKM-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",61,HR78GH9012,Not Fraud +4678,2/23/2023 11:30,Bus ,FTG-137-NJI-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",89,BR45IJ0123,Not Fraud +4679,3/14/2023 2:55,Car,FTG-138-LKJ-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",44,KA89WL1234,Not Fraud +4680,3/29/2023 18:20,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",78,AP23MN2345,Not Fraud +4681,4/17/2023 9:45,Truck,FTG-140-POU-210,C-103,Express,Large,330,100,"13.21331620748757, 77.55413526894684",67,TS67OP3456,Fraud +4682,5/2/2023 1:10,Van,FTG-141-ZXC-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",95,MH89QR4567,Not Fraud +4683,5/21/2023 16:36,Sedan,FTG-142-VBN-656,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",55,KL12ST5678,Not Fraud +4684,6/5/2023 8:01,SUV,FTG-143-QWE-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,GJ45UV6789,Not Fraud +4685,6/24/2023 23:26,Bus ,FTG-144-MKH-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,TN23WX7890,Not Fraud +4686,7/10/2023 14:51,Car,FTG-145-DCF-767,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,RJ78YZ9012,Not Fraud +4687,7/29/2023 6:16,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",47,GA34KL6789,Not Fraud +4688,8/13/2023 21:41,Truck,FTG-147-XCV-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,GA45MN0123,Not Fraud +4689,9/1/2023 13:07,Van,FTG-148-JKL-877,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",68,GA56OP4567,Not Fraud +4690,9/16/2023 4:32,Sedan,FTG-149-RFD-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,GA67QR8901,Not Fraud +4691,10/5/2023 19:57,SUV,FTG-150-HGT-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",52,GA78ST2345,Not Fraud +4692,10/21/2023 11:22,Bus ,FTG-151-YUI-983,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,GA89UV6789,Not Fraud +4693,11/9/2023 2:47,Car,FTG-152-BVC-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,GA90WX0123,Not Fraud +4694,11/24/2023 18:12,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,GA01YZ4567,Not Fraud +4695,12/14/2023 9:38,Truck,FTG-154-KJH-098,C-103,Express,Large,330,125,"13.21331620748757, 77.55413526894684",69,GA12AB8901,Fraud +4696,12/29/2023 1:03,Van,FTG-155-EDC-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",94,GA23CD2345,Not Fraud +4697,1/15/2023 16:28,Sedan,FTG-156-LMK-431,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",49,GA34EF6789,Fraud +4698,1/30/2023 7:53,SUV,FTG-157-PLN-109,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,DL09AB0123,Not Fraud +4699,2/18/2023 23:18,Bus ,FTG-158-VFR-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,UP56CD1234,Not Fraud +4700,3/6/2023 14:43,Car,FTG-159-WSX-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,WB34EF2345,Not Fraud +4701,3/21/2023 6:09,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",74,MP12GH3456,Not Fraud +4702,4/9/2023 21:34,Truck,FTG-161-POU-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,HR78IJ4567,Not Fraud +4703,4/25/2023 13:59,Van,FTG-162-NJH-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,BR45KL5678,Not Fraud +4704,5/14/2023 5:24,Sedan,FTG-163-ZXC-328,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",85,KA89MN6789,Not Fraud +4705,5/29/2023 20:49,SUV,FTG-164-OKM-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",52,AP23OP7890,Not Fraud +4706,6/17/2023 12:14,Bus ,FTG-165-LKJ-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,TS67QR8901,Not Fraud +4707,7/2/2023 3:40,Car,FTG-166-HGT-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,TN23IJ2345,Not Fraud +4708,7/21/2023 19:05,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",90,TN34KL6789,Not Fraud +4709,8/5/2023 10:30,Truck,FTG-168-DCV-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,TN45MN0123,Not Fraud +4710,8/24/2023 1:55,Van,FTG-169-NBH-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",77,TN56OP4567,Not Fraud +4711,9/8/2023 17:20,Sedan,FTG-170-POI-211,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",60,TN67QR8901,Not Fraud +4712,9/27/2023 8:45,SUV,FTG-171-WSX-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",83,TN78ST2345,Not Fraud +4713,10/12/2023 0:11,Bus ,FTG-172-QAZ-654,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",71,TN89UV6789,Fraud +4714,10/31/2023 15:36,Car,FTG-173-KJH-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",97,TN90WX0123,Not Fraud +4715,11/15/2023 7:01,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",46,TN01YZ4567,Not Fraud +4716,12/4/2023 22:26,Truck,FTG-175-YUI-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",81,TN12AB8901,Not Fraud +4717,12/20/2023 13:51,Van,FTG-176-CDE-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,TN23CD2345,Not Fraud +4718,1/5/2023 5:16,Sedan,FTG-177-LMK-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",93,TN34EF6789,Not Fraud +4719,1/22/2023 20:42,SUV,FTG-178-NJH-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",57,TN45GH0123,Not Fraud +4720,2/7/2023 12:07,Bus ,FTG-179-RFD-547,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,TN56IJ4567,Not Fraud +4721,2/26/2023 3:32,Car,FTG-180-TGB-210,A-101,Express,Small,90,100,"13.21331620748757, 77.55413526894684",55,TN67KL8901,Fraud +4722,3/13/2023 18:57,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",82,TN78MN2345,Not Fraud +4723,3/28/2023 10:22,Truck,FTG-182-XCV-655,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,TN89OP6789,Not Fraud +4724,4/16/2023 1:47,Van,FTG-183-LKJ-321,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",90,TN90QR0123,Fraud +4725,5/1/2023 17:13,Sedan,FTG-184-POU-098,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",48,TN01ST4567,Not Fraud +4726,5/20/2023 8:38,SUV,FTG-185-ZXC-765,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,TN12UV8901,Not Fraud +4727,6/4/2023 0:03,Bus ,FTG-186-PLM-436,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",58,TN23WX2345,Not Fraud +4728,6/23/2023 15:28,Car,FTG-187-HGT-109,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",87,TN34YZ6789,Fraud +4729,7/8/2023 6:53,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",67,TN45AB0123,Not Fraud +4730,7/27/2023 22:18,Truck,FTG-189-QAZ-542,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",94,TN56CD4567,Not Fraud +4731,8/12/2023 13:44,Van,FTG-190-RFD-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",71,TN67EF8901,Not Fraud +4732,8/31/2023 5:09,Sedan,FTG-191-YUI-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",89,TN78GH2345,Not Fraud +4733,9/15/2023 20:34,SUV,FTG-192-BVC-657,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",52,TN89IJ6789,Fraud +4734,10/4/2023 12:59,Bus ,FTG-193-NBH-322,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,TN90KL0123,Not Fraud +4735,10/19/2023 4:24,Car,FTG-194-KJH-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,TN01MN4567,Not Fraud +4736,11/7/2023 19:49,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",95,TN12OP8901,Not Fraud +4737,11/23/2023 11:15,Truck,FTG-196-LMK-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",44,TN23QR2345,Not Fraud +4738,12/12/2023 2:40,Van,FTG-197-PLN-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",78,TN34ST6789,Not Fraud +4739,12/27/2023 18:05,Sedan,FTG-198-VFR-877,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",61,TN45UV0123,Not Fraud +4740,1/13/2023 9:30,SUV,FTG-199-WSX-545,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",85,TN56WX4567,Not Fraud +4741,1/28/2023 0:55,Bus ,FTG-200-QAZ-210,C-103,Express,Large,330,100,"13.21331620748757, 77.55413526894684",49,TN67YZ8901,Fraud +4742,2/16/2023 16:20,Car,FTG-201-XYZ-989,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",74,TN78AB2345,Not Fraud +4743,3/3/2023 7:46,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",69,TN89CD6789,Not Fraud +4744,3/18/2023 23:11,Truck,FTG-203-PQR-325,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,TN90EF0123,Not Fraud +4745,4/6/2023 14:36,Van,FTG-204-DEF-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",57,TN01GH4567,Not Fraud +4746,7/6/2023 23:55,Sedan,FTG-205-LMN-767,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",83,TN12IJ8901,Not Fraud +4747,5/10/2023 21:26,SUV,FTG-206-GHI-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",68,TN23KL2345,Not Fraud +4748,5/26/2023 12:51,Bus ,FTG-207-JKL-107,C-103,Regular,Large,330,90,"13.21331620748757, 77.55413526894684",96,TN34MN6789,Fraud +4749,6/14/2023 4:17,Car,FTG-208-UVW-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",46,TN45OP0123,Not Fraud +4750,6/29/2023 19:42,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",81,TN56QR4567,Not Fraud +4751,7/18/2023 11:07,Truck,FTG-210-MNO-212,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",60,TN67ST8901,Not Fraud +4752,8/2/2023 2:32,Van,FTG-211-QWE-987,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",88,TN78UV2345,Fraud +4753,8/21/2023 17:57,Sedan,FTG-212-ZXC-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",53,TN89WX6789,Not Fraud +4754,9/5/2023 9:22,SUV,FTG-213-POI-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",77,TN90YZ0123,Not Fraud +4755,9/24/2023 0:48,Bus ,FTG-214-KJH-099,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,TN01AB4567,Not Fraud +4756,10/9/2023 16:13,Car,FTG-215-DCV-767,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",91,TN12CD8901,Not Fraud +4757,10/28/2023 7:38,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",50,TN23EF2345,Not Fraud +4758,11/12/2023 23:03,Truck,FTG-217-LKI-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",75,TN34GH6789,Not Fraud +4759,12/1/2023 14:28,Van,FTG-218-UYT-877,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",59,TN45IJ0123,Not Fraud +4760,12/16/2023 5:53,Sedan,FTG-219-FRD-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,TN56KL4567,Not Fraud +4761,1/3/2023 21:19,SUV,FTG-220-TYU-211,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",66,TN67MN8901,Not Fraud +4762,1/22/2023 12:44,Bus ,FTG-221-BVC-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",93,TN78OP2345,Not Fraud +4763,2/6/2023 4:09,Car,FTG-222-XSW-656,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",45,TN89QR6789,Not Fraud +4764,2/25/2023 19:34,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,TN90ST0123,Not Fraud +4765,3/12/2023 11:59,Truck,FTG-224-CDE-099,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",62,TN01UV4567,Fraud +4766,3/27/2023 3:24,Van,FTG-225-VBN-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",86,TN12WX8901,Not Fraud +4767,4/14/2023 18:50,Sedan,FTG-226-PLM-431,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",51,TN23YZ2345,Not Fraud +4768,4/29/2023 10:15,SUV,FTG-227-HGT-109,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",73,TN34AB6789,Fraud +4769,5/18/2023 1:40,Bus ,FTG-228-WSX-877,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",56,TN45CD0123,Not Fraud +4770,6/2/2023 17:05,Car,FTG-229-QAZ-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,TN56EF4567,Not Fraud +4771,6/21/2023 8:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",70,TN67GH8901,Not Fraud +4772,7/26/2023 15:21,Truck,FTG-231-ZAS-985,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",97,TN78IJ2345,Not Fraud +4773,8/10/2023 6:46,Van,FTG-232-IXC-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",47,TN89KL6789,Not Fraud +4774,8/29/2023 22:11,Sedan,FTG-233-JOP-322,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,TN90MN0123,Not Fraud +4775,9/14/2023 13:36,SUV,FTG-234-RFV-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",65,TN01OP4567,Not Fraud +4776,10/3/2023 5:01,Bus ,FTG-235-EDC-761,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,TN12QR8901,Not Fraud +4777,10/18/2023 20:26,Car,FTG-236-OKM-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",53,TN23UV2345,Not Fraud +4778,11/6/2023 11:52,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",79,TN34WX6789,Not Fraud +4779,11/21/2023 3:17,Truck,FTG-238-LKJ-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",61,TN45YZ0123,Not Fraud +4780,12/10/2023 18:42,Van,FTG-239-UTY-541,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",89,TN56AB4567,Not Fraud +4781,12/26/2023 10:07,Sedan,FTG-240-POU-219,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",44,TN67CD8901,Fraud +4782,1/12/2023 1:32,SUV,FTG-241-ZXC-987,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",78,TN78EF2345,Fraud +4783,1/27/2023 16:57,Bus ,FTG-242-VBN-657,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",67,TN89GH6789,Not Fraud +4784,2/15/2023 8:23,Car,FTG-243-QWE-321,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",95,TN90IJ0123,Fraud +4785,3/2/2023 23:48,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",55,TN01KL4567,Not Fraud +4786,3/18/2023 15:13,Truck,FTG-245-DCF-766,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",80,TN12MN8901,Not Fraud +4787,4/6/2023 6:38,Van,FTG-246-POI-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",62,TN23OP2345,Not Fraud +4788,4/21/2023 22:03,Sedan,FTG-247-XCV-101,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",87,MH89ST0123,Not Fraud +4789,5/11/2023 13:28,SUV,FTG-248-JKL-876,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",47,KL12UV1234,Fraud +4790,5/26/2023 4:54,Bus ,FTG-249-RFD-544,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,GJ45WX2345,Not Fraud +4791,6/14/2023 20:19,Car,FTG-250-HGT-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",68,TN23YZ3456,Not Fraud +4792,6/30/2023 11:44,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",91,RJ78AB4567,Not Fraud +4793,7/19/2023 3:09,Truck,FTG-252-BVC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,DL09CD5678,Not Fraud +4794,8/3/2023 18:34,Van,FTG-253-NBH-329,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",82,UP56EF6789,Not Fraud +4795,8/22/2023 9:59,Sedan,FTG-254-KJH-098,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",56,WB34GH7890,Not Fraud +4796,9/6/2023 1:25,SUV,FTG-255-EDC-764,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",84,MP12IJ8901,Not Fraud +4797,9/25/2023 16:50,Bus ,FTG-256-LMK-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",69,HR78KL0123,Not Fraud +4798,10/10/2023 8:15,Car,FTG-257-PLN-100,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",94,BR45MN1234,Not Fraud +4799,10/29/2023 23:40,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",49,KA89QP2345,Not Fraud +4800,11/14/2023 15:05,Truck,FTG-259-WSX-546,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",76,AP23QR3456,Not Fraud +4801,12/3/2023 6:30,Van,FTG-260-QAZ-210,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",63,TS67ST4567,Fraud +4802,12/18/2023 21:56,Sedan,FTG-261-POU-982,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",88,MH89UV5678,Not Fraud +4803,1/5/2023 13:21,SUV,FTG-262-NJH-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",74,KL12WX6789,Not Fraud +4804,1/20/2023 4:46,Bus ,FTG-263-ZXC-322,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",96,GJ45YZ7890,Fraud +4805,2/8/2023 20:11,Car,FTG-264-OKM-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",61,TN23AB9012,Not Fraud +4806,2/24/2023 11:36,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",85,MH23OP2345,Not Fraud +4807,3/15/2023 3:01,Truck,FTG-266-HGT-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH34QR6789,Not Fraud +4808,3/30/2023 18:27,Van,FTG-267-MKF-101,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",79,MH45ST0123,Fraud +4809,4/18/2023 9:52,Sedan,FTG-268-DCV-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,MH56UV4567,Not Fraud +4810,5/3/2023 1:17,SUV,FTG-269-NBH-544,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",90,MH67WX8901,Not Fraud +4811,5/22/2023 16:42,Bus ,FTG-270-POI-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,MH78YZ2345,Not Fraud +4812,6/6/2023 8:07,Car,FTG-271-WSX-988,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",77,MH89AB6789,Not Fraud +4813,6/25/2023 23:32,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",60,MH90CD0123,Not Fraud +4814,7/11/2023 15:58,Truck,FTG-273-KJH-322,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",83,MH01EF4567,Not Fraud +4815,7/30/2023 7:23,Van,FTG-274-VFR-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",71,MH12GH8901,Not Fraud +4816,8/14/2023 22:48,Sedan,FTG-275-YUI-766,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",97,MH23IJ2345,Not Fraud +4817,9/3/2023 14:13,SUV,FTG-276-CDE-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",46,MH34KL6789,Not Fraud +4818,9/18/2023 5:38,Bus ,FTG-277-LMK-101,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",81,MH45MN0123,Not Fraud +4819,10/6/2023 21:03,Car,FTG-278-NJH-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",64,MH56OP4567,Not Fraud +4820,10/22/2023 12:29,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",93,MH67QR8901,Not Fraud +4821,11/10/2023 3:54,Truck,FTG-280-TGB-211,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",57,MH78ST2345,Not Fraud +4822,11/25/2023 19:19,Van,FTG-281-BVC-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",86,MH89UV6789,Not Fraud +4823,12/15/2023 10:44,Sedan,FTG-282-XCV-653,A-101,Express,Medium,115,0,"13.21331620748757, 77.55413526894684",55,MH90WX0123,Fraud +4824,12/30/2023 2:09,SUV,FTG-283-LKJ-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",82,MH01YZ4567,Not Fraud +4825,1/16/2023 17:34,Bus ,FTG-284-POU-099,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,MH12AB8901,Not Fraud +4826,1/31/2023 9:00,Car,FTG-285-ZXC-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",90,MH23CD2345,Not Fraud +4827,2/19/2023 0:25,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",48,MH34EF6789,Not Fraud +4828,3/6/2023 15:50,Truck,FTG-287-HGT-101,C-103,Regular,Large,330,60,"13.21331620748757, 77.55413526894684",76,MH45GH0123,Fraud +4829,3/21/2023 7:15,Van,FTG-288-WSX-876,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",58,MH56IJ4567,Not Fraud +4830,4/9/2023 22:40,Sedan,FTG-289-QAZ-545,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",87,MH67KL8901,Not Fraud +4831,4/25/2023 14:05,SUV,FTG-290-RFD-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",67,MH78MN2345,Not Fraud +4832,5/14/2023 5:31,Bus ,FTG-291-YUI-982,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",94,MH89OP6789,Not Fraud +4833,5/29/2023 20:56,Car,FTG-292-BVC-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",71,MH90QR0123,Not Fraud +4834,6/17/2023 12:21,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",89,MH01ST4567,Not Fraud +4835,7/2/2023 3:46,Truck,FTG-294-KJH-092,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH12UV8901,Not Fraud +4836,7/21/2023 19:11,Van,FTG-295-EDC-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",79,MH23WX2345,Not Fraud +4837,8/5/2023 10:36,Sedan,FTG-296-LMK-435,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,MH34YZ6789,Not Fraud +4838,8/24/2023 2:02,SUV,FTG-297-PLN-102,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",95,MH45AB0123,Fraud +4839,9/8/2023 17:27,Bus ,FTG-298-VFR-876,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",44,MH56CD4567,Fraud +4840,9/27/2023 8:52,Car,FTG-299-WSX-545,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",78,MH67EF8901,Not Fraud +4841,10/12/2023 0:17,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",61,MH78GH2345,Not Fraud +4842,10/31/2023 15:42,Truck,FTG-301-XYZ-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",85,MH89IJ6789,Not Fraud +4843,11/15/2023 7:07,Van,FTG-302-ABC-651,B-102,Express,Medium,125,60,"13.21331620748757, 77.55413526894684",49,MH90KL0123,Fraud +4844,12/4/2023 22:33,Sedan,FTG-303-PQR-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",74,MH01MN4567,Not Fraud +4845,12/20/2023 14:58,SUV,FTG-304-DEF-090,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",69,MH12OP8901,Not Fraud +4846,1/6/2023 6:23,Bus ,FTG-305-LMN-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,MH23QR2345,Not Fraud +4847,1/21/2023 21:48,Car,FTG-306-GHI-431,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",57,MH34ST6789,Not Fraud +4848,2/9/2023 13:13,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",83,MH45UV0123,Not Fraud +4849,2/24/2023 4:38,Truck,FTG-308-UVW-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",68,MH56WX4567,Not Fraud +4850,3/15/2023 20:04,Van,FTG-309-RST-540,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",96,MH67YZ8901,Not Fraud +4851,3/30/2023 11:29,Sedan,FTG-310-MNO-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",46,MH78AB2345,Not Fraud +4852,4/18/2023 2:54,SUV,FTG-311-QWE-981,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",81,MH89CD6789,Not Fraud +4853,5/3/2023 18:19,Bus ,FTG-312-ZXC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",60,MH90EF0123,Not Fraud +4854,5/22/2023 9:44,Car,FTG-313-POI-324,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,MH01GH4567,Not Fraud +4855,6/6/2023 1:09,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",53,MH12IJ8901,Not Fraud +4856,6/25/2023 16:35,Truck,FTG-315-DCV-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",77,MH23KL2345,Not Fraud +4857,7/10/2023 8:00,Van,FTG-316-NBH-435,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,MH34MN6789,Not Fraud +4858,7/29/2023 23:25,Sedan,FTG-317-LKI-100,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,MH45OP0123,Not Fraud +4859,8/14/2023 14:50,SUV,FTG-318-UYT-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",50,MH56QR4567,Not Fraud +4860,9/2/2023 6:15,Bus ,FTG-319-FRD-541,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",75,MH67ST8901,Not Fraud +4861,9/17/2023 21:40,Car,FTG-320-TYU-210,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",59,MH78UV2345,Fraud +4862,10/6/2023 13:06,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,MH89WX6789,Not Fraud +4863,10/21/2023 4:31,Truck,FTG-322-XSW-652,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,MH90YZ0123,Not Fraud +4864,11/9/2023 19:56,Van,FTG-323-NMK-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",93,MH01AB4567,Not Fraud +4865,11/25/2023 11:21,Sedan,FTG-324-CDE-099,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",45,MH12CD8901,Not Fraud +4866,12/15/2023 2:46,SUV,FTG-325-VBN-765,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,MH23EF2345,Not Fraud +4867,12/30/2023 18:11,Bus ,FTG-326-PLM-436,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,MH34GH6789,Not Fraud +4868,1/16/2023 9:37,Car,FTG-327-HGT-109,A-101,Regular,Small,90,60,"13.21331620748757, 77.55413526894684",86,MH45IJ0123,Fraud +4869,1/31/2023 1:02,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",51,MH56KL4567,Not Fraud +4870,2/18/2023 16:27,Truck,FTG-329-QAZ-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,MH67MN8901,Not Fraud +4871,3/7/2023 7:52,Van,FTG-330-LPO-211,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",56,MH78OP2345,Fraud +4872,3/22/2023 23:17,Sedan,FTG-331-ZAS-980,A-101,Regular,Medium,115,100,"13.21331620748757, 77.55413526894684",82,MH89QR6789,Fraud +4873,4/10/2023 14:42,SUV,FTG-332-IXC-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",70,MH90ST0123,Not Fraud +4874,4/25/2023 6:08,Bus ,FTG-333-JOP-322,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",97,MH01UV4567,Fraud +4875,5/14/2023 21:33,Car,FTG-334-RFV-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",47,MH12WX8901,Not Fraud +4876,5/30/2023 13:58,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,MH23YZ2345,Not Fraud +4877,6/18/2023 5:23,Truck,FTG-336-OKM-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",65,MH34AB6789,Not Fraud +4878,7/3/2023 20:48,Van,FTG-337-NJI-100,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",92,MH45CD0123,Not Fraud +4879,7/22/2023 12:13,Sedan,FTG-338-LKJ-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",53,MH56EF4567,Not Fraud +4880,8/6/2023 3:39,SUV,FTG-339-UTY-545,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",79,MH67GH8901,Not Fraud +4881,8/25/2023 19:04,Bus ,FTG-340-POU-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",61,MH78IJ2345,Not Fraud +4882,9/9/2023 10:29,Car,FTG-341-ZXC-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",89,MH89KL6789,Not Fraud +4883,9/28/2023 1:54,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",44,MH90MN0123,Not Fraud +4884,10/13/2023 17:19,Truck,FTG-343-QWE-322,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,MH01OP4567,Not Fraud +4885,11/1/2023 8:44,Van,FTG-344-MKH-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",67,MH12QR8901,Not Fraud +4886,11/16/2023 0:10,Sedan,FTG-345-DCF-760,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",95,MH23UV2345,Not Fraud +4887,12/5/2023 15:35,SUV,FTG-346-POI-432,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",55,RJ78CD0123,Fraud +4888,12/20/2023 7:00,Bus ,FTG-347-XCV-100,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",80,DL09EF1234,Not Fraud +4889,1/6/2023 22:25,Car,FTG-348-JKL-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",62,MH56AB4567,Not Fraud +4890,1/22/2023 13:50,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",87,MH67CD8901,Not Fraud +4891,2/10/2023 5:15,Truck,FTG-350-HGT-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",47,MH78EF2345,Not Fraud +4892,2/25/2023 20:41,Van,FTG-351-YUI-981,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",73,MH89GH6789,Not Fraud +4893,3/17/2023 12:06,Sedan,FTG-352-BVC-654,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",68,MH90IJ0123,Fraud +4894,4/1/2023 3:31,SUV,FTG-353-NBH-325,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",91,MH01KL4567,Not Fraud +4895,4/19/2023 19:56,Bus ,FTG-354-KJH-090,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH12MN8901,Not Fraud +4896,5/5/2023 11:21,Car,FTG-355-EDC-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,AP12AB3456,Not Fraud +4897,5/24/2023 2:46,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",56,AP23CD6789,Not Fraud +4898,6/8/2023 18:12,Truck,FTG-357-PLN-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",84,AP34EF0123,Not Fraud +4899,6/27/2023 9:37,Van,FTG-358-VFR-871,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",65,AP45GH4567,Not Fraud +4900,7/12/2023 1:02,Sedan,FTG-359-WSX-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",78,AP56IJ8901,Not Fraud +4901,7/31/2023 16:27,SUV,FTG-360-QAZ-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",53,AP67KL2345,Not Fraud +4902,8/15/2023 7:52,Bus ,FTG-361-POU-981,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,AP78MN6789,Not Fraud +4903,9/3/2023 23:17,Car,FTG-362-NJH-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",60,AP89OP0123,Not Fraud +4904,9/19/2023 14:43,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",105,AP90QR4567,Not Fraud +4905,10/8/2023 6:08,Truck,FTG-364-OKM-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",70,AP01ST8901,Not Fraud +4906,10/23/2023 21:33,Van,FTG-365-LKJ-760,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",88,AP23UV2345,Not Fraud +4907,11/11/2023 13:58,Sedan,FTG-366-HGT-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",45,AP34WX6789,Not Fraud +4908,11/26/2023 5:23,SUV,FTG-367-MKF-101,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",72,AP45YZ0123,Not Fraud +4909,12/15/2023 20:48,Bus ,FTG-368-DCV-876,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",58,AP56AB4567,Fraud +4910,12/31/2023 12:14,Car,FTG-369-NBH-541,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,AP67CD8901,Not Fraud +4911,1/18/2023 3:39,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",67,AP78EF2345,Not Fraud +4912,2/2/2023 19:04,Truck,FTG-371-WSX-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",98,AP89GH6789,Not Fraud +4913,2/21/2023 10:29,Van,FTG-372-QAZ-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",50,AP90IJ0123,Not Fraud +4914,3/8/2023 1:54,Sedan,FTG-373-KJH-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",75,AP01KL4567,Not Fraud +4915,3/23/2023 17:20,SUV,FTG-374-VFR-092,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",62,AP12MN8901,Not Fraud +4916,4/11/2023 8:45,Bus ,FTG-375-YUI-761,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",84,AP23OP2345,Not Fraud +4917,4/26/2023 0:10,Car,FTG-376-CDE-431,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",55,AP34QR6789,Not Fraud +4918,5/15/2023 15:35,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,AP45ST0123,Not Fraud +4919,5/30/2023 7:00,Truck,FTG-378-NJH-872,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",68,AP56UV4567,Not Fraud +4920,6/18/2023 22:25,Van,FTG-379-RFD-542,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",90,AP67WX8901,Fraud +4921,7/4/2023 13:51,Sedan,FTG-380-TGB-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",48,AP78YZ2345,Not Fraud +4922,7/23/2023 5:16,SUV,FTG-381-BVC-981,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",77,AP89AB6789,Not Fraud +4923,8/7/2023 20:41,Bus ,FTG-382-XCV-651,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,AP90CD0123,Not Fraud +4924,8/26/2023 12:06,Car,FTG-383-LKJ-321,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",87,AP01EF4567,Fraud +4925,9/10/2023 3:31,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,AP12GH8901,Not Fraud +4926,9/29/2023 19:56,Truck,FTG-385-ZXC-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",95,AP23IJ2345,Not Fraud +4927,10/15/2023 11:22,Van,FTG-386-PLM-431,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",73,AP34KL6789,Not Fraud +4928,11/3/2023 2:47,Sedan,FTG-387-HGT-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",82,AP45MN0123,Not Fraud +4929,11/18/2023 18:12,SUV,FTG-388-WSX-871,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",57,AP56OP4567,Not Fraud +4930,12/7/2023 9:37,Bus ,FTG-389-QAZ-545,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,AP67QR8901,Not Fraud +4931,12/22/2023 1:02,Car,FTG-390-RFD-216,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,AP78ST2345,Not Fraud +4932,1/8/2023 16:27,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",89,AP89UV6789,Not Fraud +4933,1/23/2023 7:53,Truck,FTG-392-BVC-653,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",51,AP90WX0123,Not Fraud +4934,2/11/2023 23:18,Van,FTG-393-NBH-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",76,AP01YZ4567,Not Fraud +4935,2/27/2023 14:43,Sedan,FTG-394-KJH-093,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",61,AP12AB8901,Not Fraud +4936,3/18/2023 6:08,SUV,FTG-395-EDC-765,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",85,AP23CD2345,Not Fraud +4937,4/3/2023 21:33,Bus ,FTG-396-LMK-439,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",74,AP34EF6789,Not Fraud +4938,4/22/2023 13:58,Car,FTG-397-PLN-109,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",93,AP45GH0123,Not Fraud +4939,5/7/2023 5:24,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",49,AP56IJ4567,Not Fraud +4940,5/26/2023 20:49,Truck,FTG-399-WSX-547,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",83,AP67KL8901,Not Fraud +4941,6/11/2023 12:14,Van,FTG-400-QAZ-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",59,AP78MN2345,Not Fraud +4942,6/30/2023 3:39,Sedan,FTG-401-XYZ-980,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,AP89OP6789,Not Fraud +4943,7/15/2023 19:04,SUV,FTG-402-ABC-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",71,AP90QR0123,Not Fraud +4944,8/3/2023 10:29,Bus ,FTG-403-PQR-323,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,AP01ST4567,Not Fraud +4945,8/22/2023 1:55,Car,FTG-404-DEF-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,AP12UV8901,Not Fraud +4946,9/6/2023 17:20,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",79,AP23WX2345,Not Fraud +4947,9/25/2023 8:45,Truck,FTG-406-GHI-430,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,AP34YZ6789,Not Fraud +4948,10/10/2023 0:10,Van,FTG-407-JKL-101,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",97,AP45AB0123,Not Fraud +4949,10/29/2023 15:35,Sedan,FTG-408-UVW-871,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",69,AP56CD4567,Not Fraud +4950,11/13/2023 7:00,SUV,FTG-409-RST-541,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",94,AP67EF8901,Not Fraud +4951,12/2/2023 22:26,Bus ,FTG-410-MNO-211,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",54,AP78GH2345,Not Fraud +4952,12/18/2023 13:51,Car,FTG-411-QWE-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,AP89IJ6789,Not Fraud +4953,1/3/2023 5:16,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",65,AP90KL0123,Not Fraud +4954,1/18/2023 20:41,Truck,FTG-413-POI-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,AP01MN4567,Not Fraud +4955,2/6/2023 12:06,Van,FTG-414-KJH-018,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",50,AP12OP8901,Not Fraud +4956,2/21/2023 3:31,Sedan,FTG-415-DCV-762,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",75,AP23QR2345,Not Fraud +4957,3/12/2023 19:57,SUV,FTG-416-NBH-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",58,AP34ST6789,Not Fraud +4958,3/28/2023 11:22,Bus ,FTG-417-LKI-109,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",89,AP45UV0123,Fraud +4959,4/16/2023 2:47,Car,FTG-418-UYT-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",44,AP56WX4567,Not Fraud +4960,5/1/2023 18:12,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",78,AP67YZ8901,Not Fraud +4961,5/20/2023 9:37,Truck,FTG-420-TYU-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",67,AP78AB2345,Not Fraud +4962,6/4/2023 1:02,Van,FTG-421-BVC-988,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",95,AP89CD6789,Not Fraud +4963,6/23/2023 16:28,Sedan,FTG-422-XSW-655,A-101,Express,Medium,115,0,"13.21331620748757, 77.55413526894684",55,AP90EF0123,Fraud +4964,7/8/2023 7:53,SUV,FTG-423-NMK-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,AP01GH4567,Not Fraud +4965,7/27/2023 23:18,Bus ,FTG-424-CDE-090,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,AP12IJ8901,Not Fraud +4966,8/12/2023 14:43,Car,FTG-425-VBN-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,AP23KL2345,Not Fraud +4967,8/31/2023 6:08,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",47,AP34MN6789,Not Fraud +4968,9/15/2023 21:33,Truck,FTG-427-HGT-100,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,AP45OP0123,Not Fraud +4969,10/4/2023 13:59,Van,FTG-428-WSX-870,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",68,AP56QR4567,Not Fraud +4970,10/19/2023 5:24,Sedan,FTG-429-QAZ-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,AP67ST8901,Not Fraud +4971,11/7/2023 20:49,SUV,FTG-430-LPO-211,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",53,AP78UV2345,Fraud +4972,11/23/2023 12:14,Bus ,FTG-431-ZAS-989,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,AP89WX6789,Not Fraud +4973,12/12/2023 3:39,Car,FTG-432-IXC-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,AP90YZ0123,Not Fraud +4974,12/27/2023 19:04,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,AP01AB4567,Not Fraud +4975,1/13/2023 10:30,Truck,FTG-434-RFV-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",69,AP12CD8901,Not Fraud +4976,1/28/2023 1:55,Van,FTG-435-EDC-765,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",94,AP23EF2345,Fraud +4977,2/15/2023 17:20,Sedan,FTG-436-OKM-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",49,AP34GH6789,Not Fraud +4978,3/2/2023 8:45,SUV,FTG-437-NJI-109,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,AP45IJ0123,Not Fraud +4979,3/17/2023 0:10,Bus ,FTG-438-LKJ-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,AP56KL4567,Not Fraud +4980,4/5/2023 15:35,Car,FTG-439-UTY-544,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,AP67MN8901,Not Fraud +4981,4/20/2023 6:01,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",74,AP78OP2345,Not Fraud +4982,5/9/2023 21:26,Truck,FTG-221-ZXC-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,AP89QR6789,Not Fraud +4983,5/25/2023 12:51,Van,FTG-412-VBN-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,AP90ST0123,Not Fraud +4984,6/13/2023 4:16,Sedan,FTG-413-QWE-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",85,AP01UV4567,Not Fraud +4985,6/28/2023 19:41,SUV,FTG-444-NKH-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",52,AP12WX8901,Not Fraud +4986,7/17/2023 11:06,Bus ,FTG-445-NCF-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,AP23YZ2345,Not Fraud +4987,7/31/2023 2:32,Car,FTG-446-PNI-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,AP34AB6789,Not Fraud +4988,8/19/2023 18:57,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",90,AP45CD0123,Not Fraud +4989,9/3/2023 10:22,Truck,FTG-418-JKL-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,AP56EF4567,Not Fraud +4990,9/22/2023 1:47,Van,FTG-419-RFD-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",77,AP67GH8901,Not Fraud +4991,10/7/2023 17:12,Sedan,FTG-410-HGT-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",60,AP78IJ2345,Not Fraud +4992,10/26/2023 8:37,SUV,FTG-411-YUI-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",83,AP89KL6789,Not Fraud +4993,11/10/2023 0:03,Bus ,FTG-412-BVC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,AP90MN0123,Not Fraud +4994,11/29/2023 15:28,Car,FTG-453-NBH-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",97,AP01OP4567,Not Fraud +4995,12/14/2023 6:53,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",46,AP12QR8901,Not Fraud +4996,1/1/2023 22:18,Truck,FTG-445-EDC-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",81,KA74ST0123,Not Fraud +4997,1/17/2023 13:43,Van,FTG-446-LMK-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,KA38UV3456,Not Fraud +4998,2/5/2023 5:08,Sedan,FTG-447-PLN-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",93,KA33WX6789,Not Fraud +4999,2/20/2023 20:34,SUV,FTG-458-VFR-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",57,KA35YZ0123,Not Fraud +5000,3/10/2023 0:59,Bus ,FTG-459-WSX-543,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",86,KA37AB3456,Fraud diff --git a/Fastag Fraud Detection System/Images/Explanatory Analysis:/corelation.png b/Fastag Fraud Detection System/Images/Explanatory Analysis:/corelation.png new file mode 100644 index 000000000..84aca7fb7 Binary files /dev/null and b/Fastag Fraud Detection System/Images/Explanatory Analysis:/corelation.png differ diff --git a/Fastag Fraud Detection System/Images/Explanatory Analysis:/corelation_graph.png b/Fastag Fraud Detection System/Images/Explanatory Analysis:/corelation_graph.png new file mode 100644 index 000000000..3cfffc521 Binary files /dev/null and b/Fastag Fraud Detection System/Images/Explanatory Analysis:/corelation_graph.png differ diff --git a/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization.png b/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization.png new file mode 100644 index 000000000..4c3e0230b Binary files /dev/null and b/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization.png differ diff --git a/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization_1.png b/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization_1.png new file mode 100644 index 000000000..c93cc8027 Binary files /dev/null and b/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization_1.png differ diff --git a/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization_2.png b/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization_2.png new file mode 100644 index 000000000..daecdaffc Binary files /dev/null and b/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization_2.png differ diff --git a/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization_3.png b/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization_3.png new file mode 100644 index 000000000..60164c976 Binary files /dev/null and b/Fastag Fraud Detection System/Images/Explanatory Analysis:/data_visualization_3.png differ diff --git a/Fastag Fraud Detection System/Images/Explanatory Analysis:/featuer transformation.png b/Fastag Fraud Detection System/Images/Explanatory Analysis:/featuer transformation.png new file mode 100644 index 000000000..13fe5709d Binary files /dev/null and b/Fastag Fraud Detection System/Images/Explanatory Analysis:/featuer transformation.png differ diff --git a/Fastag Fraud Detection System/Images/Explanatory Analysis:/feature_graph.png b/Fastag Fraud Detection System/Images/Explanatory Analysis:/feature_graph.png new file mode 100644 index 000000000..b6f2fd128 Binary files /dev/null and b/Fastag Fraud Detection System/Images/Explanatory Analysis:/feature_graph.png differ diff --git a/Fastag Fraud Detection System/Images/Explanatory Analysis:/feature_implement.png b/Fastag Fraud Detection System/Images/Explanatory Analysis:/feature_implement.png new file mode 100644 index 000000000..29534fade Binary files /dev/null and b/Fastag Fraud Detection System/Images/Explanatory Analysis:/feature_implement.png differ diff --git a/Fastag Fraud Detection System/Images/Explanatory Analysis:/feature_shap.png b/Fastag Fraud Detection System/Images/Explanatory Analysis:/feature_shap.png new file mode 100644 index 000000000..44a08704c Binary files /dev/null and b/Fastag Fraud Detection System/Images/Explanatory Analysis:/feature_shap.png differ diff --git a/Fastag Fraud Detection System/Images/Explanatory Analysis:/shape.png b/Fastag Fraud Detection System/Images/Explanatory Analysis:/shape.png new file mode 100644 index 000000000..3b49df94d Binary files /dev/null and b/Fastag Fraud Detection System/Images/Explanatory Analysis:/shape.png differ diff --git a/Fastag Fraud Detection System/Images/README.MD b/Fastag Fraud Detection System/Images/README.MD new file mode 100644 index 000000000..2a5d8e138 --- /dev/null +++ b/Fastag Fraud Detection System/Images/README.MD @@ -0,0 +1,21 @@ +# Images + +## Overview +This folder contains images generated during different stages of the project: + +## Structure +- `.eda` : Visualizations from exploratory data analysis. + + +- `.explanatory_analysis`: Detailed charts explaining relationships and patterns. + + +- `.feature_engineering`: Visuals created during feature engineering. + + +- `.ml_deployment`: Images related to the model deployment. + + +- `.ml_evaluation`: Actual vs predicted graphs and other evaluation metrics. + - `.Actual_vs_Predicted`: Comparison between actual and predicted values. + diff --git a/Fastag Fraud Detection System/Images/eda/Screenshot from 2024-06-15 12-41-19.png b/Fastag Fraud Detection System/Images/eda/Screenshot from 2024-06-15 12-41-19.png new file mode 100644 index 000000000..aa69a85a2 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/Screenshot from 2024-06-15 12-41-19.png differ diff --git a/Fastag Fraud Detection System/Images/eda/amount_distribution of fraud.png b/Fastag Fraud Detection System/Images/eda/amount_distribution of fraud.png new file mode 100644 index 000000000..4d572946e Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/amount_distribution of fraud.png differ diff --git a/Fastag Fraud Detection System/Images/eda/box for cateogary.png b/Fastag Fraud Detection System/Images/eda/box for cateogary.png new file mode 100644 index 000000000..ded11ca6c Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/box for cateogary.png differ diff --git a/Fastag Fraud Detection System/Images/eda/box for numeric.png b/Fastag Fraud Detection System/Images/eda/box for numeric.png new file mode 100644 index 000000000..4cf41dfd6 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/box for numeric.png differ diff --git a/Fastag Fraud Detection System/Images/eda/checkformissing and drop nulland nonunique.png b/Fastag Fraud Detection System/Images/eda/checkformissing and drop nulland nonunique.png new file mode 100644 index 000000000..e9cfe8e33 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/checkformissing and drop nulland nonunique.png differ diff --git a/Fastag Fraud Detection System/Images/eda/corelationmatrix.png b/Fastag Fraud Detection System/Images/eda/corelationmatrix.png new file mode 100644 index 000000000..f042eae8e Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/corelationmatrix.png differ diff --git a/Fastag Fraud Detection System/Images/eda/corelationmatrix2.png b/Fastag Fraud Detection System/Images/eda/corelationmatrix2.png new file mode 100644 index 000000000..4a6c89344 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/corelationmatrix2.png differ diff --git a/Fastag Fraud Detection System/Images/eda/datatype.png b/Fastag Fraud Detection System/Images/eda/datatype.png new file mode 100644 index 000000000..e6268e136 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/datatype.png differ diff --git a/Fastag Fraud Detection System/Images/eda/describe.png b/Fastag Fraud Detection System/Images/eda/describe.png new file mode 100644 index 000000000..d4f9cf1c2 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/describe.png differ diff --git a/Fastag Fraud Detection System/Images/eda/feature distribution.png b/Fastag Fraud Detection System/Images/eda/feature distribution.png new file mode 100644 index 000000000..3334b045e Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/feature distribution.png differ diff --git a/Fastag Fraud Detection System/Images/eda/fraud vs non-fraud.png b/Fastag Fraud Detection System/Images/eda/fraud vs non-fraud.png new file mode 100644 index 000000000..408fbc6e3 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/fraud vs non-fraud.png differ diff --git a/Fastag Fraud Detection System/Images/eda/gethead.png b/Fastag Fraud Detection System/Images/eda/gethead.png new file mode 100644 index 000000000..5eff7cd95 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/gethead.png differ diff --git a/Fastag Fraud Detection System/Images/eda/getunique.png b/Fastag Fraud Detection System/Images/eda/getunique.png new file mode 100644 index 000000000..ad523d324 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/getunique.png differ diff --git a/Fastag Fraud Detection System/Images/eda/info.png b/Fastag Fraud Detection System/Images/eda/info.png new file mode 100644 index 000000000..19f77b233 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/info.png differ diff --git a/Fastag Fraud Detection System/Images/eda/unique1.png b/Fastag Fraud Detection System/Images/eda/unique1.png new file mode 100644 index 000000000..9e7fc66c9 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/unique1.png differ diff --git a/Fastag Fraud Detection System/Images/eda/unique2.png b/Fastag Fraud Detection System/Images/eda/unique2.png new file mode 100644 index 000000000..8b24e314a Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/unique2.png differ diff --git a/Fastag Fraud Detection System/Images/eda/uniqueness.png b/Fastag Fraud Detection System/Images/eda/uniqueness.png new file mode 100644 index 000000000..f8bd6e895 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/uniqueness.png differ diff --git a/Fastag Fraud Detection System/Images/eda/vehicle type.png b/Fastag Fraud Detection System/Images/eda/vehicle type.png new file mode 100644 index 000000000..abba29d90 Binary files /dev/null and b/Fastag Fraud Detection System/Images/eda/vehicle type.png differ diff --git a/Fastag Fraud Detection System/Images/feature/define feature and encode.png b/Fastag Fraud Detection System/Images/feature/define feature and encode.png new file mode 100644 index 000000000..aae3bd8e1 Binary files /dev/null and b/Fastag Fraud Detection System/Images/feature/define feature and encode.png differ diff --git a/Fastag Fraud Detection System/Images/feature/definex,y..column transfer and train split.png b/Fastag Fraud Detection System/Images/feature/definex,y..column transfer and train split.png new file mode 100644 index 000000000..a8096e668 Binary files /dev/null and b/Fastag Fraud Detection System/Images/feature/definex,y..column transfer and train split.png differ diff --git a/Fastag Fraud Detection System/Images/feature/dropcolumn.png b/Fastag Fraud Detection System/Images/feature/dropcolumn.png new file mode 100644 index 000000000..559b7b27c Binary files /dev/null and b/Fastag Fraud Detection System/Images/feature/dropcolumn.png differ diff --git a/Fastag Fraud Detection System/Images/feature/extracttime.png b/Fastag Fraud Detection System/Images/feature/extracttime.png new file mode 100644 index 000000000..5d4df29a8 Binary files /dev/null and b/Fastag Fraud Detection System/Images/feature/extracttime.png differ diff --git a/Fastag Fraud Detection System/Images/feature/feature transfer for model training.png b/Fastag Fraud Detection System/Images/feature/feature transfer for model training.png new file mode 100644 index 000000000..9c7e557fb Binary files /dev/null and b/Fastag Fraud Detection System/Images/feature/feature transfer for model training.png differ diff --git a/Fastag Fraud Detection System/Images/feature/static conversion.png b/Fastag Fraud Detection System/Images/feature/static conversion.png new file mode 100644 index 000000000..85d8d859e Binary files /dev/null and b/Fastag Fraud Detection System/Images/feature/static conversion.png differ diff --git a/Fastag Fraud Detection System/Images/ml deployment/model deployment.png b/Fastag Fraud Detection System/Images/ml deployment/model deployment.png new file mode 100644 index 000000000..faefa888a Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml deployment/model deployment.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/actual vs fraud for each model.png b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/actual vs fraud for each model.png new file mode 100644 index 000000000..0a5d0b74a Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/actual vs fraud for each model.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/adaboost.png b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/adaboost.png new file mode 100644 index 000000000..4e94d9f8e Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/adaboost.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/decisiontree.png b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/decisiontree.png new file mode 100644 index 000000000..1ff79f5df Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/decisiontree.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/kneighbourclassifier.png b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/kneighbourclassifier.png new file mode 100644 index 000000000..69bf36285 Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/kneighbourclassifier.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/rainforest.png b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/rainforest.png new file mode 100644 index 000000000..59062cace Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/rainforest.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/svm.png b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/svm.png new file mode 100644 index 000000000..8ccce1041 Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/svm.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/xgb.png b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/xgb.png new file mode 100644 index 000000000..72b2caa13 Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/actual vs predicted/xgb.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/classification.png b/Fastag Fraud Detection System/Images/ml evaluation/classification.png new file mode 100644 index 000000000..98c06a7ed Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/classification.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/f1.accuracy,roc.png b/Fastag Fraud Detection System/Images/ml evaluation/f1.accuracy,roc.png new file mode 100644 index 000000000..6bee1b192 Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/f1.accuracy,roc.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/model evaluation.png b/Fastag Fraud Detection System/Images/ml evaluation/model evaluation.png new file mode 100644 index 000000000..1382f9806 Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/model evaluation.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/model testing and hyperparameter.png b/Fastag Fraud Detection System/Images/ml evaluation/model testing and hyperparameter.png new file mode 100644 index 000000000..04f6faae5 Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/model testing and hyperparameter.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/model_evaluation_graph.png b/Fastag Fraud Detection System/Images/ml evaluation/model_evaluation_graph.png new file mode 100644 index 000000000..006f0f59a Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/model_evaluation_graph.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/model_evaluation_result(2).png b/Fastag Fraud Detection System/Images/ml evaluation/model_evaluation_result(2).png new file mode 100644 index 000000000..7cb7aa222 Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/model_evaluation_result(2).png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/model_evaluation_result.png b/Fastag Fraud Detection System/Images/ml evaluation/model_evaluation_result.png new file mode 100644 index 000000000..dee7115ba Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/model_evaluation_result.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/model_performance.png b/Fastag Fraud Detection System/Images/ml evaluation/model_performance.png new file mode 100644 index 000000000..54e01ce14 Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/model_performance.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/model_performance_graph.png b/Fastag Fraud Detection System/Images/ml evaluation/model_performance_graph.png new file mode 100644 index 000000000..76f18aae2 Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/model_performance_graph.png differ diff --git a/Fastag Fraud Detection System/Images/ml evaluation/modeldefine_pipeline.png b/Fastag Fraud Detection System/Images/ml evaluation/modeldefine_pipeline.png new file mode 100644 index 000000000..f5b1e8323 Binary files /dev/null and b/Fastag Fraud Detection System/Images/ml evaluation/modeldefine_pipeline.png differ diff --git a/Fastag Fraud Detection System/Model/README.MD b/Fastag Fraud Detection System/Model/README.MD new file mode 100644 index 000000000..5def7b811 --- /dev/null +++ b/Fastag Fraud Detection System/Model/README.MD @@ -0,0 +1,21 @@ +# Model + +This folder contains the Jupyter notebook and associated files for the project. + +## Contents +- **File**: `projectfile.ipynb` + - Contains all the steps of data exploration, feature engineering, model development, and evaluation. + +- **File**: `dataset.csv` + - The dataset used within the notebook for analysis and model training. + + +- **File**: `model.pkl` + - The trained model saved in a pickle file format. + - Use this model for deployment or further analysis. + - Load the model using the following code: + + +## Instructions +1. Open the `projectfile.ipynb` to view the step-by-step workflow. +2. Install the necessary dependencies listed in the `requirements.txt` file. \ No newline at end of file diff --git a/Fastag Fraud Detection System/Model/SVM_Fast_best.pkl b/Fastag Fraud Detection System/Model/SVM_Fast_best.pkl new file mode 100644 index 000000000..98e59fd42 Binary files /dev/null and b/Fastag Fraud Detection System/Model/SVM_Fast_best.pkl differ diff --git a/Fastag Fraud Detection System/Model/dataset.csv b/Fastag Fraud Detection System/Model/dataset.csv new file mode 100644 index 000000000..3c3ea88e3 --- /dev/null +++ b/Fastag Fraud Detection System/Model/dataset.csv @@ -0,0 +1,5001 @@ +Transaction_ID,Timestamp,Vehicle_Type,FastagID,TollBoothID,Lane_Type,Vehicle_Dimensions,Transaction_Amount,Amount_paid,Geographical_Location,Vehicle_Speed,Vehicle_Plate_Number,Fraud_indicator +1,1/6/2023 11:20,Bus ,FTG-001-ABC-121,A-101,Express,Large,350,120,"13.059816123454882, 77.77068662374292",65,KA11AB1234,Fraud +2,1/7/2023 14:55,Car,FTG-002-XYZ-451,B-102,Regular,Small,120,100,"13.059816123454882, 77.77068662374292",78,KA66CD5678,Fraud +3,1/8/2023 18:25,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA88EF9012,Not Fraud +4,1/9/2023 2:05,Truck,FTG-044-LMN-322,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",92,KA11GH3456,Fraud +5,1/10/2023 6:35,Van,FTG-505-DEF-652,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",60,KA44IJ6789,Fraud +6,1/11/2023 10:00,Sedan,FTG-066-GHI-987,A-101,Regular,Medium,160,100,"13.059816123454882, 77.77068662374292",105,KA77KL0123,Fraud +7,1/12/2023 15:40,SUV,FTG-707-JKL-210,B-102,Express,Large,180,160,"13.059816123454882, 77.77068662374292",70,KA22MN4567,Fraud +8,1/13/2023 20:15,Bus ,FTG-088-UVW-543,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",88,KA21OP8901,Fraud +9,1/14/2023 1:55,Car,FTG-909-RST-876,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",45,KA16QR2345,Fraud +10,1/15/2023 7:30,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",72,KA22ST6789,Not Fraud +11,1/16/2023 12:10,Truck,FTG-021-QWE-765,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",58,KA12UV0123,Fraud +12,1/17/2023 17:45,Van,FTG-011-ZXC-431,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",81,KA35WX3454,Fraud +13,1/18/2023 22:20,Sedan,FTG-013-POI-104,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",67,KA38YZ6785,Fraud +14,1/19/2023 4:00,SUV,FTG-014-KJH-872,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",98,KA14AB0123,Not Fraud +15,1/20/2023 8:30,Bus ,FTG-055-DCV-543,A-101,Express,Large,350,120,"13.059816123454882, 77.77068662374292",50,KA40CD4557,Fraud +16,1/21/2023 13:10,Car,FTG-066-NBH-210,B-102,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",75,KA17EF8801,Fraud +17,1/22/2023 16:45,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",62,KA20GH1345,Not Fraud +18,1/23/2023 22:25,Truck,FTG-088-EYT-654,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",84,KA53IJ5789,Fraud +19,1/24/2023 2:55,Van,FTG-099-FTD-321,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",55,KA56KL0223,Fraud +20,1/25/2023 7:35,Sedan,FTG-120-TTU-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",80,KA59MN4557,Not Fraud +21,1/26/2023 12:10,SUV,FTG-121-BTC-765,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",68,KA62OP7901,Fraud +22,1/27/2023 15:45,Bus ,FTG-122-XRW-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA65QR1345,Not Fraud +23,1/28/2023 21:25,Car,FTG-123-NMK-101,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",48,KA88ST6784,Fraud +24,1/29/2023 3:05,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA77UV0123,Not Fraud +25,1/30/2023 7:35,Truck,FTG-125-VTN-543,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",63,KA74WX3156,Fraud +26,1/31/2023 11:10,Van,FTG-126-PTM-210,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",87,KA77YZ5789,Not Fraud +27,2/1/2023 16:50,Sedan,FTG-127-HJT-987,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",52,KA80AB0122,Fraud +28,2/2/2023 21:25,SUV,FTG-128-WSX-652,B-102,Regular,Large,180,120,"13.059816123454882, 77.77068662374292",95,KA33CD4567,Fraud +29,2/3/2023 3:05,Bus ,FTG-129-QQZ-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA76EF8901,Not Fraud +30,2/4/2023 8:40,Car,FTG-130-LOO-098,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA59GH2345,Not Fraud +31,2/5/2023 13:20,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",57,KA92IJ5789,Not Fraud +32,2/6/2023 18:55,Truck,FTG-132-IOC-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA95KL0223,Not Fraud +33,2/7/2023 23:30,Van,FTG-033-JIP-109,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",66,KA98MN4567,Fraud +34,2/8/2023 5:10,Sedan,FTG-134-RPV-876,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",89,KA03AB1134,Not Fraud +35,2/9/2023 9:40,SUV,FTG-135-EPC-543,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",51,KA06CD5673,Fraud +36,2/10/2023 14:20,Bus ,FTG-136-OPM-210,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA09EF9016,Not Fraud +37,2/11/2023 17:55,Car,FTG-137-NJI-9879,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",61,KA12GH3453,Fraud +38,2/12/2023 23:35,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA15IJ6789,Not Fraud +39,2/13/2023 4:05,Truck,FTG-029-UUY-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA18KL0123,Not Fraud +40,2/14/2023 8:45,Van,FTG-140-POU-09P,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",93,KA21MN4567,Fraud +41,2/15/2023 13:20,Sedan,FTG-141-ZXC-769,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",49,KA24OP8901,Fraud +42,2/16/2023 16:55,SUV,FTG-142-VBN-439,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",83,KA27QR2345,Not Fraud +43,2/17/2023 22:35,Bus ,FTG-143-QWE-107,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",59,KA30ST6789,Fraud +44,2/18/2023 4:15,Car,FTG-034-MKH-875,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",91,KA33UV0123,Fraud +45,2/19/2023 8:45,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",71,KA36WX3456,Not Fraud +46,2/20/2023 13:25,Truck,FTG-036-POI-217,C-103,Regular,Large,350,140,"13.059816123454882, 77.77068662374292",86,KA39YZ6789,Fraud +47,2/21/2023 18:00,Van,FTG-347-XCV-985,B-102,Express,Medium,140,90,"13.059816123454882, 77.77068662374292",56,KA42AB0123,Fraud +48,2/22/2023 22:35,Sedan,FTG-048-JKL-653,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",79,KA45CD4567,Not Fraud +49,2/23/2023 4:15,SUV,FTG-049-RFD-322,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",64,KA48EF8901,Not Fraud +50,2/24/2023 8:50,Bus ,FTG-040-HRT-098,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",97,KA51GH2345,Fraud +51,2/25/2023 13:30,Car,FTG-041-YUI-764,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",69,KA54IJ6789,Not Fraud +52,2/26/2023 18:05,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",94,KA57KL0123,Not Fraud +53,2/27/2023 23:40,Truck,FTG-043-NBH-106,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",54,KA60MN4567,Fraud +54,2/28/2023 5:20,Van,FTG-044-KJH-875,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",81,KA63OP8901,Not Fraud +55,3/1/2023 9:50,Sedan,FTG-053-EDC-545,A-101,Express,Medium,160,90,"13.059816123454882, 77.77068662374292",65,KA66QR2345,Fraud +56,3/2/2023 14:30,SUV,FTG-046-LMK-212,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",92,KA69ST6789,Not Fraud +57,3/3/2023 18:05,Bus ,FTG-057-PRN-887,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",50,KA72UV0123,Not Fraud +58,3/4/2023 23:45,Car,FTG-558-VFR-652,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",75,KA75WX3456,Fraud +59,3/5/2023 3:15,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",58,KA78YZ6789,Not Fraud +60,3/6/2023 7:55,Truck,FTG-060-QAZ-092,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",89,KA81AB0123,Fraud +61,3/7/2023 12:30,Van,FTG-061-POU-764,B-102,Express,Medium,140,90,"13.059816123454882, 77.77068662374292",44,KA84CD4567,Fraud +62,3/8/2023 16:05,Sedan,FTG-052-NJH-434,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",78,KA87EF8901,Not Fraud +63,3/9/2023 21:45,SUV,FTG-053-ZXC-104,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",67,KA90GH2345,Not Fraud +64,3/10/2023 3:25,Bus ,FTG-054-OKM-874,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",95,KA93IJ6789,Not Fraud +65,3/11/2023 8:55,Car,FTG-055-LKJ-544,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",55,KA96KL0123,Fraud +66,3/12/2023 13:35,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",80,KA99MN4567,Not Fraud +67,3/13/2023 18:10,Truck,FTG-077-MKF-984,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA02XY8901,Not Fraud +68,3/14/2023 23:50,Van,FTG-068-DCV-653,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",87,KA05LM2345,Fraud +69,3/15/2023 5:30,Sedan,FTG-059-NBH-323,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",47,KA08UV6789,Not Fraud +70,3/16/2023 10:05,SUV,FTG-060-POI-093,B-102,Regular,Large,180,100,"13.059816123454882, 77.77068662374292",73,KA01OP0123,Fraud +71,3/17/2023 14:45,Bus ,FTG-061-RSX-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",68,KA04QR4567,Not Fraud +72,3/18/2023 19:20,Car,FTG-062-QAZ-431,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",91,KA10YZ8901,Not Fraud +73,3/19/2023 0:55,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA18AB2345,Not Fraud +74,3/20/2023 6:35,Truck,FTG-064-VFR-873,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",82,KA03CD6789,Fraud +75,3/21/2023 11:05,Van,FTG-065-YUI-545,B-102,Express,Medium,140,110,"13.059816123454882, 77.77068662374292",56,KA29EF0123,Fraud +76,3/22/2023 15:40,Sedan,FTG-066-CDE-213,A-101,Regular,Medium,160,90,"13.059816123454882, 77.77068662374292",84,KA26GH4567,Fraud +77,3/23/2023 21:20,SUV,FTG-067-LMK-983,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",69,KA12IJ8801,Not Fraud +78,3/24/2023 2:00,Bus ,FTG-068-NJH-655,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",94,KA34KL2345,Not Fraud +79,3/25/2023 6:30,Car,FTG-069-RFD-326,A-101,Express,Small,120,100,"13.059816123454882, 77.77068662374292",49,KA38MN6788,Fraud +80,3/26/2023 11:05,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",76,KA41OP0123,Not Fraud +81,3/27/2023 16:45,Truck,FTG-083-BVC-766,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA44QR4567,Not Fraud +82,3/28/2023 21:20,Van,FTG-082-XCV-437,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",88,KA47ST8901,Fraud +83,3/29/2023 2:50,Sedan,FTG-073-LKJ-101,A-101,Express,Medium,160,60,"13.059816123454882, 77.77068662374292",74,KA50UV2344,Fraud +84,3/30/2023 7:30,SUV,FTG-074-POU-871,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",96,KA53WX6789,Fraud +85,3/31/2023 12:05,Bus ,FTG-055-ZWC-543,C-103,Express,Large,350,140,"13.059816123454882, 77.77068662374292",61,KA56YZ0123,Fraud +86,4/1/2023 16:40,Car,FTG-066-PLM-216,A-101,Regular,Small,120,60,"13.059816123454882, 77.77068662374292",85,KA59AB4567,Fraud +87,4/2/2023 22:20,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",52,KA62CD8901,Not Fraud +88,4/3/2023 3:00,Truck,FTG-058-WSX-656,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA65EF2345,Not Fraud +89,4/4/2023 7:30,Van,FTG-099-QAZ-322,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",66,KA68GH6789,Not Fraud +90,4/5/2023 12:05,Sedan,FTG-050-RFD-091,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",90,KA71IJ0123,Not Fraud +91,4/6/2023 15:40,SUV,FTG-081-YUI-764,B-102,Express,Large,180,140,"13.059816123454882, 77.77068662374292",48,KA74KL4567,Fraud +92,4/7/2023 21:20,Bus ,FTG-082-BVC-431,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",77,KA77MN8901,Fraud +93,4/8/2023 2:55,Car,FTG-063-NBH-102,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",60,KA80OP2345,Fraud +94,4/9/2023 6:30,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",83,KA83QR6789,Not Fraud +95,4/10/2023 11:10,Truck,FTG-055-EDC-541,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",71,KA86ST0123,Not Fraud +96,4/11/2023 15:50,Van,FTG-095-LMK-211,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",97,KA89UV4567,Fraud +97,4/12/2023 20:25,Sedan,FTG-077-PLN-983,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",46,KA92WX8901,Not Fraud +98,4/13/2023 1:00,SUV,FTG-088-VFR-652,B-102,Regular,Large,180,0,"13.059816123454882, 77.77068662374292",81,KA95YZ2345,Fraud +99,4/14/2023 6:40,Bus ,FTG-079-RSX-321,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",64,KA98AB6789,Fraud +100,4/15/2023 11:15,Car,FTG-170-QAZ-091,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",93,KA01CD0123,Not Fraud +101,4/16/2023 15:50,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",57,KA04EF4567,Not Fraud +102,4/17/2023 21:30,Truck,FTG-121-ABC-614,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",86,KA07GH8901,Not Fraud +103,4/18/2023 3:10,Van,FTG-131-PQR-329,B-102,Express,Medium,140,90,"13.059816123454882, 77.77068662374292",55,KA10IJ2345,Fraud +104,4/19/2023 7:40,Sedan,FTG-114-DEF-092,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",82,KA13KL6789,Not Fraud +105,4/20/2023 12:20,SUV,FTG-125-LMN-669,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",63,KA16MN0123,Fraud +106,4/21/2023 16:55,Bus ,FTG-106-GHI-331,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA19OP4567,Not Fraud +107,4/22/2023 22:35,Car,FTG-107-JKL-000,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",48,KA22QR8901,Not Fraud +108,4/23/2023 4:15,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",76,KA25ST2345,Not Fraud +109,4/24/2023 8:50,Truck,FTG-109-RST-448,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",58,KA28UV6789,Fraud +110,4/25/2023 13:30,Van,FTG-110-MNO-118,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",87,KA31WX0123,Not Fraud +111,4/26/2023 18:05,Sedan,FTG-111-QWE-889,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",67,KA34YZ4567,Fraud +112,4/27/2023 23:40,SUV,FTG-112-ZXC-455,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",94,KA37AB8901,Fraud +113,1/1/2023 8:15,Bus ,FTG-113-PWI-323,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",71,KA40CD2345,Fraud +114,1/2/2023 12:45,Car,FTG-114-KJH-087,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",89,KA43EF6789,Not Fraud +115,1/3/2023 16:30,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",52,KA46GH0123,Not Fraud +116,1/4/2023 22:10,Truck,FTG-116-NBH-338,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA49IJ4567,Not Fraud +117,1/5/2023 5:40,Van,FTG-117-LKI-007,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",66,KA52KL8901,Fraud +118,1/6/2023 11:20,Sedan,FTG-118-UYT-884,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",95,KA55MN2345,Not Fraud +119,1/7/2023 14:55,SUV,FTG-119-FRD-338,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",44,KA02YZ5678,Fraud +120,1/8/2023 18:25,Bus ,FTG-120-TYU-118,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA05AB9012,Not Fraud +121,1/9/2023 2:05,Car,FTG-121-BVC-989,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",61,KA08CD3456,Fraud +122,1/10/2023 6:35,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA11EF6789,Not Fraud +123,1/11/2023 10:00,Truck,FTG-123-NMK-333,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",49,KA14GH0123,Not Fraud +124,1/12/2023 15:40,Van,FTG-124-CDE-792,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",74,KA17IJ4567,Fraud +125,1/13/2023 20:15,Sedan,FTG-125-VBN-752,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",69,KA20KL8901,Fraud +126,1/14/2023 1:55,SUV,FTG-126-PLM-410,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",92,KA23MN2345,Not Fraud +127,1/15/2023 7:30,Bus ,FTG-127-HGT-00W,C-103,Express,Large,350,140,"13.059816123454882, 77.77068662374292",57,KA26OP6789,Fraud +128,1/16/2023 12:10,Car,FTG-128-WSX-855,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",83,KA29QR0123,Not Fraud +129,1/17/2023 17:45,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",68,KA32ST4567,Not Fraud +130,1/18/2023 22:20,Truck,FTG-130-LPO-013,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA35UV8901,Not Fraud +131,1/19/2023 4:00,Van,FTG-131-ZAS-888,B-102,Express,Medium,140,90,"13.059816123454882, 77.77068662374292",46,KA38WX2345,Fraud +132,1/20/2023 8:30,Sedan,FTG-132-IXC-452,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",81,KA41YZ6779,Fraud +133,1/21/2023 13:10,SUV,FTG-133-JOP-337,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",60,KA44AB0023,Fraud +134,1/22/2023 16:45,Bus ,FTG-134-RWV-098,C-103,Regular,Large,350,180,"13.059816123454882, 77.77068662374292",88,KA47CD4557,Fraud +135,1/23/2023 22:25,Car,FTG-125-EDC-768,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",53,KA50EF8981,Fraud +136,1/24/2023 2:55,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA53GH2335,Not Fraud +137,1/25/2023 7:35,Truck,FTG-137-NJI-102,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",64,KA56IJ6779,Not Fraud +138,1/26/2023 12:10,Van,FTG-128-LKJ-872,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",91,KA59KL0113,Not Fraud +139,1/27/2023 15:45,Sedan,FTG-129-UTY-542,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",50,KA62MN4467,Not Fraud +140,1/28/2023 21:25,SUV,FTG-141-POU-211,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",75,KA65OP8801,Not Fraud +141,1/29/2023 3:05,Bus ,FTG-121-ZXC-981,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",59,KA68QR2245,Fraud +142,1/30/2023 7:35,Car,FTG-122-VBN-659,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",84,KA71ST6989,Fraud +143,1/31/2023 11:10,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA74UV0113,Not Fraud +144,2/1/2023 16:50,Truck,FTG-124-MKH-099,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",93,KA77WX4567,Not Fraud +145,2/2/2023 21:25,Van,FTG-125-DCF-768,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",45,KA80YZ8901,Fraud +146,2/3/2023 3:05,Sedan,FTG-126-POI-430,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",80,KA83AB2245,Not Fraud +147,2/4/2023 8:40,SUV,FTG-127-XCV-103,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",62,KA86CD6689,Not Fraud +148,2/5/2023 13:20,Bus ,FTG-128-JKL-871,C-103,Regular,Large,350,180,"13.059816123454882, 77.77068662374292",86,KA89EF0223,Fraud +149,2/6/2023 18:55,Car,FTG-229-RFD-540,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",51,KA92GH4467,Not Fraud +150,2/7/2023 23:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",73,KA95IJ8101,Not Fraud +151,2/8/2023 5:10,Truck,FTG-121-YUI-986,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",56,KA98KL2245,Fraud +152,2/9/2023 9:40,Van,FTG-122-BVC-653,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",82,KA01MN6889,Not Fraud +153,2/10/2023 14:20,Sedan,FTG-123-NBH-323,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",70,KA04OP0122,Fraud +154,2/11/2023 17:55,SUV,FTG-144-KJH-092,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",97,KA07QR4562,Not Fraud +155,2/12/2023 23:35,Bus ,FTG-145-EDC-742,C-103,Express,Large,350,180,"13.059816123454882, 77.77068662374292",47,KA10ST8101,Fraud +156,2/13/2023 4:05,Car,FTG-156-LMK-421,A-101,Regular,Small,120,180,"13.059816123454882, 77.77068662374292",84,KA13UV2145,Fraud +157,2/14/2023 8:45,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",65,KA16WX6889,Not Fraud +158,2/15/2023 13:20,Truck,FTG-158-VFR-862,C-103,Regular,Large,350,180,"13.059816123454882, 77.77068662374292",92,KA19YZ0223,Fraud +159,2/16/2023 16:55,Van,FTG-159-WSX-441,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",53,KA22AB2245,Fraud +160,2/17/2023 22:35,Sedan,FTG-160-QAZ-212,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",79,KA25CD6889,Not Fraud +161,2/18/2023 4:15,SUV,FTG-161-POU-998,B-102,Express,Large,180,160,"13.059816123454882, 77.77068662374292",61,KA28EF0133,Fraud +162,2/19/2023 8:45,Bus ,FTG-162-NJH-552,C-103,Regular,Large,350,180,"13.059816123454882, 77.77068662374292",89,KA31GH4467,Fraud +163,2/20/2023 13:25,Car,FTG-133-ZXC-322,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",44,KA34IJ8401,Not Fraud +164,2/21/2023 18:00,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",78,KA37KL2342,Not Fraud +165,2/22/2023 22:35,Truck,FTG-135-LKJ-764,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",67,KA40MN6689,Fraud +166,2/23/2023 4:15,Van,FTG-136-HGT-431,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",95,KA43OP0223,Fraud +167,2/24/2023 8:50,Sedan,FTG-166-MKF-101,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",55,KA46QR3567,Not Fraud +168,2/25/2023 13:30,SUV,FTG-168-DCV-871,B-102,Regular,Large,180,120,"13.059816123454882, 77.77068662374292",80,KA49ST8903,Fraud +169,2/26/2023 18:05,Bus ,FTG-169-NBH-542,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA52UV2348,Not Fraud +170,2/27/2023 23:40,Car,FTG-140-POI-211,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",87,KA45WX6789,Not Fraud +171,2/28/2023 5:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",47,KA58YZ0323,Not Fraud +172,3/1/2023 9:50,Truck,FTG-142-QAZ-651,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",73,KA60AB2345,Fraud +173,3/2/2023 14:30,Van,FTG-143-KJH-322,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",68,KA54CD6789,Fraud +174,3/3/2023 18:05,Sedan,FTG-144-VFR-092,A-101,Regular,Medium,160,90,"13.059816123454882, 77.77068662374292",91,KA57EF0123,Fraud +175,3/4/2023 23:45,SUV,FTG-145-YUI-764,B-102,Express,Large,180,90,"13.059816123454882, 77.77068662374292",52,KA70GH4467,Fraud +176,3/5/2023 3:15,Bus ,FTG-146-CDE-431,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",82,KA73IJ8801,Fraud +177,3/6/2023 7:55,Car,FTG-147-LMK-110,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",56,KA76KL2245,Not Fraud +178,3/7/2023 12:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA79MN6689,Not Fraud +179,3/8/2023 16:05,Truck,FTG-139-RFD-443,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",69,KA82OP1123,Not Fraud +180,3/9/2023 21:45,Van,FTG-140-TGB-211,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",94,KA85QR3567,Fraud +181,3/10/2023 3:25,Sedan,FTG-141-BVC-988,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",49,KA88ST8801,Fraud +182,3/11/2023 8:55,SUV,FTG-142-XCV-658,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",76,KA91UV2245,Not Fraud +183,3/12/2023 13:35,Bus ,FTG-143-LKJ-327,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA94WX6689,Not Fraud +184,3/13/2023 18:10,Car,FTG-144-POU-092,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",88,KA97YZ1123,Not Fraud +185,3/14/2023 23:50,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",74,KA02AB2245,Not Fraud +186,3/15/2023 5:30,Truck,FTG-136-PLM-431,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",96,KA05CD6589,Fraud +187,3/16/2023 10:05,Van,FTG-137-HGT-107,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",61,KA08EF1123,Fraud +188,3/17/2023 14:45,Sedan,FTG-138-WSX-878,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",85,KA11GH5567,Not Fraud +189,3/18/2023 19:20,SUV,FTG-139-QAZ-546,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",52,KA14IJ7901,Not Fraud +190,3/19/2023 0:55,Bus ,FTG-130-RFD-217,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA17KL3345,Not Fraud +191,3/20/2023 6:35,Car,FTG-161-YUI-988,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",66,KA20MN6689,Not Fraud +192,3/21/2023 11:05,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",90,KA23OP1123,Not Fraud +193,3/22/2023 15:40,Truck,FTG-183-NBH-323,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",48,KA26QR3567,Not Fraud +194,3/23/2023 21:20,Van,FTG-184-KJH-094,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",77,KA29ST8801,Not Fraud +195,3/24/2023 2:00,Sedan,FTG-185-EDC-763,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",60,KA32UV2245,Not Fraud +196,3/25/2023 6:30,SUV,FTG-186-LMK-431,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",83,KA35WX6589,Fraud +197,3/26/2023 11:05,Bus ,FTG-187-WLN-109,C-103,Express,Large,350,160,"13.059816123454882, 77.77068662374292",71,KA38YZ1123,Fraud +198,3/27/2023 16:45,Car,FTG-188-VFR-872,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",97,KA41AB1345,Not Fraud +199,3/28/2023 21:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",46,KA44CD5789,Not Fraud +200,3/29/2023 2:50,Truck,FTG-200-QAZ-214,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",81,KA47EF0122,Fraud +201,3/30/2023 7:30,Van,FTG-201-XYZ-982,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",64,KA50GH4562,Not Fraud +202,1/1/2023 8:15,Sedan,FTG-212-ABC-657,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",93,KA53IJ8908,Not Fraud +203,1/2/2023 12:45,SUV,FTG-203-PQR-323,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",57,KA56KL2342,Fraud +204,1/3/2023 16:30,Bus ,FTG-204-WEF-098,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",86,KA59MN6782,Fraud +205,1/4/2023 22:10,Car,FTG-205-LMN-758,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",55,KA02WX5678,Not Fraud +206,1/5/2023 5:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",82,KA05YZ9012,Not Fraud +207,1/6/2023 11:20,Truck,FTG-217-JKL-104,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",63,KA08AB3456,Fraud +208,1/7/2023 14:55,Van,FTG-211-UVW-877,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",90,KA11CD6589,Fraud +209,1/8/2023 18:25,Sedan,FTG-109-RST-539,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",48,KA14EF0423,Not Fraud +210,1/9/2023 2:05,SUV,FTG-210-MNO-112,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",76,KA17GH4557,Not Fraud +211,1/10/2023 6:35,Bus ,FTG-211-QQE-888,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",58,KA20IJ8801,Not Fraud +212,1/11/2023 10:00,Car,FTG-212-ZXC-557,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",87,KA23KL1345,Fraud +213,1/12/2023 15:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",67,KA26MN6689,Not Fraud +214,1/13/2023 20:15,Truck,FTG-214-KJH-890,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",94,KA29OP0223,Fraud +215,1/14/2023 1:55,Van,FTG-215-DCV-751,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",71,KA32QR4467,Not Fraud +216,1/15/2023 7:30,Sedan,FTG-216-NBH-443,A-101,Regular,Medium,160,60,"13.059816123454882, 77.77068662374292",89,KA35ST8801,Fraud +217,1/16/2023 12:10,SUV,FTG-237-LKI-106,B-102,Express,Large,180,140,"13.059816123454882, 77.77068662374292",52,KA38UV2245,Fraud +218,1/17/2023 17:45,Bus ,FTG-238-UYT-856,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA41WX6689,Not Fraud +219,1/18/2023 22:20,Car,FTG-229-FRD-542,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",66,KA44YZ0223,Not Fraud +220,1/19/2023 4:00,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",95,KA47AB2245,Not Fraud +221,1/20/2023 8:30,Truck,FTG-211-BVC-982,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",44,KA50CD6689,Not Fraud +222,1/21/2023 13:10,Van,FTG-212-XSW-624,B-102,Regular,Medium,140,100,"13.059816123454882, 77.77068662374292",78,KA53EF0223,Fraud +223,1/22/2023 16:45,Sedan,FTG-213-NMK-322,A-101,Express,Medium,160,60,"13.059816123454882, 77.77068662374292",61,KA56GH4367,Fraud +224,1/23/2023 22:25,SUV,FTG-414-CDE-093,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",85,KA59IJ8801,Not Fraud +225,1/24/2023 2:55,Bus ,FTG-215-VBN-764,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",49,KA62KL2245,Fraud +226,1/25/2023 7:35,Car,FTG-216-PLM-431,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",74,KA65MN6689,Not Fraud +227,1/26/2023 12:10,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",69,KA68OP0133,Not Fraud +228,1/27/2023 15:45,Truck,FTG-218-WSX-816,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA71QR4467,Not Fraud +229,1/28/2023 21:25,Van,FTG-119-QAZ-541,B-102,Express,Medium,140,90,"13.059816123454882, 77.77068662374292",57,KA74ST8801,Fraud +230,1/29/2023 3:05,Sedan,FTG-210-LPO-211,A-101,Regular,Medium,160,60,"13.059816123454882, 77.77068662374292",83,KA77UV2245,Fraud +231,1/30/2023 7:35,SUV,FTG-211-ZAS-917,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",68,KA80WX6779,Not Fraud +232,1/31/2023 11:10,Bus ,FTG-922-IXC-655,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA83YZ0113,Not Fraud +233,2/1/2023 16:50,Car,FTG-233-JOP-311,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",46,KA86AB2345,Not Fraud +234,2/2/2023 21:25,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",81,KA89CD5789,Not Fraud +235,2/3/2023 3:05,Truck,FTG-215-EDC-715,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",60,KA92EF0123,Not Fraud +236,2/4/2023 8:40,Van,FTG-216-OKM-412,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",88,KA95GH4567,Not Fraud +237,2/5/2023 13:20,Sedan,FTG-217-NJI-119,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",53,KA98IJ8901,Not Fraud +238,2/6/2023 18:55,SUV,FTG-218-LKJ-875,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",77,KA01KL2343,Not Fraud +239,2/7/2023 23:30,Bus ,FTG-359-UTY-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",64,KA04MN6779,Not Fraud +240,2/8/2023 5:10,Car,FTG-220-POU-211,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",91,KA07OP1123,Not Fraud +241,2/9/2023 9:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",50,KA10QR1567,Not Fraud +242,2/10/2023 14:20,Truck,FTG-212-VBN-651,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",75,KA13ST8911,Not Fraud +243,2/11/2023 17:55,Van,FTG-223-QWE-322,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",59,KA16UV2145,Not Fraud +244,2/12/2023 23:35,Sedan,FTG-224-MKH-091,A-101,Regular,Medium,160,140,"13.059816123454882, 77.77068662374292",84,KA19WX6089,Fraud +245,2/13/2023 4:05,SUV,FTG-225-DCF-763,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",66,KA22YZ0023,Fraud +246,2/14/2023 8:45,Bus ,FTG-246-POI-415,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",93,KA25AB2845,Not Fraud +247,2/15/2023 13:20,Car,FTG-247-XCV-111,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",45,KA28CD6989,Not Fraud +248,2/16/2023 16:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",80,KA31EF0923,Not Fraud +249,2/17/2023 22:35,Truck,FTG-249-RFD-141,C-103,Express,Large,350,160,"13.059816123454882, 77.77068662374292",62,KA34GH4467,Fraud +250,2/18/2023 4:15,Van,FTG-250-HGT-111,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",86,KA37IJ8801,Fraud +251,2/19/2023 8:45,Sedan,FTG-251-YUI-181,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",51,KA40KL1345,Not Fraud +252,2/20/2023 13:25,SUV,FTG-252-BVC-151,B-102,Regular,Large,180,160,"13.059816123454882, 77.77068662374292",73,KA43MN6689,Fraud +253,2/21/2023 18:00,Bus ,FTG-253-NBH-125,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",56,KA46OP1223,Not Fraud +254,2/22/2023 22:35,Car,FTG-254-KJH-191,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA49QR2567,Not Fraud +255,2/23/2023 4:15,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",70,KA52ST8801,Not Fraud +256,2/24/2023 8:50,Truck,FTG-256-LMK-133,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",97,KA55UV2145,Not Fraud +257,2/25/2023 13:30,Van,FTG-257-PLN-118,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",47,KA58WX6589,Not Fraud +258,2/26/2023 18:05,Sedan,FTG-258-VFR-178,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",84,KA61YZ1123,Not Fraud +259,2/27/2023 23:40,SUV,FTG-259-WSX-148,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",65,KA64AB1345,Fraud +260,2/28/2023 5:20,Bus ,FTG-260-QAZ-115,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA67CD6189,Not Fraud +261,3/1/2023 9:50,Car,FTG-261-POU-918,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",53,KA70EF0223,Not Fraud +262,3/2/2023 14:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",79,KA73GH4167,Not Fraud +263,3/3/2023 18:05,Truck,FTG-263-ZXC-318,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",61,KA76IJ8101,Fraud +264,3/4/2023 23:45,Van,FTG-264-OKM-196,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",89,KA79KL2145,Not Fraud +265,3/5/2023 3:15,Sedan,FTG-265-LKJ-766,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",44,KA82MN6189,Not Fraud +266,3/6/2023 7:55,SUV,FTG-266-HGT-437,B-102,Regular,Large,180,140,"13.059816123454882, 77.77068662374292",78,KA85OP0113,Fraud +267,3/7/2023 12:30,Bus ,FTG-267-MKF-105,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",67,KA88QR4167,Not Fraud +268,3/8/2023 16:05,Car,FTG-268-DCV-877,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",95,KA91ST8903,Not Fraud +269,3/9/2023 21:45,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",55,KA94UV2145,Not Fraud +270,3/10/2023 3:25,Truck,FTG-053-PQR-787,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",80,KA97WX6719,Not Fraud +271,3/11/2023 8:55,Van,FTG-011-MNO-097,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",62,KA02YZ1123,Not Fraud +272,3/12/2023 13:35,Sedan,FTG-077-LKI-986,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",87,KA05AB2315,Not Fraud +273,3/13/2023 18:10,SUV,FTG-124-CDE-877,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",47,KA08CD6189,Not Fraud +274,3/14/2023 23:50,Bus ,FTG-131-ZAS-763,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA11EF0223,Not Fraud +275,3/15/2023 5:30,Car,FTG-138-LKJ-657,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",68,KA14GH4367,Not Fraud +276,3/16/2023 10:05,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",91,KA17IJ8101,Not Fraud +277,3/17/2023 14:45,Truck,FTG-042-BVC-437,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA20KL2145,Not Fraud +278,3/18/2023 19:20,Van,FTG-049-WSX-326,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",82,KA23MN6189,Not Fraud +279,3/19/2023 0:55,Sedan,FTG-056-HGT-215,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",56,KA26OP0023,Not Fraud +280,3/20/2023 6:35,SUV,FTG-063-KJH-104,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",84,KA29QR4562,Not Fraud +281,3/21/2023 11:05,Bus ,FTG-081-TGB-048,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",69,KA32ST1901,Fraud +282,3/22/2023 15:40,Car,FTG-077-HGT-985,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",94,KA35UV2145,Not Fraud +283,3/23/2023 21:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",49,KA38WX6189,Not Fraud +284,3/24/2023 2:00,Truck,FTG-101-XYZ-984,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",76,KA41YZ0023,Fraud +285,3/25/2023 6:30,Van,FTG-108-UVW-885,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",63,KA44AB2145,Fraud +286,3/26/2023 11:05,Sedan,FTG-115-DCV-774,A-101,Regular,Medium,160,90,"13.059816123454882, 77.77068662374292",88,KA47CD6389,Fraud +287,3/27/2023 16:45,SUV,FTG-122-XSW-643,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",74,KA50EF0113,Fraud +288,3/28/2023 21:20,Bus ,FTG-129-QAZ-433,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA53GH4167,Not Fraud +289,3/29/2023 2:50,Car,FTG-136-OKM-434,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",61,KA56IJ8101,Not Fraud +290,3/30/2023 7:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA59KL2142,Not Fraud +291,3/31/2023 12:05,Truck,FTG-120-HGT-213,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA62MN6782,Not Fraud +292,4/1/2023 16:40,Van,FTG-157-PLN-193,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",79,KA02YZ6789,Not Fraud +293,4/2/2023 22:20,Sedan,FTG-134-OKM-093,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",66,KA05AB0223,Fraud +294,4/3/2023 3:00,SUV,FTG-141-WSX-983,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",90,KA08CD4467,Fraud +295,4/4/2023 7:30,Bus ,FTG-148-NJH-846,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",48,KA11EF8801,Not Fraud +296,4/5/2023 12:05,Car,FTG-145-ZXC-763,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",77,KA14GH2345,Not Fraud +297,4/6/2023 15:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",60,KA17IJ6689,Not Fraud +298,4/7/2023 21:20,Truck,FTG-189-WSX-533,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",83,KA20KL0113,Not Fraud +299,4/8/2023 2:55,Van,FTG-206-GHI-334,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",71,KA23MN4557,Not Fraud +300,4/9/2023 6:30,Sedan,FTG-213-POI-332,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",97,KA26OP8801,Not Fraud +301,4/10/2023 11:10,SUV,FTG-210-TYU-230,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",46,KA29QR2245,Not Fraud +302,4/11/2023 15:50,Bus ,FTG-217-HGT-149,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",81,KA32ST6689,Not Fraud +303,4/12/2023 20:25,Car,FTG-234-RFV-038,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",64,KA35UV0122,Fraud +304,4/13/2023 1:00,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",93,KA38WX4567,Not Fraud +305,4/14/2023 6:40,Truck,FTG-248-JKL-173,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",57,KA41YZ8901,Not Fraud +306,4/15/2023 11:15,Van,FTG-255-EDC-162,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",86,KA44AB2315,Not Fraud +307,4/16/2023 15:50,Sedan,FTG-262-NJH-153,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",55,KA47CD6779,Not Fraud +308,4/17/2023 21:30,SUV,FTG-269-NBH-542,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",82,KA50EF0163,Not Fraud +309,4/18/2023 3:10,Bus ,FTG-309-RST-533,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA53GH4547,Not Fraud +310,4/19/2023 7:40,Car,FTG-310-MNO-212,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",90,KA56IJ8991,Fraud +311,4/20/2023 12:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",48,KA59KL2395,Not Fraud +312,4/21/2023 16:55,Truck,FTG-035-DCF-542,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA62MN6799,Not Fraud +313,4/22/2023 22:35,Van,FTG-084-KJH-872,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",58,KA65OP0923,Not Fraud +314,4/23/2023 4:15,Sedan,FTG-123-QWE-324,A-101,Regular,Medium,160,90,"13.059816123454882, 77.77068662374292",87,KA68QR4967,Fraud +315,4/24/2023 8:50,SUV,FTG-182-BVC-652,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",67,KA71ST8991,Not Fraud +316,4/25/2023 13:30,Bus ,FTG-211-ZXC-937,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",94,KA74UV2395,Not Fraud +317,4/26/2023 18:05,Car,FTG-311-QWE-983,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",71,KA77WX6779,Not Fraud +318,4/27/2023 23:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",89,KA80YZ0113,Not Fraud +319,4/28/2023 5:20,Truck,FTG-319-FRD-512,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA83AB2315,Not Fraud +320,4/29/2023 9:50,Van,FTG-320-TYU-222,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",79,KA86CD6779,Not Fraud +321,4/30/2023 14:30,Sedan,FTG-321-BVC-972,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",66,KA89EF0113,Fraud +322,5/1/2023 18:05,SUV,FTG-322-XSW-642,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",95,KA92GH4547,Not Fraud +323,5/2/2023 23:45,Bus ,FTG-323-NMK-331,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",44,KA95IJ8981,Fraud +324,5/3/2023 3:15,Car,FTG-324-CDE-092,A-101,Regular,Small,120,180,"13.059816123454882, 77.77068662374292",78,KA98KL2445,Fraud +325,5/4/2023 7:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",61,KA01MN6779,Not Fraud +326,5/5/2023 12:30,Truck,FTG-326-PLM-133,C-103,Regular,Large,350,160,"13.059816123454882, 77.77068662374292",85,KA04OP0113,Fraud +327,5/6/2023 16:05,Van,FTG-327-HGT-112,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",49,KA07QR4517,Fraud +328,5/7/2023 21:45,Sedan,FTG-328-WSX-852,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",74,KA10ST8961,Fraud +329,5/8/2023 3:25,SUV,FTG-329-QAZ-522,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",69,KA13UV2395,Fraud +330,5/9/2023 8:55,Bus ,FTG-330-LPO-230,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA16WX6389,Not Fraud +331,5/10/2023 13:35,Car,FTG-331-ZAS-995,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",57,KA19YZ0133,Not Fraud +332,5/11/2023 18:10,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",83,KA22AB2335,Not Fraud +333,5/12/2023 23:50,Truck,FTG-333-JOP-312,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",68,KA25CD6749,Not Fraud +334,5/13/2023 5:30,Van,FTG-334-RFV-072,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",96,KA28EF0143,Not Fraud +335,5/14/2023 10:05,Sedan,FTG-335-EDC-752,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",46,KA31GH4547,Not Fraud +336,5/15/2023 14:45,SUV,FTG-336-OKM-414,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",81,KA34IJ8911,Not Fraud +337,5/16/2023 19:20,Bus ,FTG-337-NJI-139,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",60,KA37KL2315,Fraud +338,5/17/2023 0:55,Car,FTG-338-LKJ-864,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",88,KA40MN6739,Not Fraud +339,5/18/2023 6:35,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA43OP0153,Not Fraud +340,5/19/2023 11:05,Truck,FTG-340-POU-213,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",77,KA46QR4557,Fraud +341,5/20/2023 15:40,Van,FTG-341-ZXC-915,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",64,KA49ST8911,Not Fraud +342,5/21/2023 21:20,Sedan,FTG-342-VBN-613,A-101,Regular,Medium,160,100,"13.059816123454882, 77.77068662374292",91,KA52UV2335,Fraud +343,5/22/2023 2:00,SUV,FTG-343-QWE-323,B-102,Express,Large,180,90,"13.059816123454882, 77.77068662374292",50,KA55WX6779,Fraud +344,5/23/2023 6:30,Bus ,FTG-344-MKH-028,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",75,KA58YZ0112,Fraud +345,5/24/2023 11:05,Car,FTG-345-DCF-754,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",59,KA61AB2315,Fraud +346,5/25/2023 16:45,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA64CD6769,Not Fraud +347,5/26/2023 21:20,Truck,FTG-347-XCV-195,C-103,Express,Large,350,60,"13.059816123454882, 77.77068662374292",66,KA67EF0113,Fraud +348,5/27/2023 2:50,Van,FTG-348-JKL-895,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",93,KA70GH4587,Not Fraud +349,5/28/2023 7:30,Sedan,FTG-349-RFD-553,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",45,KA73IJ8981,Not Fraud +350,5/29/2023 12:05,SUV,FTG-210-JKL-480,B-102,Regular,Large,180,120,"13.059816123454882, 77.77068662374292",80,KA76KL2145,Fraud +351,5/30/2023 16:40,Bus ,FTG-351-YUI-937,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA79MN6189,Not Fraud +352,5/31/2023 22:20,Car,FTG-352-BVC-695,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",86,KA82OP0223,Not Fraud +353,6/1/2023 3:00,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",51,KA85QR4167,Not Fraud +354,6/2/2023 7:30,Truck,FTG-354-KJH-095,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",73,KA88ST8101,Fraud +355,6/3/2023 12:05,Van,FTG-355-EDC-794,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",56,KA91UV2145,Not Fraud +356,6/4/2023 15:40,Sedan,FTG-356-LMK-491,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",82,KA94WX6189,Not Fraud +357,6/5/2023 21:20,SUV,FTG-590-PQR-125,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",70,KA97YZ0113,Not Fraud +358,6/6/2023 2:55,Bus ,FTG-358-VFR-836,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",97,KA02AB2145,Fraud +359,6/7/2023 6:30,Car,FTG-359-WSX-591,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",47,KA05CD6189,Not Fraud +360,6/8/2023 11:10,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA08EF0113,Not Fraud +361,6/9/2023 15:50,Truck,FTG-361-POU-995,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",65,KA11GH4167,Not Fraud +362,6/10/2023 20:25,Van,FTG-362-NJH-695,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",92,KA14IJ8101,Not Fraud +363,6/11/2023 1:00,Sedan,FTG-363-ZXC-392,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",53,KA17KL2145,Not Fraud +364,6/12/2023 6:40,SUV,FTG-364-OKM-082,B-102,Regular,Large,180,140,"13.059816123454882, 77.77068662374292",79,KA20MN6189,Fraud +365,6/13/2023 11:15,Bus ,FTG-365-LKJ-735,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",61,KA23OP0113,Not Fraud +366,6/14/2023 15:50,Car,FTG-760-XYZ-890,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",89,KA26QR4517,Fraud +367,6/15/2023 21:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",44,KA29ST8101,Not Fraud +368,6/16/2023 3:10,Truck,FTG-368-DCV-892,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA32UV2145,Not Fraud +369,6/17/2023 7:40,Van,FTG-369-NBH-592,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",67,KA35WX6189,Not Fraud +370,6/18/2023 12:20,Sedan,FTG-370-POI-291,A-101,Regular,Medium,160,140,"13.059816123454882, 77.77068662374292",95,KA38YZ0113,Fraud +371,6/19/2023 16:55,SUV,FTG-371-WSX-991,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",55,KA41AB2145,Not Fraud +372,6/20/2023 22:35,Bus ,FTG-372-QAZ-624,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",80,KA44CD6719,Not Fraud +373,6/21/2023 4:15,Car,FTG-373-KJH-397,A-101,Express,Small,120,90,"13.059816123454882, 77.77068662374292",62,KA47EF0153,Fraud +374,6/22/2023 8:50,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",87,KA50GH4557,Not Fraud +375,1/1/2023 8:15,Truck,FTG-318-UYT-875,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",47,KA53IJ8901,Not Fraud +376,1/2/2023 12:45,Van,FTG-325-VBN-768,B-102,Regular,Medium,140,100,"13.059816123454882, 77.77068662374292",73,KA56KL2145,Fraud +377,1/3/2023 16:30,Sedan,FTG-346-POI-439,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",68,KA59MN6989,Not Fraud +378,1/4/2023 22:10,SUV,FTG-332-IXC-629,B-102,Regular,Large,180,100,"13.059816123454882, 77.77068662374292",91,KA62OP0923,Fraud +379,1/5/2023 5:40,Bus ,FTG-339-UTY-537,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",52,KA65QR4561,Fraud +380,1/6/2023 11:20,Car,FTG-374-VFR-084,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA02CD5671,Not Fraud +381,1/7/2023 14:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",56,KA05EF9012,Not Fraud +382,1/8/2023 18:25,Truck,FTG-360-QAZ-293,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",84,KA08GH3456,Not Fraud +383,1/9/2023 2:05,Van,FTG-330-ABC-675,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",69,KA11IJ6789,Not Fraud +384,1/10/2023 6:35,Sedan,FTG-367-MKF-903,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",94,KA14KL0123,Not Fraud +385,1/11/2023 10:00,SUV,FTG-480-DEF-230,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",49,KA17MN4567,Not Fraud +386,1/12/2023 15:40,Bus ,FTG-386-PLM-933,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA20OP8901,Not Fraud +387,1/13/2023 20:15,Car,FTG-670-MNO-560,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",63,KA23QR1345,Not Fraud +388,1/14/2023 1:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",88,KA26ST6789,Not Fraud +389,1/15/2023 7:30,Truck,FTG-389-QAZ-742,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA29UV0123,Not Fraud +390,1/16/2023 12:10,Van,FTG-390-RFD-712,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",96,KA32WX3456,Not Fraud +391,1/17/2023 17:45,Sedan,FTG-391-YUI-784,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",61,KA35YZ6789,Fraud +392,1/18/2023 22:20,SUV,FTG-150-UVW-910,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",85,KA38AB0123,Not Fraud +393,1/19/2023 4:00,Bus ,FTG-393-NBH-336,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA41CD4567,Not Fraud +394,1/20/2023 8:30,Car,FTG-394-KJH-087,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",79,KA44EF8901,Not Fraud +395,1/21/2023 13:10,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA47GH2345,Not Fraud +396,1/22/2023 16:45,Truck,FTG-396-LMK-447,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",90,KA50IJ6789,Fraud +397,1/23/2023 22:25,Van,FTG-397-PLN-197,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",48,KA53KL0123,Fraud +398,1/24/2023 2:55,Sedan,FTG-398-VFR-867,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",77,KA56MN4567,Not Fraud +399,1/25/2023 7:35,SUV,FTG-399-WSX-558,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",60,KA59OP8901,Not Fraud +400,1/26/2023 12:10,Bus ,FTG-400-QAZ-118,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",83,KA62QR2345,Not Fraud +401,1/27/2023 15:45,Car,FTG-401-XYZ-978,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",71,KA65ST6789,Not Fraud +402,1/28/2023 21:25,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",97,KA68UV0123,Not Fraud +403,1/29/2023 3:05,Truck,FTG-403-PQR-364,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",46,KA71WX3456,Not Fraud +404,1/30/2023 7:35,Van,FTG-820-HGT-340,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",81,KA74YZ6789,Not Fraud +405,1/31/2023 11:10,Sedan,FTG-405-LMN-664,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",64,KA77AB0123,Not Fraud +406,2/1/2023 16:50,SUV,FTG-410-RST-725,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",93,KA80CD4567,Fraud +407,2/2/2023 21:25,Bus ,FTG-407-JKL-194,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",57,KA83EF8901,Not Fraud +408,2/3/2023 3:05,Car,FTG-408-UVW-874,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",86,KA86GH2345,Not Fraud +409,2/4/2023 8:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",55,KA89IJ6759,Not Fraud +410,2/5/2023 13:20,Truck,FTG-410-MNO-414,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",82,KA92KL0123,Not Fraud +411,2/6/2023 18:55,Van,FTG-411-QWE-945,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",63,KA95MN4567,Not Fraud +412,2/7/2023 23:30,Sedan,FTG-690-LMN-180,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",90,KA98OP8901,Not Fraud +413,2/8/2023 5:10,SUV,FTG-413-POI-343,B-102,Express,Large,180,160,"13.059816123454882, 77.77068662374292",48,KA01QR2345,Fraud +414,2/9/2023 9:40,Bus ,FTG-414-KJH-043,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",76,KA04ST6789,Fraud +415,2/10/2023 14:20,Car,FTG-415-DCV-743,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",58,KA07UV0123,Not Fraud +416,2/11/2023 17:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",87,KA10WX3456,Not Fraud +417,2/12/2023 23:35,Truck,FTG-417-LKI-183,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",67,KA13YZ6789,Not Fraud +418,2/13/2023 4:05,Van,FTG-418-UYT-863,B-102,Regular,Medium,140,90,"13.059816123454882, 77.77068662374292",94,KA16AB0123,Fraud +419,2/14/2023 8:45,Sedan,FTG-419-FRD-523,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",71,KA19CD4567,Not Fraud +420,2/15/2023 13:20,SUV,FTG-240-QWE-890,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",89,KA22EF8901,Not Fraud +421,2/16/2023 16:55,Bus ,FTG-421-BVC-927,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA25GH2345,Not Fraud +422,2/17/2023 22:35,Car,FTG-422-XSW-624,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",79,KA28IJ6789,Fraud +423,2/18/2023 4:15,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA31KL0123,Not Fraud +424,2/19/2023 8:45,Truck,FTG-424-CDE-044,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",95,KA34MN4567,Not Fraud +425,2/20/2023 13:25,Van,FTG-425-VBN-744,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",44,KA37OP8901,Not Fraud +426,2/21/2023 18:00,Sedan,FTG-426-PLM-334,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",78,KA40QR2345,Fraud +427,2/22/2023 22:35,SUV,FTG-570-IJK-450,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",61,KA43ST6789,Not Fraud +428,2/23/2023 4:15,Bus ,FTG-910-XYZ-120,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",85,KA46UV0123,Not Fraud +429,2/24/2023 8:50,Car,FTG-429-QAZ-534,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",49,KA49WX3456,Not Fraud +430,2/25/2023 13:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",74,KA52YZ6789,Not Fraud +431,2/26/2023 18:05,Truck,FTG-431-ZAS-945,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",69,KA55AB0123,Not Fraud +432,2/27/2023 23:40,Van,FTG-432-IXC-631,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",92,KA58CD4567,Not Fraud +433,2/28/2023 5:20,Sedan,FTG-433-JOP-332,A-101,Express,Medium,160,100,"13.059816123454882, 77.77068662374292",57,KA61EF8901,Fraud +434,3/1/2023 9:50,SUV,FTG-434-RFV-082,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",83,KA64GH2345,Fraud +435,3/2/2023 14:30,Bus ,FTG-435-EDC-792,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",68,KA67IJ6789,Not Fraud +436,3/3/2023 18:05,Car,FTG-360-PQR-680,A-101,Regular,Small,120,100,"13.059816123454882, 77.77068662374292",96,KA70KL0123,Fraud +437,3/4/2023 23:45,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",46,KA73MN4567,Not Fraud +438,3/5/2023 3:15,Truck,FTG-438-LKJ-972,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",81,KA76OP8901,Fraud +439,3/6/2023 7:55,Van,FTG-439-UTY-942,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",60,KA79QR2345,Not Fraud +440,3/7/2023 12:30,Sedan,FTG-440-POU-912,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",88,KA82ST6789,Not Fraud +441,3/8/2023 16:05,SUV,FTG-441-ZXC-992,B-102,Express,Large,180,100,"13.059816123454882, 77.77068662374292",53,KA85UV0123,Fraud +442,3/9/2023 21:45,Bus ,FTG-442-VBN-692,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",77,KA88WX3456,Not Fraud +443,3/10/2023 3:25,Car,FTG-443-QWE-392,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",64,KA91YZ6789,Not Fraud +444,3/11/2023 8:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",91,KA94AB0123,Not Fraud +445,3/12/2023 13:35,Truck,FTG-445-DCF-792,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",50,KA97CD4567,Not Fraud +446,3/13/2023 18:10,Van,FTG-446-POI-496,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",75,KA02EF8901,Not Fraud +447,3/14/2023 23:50,Sedan,FTG-447-XCV-194,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",59,KA05GH2345,Not Fraud +448,3/15/2023 5:30,SUV,FTG-448-JKL-893,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",84,KA08IJ6789,Not Fraud +449,3/16/2023 10:05,Bus ,FTG-449-RFD-522,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",66,KA11KL0123,Not Fraud +450,3/17/2023 14:45,Car,FTG-450-HGT-227,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",93,KA14MN4567,Not Fraud +451,3/18/2023 19:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",45,KA17OP8901,Not Fraud +452,3/19/2023 0:55,Truck,FTG-452-BVC-683,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",80,KA20QR2345,Fraud +453,3/20/2023 6:35,Van,FTG-730-ABC-295,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",62,KA23ST6789,Not Fraud +454,3/21/2023 11:05,Sedan,FTG-454-KJH-083,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",86,KA26UV0123,Not Fraud +455,3/22/2023 15:40,SUV,FTG-500-DEF-820,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",51,KA29WX3456,Not Fraud +456,3/23/2023 21:20,Bus ,FTG-456-LMK-483,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",73,KA32YZ6789,Fraud +457,3/24/2023 2:00,Car,FTG-457-PLN-186,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",56,KA35AB0123,Not Fraud +458,3/25/2023 6:30,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",82,KA38CD4567,Not Fraud +459,3/26/2023 11:05,Truck,FTG-459-WSX-582,C-103,Express,Large,350,60,"13.059816123454882, 77.77068662374292",70,KA41EF8901,Fraud +460,3/27/2023 16:45,Van,FTG-460-QAZ-272,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",97,KA44GH2345,Not Fraud +461,3/28/2023 21:20,Sedan,FTG-790-HGT-170,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",47,KA47IJ6789,Not Fraud +462,3/29/2023 2:50,SUV,FTG-462-NJH-642,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",84,KA50KL0123,Not Fraud +463,3/30/2023 7:30,Bus ,FTG-260-RST-940,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",65,KA53MN4567,Not Fraud +464,3/31/2023 12:05,Car,FTG-464-OKM-073,A-101,Regular,Small,120,100,"13.059816123454882, 77.77068662374292",92,KA56OP8901,Fraud +465,4/1/2023 16:40,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA02UV2345,Not Fraud +466,4/2/2023 22:20,Truck,FTG-466-HGT-413,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA05WX6789,Not Fraud +467,4/3/2023 3:00,Van,FTG-610-UVW-410,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",61,KA08YZ0123,Not Fraud +468,4/4/2023 7:30,Sedan,FTG-468-DCV-853,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",89,KA11AB2345,Not Fraud +469,4/5/2023 12:05,SUV,FTG-880-MNO-675,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",44,KA14CD6789,Fraud +470,4/6/2023 15:40,Bus ,FTG-470-POI-253,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA17EF0123,Not Fraud +471,4/7/2023 21:20,Car,FTG-471-WSX-954,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",67,KA20GH4567,Not Fraud +472,4/8/2023 2:55,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",95,KA23IJ8901,Not Fraud +473,4/9/2023 6:30,Truck,FTG-473-KJH-352,C-103,Express,Large,350,100,"13.059816123454882, 77.77068662374292",55,KA26KL2345,Fraud +474,4/10/2023 11:10,Van,FTG-320-IJK-590,B-102,Regular,Medium,140,100,"13.059816123454882, 77.77068662374292",80,KA29MN6789,Fraud +475,4/11/2023 15:50,Sedan,FTG-475-YUI-752,A-101,Express,Medium,160,90,"13.059816123454882, 77.77068662374292",62,KA32OP0121,Fraud +476,4/12/2023 20:25,SUV,FTG-476-CDE-451,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",87,KA35QR4561,Not Fraud +477,4/13/2023 1:00,Bus ,FTG-670-XYZ-830,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",47,KA38ST8901,Not Fraud +478,4/14/2023 6:40,Car,FTG-478-NJH-852,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",73,KA41UV2345,Not Fraud +479,4/15/2023 11:15,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",68,KA44WX6789,Not Fraud +480,4/16/2023 15:50,Truck,FTG-480-TGB-254,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",91,KA47YZ0123,Not Fraud +481,4/17/2023 21:30,Van,FTG-481-BVC-954,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",52,KA50AB2345,Fraud +482,4/18/2023 3:10,Sedan,FTG-482-XCV-453,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",82,KA53CD6789,Fraud +483,4/19/2023 7:40,SUV,FTG-140-PQR-365,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",56,KA56EF0123,Not Fraud +484,4/20/2023 12:20,Bus ,FTG-484-POU-053,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",84,KA59GH4567,Not Fraud +485,4/21/2023 16:55,Car,FTG-485-ZXC-773,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",69,KA62IJ8901,Not Fraud +486,4/22/2023 22:35,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",94,KA65KL2345,Not Fraud +487,4/23/2023 4:15,Truck,FTG-487-HGT-183,C-103,Express,Large,350,180,"13.059816123454882, 77.77068662374292",49,KA68MN6789,Fraud +488,4/24/2023 8:50,Van,FTG-470-ABC-720,B-102,Regular,Medium,140,100,"13.059816123454882, 77.77068662374292",76,KA71OP0123,Fraud +489,4/25/2023 13:30,Sedan,FTG-489-QAZ-582,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",63,KA74QR4567,Not Fraud +490,4/26/2023 18:05,SUV,FTG-490-RFD-282,B-102,Regular,Large,180,100,"13.059816123454882, 77.77068662374292",88,KA77ST8901,Fraud +491,4/27/2023 23:40,Bus ,FTG-491-YUI-964,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA80UV2345,Not Fraud +492,4/28/2023 5:20,Car,FTG-492-BVC-553,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",96,KA83WX6789,Not Fraud +493,4/29/2023 9:50,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",61,KA86YZ0123,Not Fraud +494,4/30/2023 14:30,Truck,FTG-494-KJH-790,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",85,KA89AB2345,Fraud +495,5/1/2023 18:05,Van,FTG-495-EDC-860,B-102,Express,Medium,140,180,"13.059816123454882, 77.77068662374292",52,KA92CD6789,Fraud +496,5/2/2023 23:45,Sedan,FTG-496-LMK-450,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",79,KA95EF0123,Not Fraud +497,5/3/2023 3:15,SUV,FTG-497-PLN-180,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",66,KA98GH4567,Not Fraud +498,5/4/2023 7:55,Bus ,FTG-498-VFR-870,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA01IJ8901,Not Fraud +499,5/5/2023 12:30,Car,FTG-499-WSX-540,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",48,KA04KL2345,Not Fraud +500,5/6/2023 16:05,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA07MN6781,Not Fraud +501,5/7/2023 21:45,Truck,FTG-501-XYZ-183,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA10OP0123,Not Fraud +502,5/8/2023 3:25,Van,FTG-502-ABC-613,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",83,KA13QR4567,Not Fraud +503,5/9/2023 8:55,Sedan,FTG-503-PQR-333,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",71,KA16ST8901,Not Fraud +504,5/10/2023 13:35,SUV,FTG-504-DEF-083,B-102,Regular,Large,130,180,"13.042660878688794, 77.47580097259879",97,KA19UV2345,Fraud +505,5/11/2023 18:10,Bus ,FTG-505-LMN-863,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",46,KA22WX6789,Fraud +506,5/12/2023 23:50,Car,FTG-730-DEF-250,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",81,KA25YZ0123,Not Fraud +507,5/13/2023 5:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",64,KA28AB2345,Not Fraud +508,5/14/2023 10:05,Truck,FTG-508-UVW-853,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",93,KA31CD6789,Not Fraud +509,5/15/2023 14:45,Van,FTG-509-RST-558,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",57,KA34EF0723,Not Fraud +510,5/16/2023 19:20,Sedan,FTG-510-MNO-218,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",86,KA37GH4567,Not Fraud +511,5/17/2023 0:55,SUV,FTG-511-QWE-985,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",87,KA40IJ8901,Not Fraud +512,5/18/2023 6:35,Bus ,FTG-200-HGT-610,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",88,KA43KL2345,Fraud +513,5/19/2023 11:05,Car,FTG-513-POI-327,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",89,KA46MN6781,Not Fraud +514,5/20/2023 15:40,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",90,KA49OP0123,Not Fraud +515,5/21/2023 21:20,Truck,FTG-515-DCV-774,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",91,KA52QR4567,Not Fraud +516,5/22/2023 2:00,Van,FTG-516-NBH-413,B-102,Regular,Medium,110,100,"13.042660878688794, 77.47580097259879",92,KA55ST8901,Fraud +517,5/23/2023 6:30,Sedan,FTG-517-LKI-113,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",93,KA58UV2345,Not Fraud +518,5/24/2023 11:05,SUV,FTG-518-UYT-813,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",66,KA61WX6789,Fraud +519,5/25/2023 16:45,Bus ,FTG-550-UVW-980,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",67,KA64YZ0123,Not Fraud +520,5/26/2023 21:20,Car,FTG-520-TYU-513,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",68,KA67AB2345,Not Fraud +521,5/27/2023 2:50,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",69,KA70CD6789,Not Fraud +522,5/28/2023 7:30,Truck,FTG-602-ABC-693,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",70,KA73EF0123,Fraud +523,5/29/2023 12:05,Van,FTG-603-PQR-393,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",71,KA76GH4567,Not Fraud +524,5/30/2023 16:40,Sedan,FTG-604-DEF-938,A-101,Regular,Medium,100,0,"13.042660878688794, 77.47580097259879",72,KA79IJ8901,Fraud +525,5/31/2023 22:20,SUV,FTG-605-LMN-735,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",73,KA82KL2345,Fraud +526,6/1/2023 3:00,Bus ,FTG-606-GHI-335,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",74,KA85MN6789,Not Fraud +527,6/2/2023 7:30,Car,FTG-607-JKL-196,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",75,KA88OP0123,Not Fraud +528,6/3/2023 12:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA91QR4567,Not Fraud +529,6/4/2023 15:40,Truck,FTG-609-RST-535,C-103,Express,Large,290,60,"13.042660878688794, 77.47580097259879",77,KA94ST8901,Fraud +530,6/5/2023 21:20,Van,FTG-610-MNO-235,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",78,KA97UV2345,Not Fraud +531,6/6/2023 2:55,Sedan,FTG-810-MNO-350,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",79,KA02WX6189,Not Fraud +532,6/7/2023 6:30,SUV,FTG-612-ZXC-645,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",80,KA05YZ0123,Not Fraud +533,6/8/2023 11:10,Bus ,FTG-613-POI-327,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",81,KA08AB2345,Fraud +534,6/9/2023 15:50,Car,FTG-614-KJH-097,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",82,KA11CD6789,Not Fraud +535,6/10/2023 20:25,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",83,KA14EF1233,Not Fraud +536,6/11/2023 1:00,Truck,FTG-616-NBH-427,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",84,KA17GH4517,Not Fraud +537,6/12/2023 6:40,Van,FTG-617-LKI-195,B-102,Express,Medium,110,90,"13.042660878688794, 77.47580097259879",85,KA20IJ7901,Fraud +538,6/13/2023 11:15,Sedan,FTG-380-IJK-720,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",86,KA23KL2845,Not Fraud +539,6/14/2023 15:50,SUV,FTG-619-FRD-555,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",40,KA26MN6589,Not Fraud +540,6/15/2023 21:30,Bus ,FTG-620-TYU-259,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",41,KA29OP0023,Fraud +541,6/16/2023 3:10,Car,FTG-621-BVC-959,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",42,KA32QR4067,Fraud +542,6/17/2023 7:40,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",43,KA35ST8001,Not Fraud +543,6/18/2023 12:20,Truck,FTG-623-NMK-354,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KA38UV2045,Not Fraud +544,6/19/2023 16:55,Van,FTG-624-CDE-084,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA41WX6089,Not Fraud +545,6/20/2023 22:35,Sedan,FTG-625-VBN-784,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",46,KA44YZ0103,Not Fraud +546,6/21/2023 4:15,SUV,FTG-626-PLM-441,B-102,Regular,Large,130,90,"13.042660878688794, 77.47580097259879",47,KA47AB2045,Fraud +547,6/22/2023 8:50,Bus ,FTG-627-HGT-142,C-103,Express,Large,290,60,"13.042660878688794, 77.47580097259879",45,KA50CD6089,Fraud +548,5/26/2023 21:45,Car,FTG-628-WSX-852,A-101,Regular,Small,60,90,"13.042660878688794, 77.47580097259879",50,KA53EF0103,Fraud +549,6/13/2023 11:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA56GH4507,Not Fraud +550,6/14/2023 13:30,Truck,FTG-630-LPO-252,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",48,KA59IJ8991,Not Fraud +551,8/1/2023 20:15,Van,FTG-631-ZAS-942,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",60,KA62KL2045,Fraud +552,9/27/2023 19:15,Sedan,FTG-632-IXC-642,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",42,KA65MN5789,Not Fraud +553,10/16/2023 8:15,SUV,FTG-620-RST-150,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",57,KA02YZ8901,Fraud +554,1/1/2023 8:15,Bus ,FTG-634-RFV-082,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,KA05AB2145,Not Fraud +555,1/2/2023 12:45,Car,FTG-890-XYZ-465,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",52,KA08CD6989,Not Fraud +556,1/11/2023 0:40,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",46,KA11EF1123,Not Fraud +557,1/12/2023 8:30,Truck,FTG-637-NJI-192,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,KA14GH1567,Not Fraud +558,1/13/2023 14:20,Van,FTG-638-LKJ-892,B-102,Regular,Medium,110,60,"13.042660878688794, 77.47580097259879",53,KA17IJ1901,Fraud +559,1/14/2023 20:15,Sedan,FTG-430-PQR-710,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",47,KA20KL2115,Fraud +560,1/15/2023 3:05,SUV,FTG-640-POU-211,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",51,KA23MN6119,Not Fraud +561,1/16/2023 9:50,Bus ,FTG-641-ZXC-991,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KA26OP1123,Not Fraud +562,1/17/2023 15:35,Car,FTG-642-VBN-691,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",59,KA29QR1567,Not Fraud +563,1/18/2023 22:25,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",54,KA32ST8902,Not Fraud +564,1/19/2023 4:10,Truck,FTG-644-MKH-095,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",43,KA35UV2315,Not Fraud +565,1/20/2023 10:00,Van,FTG-645-DCF-764,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA38WX6719,Not Fraud +566,1/21/2023 15:45,Sedan,FTG-646-POI-434,A-101,Regular,Medium,100,180,"13.042660878688794, 77.47580097259879",50,KA41YZ1213,Fraud +567,1/22/2023 21:30,SUV,FTG-647-XCV-104,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",45,KA44AB2115,Fraud +568,1/23/2023 4:15,Bus ,FTG-648-JKL-873,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",55,KA47CD6189,Fraud +569,1/24/2023 10:05,Car,FTG-649-RFD-542,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",48,KA50EF6123,Not Fraud +570,1/25/2023 16:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,KA53GH4117,Not Fraud +571,1/26/2023 22:50,Truck,FTG-651-YUI-984,C-103,Express,Large,290,110,"13.042660878688794, 77.47580097259879",42,KA56IJ8911,Fraud +572,1/27/2023 5:35,Van,FTG-652-BVC-652,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",57,KA59KL2145,Not Fraud +573,1/28/2023 11:25,Sedan,FTG-700-ABC-360,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",49,KA62MN6786,Not Fraud +574,1/29/2023 17:15,SUV,FTG-654-KJH-091,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",52,KA65OP0223,Not Fraud +575,1/30/2023 0:05,Bus ,FTG-655-EDC-761,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,KA68QR4667,Not Fraud +576,1/31/2023 6:00,Car,FTG-656-LMK-431,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",58,KA71ST8801,Not Fraud +577,2/1/2023 11:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",53,KA74UV2145,Not Fraud +578,2/2/2023 18:30,Truck,FTG-658-VFR-871,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",47,KA77WX6489,Not Fraud +579,2/3/2023 1:15,Van,FTG-659-WSX-541,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",51,KA80YZ0223,Not Fraud +580,2/4/2023 7:05,Sedan,FTG-660-QAZ-211,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",44,KA83AB1345,Not Fraud +581,2/5/2023 13:00,SUV,FTG-661-POU-927,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",59,KA86CD1789,Not Fraud +582,2/6/2023 19:45,Bus ,FTG-662-NJH-651,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",54,KA89EF0121,Not Fraud +583,2/7/2023 2:30,Car,FTG-663-ZXC-322,A-101,Express,Small,60,100,"13.042660878688794, 77.47580097259879",43,KA92GH4167,Fraud +584,2/8/2023 8:20,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",56,KA95IJ8201,Not Fraud +585,2/9/2023 14:10,Truck,FTG-665-LKJ-725,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",50,KA98KL2145,Not Fraud +586,2/10/2023 20:05,Van,FTG-666-HGT-422,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA01MN6189,Not Fraud +587,2/11/2023 2:55,Sedan,FTG-667-MKF-129,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",55,KA04OP0223,Fraud +588,2/12/2023 8:40,SUV,FTG-668-DCV-826,B-102,Regular,Large,130,60,"13.042660878688794, 77.47580097259879",48,KA07QR4267,Fraud +589,2/13/2023 14:30,Bus ,FTG-669-NBH-542,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA10ST8501,Not Fraud +590,2/14/2023 21:15,Car,FTG-670-POI-212,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",42,KA03UV2345,Not Fraud +591,2/15/2023 3:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",57,KA06WX6789,Not Fraud +592,2/16/2023 9:00,Truck,FTG-270-DEF-920,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,KA09YZ0123,Not Fraud +593,2/17/2023 14:45,Van,FTG-673-KJH-322,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",52,KA52AB2345,Fraud +594,2/18/2023 20:30,Sedan,FTG-674-VFR-092,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",46,KA55CD6789,Not Fraud +595,2/19/2023 3:15,SUV,FTG-675-YUI-766,B-102,Express,Large,130,90,"13.042660878688794, 77.47580097259879",58,KA58EF0123,Fraud +596,2/20/2023 9:00,Bus ,FTG-520-HGT-180,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",53,KA51GH4567,Not Fraud +597,2/21/2023 15:45,Car,FTG-677-LMK-106,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",47,KA54IJ8901,Fraud +598,2/22/2023 21:35,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",51,KA87KL2345,Not Fraud +599,2/23/2023 4:20,Truck,FTG-679-RFD-541,C-103,Express,Large,290,180,"13.042660878688794, 77.47580097259879",44,KA80MN6789,Fraud +600,2/24/2023 10:10,Van,FTG-780-UVW-540,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",59,KA13OP1123,Not Fraud +601,2/25/2023 16:05,Sedan,FTG-681-BVC-981,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",54,KA46QR2567,Not Fraud +602,2/26/2023 22:55,SUV,FTG-682-XCV-658,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",43,KA49ST2901,Not Fraud +603,2/27/2023 5:40,Bus ,FTG-683-LKJ-327,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA52UV1345,Not Fraud +604,2/28/2023 11:30,Car,FTG-684-POU-094,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",50,KA55WX6189,Not Fraud +605,3/1/2023 17:20,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,KA58YZ0113,Not Fraud +606,3/2/2023 0:10,Truck,FTG-686-PLM-433,C-103,Regular,Large,290,110,"13.042660878688794, 77.47580097259879",55,KA61AB2745,Fraud +607,3/3/2023 6:05,Van,FTG-687-HGT-102,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",48,KA64CD6489,Not Fraud +608,3/4/2023 11:50,Sedan,FTG-688-WSX-872,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",60,KA67EF0323,Not Fraud +609,3/5/2023 18:35,SUV,FTG-689-QAZ-542,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",42,KA70GH2567,Not Fraud +610,3/6/2023 1:20,Bus ,FTG-690-RFD-211,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",57,KA73IJ8501,Fraud +611,3/7/2023 7:10,Car,FTG-340-MNO-890,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",49,KA76KL2545,Not Fraud +612,3/8/2023 13:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",52,KA79MN6589,Not Fraud +613,3/9/2023 18:50,Truck,FTG-693-NBH-121,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,KA82OP0023,Not Fraud +614,3/10/2023 1:35,Van,FTG-590-IJK-420,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",58,KA85QR4267,Not Fraud +615,3/11/2023 7:25,Sedan,FTG-695-EDC-761,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",53,KA88ST8701,Not Fraud +616,3/12/2023 13:20,SUV,FTG-160-RST-750,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",47,KA91UV2845,Not Fraud +617,3/13/2023 20:05,Bus ,FTG-697-PLN-112,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",51,KA94WX6669,Not Fraud +618,3/14/2023 2:50,Car,FTG-698-VFR-872,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",44,KA97YZ1113,Not Fraud +619,3/15/2023 8:40,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",59,KA02AB2945,Not Fraud +620,3/16/2023 14:30,Truck,FTG-700-QAZ-116,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",54,KA05CD6989,Not Fraud +621,3/17/2023 21:15,Van,FTG-801-XYZ-130,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",43,KA08EF0923,Fraud +622,3/18/2023 4:00,Sedan,FTG-802-ABC-612,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",56,KA11GH4967,Not Fraud +623,3/19/2023 9:45,SUV,FTG-803-PQR-312,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",50,KA14IJ8906,Not Fraud +624,3/20/2023 16:30,Bus ,FTG-490-XYZ-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA17KL2945,Not Fraud +625,3/21/2023 22:20,Car,FTG-760-PQR-681,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",55,KA20MN6799,Not Fraud +626,3/22/2023 5:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",48,KA23OP0193,Not Fraud +627,3/23/2023 10:55,Truck,FTG-807-JKL-100,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",60,KA26QR4597,Fraud +628,3/24/2023 16:50,Van,FTG-808-UVW-870,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",42,KA29ST8991,Not Fraud +629,3/25/2023 22:35,Sedan,FTG-809-RST-540,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",57,KA32UV2745,Not Fraud +630,3/26/2023 5:20,SUV,FTG-320-ABC-395,B-102,Regular,Large,130,0,"13.042660878688794, 77.47580097259879",49,KA35WX6178,Fraud +631,3/27/2023 11:10,Bus ,FTG-811-QWE-990,C-103,Express,Large,290,130,"13.042660878688794, 77.47580097259879",52,KA38YZ0623,Fraud +632,3/28/2023 17:00,Car,FTG-812-ZXC-611,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",46,MH41AB2345,Not Fraud +633,3/29/2023 0:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",58,AP44CD6789,Not Fraud +634,3/30/2023 6:35,Truck,FTG-814-KJH-192,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",53,GA47EF0123,Fraud +635,3/31/2023 12:30,Van,FTG-815-DCV-712,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",47,MH50GH4567,Fraud +636,4/1/2023 19:15,Sedan,FTG-816-NBH-131,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",51,KA53IJ8501,Fraud +637,4/2/2023 2:00,SUV,FTG-817-LKI-112,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",44,KA56KL2325,Not Fraud +638,4/3/2023 7:45,Bus ,FTG-818-UYT-812,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",59,KA59MN6729,Fraud +639,4/4/2023 13:35,Car,FTG-819-FRD-516,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",54,KA62OP0183,Not Fraud +640,4/5/2023 19:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",43,AP65QR4567,Not Fraud +641,4/6/2023 2:15,Truck,FTG-821-BVC-986,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA02OP8906,Not Fraud +642,4/7/2023 8:05,Van,FTG-822-XSW-615,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",50,KA05QR2343,Not Fraud +643,4/8/2023 13:55,Sedan,FTG-823-NMK-365,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",45,AP01AB1234,Not Fraud +644,4/9/2023 20:40,SUV,FTG-824-CDE-095,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",55,AP02CD5678,Not Fraud +645,4/10/2023 4:30,Bus ,FTG-825-VBN-744,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",48,AP03EF9101,Not Fraud +646,1/11/2023 0:40,Car,FTG-826-PLM-434,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",60,AP04GH1122,Not Fraud +647,1/12/2023 8:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",40,AP05IJ3344,Not Fraud +648,1/13/2023 14:20,Truck,FTG-828-WSX-874,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",62,AP06KL5566,Not Fraud +649,1/14/2023 20:15,Van,FTG-829-QAZ-544,B-102,Express,Medium,110,0,"13.042660878688794, 77.47580097259879",38,AP07MN7788,Fraud +650,1/15/2023 3:05,Sedan,FTG-830-LPO-214,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",65,AP08OP9900,Fraud +651,1/16/2023 9:50,SUV,FTG-831-ZAS-982,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",42,AP09QR1122,Fraud +652,1/17/2023 15:35,Bus ,FTG-832-IXC-645,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",55,AP10ST3344,Fraud +653,1/18/2023 22:25,Car,FTG-833-JOP-325,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",48,AP11UV5566,Fraud +654,1/19/2023 4:10,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",50,AP12WX7788,Not Fraud +655,1/20/2023 10:00,Truck,FTG-388-WSX-973,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,AP13YZ9900,Not Fraud +656,1/21/2023 15:45,Van,FTG-395-EDC-773,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",46,AP14AA1122,Not Fraud +657,1/22/2023 21:30,Sedan,FTG-670-DEF-850,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",53,AP15BB3344,Not Fraud +658,1/23/2023 4:15,SUV,FTG-416-NBH-413,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",47,AP16CC5566,Not Fraud +659,1/24/2023 10:05,Bus ,FTG-409-RST-512,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",51,AP17DD7788,Not Fraud +660,1/25/2023 16:00,Car,FTG-423-NMK-342,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",44,AP18EE9900,Not Fraud +661,1/26/2023 22:50,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",59,AP19FF1122,Not Fraud +662,1/27/2023 5:35,Truck,FTG-430-LPO-322,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",54,AP20GG3344,Fraud +663,1/28/2023 11:25,Van,FTG-437-NJI-122,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",43,AP21HH5566,Not Fraud +664,1/29/2023 17:15,Sedan,FTG-444-MKH-092,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",56,AP22II7788,Not Fraud +665,1/30/2023 0:05,SUV,FTG-451-YUI-978,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",52,AP23JJ9900,Not Fraud +666,1/31/2023 6:00,Bus ,FTG-458-VFR-878,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,AP24KK1122,Not Fraud +667,2/1/2023 11:45,Car,FTG-465-LKJ-768,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",57,AP25LL3344,Not Fraud +668,2/2/2023 18:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",49,AP26MM5566,Not Fraud +669,2/3/2023 1:15,Truck,FTG-479-RFD-544,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,AP27NN7788,Not Fraud +670,2/4/2023 7:05,Van,FTG-486-PLM-414,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",41,AP28OO9900,Not Fraud +671,2/5/2023 13:00,Sedan,FTG-493-NBH-123,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",63,AP29PP1122,Fraud +672,2/6/2023 19:45,SUV,FTG-500-QAZ-223,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",39,AP30QQ3344,Not Fraud +673,2/7/2023 2:30,Bus ,FTG-507-JKL-185,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",66,AP31RR5566,Not Fraud +674,2/8/2023 8:20,Car,FTG-514-KJH-194,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",43,AP32SS7788,Not Fraud +675,2/9/2023 14:10,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",61,AP33TT9900,Not Fraud +676,2/10/2023 20:05,Truck,FTG-230-HGT-120,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",37,AP34UU1122,Not Fraud +677,2/11/2023 2:55,Van,FTG-615-DCV-753,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",54,AP35VV3344,Not Fraud +678,2/12/2023 8:40,Sedan,FTG-480-UVW-692,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",46,AP36WW5566,Not Fraud +679,2/13/2023 14:30,SUV,FTG-740-MNO-250,B-102,Express,Large,130,110,"13.042660878688794, 77.47580097259879",55,AP37XX7788,Fraud +680,2/14/2023 21:15,Bus ,FTG-636-OKM-421,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",49,AP38YY9900,Fraud +681,2/15/2023 3:05,Car,FTG-643-QWE-332,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",60,AP39ZZ1122,Not Fraud +682,2/16/2023 9:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",42,AP40AA3344,Not Fraud +683,2/17/2023 14:45,Truck,FTG-657-PLN-104,C-103,Express,Large,290,70,"13.042660878688794, 77.47580097259879",57,AP41BB5566,Fraud +684,2/18/2023 20:30,Van,FTG-410-IJK-570,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",48,AP42CC7788,Not Fraud +685,2/19/2023 3:15,Sedan,FTG-671-WSX-982,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",52,AP43DD9900,Not Fraud +686,2/20/2023 9:00,SUV,FTG-660-RST-830,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",45,AP44EE1122,Not Fraud +687,2/21/2023 15:45,Bus ,FTG-685-ZXC-761,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",59,AP45FF3344,Not Fraud +688,2/22/2023 21:35,Car,FTG-692-BVC-651,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",53,AP46GG5566,Not Fraud +689,2/23/2023 4:20,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",47,AP47HH7788,Not Fraud +690,2/24/2023 10:10,Truck,FTG-130-XYZ-460,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",51,AP48II9900,Not Fraud +691,2/25/2023 16:05,Van,FTG-813-POI-372,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",44,AP49JJ1122,Not Fraud +692,2/26/2023 22:55,Sedan,FTG-470-PQR-720,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",58,AP50KK3344,Fraud +693,2/27/2023 5:40,SUV,FTG-827-HGT-172,B-102,Express,Large,130,0,"13.042660878688794, 77.47580097259879",54,GA02CD5678,Fraud +694,2/28/2023 11:30,Bus ,FTG-834-RFV-792,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",43,GA03EF9101,Not Fraud +695,3/1/2023 17:20,Car,FTG-720-ABC-360,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",56,GA04GH1122,Not Fraud +696,3/2/2023 0:10,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",50,GA05IJ3344,Not Fraud +697,3/3/2023 6:05,Truck,FTG-877-LMK-129,C-103,Express,Large,290,60,"13.042660878688794, 77.47580097259879",45,GA06KL5566,Fraud +698,3/4/2023 11:50,Van,FTG-878-NJH-872,B-102,Regular,Medium,110,0,"13.042660878688794, 77.47580097259879",55,GA07MN7788,Fraud +699,3/5/2023 18:35,Sedan,FTG-380-DEF-920,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",48,GA08OP9900,Not Fraud +700,3/6/2023 1:20,SUV,FTG-880-TGB-212,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",60,GA09QR1122,Not Fraud +701,3/7/2023 7:10,Bus ,FTG-881-BVC-972,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",42,GA10ST3344,Fraud +702,3/8/2023 13:05,Car,FTG-882-XCV-672,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",57,GA11UV5566,Not Fraud +703,3/9/2023 18:50,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",49,GA12WX7788,Not Fraud +704,3/10/2023 1:35,Truck,FTG-884-POU-072,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",52,GA13YZ9900,Not Fraud +705,3/11/2023 7:25,Van,FTG-885-ZXC-772,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",46,GA14AA1122,Fraud +706,3/12/2023 13:20,Sedan,FTG-886-PLM-422,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",58,GA15BB3344,Not Fraud +707,3/13/2023 20:05,SUV,FTG-887-HGT-129,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",53,GA16CC5566,Not Fraud +708,3/14/2023 2:50,Bus ,FTG-630-HGT-180,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",47,GA17DD7788,Not Fraud +709,3/15/2023 8:40,Car,FTG-889-QAZ-523,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",51,GA18EE9900,Not Fraud +710,3/16/2023 14:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",44,GA19FF1122,Not Fraud +711,3/17/2023 21:15,Truck,FTG-891-YUI-972,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",59,GA20GG3344,Fraud +712,3/18/2023 4:00,Van,FTG-892-BVC-552,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",54,GA21HH5566,Not Fraud +713,3/19/2023 9:45,Sedan,FTG-890-UVW-540,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",43,GA22II7788,Not Fraud +714,3/20/2023 16:30,SUV,FTG-894-KJH-052,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",56,GA23JJ9900,Fraud +715,3/21/2023 22:20,Bus ,FTG-895-EDC-754,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",50,GA24KK1122,Fraud +716,3/22/2023 5:05,Car,FTG-896-LMK-436,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",45,GA25LL3344,Not Fraud +717,3/23/2023 10:55,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,GA26MM5566,Not Fraud +718,3/24/2023 16:50,Truck,FTG-898-VFR-873,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",48,GA27NN7788,Not Fraud +719,3/25/2023 22:35,Van,FTG-899-WSX-542,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",60,GA28OO9900,Fraud +720,3/26/2023 5:20,Sedan,FTG-900-QAZ-212,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",42,GA29PP1122,Not Fraud +721,3/27/2023 11:10,SUV,FTG-100-XYZ-982,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",57,GA30QQ3344,Not Fraud +722,3/28/2023 17:00,Bus ,FTG-350-MNO-890,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",49,KA47WX6779,Fraud +723,3/29/2023 0:45,Car,FTG-100-PQR-322,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",52,KA50YZ0173,Fraud +724,3/30/2023 6:35,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",46,KA53AB2375,Not Fraud +725,3/31/2023 12:30,Truck,FTG-100-LMN-762,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,KA56CD6779,Not Fraud +726,4/1/2023 19:15,Van,FTG-100-GHI-412,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",53,KA59EF0173,Not Fraud +727,4/2/2023 2:00,Sedan,FTG-100-JKL-119,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",47,KA62GH4577,Not Fraud +728,4/3/2023 7:45,SUV,FTG-600-IJK-420,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",51,KA65IJ8971,Not Fraud +729,4/4/2023 13:35,Bus ,FTG-109-RST-523,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KA68KL2375,Not Fraud +730,4/5/2023 19:30,Car,FTG-170-RST-750,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",59,KA02WX6789,Not Fraud +731,4/6/2023 2:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",54,KA05YZ0173,Not Fraud +732,4/7/2023 8:05,Truck,FTG-112-ZXC-624,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",43,KA08AB2745,Fraud +733,4/8/2023 13:55,Van,FTG-113-POI-010,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA11CD6779,Not Fraud +734,4/9/2023 20:40,Sedan,FTG-114-KJH-011,A-101,Regular,Medium,100,0,"13.042660878688794, 77.47580097259879",50,KA14EF0123,Fraud +735,4/10/2023 4:30,SUV,FTG-520-XYZ-210,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA17GH4567,Not Fraud +736,5/26/2023 21:45,Bus ,FTG-116-NBH-411,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KA20IJ8901,Not Fraud +737,7/29/2023 8:15,Car,FTG-017-LKI-111,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",48,KA23KL2375,Not Fraud +738,9/27/2023 19:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,KA26MN6779,Not Fraud +739,1/1/2023 8:15,Truck,FTG-019-FRD-566,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",42,KA29OP0173,Fraud +740,6/14/2023 13:30,Van,FTG-020-TYU-222,B-102,Regular,Medium,110,90,"13.042660878688794, 77.47580097259879",57,KA32QR4577,Fraud +741,4/10/2023 4:30,Sedan,FTG-770-PQR-680,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",49,KA35ST8401,Not Fraud +742,7/29/2023 8:15,SUV,FTG-022-XSW-632,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",52,KA38UV2445,Not Fraud +743,10/16/2023 8:15,Bus ,FTG-023-NMK-222,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",46,KA41WX6489,Fraud +744,11/23/2023 0:00,Car,FTG-330-ABC-392,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",58,KA44YZ0122,Not Fraud +745,12/28/2023 2:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",53,KA47AB2345,Not Fraud +746,2/12/2023 4:30,Truck,FTG-126-PLM-131,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",47,KA50CD6789,Fraud +747,3/18/2023 6:45,Van,FTG-680-DEF-850,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",20,KA53EF0123,Fraud +748,4/23/2023 9:00,Sedan,FTG-128-WSX-861,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",21,KA56GH4567,Not Fraud +749,5/29/2023 11:15,SUV,FTG-250-HGT-120,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",22,KA59IJ8901,Not Fraud +750,7/3/2023 13:30,Bus ,FTG-130-LPO-261,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",23,KA62KL2445,Fraud +751,8/8/2023 15:45,Car,FTG-510-UVW-690,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",24,KA65MN6489,Not Fraud +752,9/13/2023 18:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",25,KA68OP4123,Not Fraud +753,10/18/2023 20:15,Truck,FTG-133-JOP-362,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",26,AP71QR4567,Not Fraud +754,11/23/2023 22:30,Van,FTG-510-MNO-262,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",27,AP74ST8901,Not Fraud +755,12/29/2023 0:45,Sedan,FTG-760-MNO-250,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",28,AP77UV2345,Not Fraud +756,2/13/2023 3:00,SUV,FTG-512-ZXC-662,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",29,AP80WX6789,Not Fraud +757,3/19/2023 5:15,Bus ,FTG-513-POI-372,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",30,AP83YZ0123,Not Fraud +758,4/24/2023 7:30,Car,FTG-514-KJH-082,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",31,KA86AB2145,Not Fraud +759,5/30/2023 9:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",32,KA89CD6799,Not Fraud +760,7/4/2023 12:00,Truck,FTG-516-NBH-421,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",33,KA92EF0143,Not Fraud +761,8/9/2023 14:15,Van,FTG-517-LKI-191,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",34,KA95GH4467,Fraud +762,9/14/2023 16:30,Sedan,FTG-518-UYT-801,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",35,KA98IJ8801,Not Fraud +763,10/19/2023 18:45,SUV,FTG-519-FRD-591,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",36,KA01KL2345,Not Fraud +764,11/24/2023 21:00,Bus ,FTG-520-TYU-221,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",37,KA04MN6789,Not Fraud +765,12/30/2023 23:15,Car,FTG-521-BVC-981,A-101,Express,Small,60,100,"13.042660878688794, 77.47580097259879",38,KA07OP0123,Fraud +766,2/14/2023 1:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",39,KA10QR4565,Not Fraud +767,3/20/2023 3:45,Truck,FTG-523-NMK-322,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA13ST8901,Not Fraud +768,4/25/2023 6:00,Van,FTG-524-CDE-092,B-102,Regular,Medium,110,90,"13.042660878688794, 77.47580097259879",76,KA16UV2345,Fraud +769,5/31/2023 8:15,Sedan,FTG-525-VBN-762,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",89,KA19WX6789,Not Fraud +770,7/5/2023 10:30,SUV,FTG-526-PLM-422,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA22YZ0123,Not Fraud +771,8/10/2023 12:45,Bus ,FTG-430-IJK-570,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA25AB2345,Not Fraud +772,9/15/2023 15:00,Car,FTG-680-RST-830,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",67,KA28CD6789,Not Fraud +773,10/20/2023 17:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",87,KA31EF0123,Not Fraud +774,11/25/2023 19:30,Truck,FTG-530-LPO-212,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA34GH4567,Not Fraud +775,12/31/2023 21:45,Van,FTG-531-ZAS-982,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",34,KA37IJ8901,Not Fraud +776,2/16/2023 0:00,Sedan,FTG-532-IXC-651,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",78,KA40KL2345,Not Fraud +777,3/22/2023 2:15,SUV,FTG-150-XYZ-460,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA43MN6789,Not Fraud +778,4/27/2023 4:30,Bus ,FTG-534-RFV-091,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",87,KA46OP0123,Fraud +779,6/2/2023 6:45,Car,FTG-490-PQR-720,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",66,KA49QR4567,Fraud +780,7/7/2023 9:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",89,KA52ST8901,Not Fraud +781,8/12/2023 11:15,Truck,FTG-537-NJI-101,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA55UV2345,Not Fraud +782,9/17/2023 13:30,Van,FTG-740-ABC-360,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",34,KA58WX6789,Not Fraud +783,10/22/2023 15:45,Sedan,FTG-539-UTY-542,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",98,KA61YZ0123,Not Fraud +784,11/27/2023 18:00,SUV,FTG-540-POU-212,B-102,Regular,Large,130,110,"13.042660878688794, 77.47580097259879",22,KA64AB2345,Fraud +785,1/1/2023 20:15,Bus ,FTG-541-ZXC-994,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",23,KA67CD6789,Fraud +786,2/17/2023 22:30,Car,FTG-542-VBN-653,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",10,KA70EF0123,Not Fraud +787,3/24/2023 0:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",67,KA73GH4567,Not Fraud +788,4/29/2023 3:00,Truck,FTG-544-MKH-092,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",87,KA76IJ8901,Not Fraud +789,6/4/2023 5:15,Van,FTG-545-DCF-762,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",65,KA79KL2345,Not Fraud +790,7/9/2023 7:30,Sedan,FTG-546-POI-431,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",34,KA82MN6789,Not Fraud +791,8/14/2023 9:45,SUV,FTG-400-DEF-920,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",87,KA85OP0123,Fraud +792,9/19/2023 12:00,Bus ,FTG-548-JKL-871,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",35,KA88QR4567,Not Fraud +793,10/24/2023 14:15,Car,FTG-549-RFD-541,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",32,KA91ST8901,Not Fraud +794,11/29/2023 16:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA94UV2345,Not Fraud +795,1/3/2023 18:45,Truck,FTG-551-YUI-981,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",34,KA97WX6789,Not Fraud +796,2/8/2023 21:00,Van,FTG-552-BVC-652,B-102,Regular,Medium,110,60,"13.042660878688794, 77.47580097259879",65,KA02YZ0223,Fraud +797,3/15/2023 23:15,Sedan,FTG-553-NBH-322,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",23,KA05AB2845,Fraud +798,4/21/2023 1:30,SUV,FTG-554-KJH-091,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",65,KA08CD6779,Not Fraud +799,5/26/2023 3:45,Bus ,FTG-555-EDC-762,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",34,KA11EF0143,Not Fraud +800,7/1/2023 6:00,Car,FTG-556-LMK-431,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA14GH4557,Not Fraud +801,8/6/2023 8:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,KA17IJ8991,Not Fraud +802,9/11/2023 10:30,Truck,FTG-558-VFR-872,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",67,KA20KL2335,Not Fraud +803,10/16/2023 12:45,Van,FTG-559-WSX-542,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA23MN6759,Not Fraud +804,11/21/2023 15:00,Sedan,FTG-650-HGT-180,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",76,KA26OP0113,Fraud +805,12/26/2023 17:15,SUV,FTG-561-POU-982,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA29QR4537,Not Fraud +806,2/9/2023 19:30,Bus ,FTG-562-NJH-651,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",76,KA32ST8921,Fraud +807,3/16/2023 21:45,Car,FTG-563-ZXC-325,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",45,KA35UV2335,Not Fraud +808,4/22/2023 0:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA38WX6779,Not Fraud +809,5/28/2023 2:15,Truck,FTG-565-LKJ-744,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA41YZ0223,Not Fraud +810,7/2/2023 4:30,Van,FTG-566-HGT-434,B-102,Regular,Medium,110,100,"13.042660878688794, 77.47580097259879",65,KA44AB2325,Fraud +811,8/7/2023 6:45,Sedan,FTG-567-MKF-104,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",98,KA47CD6729,Not Fraud +812,9/12/2023 9:00,SUV,FTG-910-UVW-540,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",76,KA50EF0133,Not Fraud +813,10/17/2023 11:15,Bus ,FTG-569-NBH-544,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA53GH4467,Not Fraud +814,11/22/2023 13:30,Car,FTG-570-POI-214,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",88,KA56IJ4901,Not Fraud +815,12/27/2023 15:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA59KL2445,Not Fraud +816,2/11/2023 18:00,Truck,FTG-572-QAZ-653,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA62MN6489,Not Fraud +817,3/17/2023 20:15,Van,FTG-470-MNO-890,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",86,KA65OP0423,Not Fraud +818,4/22/2023 22:30,Sedan,FTG-574-VFR-093,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",98,KA68QR4467,Fraud +819,5/29/2023 0:45,SUV,FTG-575-YUI-764,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",67,KA71ST8941,Not Fraud +820,7/3/2023 3:00,Bus ,FTG-576-CDE-433,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",98,KA74UV2445,Not Fraud +821,8/8/2023 5:15,Car,FTG-577-LMK-103,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",67,KA77WX6449,Fraud +822,9/13/2023 7:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",56,KA80YZ0143,Not Fraud +823,10/18/2023 9:45,Truck,FTG-579-RFD-542,C-103,Express,Large,290,0,"13.042660878688794, 77.47580097259879",87,KA83AB2145,Fraud +824,11/23/2023 12:00,Van,FTG-580-TGB-212,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA86CD6799,Not Fraud +825,12/28/2023 14:15,Sedan,FTG-720-IJK-420,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",87,KA89EF0193,Not Fraud +826,2/12/2023 16:30,SUV,FTG-582-XCV-652,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",67,KA92GH4557,Not Fraud +827,3/18/2023 18:45,Bus ,FTG-190-RST-750,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",76,KA95IJ8801,Not Fraud +828,4/23/2023 21:00,Car,FTG-584-POU-092,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",56,KA98KL1345,Not Fraud +829,5/30/2023 23:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",98,KA02YZ6289,Not Fraud +830,7/5/2023 1:30,Truck,FTG-586-PLM-431,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA05AB0123,Not Fraud +831,8/10/2023 3:45,Van,FTG-587-HGT-101,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",45,KA08CD4567,Fraud +832,9/15/2023 6:00,Sedan,FTG-588-WSX-874,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",55,KA11EF8901,Fraud +833,10/20/2023 8:15,SUV,FTG-589-QAZ-544,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",76,KA14GH2145,Not Fraud +834,11/25/2023 10:30,Bus ,FTG-590-RFD-213,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA17IJ6789,Not Fraud +835,1/1/2023 12:45,Car,FTG-591-YUI-982,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA20KL0123,Not Fraud +836,11/23/2023 0:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,KA23MN4567,Not Fraud +837,12/28/2023 2:15,Truck,FTG-593-NBH-322,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",76,KA26OP8901,Not Fraud +838,2/12/2023 4:30,Van,FTG-594-KJH-092,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",90,KA29QR2345,Not Fraud +839,3/18/2023 6:45,Sedan,FTG-595-EDC-715,A-101,Express,Medium,100,90,"13.042660878688794, 77.47580097259879",78,KA32ST6789,Fraud +840,4/23/2023 9:00,SUV,FTG-596-LMK-431,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",76,KA35UV0113,Fraud +841,5/29/2023 11:15,Bus ,FTG-597-PLN-102,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",89,KA38WX3456,Not Fraud +842,7/3/2023 13:30,Car,FTG-540-XYZ-210,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA41YZ6789,Not Fraud +843,8/8/2023 15:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",80,KA44AB0123,Not Fraud +844,9/13/2023 18:00,Truck,FTG-600-QAZ-211,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",70,KA47CD4567,Not Fraud +845,10/18/2023 20:15,Van,FTG-697-PLN-101,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",60,KA50EF8901,Not Fraud +846,11/23/2023 22:30,Sedan,FTG-698-VFR-871,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",56,KA35UV0123,Fraud +847,12/29/2023 0:45,SUV,FTG-790-PQR-680,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA56IJ6789,Not Fraud +848,2/13/2023 3:00,Bus ,FTG-700-QAZ-211,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KA59KL0123,Not Fraud +849,3/19/2023 5:15,Car,FTG-350-ABC-395,A-101,Express,Small,60,90,"13.042660878688794, 77.47580097259879",65,KA62MN4567,Fraud +850,4/24/2023 7:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA65OP8901,Not Fraud +851,5/30/2023 9:45,Truck,FTG-703-PQR-322,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",87,KA68QR2345,Not Fraud +852,7/4/2023 12:00,Van,FTG-600-DEF-850,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",98,KA71ST6789,Not Fraud +853,8/9/2023 14:15,Sedan,FTG-705-LMN-764,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",45,KA74UV0123,Not Fraud +854,9/14/2023 16:30,SUV,FTG-706-GHI-433,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",35,KA77WX3456,Not Fraud +855,10/19/2023 18:45,Bus ,FTG-707-JKL-107,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",24,KA80YZ6789,Fraud +856,11/24/2023 21:00,Car,FTG-708-UVW-877,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",25,KA83AB0123,Not Fraud +857,12/30/2023 23:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",77,KA86CD4567,Not Fraud +858,2/14/2023 1:30,Truck,FTG-710-MNO-216,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA89EF8901,Not Fraud +859,3/20/2023 3:45,Van,FTG-711-QWE-986,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",90,KA92GH2345,Not Fraud +860,4/25/2023 6:00,Sedan,FTG-712-ZXC-653,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",89,KA95IJ6789,Not Fraud +861,5/31/2023 8:15,SUV,FTG-713-POI-328,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",85,KA98KL0123,Not Fraud +862,7/5/2023 10:30,Bus ,FTG-714-KJH-099,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA01MN4467,Not Fraud +863,8/10/2023 12:45,Car,FTG-715-DCV-764,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",45,KA04OP8901,Not Fraud +864,9/15/2023 15:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",65,KA07QR2345,Not Fraud +865,10/20/2023 17:15,Truck,FTG-717-LKI-103,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA10ST6789,Not Fraud +866,11/25/2023 19:30,Van,FTG-220-HGT-120,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",76,KA13UV0123,Not Fraud +867,12/31/2023 21:45,Sedan,FTG-719-FRD-542,A-101,Express,Medium,100,90,"13.042660878688794, 77.47580097259879",45,KA16WX3456,Fraud +868,2/16/2023 0:00,SUV,FTG-720-TYU-212,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",77,KA19YZ6789,Fraud +869,3/22/2023 2:15,Bus ,FTG-480-UVW-690,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",88,KA22AB0123,Not Fraud +870,4/27/2023 4:30,Car,FTG-722-XSW-652,A-101,Regular,Small,60,0,"13.042660878688794, 77.47580097259879",23,KA25CD4567,Fraud +871,6/2/2023 6:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",34,KA28EF8901,Not Fraud +872,7/7/2023 9:00,Truck,FTG-724-CDE-095,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",65,KA31GH2345,Fraud +873,8/12/2023 11:15,Van,FTG-725-VBN-763,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA34IJ6789,Not Fraud +874,9/17/2023 13:30,Sedan,FTG-730-MNO-250,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",76,KA37KL0123,Not Fraud +875,10/22/2023 15:45,SUV,FTG-727-HGT-102,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",54,KA40MN4567,Not Fraud +876,11/27/2023 18:00,Bus ,FTG-728-WSX-872,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",66,KA43OP8901,Fraud +877,1/1/2023 20:15,Car,FTG-400-IJK-570,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",66,KA46QR2345,Not Fraud +878,2/17/2023 22:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA49ST6789,Not Fraud +879,3/24/2023 0:45,Truck,FTG-650-RST-830,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",77,KA52UV0123,Not Fraud +880,4/29/2023 3:00,Van,FTG-732-IXC-652,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",44,KA55WX3456,Not Fraud +881,6/4/2023 5:15,Sedan,FTG-733-JOP-322,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",60,KA58YZ6789,Not Fraud +882,7/9/2023 7:30,SUV,FTG-120-XYZ-460,B-102,Regular,Large,130,90,"13.042660878688794, 77.47580097259879",70,KA61AB0123,Fraud +883,8/14/2023 9:45,Bus ,FTG-735-EDC-763,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",77,KA64CD4567,Not Fraud +884,9/19/2023 12:00,Car,FTG-736-OKM-431,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",55,KA67EF8401,Not Fraud +885,10/24/2023 14:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",65,KA70GH2345,Not Fraud +886,11/29/2023 16:30,Truck,FTG-738-LKJ-872,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",75,KA73IJ6789,Not Fraud +887,1/3/2023 18:45,Van,FTG-739-UTY-542,B-102,Express,Medium,110,90,"13.042660878688794, 77.47580097259879",85,KA76KL0123,Fraud +888,2/8/2023 21:00,Sedan,FTG-740-POU-211,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",95,KA79MN4567,Not Fraud +889,3/15/2023 23:15,SUV,FTG-741-ZXC-981,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",90,KA82OP8901,Not Fraud +890,4/21/2023 1:30,Bus ,FTG-742-VBN-651,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",88,KA85QR2345,Fraud +891,5/26/2023 3:45,Car,FTG-460-PQR-720,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA88ST6789,Not Fraud +892,7/1/2023 6:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",90,KA91UV0123,Not Fraud +893,8/6/2023 8:15,Truck,FTG-745-DCF-762,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA94WX3456,Not Fraud +894,9/11/2023 10:30,Van,FTG-710-ABC-360,B-102,Regular,Medium,110,90,"13.042660878688794, 77.47580097259879",78,KA97YZ6789,Fraud +895,10/16/2023 12:45,Sedan,FTG-747-XCV-102,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",89,KA02AB0123,Not Fraud +896,11/21/2023 15:00,SUV,FTG-748-JKL-872,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",99,KA05CD4567,Not Fraud +897,12/26/2023 17:15,Bus ,FTG-749-RFD-542,C-103,Express,Large,290,110,"13.042660878688794, 77.47580097259879",98,KA08EF8901,Fraud +898,2/9/2023 19:30,Car,FTG-370-DEF-920,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA11GH2345,Not Fraud +899,3/16/2023 21:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",68,KA14IJ6789,Not Fraud +900,4/22/2023 0:00,Truck,FTG-752-BVC-652,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA17KL0123,Not Fraud +901,5/28/2023 2:15,Van,FTG-620-HGT-180,B-102,Express,Medium,110,0,"13.042660878688794, 77.47580097259879",23,KA20MN4567,Fraud +902,7/2/2023 4:30,Sedan,FTG-754-KJH-092,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",35,KA23OP8901,Fraud +903,8/7/2023 6:45,SUV,FTG-755-EDC-761,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",75,KA26QR2345,Not Fraud +904,9/12/2023 9:00,Bus ,FTG-756-LMK-436,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",80,KA29ST6789,Not Fraud +905,10/17/2023 11:15,Car,FTG-757-PLN-102,A-101,Express,Small,60,100,"13.042660878688794, 77.47580097259879",88,KA32UV0123,Fraud +906,11/22/2023 13:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA35WX3456,Not Fraud +907,12/27/2023 15:45,Truck,FTG-759-WSX-542,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",75,KA38YZ6789,Fraud +908,2/11/2023 18:00,Van,FTG-760-QAZ-212,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",46,KA41AB0123,Not Fraud +909,3/17/2023 20:15,Sedan,FTG-880-UVW-540,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",47,KA44CD4567,Not Fraud +910,4/22/2023 22:30,SUV,FTG-762-NJH-657,B-102,Regular,Large,130,110,"13.042660878688794, 77.47580097259879",89,KA47EF8901,Fraud +911,5/29/2023 0:45,Bus ,FTG-440-MNO-890,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",90,KA50GH2345,Not Fraud +912,7/3/2023 3:00,Car,FTG-764-OKM-092,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",87,KA53IJ6789,Not Fraud +913,8/8/2023 5:15,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",96,KA56KL0123,Not Fraud +914,9/13/2023 7:30,Truck,FTG-690-IJK-420,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",67,KA59MN4567,Fraud +915,10/18/2023 9:45,Van,FTG-767-MKF-102,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",65,KA62OP8901,Not Fraud +916,11/23/2023 12:00,Sedan,FTG-260-RST-750,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",66,KA65QR2345,Not Fraud +917,12/28/2023 14:15,SUV,FTG-769-NBH-541,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",67,KA68ST6789,Not Fraud +918,2/12/2023 16:30,Bus ,FTG-770-POI-212,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",68,KA71UV0123,Not Fraud +919,3/18/2023 18:45,Car,FTG-510-XYZ-210,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",69,KA74WX3456,Fraud +920,4/23/2023 21:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",70,KA77YZ6789,Not Fraud +921,5/30/2023 23:15,Truck,FTG-773-KJH-323,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",71,KA80AB0123,Not Fraud +922,7/5/2023 1:30,Van,FTG-774-VFR-095,B-102,Regular,Medium,110,60,"13.042660878688794, 77.47580097259879",72,KA83CD4567,Fraud +923,8/10/2023 3:45,Sedan,FTG-775-YUI-764,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",73,KA86EF8901,Not Fraud +924,9/15/2023 6:00,SUV,FTG-776-CDE-434,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",74,KA89GH2345,Not Fraud +925,10/20/2023 8:15,Bus ,FTG-777-LMK-106,C-103,Express,Large,290,190,"13.042660878688794, 77.47580097259879",75,KA92IJ6789,Fraud +926,11/25/2023 10:30,Car,FTG-760-PQR-680,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA95KL0123,Not Fraud +927,1/1/2023 12:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",77,KA98MN4167,Not Fraud +928,8/1/2023 20:15,Truck,FTG-780-TGB-213,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA02OP0423,Not Fraud +929,1/1/2023 8:17,Van,FTG-781-BVC-985,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",79,KA05QR4367,Not Fraud +930,2/5/2023 12:42,Sedan,FTG-782-XCV-657,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",80,KA08ST8401,Fraud +931,3/12/2023 16:20,SUV,FTG-783-LKJ-323,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",81,KA11UV2445,Fraud +932,4/20/2023 9:55,Bus ,FTG-784-POU-093,C-103,Regular,Large,290,120,"13.042660878688794, 77.47580097259879",82,KA14WX6749,Fraud +933,5/25/2023 14:30,Car,FTG-785-ZXC-765,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",83,KA17YZ0423,Not Fraud +934,6/30/2023 18:10,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",84,KA20AB2335,Not Fraud +935,8/7/2023 21:48,Truck,FTG-787-HGT-103,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",85,KA23CD6739,Not Fraud +936,9/15/2023 5:25,Van,FTG-788-WSX-873,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",86,KA26EF0323,Not Fraud +937,10/22/2023 10:02,Sedan,FTG-789-QAZ-543,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",87,KA29GH4367,Fraud +938,11/27/2023 13:40,SUV,FTG-330-ABC-395,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",88,KA32IJ8902,Not Fraud +939,1/2/2023 8:18,Bus ,FTG-791-YUI-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",89,KA35KL2145,Not Fraud +940,2/6/2023 12:45,Car,FTG-580-DEF-850,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA38MN6289,Not Fraud +941,3/13/2023 16:23,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA41QR0223,Not Fraud +942,4/21/2023 10:00,Truck,FTG-794-KJH-094,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA44ST4467,Not Fraud +943,5/26/2023 14:35,Van,FTG-795-EDC-763,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",57,KA47UV8401,Not Fraud +944,7/1/2023 18:15,Sedan,FTG-190-HGT-120,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",58,KA50WX2335,Not Fraud +945,8/8/2023 21:53,SUV,FTG-797-PLN-100,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",59,KA53YZ6899,Not Fraud +946,9/16/2023 5:30,Bus ,FTG-798-VFR-873,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA56AB0223,Not Fraud +947,10/23/2023 10:08,Car,FTG-440-UVW-690,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",61,KA59CD4467,Fraud +948,11/28/2023 13:45,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",62,KA62EF3901,Not Fraud +949,1/3/2023 8:22,Truck,FTG-801-XYZ-983,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",63,KA65GH2445,Not Fraud +950,2/7/2023 12:48,Van,FTG-802-ABC-652,B-102,Regular,Medium,110,60,"13.042660878688794, 77.47580097259879",56,KA68IJ6769,Fraud +951,3/14/2023 16:26,Sedan,FTG-803-PQR-322,A-101,Express,Medium,100,90,"13.042660878688794, 77.47580097259879",90,KA71KL0323,Fraud +952,4/22/2023 10:03,SUV,FTG-804-DEF-092,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",90,KA74MN4467,Not Fraud +953,5/27/2023 14:39,Bus ,FTG-805-LMN-762,C-103,Express,Large,290,60,"13.042660878688794, 77.47580097259879",55,KA77OP8701,Fraud +954,7/2/2023 18:18,Car,FTG-690-MNO-250,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",82,KA80QR2545,Not Fraud +955,8/9/2023 21:56,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",63,KA83ST6689,Not Fraud +956,9/17/2023 5:33,Truck,FTG-809-RST-547,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",90,KA86UV0623,Fraud +957,10/24/2023 10:15,Van,FTG-809-RST-542,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",48,KA89WX4967,Not Fraud +958,11/29/2023 13:50,Sedan,FTG-810-MNO-212,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",76,KA92YZ8601,Not Fraud +959,1/4/2023 8:25,SUV,FTG-811-QWE-982,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",58,KA95AB2245,Not Fraud +960,2/8/2023 12:52,Bus ,FTG-812-ZXC-651,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",87,KA98CD6779,Not Fraud +961,3/15/2023 16:29,Car,FTG-813-POI-320,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",67,KA01EF0133,Not Fraud +962,4/23/2023 10:07,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",94,KA04GH4557,Not Fraud +963,5/28/2023 14:42,Truck,FTG-815-DCV-761,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",71,KA07IJ8801,Not Fraud +964,7/3/2023 18:22,Van,FTG-816-NBH-433,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",89,KA10KL2445,Not Fraud +965,8/10/2023 22:00,Sedan,FTG-817-LKI-104,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",52,KA13MN6889,Not Fraud +966,9/18/2023 5:35,SUV,FTG-818-UYT-873,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",79,MH16OP0123,Not Fraud +967,10/25/2023 10:23,Bus ,FTG-819-FRD-520,C-103,Express,Large,290,130,"13.042660878688794, 77.47580097259879",66,MH19QR4567,Fraud +968,11/30/2023 13:55,Car,FTG-820-TYU-211,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",95,MH22ST8901,Not Fraud +969,1/5/2023 8:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",44,MH25UV2345,Not Fraud +970,2/9/2023 12:55,Truck,FTG-822-XSW-651,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",78,MH02CD5678,Fraud +971,3/16/2023 16:32,Van,FTG-823-NMK-321,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",61,MH03EF9101,Not Fraud +972,4/24/2023 10:10,Sedan,FTG-824-CDE-191,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",85,MH04GH1122,Fraud +973,5/29/2023 14:47,SUV,FTG-825-VBN-762,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",49,MH05IJ3344,Not Fraud +974,7/4/2023 18:25,Bus ,FTG-826-PLM-431,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",74,MH06KL5566,Fraud +975,8/11/2023 22:03,Car,FTG-827-HGT-102,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",69,MH07MN7788,Not Fraud +976,9/19/2023 5:40,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",92,MH08OP9900,Not Fraud +977,10/26/2023 10:30,Truck,FTG-829-QAZ-541,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",57,MH09QR1122,Not Fraud +978,12/1/2023 14:07,Van,FTG-831-ZAS-987,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",83,MH10ST3344,Not Fraud +979,1/6/2023 8:32,Sedan,FTG-832-IXC-651,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",68,MH11UV5566,Not Fraud +980,2/10/2023 13:00,SUV,FTG-833-JOP-329,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",96,MH12WX7788,Not Fraud +981,3/17/2023 16:38,Bus ,FTG-834-RFV-092,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,MH13YZ9900,Not Fraud +982,4/25/2023 10:15,Car,FTG-123-ABC-789,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",81,MH14AA1122,Not Fraud +983,5/30/2023 15:52,Motorcycle,FTG-456-DEF-012,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,MH15BB3344,Not Fraud +984,7/5/2023 19:30,Truck,FTG-789-GHI-345,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",88,MH16CC5566,Not Fraud +985,8/12/2023 22:08,Van,FTG-012-JKL-678,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",53,MH17DD7788,Fraud +986,9/20/2023 5:45,Sedan,FTG-345-MNO-901,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",77,MH18EE9900,Fraud +987,10/27/2023 10:37,SUV,FTG-678-PQR-234,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",64,MH19FF1122,Not Fraud +988,12/2/2023 14:15,Bus ,FTG-901-STU-567,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",91,MH20GG3344,Fraud +989,1/7/2023 8:36,Car,FTG-234-VWX-890,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",50,MH01AB1234,Not Fraud +990,2/11/2023 13:05,Motorcycle,FTG-567-YZA-123,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",75,GA01CD5678,Not Fraud +991,3/18/2023 16:43,Truck,FTG-890-BCD-456,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",59,MH01EF9012,Fraud +992,4/26/2023 10:20,Van,FTG-123-EFG-789,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",84,AP02GH3456,Not Fraud +993,5/31/2023 15:57,Sedan,FTG-456-HIJ-012,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",66,GA02IJ7890,Not Fraud +994,7/6/2023 19:35,SUV,FTG-789-KLM-345,B-102,Regular,Large,130,60,"13.042660878688794, 77.47580097259879",93,MH02KL1234,Fraud +995,8/13/2023 22:13,Bus ,FTG-012-NOP-678,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",45,AP03MN5678,Fraud +996,9/21/2023 5:50,Car,FTG-345-QRS-901,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",80,GA03OP9012,Not Fraud +997,10/28/2023 10:44,Motorcycle,FTG-678-TUV-234,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",62,MH03QR3456,Not Fraud +998,12/3/2023 14:23,Truck,FTG-901-WXY-567,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",86,AP04ST7890,Fraud +999,1/8/2023 8:39,Van,FTG-234-ZAB-890,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",51,GA04UV1234,Not Fraud +1000,2/12/2023 13:10,Sedan,FTG-567-CDE-123,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",73,MH04WX5678,Not Fraud +1001,3/19/2023 16:48,SUV,FTG-890-FGH-456,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",56,AP05YZ9012,Not Fraud +1002,4/27/2023 10:25,Bus ,FTG-123-IJK-789,C-103,Regular,Large,340,60,"12.84197701525119, 77.67547528176169",82,GA05AB1234,Fraud +1003,6/1/2023 16:02,Car,FTG-456-LMN-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",70,MH05CD5678,Not Fraud +1004,7/7/2023 19:40,Motorcycle,FTG-789-OPQ-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",97,AP06EF9012,Not Fraud +1005,8/14/2023 22:18,Truck,FTG-012-RST-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",47,GA06GH3456,Not Fraud +1006,9/22/2023 5:55,Van,FTG-345-UVW-901,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",84,MH06IJ7890,Fraud +1007,10/29/2023 10:51,Sedan,FTG-678-XYZ-234,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",65,AP07KL1234,Not Fraud +1008,12/4/2023 14:30,SUV,FTG-901-BCA-567,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",92,GA07MN5678,Not Fraud +1009,1/9/2023 8:42,Bus ,FTG-234-DEF-890,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",53,MH07OP9012,Fraud +1010,2/13/2023 13:15,Car,FTG-567-GHI-123,A-101,Regular,Small,100,90,"12.84197701525119, 77.67547528176169",79,AP08QR3456,Fraud +1011,3/20/2023 16:54,Motorcycle,FTG-890-JKL-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",61,GA08ST7890,Not Fraud +1012,4/28/2023 10:30,Truck,FTG-123-MNO-789,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",89,MH08UV1234,Fraud +1013,6/2/2023 16:08,Van,FTG-456-PQR-012,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",44,AP09WX5678,Fraud +1014,7/8/2023 19:45,Sedan,FTG-789-STU-345,A-101,Regular,Medium,120,90,"12.84197701525119, 77.67547528176169",78,GA09YZ9012,Fraud +1015,8/15/2023 22:23,SUV,FTG-012-VWX-678,B-102,Express,Large,150,90,"12.84197701525119, 77.67547528176169",67,MH09AB1234,Fraud +1016,9/23/2023 6:00,Bus ,FTG-345-YZA-901,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",95,AP10CD5678,Fraud +1017,10/30/2023 11:00,Car,FTG-678-BCD-234,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",55,GA10EF9012,Not Fraud +1018,12/5/2023 14:37,Motorcycle,FTG-901-EFG-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",80,MH10GH3456,Not Fraud +1019,1/10/2023 8:46,Truck,FTG-234-HIJ-890,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",62,AP11IJ7890,Fraud +1020,2/14/2023 13:20,Van,FTG-567-KLM-123,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",87,GA11KL1234,Fraud +1021,3/21/2023 17:00,Sedan,FTG-890-NOP-456,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",47,MH11MN5678,Fraud +1022,4/29/2023 10:35,SUV,FTG-123-QRS-789,B-102,Regular,Large,150,120,"12.84197701525119, 77.67547528176169",73,AP12OP9012,Fraud +1023,6/3/2023 16:13,Bus ,FTG-456-TUV-012,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",68,GA12QR3456,Fraud +1024,7/9/2023 19:50,Car,FTG-789-WXY-345,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",91,MH12ST7890,Not Fraud +1025,8/16/2023 22:27,Motorcycle,FTG-012-ZAB-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,AP13UV1234,Not Fraud +1026,9/24/2023 6:05,Truck,FTG-345-CDE-901,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",82,GA13WX5678,Fraud +1027,10/31/2023 11:07,Van,FTG-678-FGH-234,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",56,MH13YZ9012,Not Fraud +1028,12/6/2023 14:44,Sedan,FTG-901-IJK-567,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",84,AP14AB1234,Not Fraud +1029,1/11/2023 8:49,SUV,FTG-234-LMN-890,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",69,GA14CD5678,Not Fraud +1030,2/15/2023 13:25,Bus ,FTG-567-OPQ-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",94,MH14EF9012,Not Fraud +1031,3/22/2023 17:05,Car,FTG-890-RST-456,A-101,Express,Small,100,60,"12.84197701525119, 77.67547528176169",49,AP15GH3456,Fraud +1032,4/30/2023 10:40,Motorcycle,FTG-123-UVW-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",76,GA15IJ7890,Not Fraud +1033,6/4/2023 16:18,Truck,FTG-456-XYZ-012,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",63,MH15KL1234,Fraud +1034,7/10/2023 19:55,Van,FTG-789-BCA-345,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,AP16MN5678,Not Fraud +1035,8/17/2023 22:32,Sedan,FTG-012-DEF-678,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",74,GA16OP9012,Not Fraud +1036,9/25/2023 6:10,SUV,FTG-345-GHI-901,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,MH16QR3456,Not Fraud +1037,11/1/2023 11:14,Bus ,FTG-678-JKL-234,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",61,AP17ST7890,Not Fraud +1038,12/7/2023 14:51,Car,FTG-901-MNO-567,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,GA17UV1234,Not Fraud +1039,1/12/2023 8:52,Motorcycle,FTG-234-PQR-890,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,MH17WX5678,Not Fraud +1040,2/16/2023 13:30,Truck,FTG-567-STU-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",79,AP18YZ9012,Not Fraud +1041,3/23/2023 17:11,Van,FTG-890-VWX-456,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",66,GA18AB1234,Not Fraud +1042,5/1/2023 10:45,Sedan,FTG-123-YZA-789,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",90,MH18CD5678,Fraud +1043,6/5/2023 16:23,SUV,FTG-456-BCD-012,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",48,AP19EF9012,Not Fraud +1044,7/11/2023 20:00,Bus ,FTG-789-EFG-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,GA19GH3456,Not Fraud +1045,8/18/2023 22:36,Car,FTG-012-HIJ-678,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",60,MH19IJ7890,Fraud +1046,9/26/2023 6:15,Motorcycle,FTG-345-KLM-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,AP20KL1234,Not Fraud +1047,11/2/2023 11:20,Truck,FTG-678-NOP-234,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",71,GA20MN5678,Not Fraud +1048,12/8/2023 14:58,Van,FTG-901-QRS-567,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",97,MH20OP9012,Not Fraud +1049,1/1/2023 8:18,Sedan,FTG-234-TUV-890,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",46,AP21QR3456,Not Fraud +1050,1/2/2023 12:48,SUV,FTG-567-WXY-123,B-102,Regular,Large,150,90,"12.84197701525119, 77.67547528176169",81,GA21ST7890,Fraud +1051,1/3/2023 16:35,Bus ,FTG-890-ZAB-456,C-103,Express,Large,340,120,"12.84197701525119, 77.67547528176169",64,MH21UV1234,Fraud +1052,1/4/2023 22:15,Car,FTG-123-CDE-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,AP22WX5678,Not Fraud +1053,1/5/2023 5:45,Motorcycle,FTG-456-FGH-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",57,GA22YZ9012,Not Fraud +1054,4/1/2023 12:15,Truck,FTG-789-IJK-345,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",86,MH22AB1234,Fraud +1055,4/2/2023 16:45,Van,FTG-012-LMN-678,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",57,AP23CD5678,Not Fraud +1056,4/3/2023 20:30,Sedan,FTG-345-OPQ-901,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",84,GA23EF9012,Not Fraud +1057,4/4/2023 2:10,SUV,FTG-678-RST-234,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",66,MH23GH3456,Fraud +1058,4/5/2023 9:40,Bus ,FTG-901-UVW-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",91,AP24IJ7890,Not Fraud +1059,4/6/2023 15:20,Car,FTG-234-XYZ-890,A-101,Express,Small,100,90,"12.84197701525119, 77.67547528176169",49,GA24KL1234,Fraud +1060,4/7/2023 18:55,Motorcycle,FTG-567-BCA-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",77,MH24MN5678,Not Fraud +1061,4/8/2023 22:25,Truck,FTG-890-DEF-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",59,AP25OP9012,Not Fraud +1062,4/9/2023 4:05,Van,FTG-123-GHI-789,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,GA25QR3456,Not Fraud +1063,4/10/2023 8:35,Sedan,FTG-456-JKL-012,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",68,MH25ST7890,Fraud +1064,4/11/2023 12:00,SUV,FTG-789-MNO-345,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",93,AP26UV1234,Not Fraud +1065,4/12/2023 17:40,Bus ,FTG-012-PQR-678,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",72,GA26WX5678,Fraud +1066,4/13/2023 22:15,Car,FTG-345-STU-901,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",90,MH26YZ9012,Not Fraud +1067,4/14/2023 3:55,Motorcycle,FTG-678-VWX-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",53,AP27AB1234,Not Fraud +1068,4/15/2023 9:30,Truck,FTG-901-YZA-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",80,GA27CD5678,Not Fraud +1069,4/16/2023 14:10,Van,FTG-234-BCD-890,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",67,MH27EF9012,Fraud +1070,4/17/2023 19:45,Sedan,FTG-567-EFG-123,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",96,AP28GH3456,Not Fraud +1071,4/18/2023 0:20,SUV,FTG-890-HIJ-456,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",45,GA28IJ7890,Not Fraud +1072,4/19/2023 5:00,Bus ,FTG-123-KLM-789,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",79,MH28KL1234,Fraud +1073,4/20/2023 9:35,Car,FTG-456-NOP-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",62,AP29MN5678,Not Fraud +1074,4/21/2023 14:10,Motorcycle,FTG-789-QRS-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",86,GA29OP9012,Not Fraud +1075,4/22/2023 17:45,Truck,FTG-012-TUV-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,MH29QR3456,Not Fraud +1076,4/23/2023 23:25,Van,FTG-345-WXY-901,B-102,Regular,Medium,130,90,"12.84197701525119, 77.67547528176169",75,AP30ST7890,Fraud +1077,4/24/2023 4:55,Sedan,FTG-678-ZAB-234,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",70,GA30UV1234,Not Fraud +1078,4/25/2023 9:35,SUV,FTG-901-CDE-567,B-102,Regular,Large,150,120,"12.84197701525119, 77.67547528176169",93,MH30WX5678,Fraud +1079,4/26/2023 14:10,Bus ,FTG-234-FGH-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,AP31YZ9012,Not Fraud +1080,4/27/2023 17:45,Car,FTG-567-IJK-123,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",84,GA31AB1234,Not Fraud +1081,4/28/2023 23:25,Motorcycle,FTG-890-LMN-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",69,MH31CD5678,Not Fraud +1082,4/29/2023 5:05,Truck,FTG-935-EDC-761,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,AP32EF9012,Not Fraud +1083,4/30/2023 9:35,Van,FTG-936-OKM-436,B-102,Express,Medium,130,90,"12.84197701525119, 77.67547528176169",47,GA32GH3456,Fraud +1084,5/1/2023 13:10,Sedan,FTG-937-NJI-103,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",82,MH32IJ7890,Not Fraud +1085,5/2/2023 18:50,SUV,FTG-938-LKJ-872,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",61,AP33KL1234,Not Fraud +1086,5/3/2023 23:25,Bus ,FTG-939-UTY-543,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",89,GA33MN5678,Fraud +1087,5/4/2023 5:05,Car,FTG-940-POU-212,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",54,MH33OP9012,Fraud +1088,5/5/2023 10:40,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",78,AP34QR3456,Not Fraud +1089,5/6/2023 15:20,Truck,FTG-942-VBN-652,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",65,KA88AB2345,Not Fraud +1090,5/7/2023 20:55,Van,FTG-943-QWE-322,B-102,Regular,Medium,130,120,"12.84197701525119, 77.67547528176169",92,KA91CD6789,Fraud +1091,5/8/2023 1:30,Sedan,FTG-944-MKH-098,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",51,KA94EF0123,Not Fraud +1092,5/9/2023 7:10,SUV,FTG-945-DCF-762,B-102,Regular,Large,150,90,"12.84197701525119, 77.67547528176169",76,KA97GH4567,Fraud +1093,5/10/2023 11:40,Bus ,FTG-946-POI-431,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",60,KA02IJ8901,Fraud +1094,5/11/2023 16:20,Car,FTG-246-ABC-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,KA05KL2345,Not Fraud +1095,5/12/2023 19:55,Motorcycle,FTG-579-DEF-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",67,KA08MN6779,Not Fraud +1096,5/13/2023 1:35,Truck,FTG-802-GHI-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",94,KA11OP0223,Not Fraud +1097,5/14/2023 6:05,Van,FTG-135-JKL-678,B-102,Express,Medium,130,90,"12.84197701525119, 77.67547528176169",46,KA14QR4267,Fraud +1098,5/15/2023 10:45,Sedan,FTG-468-MNO-901,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",81,KA17ST8801,Not Fraud +1099,5/16/2023 15:20,SUV,FTG-791-PQR-234,B-102,Express,Large,150,130,"12.84197701525119, 77.67547528176169",63,KA20UV2145,Fraud +1100,5/17/2023 18:55,Bus ,FTG-014-STU-567,C-103,Regular,Large,340,120,"12.84197701525119, 77.67547528176169",87,KA23WX6589,Fraud +1101,5/18/2023 0:35,Car,FTG-347-VWX-890,A-101,Express,Small,100,90,"12.84197701525119, 77.67547528176169",52,KA26YZ6123,Fraud +1102,5/19/2023 6:15,Motorcycle,FTG-580-YZA-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",74,KA29AB2845,Not Fraud +1103,5/20/2023 10:45,Truck,FTG-813-BCD-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,KA32CD6889,Not Fraud +1104,5/21/2023 15:25,Van,FTG-146-EFG-789,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",83,KA35EF0223,Not Fraud +1105,5/22/2023 20:00,Sedan,FTG-379-HIJ-012,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",71,KA38GH4467,Not Fraud +1106,5/23/2023 0:35,SUV,FTG-502-KLM-345,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",98,KA41IJ8801,Not Fraud +1107,5/24/2023 6:15,Bus ,FTG-735-NOP-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",48,KA44KL2145,Not Fraud +1108,5/25/2023 10:50,Car,FTG-968-QRS-901,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,KA47MN6189,Not Fraud +1109,5/26/2023 15:30,Motorcycle,FTG-201-TUV-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",66,KA50OP0113,Not Fraud +1110,5/27/2023 20:05,Truck,FTG-434-WXY-567,C-103,Regular,Large,340,130,"12.84197701525119, 77.67547528176169",93,KA53QR4167,Fraud +1111,5/28/2023 1:40,Van,FTG-667-ZAB-890,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",54,KA56ST8801,Fraud +1112,5/29/2023 7:20,Sedan,FTG-890-CDE-123,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",80,KA59UV2245,Fraud +1113,5/30/2023 11:50,SUV,FTG-123-FGH-456,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",62,KA62WX6289,Not Fraud +1114,5/31/2023 16:30,Bus ,FTG-356-IJK-789,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",89,KA65YZ0223,Fraud +1115,6/1/2023 20:05,Car,FTG-589-LMN-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",45,KA68AB2245,Not Fraud +1116,6/2/2023 1:45,Motorcycle,FTG-712-OPQ-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",77,KA71CD6749,Not Fraud +1117,6/3/2023 6:20,Truck,FTG-945-RST-678,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",70,KA74EF0223,Fraud +1118,6/4/2023 10:55,Van,FTG-178-UVW-901,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",92,KA77GH4557,Not Fraud +1119,6/5/2023 15:35,Sedan,FTG-401-XYZ-234,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",49,KA80IJ8991,Not Fraud +1120,6/6/2023 20:10,SUV,FTG-634-BCA-567,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",78,KA83KL2245,Fraud +1121,6/7/2023 1:40,Bus ,FTG-867-DEF-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,KA86MN6289,Not Fraud +1122,6/8/2023 6:20,Car,FTG-090-GHI-123,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",95,KA89OP2123,Not Fraud +1123,6/9/2023 11:00,Motorcycle,FTG-323-JKL-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",56,KA92QR4567,Not Fraud +1124,6/10/2023 15:35,Truck,FTG-556-MNO-789,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",83,KA95ST6901,Fraud +1125,6/11/2023 21:15,Van,FTG-789-PQR-012,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",68,KA98UV1345,Fraud +1126,6/12/2023 2:50,Sedan,FTG-912-STU-345,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",96,KA02OP0123,Not Fraud +1127,6/13/2023 7:30,SUV,FTG-145-VWX-678,B-102,Express,Large,150,120,"12.84197701525119, 77.67547528176169",47,KA05QR4567,Fraud +1128,6/14/2023 12:05,Bus ,FTG-378-YZA-901,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA08ST8901,Not Fraud +1129,6/15/2023 16:40,Car,FTG-501-BCD-234,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",59,KA11UV2345,Not Fraud +1130,6/16/2023 22:20,Motorcycle,FTG-734-EFG-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",87,KA14WX6789,Not Fraud +1131,6/17/2023 3:00,Truck,FTG-967-HIJ-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,KA17YZ0123,Not Fraud +1132,6/18/2023 7:30,Van,FTG-200-KLM-123,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",76,KA20AB1345,Not Fraud +1133,6/19/2023 12:10,Sedan,FTG-433-NOP-456,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",65,KA23CD6729,Not Fraud +1134,6/20/2023 16:45,SUV,FTG-666-QRS-789,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",90,GA34ST7890,Fraud +1135,6/21/2023 21:20,Bus ,FTG-899-TUV-012,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",53,MH34UV1234,Fraud +1136,6/22/2023 1:55,Car,FTG-132-WXY-345,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",79,AP35WX5678,Not Fraud +1137,6/23/2023 7:35,Motorcycle,FTG-365-ZAB-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",73,GA35YZ9012,Not Fraud +1138,6/24/2023 12:15,Truck,FTG-598-CDE-901,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",97,MH35AB1234,Fraud +1139,6/25/2023 16:50,Van,FTG-721-FGH-234,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",44,AP36CD5678,Not Fraud +1140,6/26/2023 22:30,Sedan,FTG-954-IJK-567,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",81,GA36EF9012,Fraud +1141,6/27/2023 3:05,SUV,FTG-187-LMN-890,B-102,Express,Large,150,90,"12.84197701525119, 77.67547528176169",64,MH36GH3456,Fraud +1142,6/28/2023 7:40,Bus ,FTG-420-OPQ-123,C-103,Regular,Large,340,120,"12.84197701525119, 77.67547528176169",93,AP37IJ7890,Fraud +1143,6/29/2023 12:15,Car,FTG-653-RST-456,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",57,GA37KL1234,Fraud +1144,6/30/2023 16:55,Motorcycle,FTG-886-UVW-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",86,MH37MN5678,Not Fraud +1145,7/1/2023 22:35,Truck,FTG-119-XYZ-012,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",71,AP38OP9012,Fraud +1146,7/2/2023 4:15,Van,FTG-352-BCA-345,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",99,GA38QR3456,Not Fraud +1147,7/3/2023 8:45,Sedan,FTG-585-DEF-678,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",46,MH38ST7890,Not Fraud +1148,7/4/2023 13:25,SUV,FTG-718-GHI-901,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",82,AP39UV1234,Not Fraud +1149,7/5/2023 18:00,Bus ,FTG-951-JKL-234,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",67,GA39WX5678,Fraud +1150,7/6/2023 22:35,Car,FTG-184-MNO-567,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",94,MH39YZ9012,Not Fraud +1151,7/7/2023 4:15,Motorcycle,FTG-417-PQR-890,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,AP40AB1234,Not Fraud +1152,7/8/2023 8:50,Truck,FTG-650-STU-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",88,GA40CD5678,Not Fraud +1153,7/9/2023 13:30,Van,FTG-883-VWX-456,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",63,MH40EF9012,Fraud +1154,7/10/2023 18:05,Sedan,FTG-116-YZA-789,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",91,AP41GH3456,Not Fraud +1155,7/11/2023 23:55,SUV,FTG-349-BCD-012,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",55,GA41IJ7890,Not Fraud +1156,7/12/2023 3:15,Bus ,FTG-582-EFG-345,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",81,MH41KL1234,Fraud +1157,7/13/2023 7:55,Car,FTG-715-HIJ-678,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,AP42MN5678,Not Fraud +1158,7/14/2023 12:30,Motorcycle,FTG-948-KLM-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,GA42OP9012,Not Fraud +1159,7/15/2023 16:05,Truck,FTG-181-NOP-234,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,MH42QR3456,Not Fraud +1160,7/16/2023 21:45,Van,FTG-414-QRS-567,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",91,AP43ST7890,Not Fraud +1161,7/17/2023 3:25,Sedan,FTG-647-TUV-890,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",49,GA43UV1234,Fraud +1162,7/18/2023 7:55,SUV,FTG-880-WXY-123,B-102,Regular,Large,150,90,"12.84197701525119, 77.67547528176169",77,MH43WX5678,Fraud +1163,7/19/2023 12:35,Bus ,FTG-113-ZAB-456,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",59,AP44YZ9012,Fraud +1164,7/20/2023 17:10,Car,FTG-346-CDE-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",88,GA44AB1234,Not Fraud +1165,7/21/2023 22:50,Motorcycle,FTG-579-FGH-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",68,MH44CD5678,Not Fraud +1166,7/22/2023 4:30,Truck,FTG-802-IJK-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,AP45EF9012,Not Fraud +1167,7/23/2023 9:05,Van,FTG-135-LMN-678,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",72,GA45GH3456,Fraud +1168,7/24/2023 13:45,Sedan,FTG-468-OPQ-901,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",90,MH45IJ7890,Not Fraud +1169,7/25/2023 18:20,SUV,FTG-791-RST-234,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",53,AP46KL1234,Not Fraud +1170,7/26/2023 22:55,Bus ,FTG-014-UVW-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",80,GA46MN5678,Not Fraud +1171,7/27/2023 4:35,Car,FTG-347-XYZ-890,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",67,MH46OP9012,Fraud +1172,7/28/2023 9:05,Motorcycle,FTG-580-BCA-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",96,AP47QR3456,Not Fraud +1173,7/29/2023 13:40,Truck,FTG-813-DEF-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",45,GA47ST7890,Not Fraud +1174,7/30/2023 18:20,Van,FTG-146-GHI-789,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",79,MH47UV1234,Not Fraud +1175,7/31/2023 23:00,Sedan,FTG-379-JKL-012,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",62,AP48WX5678,Not Fraud +1176,8/1/2023 3:40,SUV,FTG-502-MNO-345,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",86,GA48YZ9012,Not Fraud +1177,8/2/2023 9:15,Bus ,FTG-735-PQR-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,MH48AB1234,Not Fraud +1178,8/3/2023 13:50,Car,FTG-968-STU-901,A-101,Regular,Small,100,90,"12.84197701525119, 77.67547528176169",75,AP49CD5678,Fraud +1179,8/4/2023 18:30,Motorcycle,FTG-201-VWX-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",70,GA49EF9012,Not Fraud +1180,8/5/2023 23:05,Truck,FTG-434-YZA-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,MH49GH3456,Not Fraud +1181,8/6/2023 3:40,Van,FTG-667-BCD-890,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",58,AP50IJ7890,Not Fraud +1182,8/7/2023 9:20,Sedan,FTG-890-EFG-123,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",84,GA50KL1234,Not Fraud +1183,8/8/2023 13:55,SUV,FTG-123-HIJ-456,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",69,MH50MN5678,Not Fraud +1184,8/9/2023 18:30,Bus ,FTG-356-KLM-789,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,AP51OP9012,Not Fraud +1185,8/10/2023 0:10,Car,FTG-589-NOP-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",47,GA51QR3456,Not Fraud +1186,8/11/2023 4:50,Motorcycle,FTG-712-QRS-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",82,MH51ST7890,Not Fraud +1187,8/12/2023 9:25,Truck,FTG-945-TUV-678,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",61,AP52UV1234,Fraud +1188,8/13/2023 14:00,Van,FTG-178-WXY-901,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",89,GA52WX5678,Not Fraud +1189,8/14/2023 19:40,Sedan,FTG-401-ZAB-234,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",54,MH52YZ9012,Fraud +1190,8/15/2023 0:20,SUV,FTG-634-CDE-567,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",78,AP53AB1234,Not Fraud +1191,8/16/2023 5:00,Bus ,FTG-867-FGH-890,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",65,GA53CD5678,Fraud +1192,8/17/2023 9:30,Car,FTG-090-IJK-123,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",92,MH53EF9012,Not Fraud +1193,8/18/2023 14:10,Motorcycle,FTG-323-LMN-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",51,AP54GH3456,Not Fraud +1194,8/19/2023 18:45,Truck,FTG-428-ABC-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",76,GA54IJ7890,Not Fraud +1195,8/20/2023 23:20,Van,FTG-761-DEF-456,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",60,MH54KL1234,Fraud +1196,8/21/2023 4:00,Sedan,FTG-094-GHI-789,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",85,AP55MN5678,Not Fraud +1197,8/22/2023 8:30,SUV,FTG-327-JKL-012,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",67,GA55OP9012,Not Fraud +1198,8/23/2023 13:10,Bus ,FTG-560-MNO-345,C-103,Regular,Large,340,60,"12.84197701525119, 77.67547528176169",94,MH55QR3456,Fraud +1199,8/24/2023 16:45,Car,FTG-893-PQR-678,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",46,AP56ST7890,Not Fraud +1200,8/25/2023 22:25,Motorcycle,FTG-126-STU-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",81,GA56UV1234,Not Fraud +1201,8/26/2023 2:55,Truck,FTG-359-VWX-234,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",63,MH56WX5678,Fraud +1202,8/27/2023 7:35,Van,FTG-592-YZA-567,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",87,AP57YZ9012,Fraud +1203,8/28/2023 12:10,Sedan,FTG-825-BCD-890,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",52,GA57AB1234,Not Fraud +1204,8/29/2023 15:45,SUV,FTG-058-EFG-123,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",74,MH57CD5678,Not Fraud +1205,8/30/2023 21:25,Bus ,FTG-291-HIJ-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,AP58EF9012,Not Fraud +1206,8/31/2023 3:05,Car,FTG-524-KLM-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",83,GA58GH3456,Not Fraud +1207,9/1/2023 7:35,Motorcycle,FTG-757-NOP-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",71,MH58IJ7890,Not Fraud +1208,9/2/2023 11:10,Truck,FTG-980-QRS-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",98,AP59KL1234,Not Fraud +1209,9/3/2023 16:50,Van,FTG-213-TUV-678,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",48,GA59MN5678,Fraud +1210,9/4/2023 21:25,Sedan,FTG-446-WXY-901,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",85,MH59OP9012,Not Fraud +1211,9/5/2023 3:05,SUV,FTG-679-ZAB-234,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",66,AP60QR3456,Fraud +1212,9/6/2023 8:40,Bus ,FTG-902-CDE-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,GA60ST7890,Not Fraud +1213,9/7/2023 13:20,Car,FTG-135-FGH-890,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",54,MH60UV1234,Not Fraud +1214,9/8/2023 18:55,Motorcycle,FTG-368-IJK-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",80,AP61WX5678,Not Fraud +1215,9/9/2023 23:30,Truck,FTG-601-LMN-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,GA61YZ9012,Not Fraud +1216,9/10/2023 5:10,Van,FTG-834-OPQ-789,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",89,MH61AB1234,Fraud +1217,9/11/2023 9:40,Sedan,FTG-067-RST-012,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",45,AP62CD5678,Fraud +1218,9/12/2023 14:20,SUV,FTG-300-UVW-345,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",77,GA62EF9012,Fraud +1219,9/13/2023 17:55,Bus ,FTG-533-XYZ-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",70,MH62GH3456,Not Fraud +1220,9/14/2023 23:35,Car,FTG-766-BCA-901,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",92,AP63IJ7890,Not Fraud +1221,9/15/2023 4:05,Motorcycle,FTG-999-DEF-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",49,GA63KL1234,Not Fraud +1222,9/16/2023 8:45,Truck,FTG-232-GHI-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,MH63MN5678,Not Fraud +1223,9/17/2023 13:20,Van,FTG-465-JKL-890,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",67,AP64OP9012,Not Fraud +1224,9/18/2023 16:55,Sedan,FTG-698-MNO-123,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",95,GA64QR3456,Not Fraud +1225,9/19/2023 22:35,SUV,FTG-931-PQR-456,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",56,MH64ST7890,Fraud +1226,9/20/2023 4:15,Bus ,FTG-164-STU-789,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",83,AP65UV1234,Fraud +1227,9/21/2023 8:45,Car,FTG-397-VWX-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",68,GA65WX5678,Not Fraud +1228,9/22/2023 13:25,Motorcycle,FTG-630-YZA-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",96,MH65YZ9012,Not Fraud +1229,9/23/2023 18:00,Truck,FTG-863-BCD-678,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",47,AP66AB1234,Fraud +1230,9/24/2023 22:35,Van,FTG-096-EFG-901,B-102,Regular,Medium,130,90,"12.84197701525119, 77.67547528176169",82,GA66CD5678,Fraud +1231,6/23/2023 13:30,Sedan,FTG-329-HIJ-234,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",59,MH66EF9012,Not Fraud +1232,6/24/2023 18:05,SUV,FTG-562-KLM-567,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",87,AP67GH3456,Not Fraud +1233,6/25/2023 23:40,Bus ,FTG-795-NOP-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,GA67IJ7890,Not Fraud +1234,6/26/2023 5:20,Car,FTG-028-QRS-123,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",76,MH67KL1234,Fraud +1235,6/23/2023 23:30,Motorcycle,FTG-261-TUV-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",65,AP68MN5678,Not Fraud +1236,6/24/2023 16:05,Truck,FTG-494-WXY-789,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",90,GA68OP9012,Not Fraud +1237,6/25/2023 13:40,Van,FTG-727-ZAB-012,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",53,MH68QR3456,Not Fraud +1238,6/26/2023 3:20,Sedan,FTG-960-CDE-345,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",79,AP69ST7890,Not Fraud +1239,6/27/2023 9:50,SUV,FTG-193-FGH-678,B-102,Express,Large,150,60,"12.84197701525119, 77.67547528176169",73,GA69UV1234,Fraud +1240,6/28/2023 14:30,Bus ,FTG-426-IJK-901,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,MH69WX5678,Not Fraud +1241,6/29/2023 18:05,Car,FTG-659-LMN-234,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",44,AP70YZ9012,Not Fraud +1242,6/30/2023 23:45,Motorcycle,FTG-892-OPQ-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",81,GA70AB1234,Not Fraud +1243,7/1/2023 3:15,Truck,FTG-125-RST-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",64,MH70CD5678,Not Fraud +1244,7/2/2023 7:55,Van,FTG-358-UVW-123,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",93,AP71EF9012,Not Fraud +1245,7/3/2023 12:30,Sedan,FTG-591-XYZ-456,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",57,GA71GH3456,Not Fraud +1246,7/4/2023 16:05,SUV,FTG-824-BCA-789,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",86,MH71IJ7890,Not Fraud +1247,7/5/2023 21:45,Bus ,FTG-057-DEF-012,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",71,AP72KL1234,Not Fraud +1248,7/6/2023 3:25,Car,FTG-290-GHI-345,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",99,GA72MN5678,Not Fraud +1249,7/7/2023 8:55,Motorcycle,FTG-523-JKL-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",46,MH72OP9012,Not Fraud +1250,7/8/2023 13:35,Truck,FTG-756-MNO-901,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,AP73QR3456,Not Fraud +1251,7/9/2023 18:10,Van,FTG-989-PQR-234,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",67,GA73ST7890,Not Fraud +1252,7/10/2023 23:50,Sedan,FTG-222-STU-567,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",94,MH73UV1234,Not Fraud +1253,7/11/2023 5:30,SUV,FTG-455-VWX-890,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",52,AP74WX5678,Not Fraud +1254,7/12/2023 10:05,Bus ,FTG-688-YZA-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",88,GA74YZ9012,Not Fraud +1255,7/13/2023 14:45,Car,FTG-921-BCD-456,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",63,MH74AB1234,Not Fraud +1256,7/14/2023 19:20,Motorcycle,FTG-154-EFG-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",91,AP75CD5678,Not Fraud +1257,7/15/2023 0:55,Truck,FTG-387-HIJ-012,C-103,Express,Large,340,60,"12.84197701525119, 77.67547528176169",55,GA75EF9012,Fraud +1258,7/16/2023 6:35,Van,FTG-620-KLM-345,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",81,MH75GH3456,Not Fraud +1259,7/17/2023 11:05,Sedan,FTG-853-NOP-678,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",57,AP76IJ7890,Not Fraud +1260,7/18/2023 15:40,SUV,FTG-086-QRS-901,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",84,GA76KL1234,Not Fraud +1261,7/19/2023 21:20,Bus ,FTG-319-TUV-234,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",66,MH76MN5678,Fraud +1262,7/20/2023 2:10,Car,FTG-552-WXY-567,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",91,AP77OP9012,Not Fraud +1263,7/21/2023 6:30,Motorcycle,FTG-785-ZAB-890,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",49,GA77QR3456,Not Fraud +1264,7/22/2023 11:05,Truck,FTG-918-CDE-123,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",77,MH77ST7890,Fraud +1265,7/23/2023 16:45,Van,FTG-141-FGH-456,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",59,AP78UV1234,Not Fraud +1266,7/24/2023 21:20,Sedan,FTG-374-IJK-789,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",88,GA78WX5678,Not Fraud +1267,7/25/2023 2:50,SUV,FTG-607-LMN-012,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",68,MH78YZ9012,Not Fraud +1268,7/26/2023 7:30,Bus ,FTG-840-OPQ-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,AP79AB1234,Not Fraud +1269,7/27/2023 12:05,Car,FTG-073-RST-678,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",72,GA79CD5678,Not Fraud +1270,7/28/2023 16:40,Motorcycle,FTG-306-UVW-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",90,MH79EF9012,Not Fraud +1271,7/29/2023 22:20,Truck,FTG-539-XYZ-234,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",53,AP80GH3456,Not Fraud +1272,7/30/2023 3:00,Van,FTG-772-BCA-567,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",80,GA80IJ7890,Not Fraud +1273,7/31/2023 7:30,Sedan,FTG-905-DEF-890,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",67,MH80KL1234,Fraud +1274,8/1/2023 12:05,SUV,FTG-138-GHI-123,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,AP81MN5678,Not Fraud +1275,8/2/2023 15:40,Bus ,FTG-371-JKL-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",45,GA81OP9012,Not Fraud +1276,8/3/2023 21:20,Car,FTG-604-MNO-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",79,MH81QR3456,Not Fraud +1277,8/4/2023 2:55,Motorcycle,FTG-837-PQR-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",62,AP82ST7890,Not Fraud +1278,8/5/2023 6:30,Truck,FTG-070-STU-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,GA82UV1234,Not Fraud +1279,8/6/2023 11:10,Van,FTG-303-VWX-678,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",50,MH82WX5678,Not Fraud +1280,8/7/2023 15:50,Sedan,FTG-536-YZA-901,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",75,AP83YZ9012,Fraud +1281,8/8/2023 20:25,SUV,FTG-769-BCD-234,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",70,GA83AB1234,Not Fraud +1282,8/9/2023 1:00,Bus ,FTG-902-EFG-567,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",93,MH83CD5678,Fraud +1283,8/10/2023 6:40,Car,FTG-135-HIJ-890,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,AP84EF9012,Not Fraud +1284,8/11/2023 11:15,Motorcycle,FTG-368-KLM-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",84,GA84GH3456,Not Fraud +1285,8/12/2023 15:50,Truck,FTG-601-NOP-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",69,MH84IJ7890,Not Fraud +1286,8/13/2023 21:30,Van,FTG-834-QRS-789,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",97,AP85KL1234,Not Fraud +1287,8/14/2023 3:10,Sedan,FTG-067-TUV-012,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",47,GA85MN5678,Not Fraud +1288,8/15/2023 7:40,SUV,FTG-300-WXY-345,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",82,MH85OP9012,Not Fraud +1289,8/16/2023 12:20,Bus ,FTG-533-ZAB-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",61,AP86QR3456,Not Fraud +1290,8/17/2023 16:55,Car,FTG-766-CDE-901,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",89,GA86ST7890,Fraud +1291,8/18/2023 22:35,Motorcycle,FTG-999-FGH-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",54,MH86UV1234,Not Fraud +1292,8/19/2023 4:15,Truck,FTG-232-IJK-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,AP87WX5678,Not Fraud +1293,8/20/2023 8:50,Van,FTG-465-LMN-890,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",65,GA87YZ9012,Fraud +1294,8/21/2023 13:30,Sedan,FTG-715-ABC-234,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",92,MH87AB1234,Not Fraud +1295,8/22/2023 18:05,SUV,FTG-948-DEF-567,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",51,AP88CD5678,Fraud +1296,8/23/2023 23:40,Bus ,FTG-181-GHI-890,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",76,GA88EF9012,Not Fraud +1297,8/24/2023 5:20,Car,FTG-414-JKL-123,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",60,MH88GH3456,Not Fraud +1298,8/25/2023 9:50,Motorcycle,FTG-647-MNO-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",85,AP89IJ7890,Not Fraud +1299,8/26/2023 14:30,Truck,FTG-880-PQR-789,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,GA89KL1234,Not Fraud +1300,8/27/2023 18:05,Van,FTG-113-STU-012,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",94,MH89MN5678,Not Fraud +1301,8/28/2023 23:45,Sedan,FTG-346-VWX-345,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",46,AP90OP9012,Not Fraud +1302,8/29/2023 3:15,SUV,FTG-579-YZA-678,B-102,Regular,Large,150,90,"12.84197701525119, 77.67547528176169",81,GA90QR3456,Fraud +1303,8/30/2023 7:55,Bus ,FTG-802-BCD-901,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",63,MH90ST7890,Not Fraud +1304,8/31/2023 12:30,Car,FTG-035-EFG-234,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",87,AP91UV1234,Not Fraud +1305,9/1/2023 16:05,Motorcycle,FTG-268-HIJ-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,GA91WX5678,Not Fraud +1306,9/2/2023 21:45,Truck,FTG-501-KLM-890,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",74,MH91YZ9012,Not Fraud +1307,9/3/2023 3:25,Van,FTG-734-NOP-123,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",58,AP92AB1234,Not Fraud +1308,9/4/2023 8:55,Sedan,FTG-967-QRS-456,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",83,GA92CD5678,Not Fraud +1309,9/5/2023 13:35,SUV,FTG-200-TUV-789,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",71,MH92EF9012,Not Fraud +1310,9/6/2023 18:10,Bus ,FTG-433-WXY-012,C-103,Regular,Large,340,130,"12.84197701525119, 77.67547528176169",98,AP93GH3456,Fraud +1311,9/7/2023 23:50,Car,FTG-666-ZAB-345,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",48,GA93IJ7890,Not Fraud +1312,9/8/2023 5:30,Motorcycle,FTG-899-CDE-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",85,MH93KL1234,Not Fraud +1313,9/9/2023 10:05,Truck,FTG-132-FGH-901,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,AP94MN5678,Not Fraud +1314,9/10/2023 14:45,Van,FTG-365-IJK-234,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",93,GA94OP9012,Not Fraud +1315,9/11/2023 19:20,Sedan,FTG-598-LMN-567,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",54,MH94QR3456,Not Fraud +1316,9/12/2023 0:55,SUV,FTG-831-OPQ-890,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",80,AP95ST7890,Fraud +1317,9/13/2023 6:35,Bus ,FTG-064-RST-123,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,GA95UV1234,Not Fraud +1318,9/14/2023 11:05,Car,FTG-297-UVW-456,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",89,MH95WX5678,Not Fraud +1319,9/15/2023 15:30,Motorcycle,FTG-530-XYZ-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",45,AP96YZ9012,Not Fraud +1320,9/16/2023 21:20,Truck,FTG-763-BCA-012,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,GA96AB1234,Not Fraud +1321,9/17/2023 2:00,Van,FTG-996-DEF-345,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",70,MH96CD5678,Not Fraud +1322,9/18/2023 6:30,Sedan,FTG-229-GHI-678,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",92,KA53ST8901,Not Fraud +1323,9/19/2023 11:05,SUV,FTG-462-JKL-901,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",49,KA56UV2342,Not Fraud +1324,9/20/2023 16:45,Bus ,FTG-695-MNO-234,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,KA59WX6789,Not Fraud +1325,9/21/2023 21:20,Car,FTG-928-PQR-567,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",67,KA62YZ0123,Not Fraud +1326,9/22/2023 2:50,Motorcycle,FTG-161-STU-890,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",95,KA65AB2345,Not Fraud +1327,9/23/2023 7:30,Truck,FTG-394-VWX-123,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",56,KA68CD6789,Not Fraud +1328,1/1/2023 8:00,Van,FTG-627-YZA-456,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",83,KA71EF0123,Not Fraud +1329,1/2/2023 12:30,Sedan,FTG-860-BCD-789,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",68,KA74GH4567,Not Fraud +1330,1/3/2023 16:45,SUV,FTG-093-EFG-012,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,KA77IJ8901,Not Fraud +1331,1/4/2023 20:15,Bus ,FTG-326-HIJ-345,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",47,KA80KL2345,Not Fraud +1332,1/5/2023 1:30,Car,FTG-559-KLM-678,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",82,KA83MN6789,Not Fraud +1333,1/6/2023 5:45,Motorcycle,FTG-792-NOP-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",59,KA86OP0122,Not Fraud +1334,1/7/2023 10:15,Truck,FTG-025-QRS-234,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",87,KA89QR4562,Not Fraud +1335,1/8/2023 14:30,Van,FTG-258-TUV-567,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",50,KA92ST8901,Not Fraud +1336,1/9/2023 18:00,Sedan,FTG-491-WXY-890,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",76,KA95UV2345,Not Fraud +1337,1/10/2023 22:15,SUV,FTG-724-ZAB-123,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",65,KA98WX6789,Not Fraud +1338,1/11/2023 2:30,Bus ,FTG-957-CDE-456,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",90,KA02YZ0123,Not Fraud +1339,1/12/2023 6:45,Car,FTG-190-FGH-789,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",53,KA05AB2345,Not Fraud +1340,1/13/2023 11:15,Motorcycle,FTG-423-IJK-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",79,KA08CD6789,Not Fraud +1341,1/14/2023 15:30,Truck,FTG-656-LMN-345,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",73,KA11EF0123,Not Fraud +1342,1/15/2023 19:00,Van,FTG-889-OPQ-678,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",97,KA14GH4567,Fraud +1343,1/16/2023 23:15,Sedan,FTG-122-RST-901,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",44,KA17IJ8901,Not Fraud +1344,1/17/2023 3:30,SUV,FTG-355-UVW-234,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",81,KA20KL2344,Not Fraud +1345,1/18/2023 7:45,Bus ,FTG-588-XYZ-567,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",64,KA23MN6786,Fraud +1346,1/19/2023 12:15,Car,FTG-821-BCA-890,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,KA26OP0122,Not Fraud +1347,1/20/2023 16:30,Motorcycle,FTG-054-DEF-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",57,KA29QR4563,Not Fraud +1348,1/21/2023 20:00,Truck,FTG-287-GHI-456,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",86,KA32ST8601,Fraud +1349,1/22/2023 0:15,Van,FTG-520-JKL-789,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",71,KA35UV1345,Not Fraud +1350,1/23/2023 4:45,Sedan,FTG-753-MNO-012,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",99,KA38WX6989,Not Fraud +1351,1/24/2023 8:45,SUV,FTG-986-PQR-345,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",46,KA41YZ1123,Fraud +1352,1/25/2023 13:15,Bus ,FTG-219-STU-678,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA44AB2345,Not Fraud +1353,1/26/2023 17:30,Car,FTG-452-VWX-901,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",67,KA47CD6789,Not Fraud +1354,1/27/2023 21:00,Motorcycle,FTG-685-YZA-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",94,KA50EF0123,Not Fraud +1355,1/28/2023 1:15,Truck,FTG-918-BCD-567,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",52,KA53GH4567,Fraud +1356,1/29/2023 5:30,Van,FTG-151-EFG-890,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,KA56IJ8999,Not Fraud +1357,1/30/2023 9:45,Sedan,FTG-384-HIJ-123,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",63,KA59KL2342,Not Fraud +1358,1/31/2023 14:15,SUV,FTG-617-KLM-456,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",91,KA62MN6783,Not Fraud +1359,2/1/2023 18:30,Bus ,FTG-850-NOP-789,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",55,KA65OP0823,Fraud +1360,2/2/2023 22:00,Car,FTG-083-QRS-012,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",81,KA68QR4867,Fraud +1361,2/3/2023 2:15,Motorcycle,FTG-316-TUV-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",58,KA71ST8902,Not Fraud +1362,2/4/2023 6:30,Truck,FTG-549-WXY-678,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",83,KA74UV4345,Not Fraud +1363,2/5/2023 10:45,Van,FTG-782-ZAB-901,B-102,Express,Medium,130,90,"12.84197701525119, 77.67547528176169",66,KA77WX8789,Fraud +1364,2/6/2023 15:15,Sedan,FTG-015-CDE-234,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",91,KA80YZ0122,Fraud +1365,2/7/2023 19:30,SUV,FTG-248-FGH-567,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",49,KA83AB2345,Not Fraud +1366,2/8/2023 23:00,Bus ,FTG-481-IJK-890,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,KA86CD6789,Not Fraud +1367,2/9/2023 3:15,Car,FTG-714-LMN-123,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",59,KA89EF0123,Not Fraud +1368,2/10/2023 7:30,Motorcycle,FTG-947-OPQ-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",88,KA92GH4567,Not Fraud +1369,2/11/2023 11:45,Truck,FTG-180-RST-789,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",68,KA95IJ8901,Not Fraud +1370,2/12/2023 16:15,Van,FTG-413-UVW-012,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",93,KA98KL2345,Fraud +1371,2/13/2023 20:20,Sedan,FTG-646-XYZ-345,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",72,KA01MN6789,Not Fraud +1372,2/14/2023 0:00,SUV,FTG-879-BCA-678,B-102,Regular,Large,150,120,"12.84197701525119, 77.67547528176169",90,KA04OP0123,Fraud +1373,2/15/2023 4:15,Bus ,FTG-112-DEF-901,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",53,KA07QR4567,Fraud +1374,2/16/2023 8:30,Car,FTG-345-GHI-234,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",80,KA10ST8901,Not Fraud +1375,2/17/2023 12:45,Motorcycle,FTG-578-JKL-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",67,KA13UV2345,Not Fraud +1376,2/18/2023 17:15,Truck,FTG-811-MNO-890,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",96,KA16WX6789,Not Fraud +1377,2/19/2023 21:30,Van,FTG-044-PQR-123,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",45,KA19YZ0123,Not Fraud +1378,2/20/2023 1:00,Sedan,FTG-277-STU-456,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",79,KA22AB2345,Fraud +1379,2/21/2023 5:15,SUV,FTG-510-VWX-789,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",62,KA25CD6789,Not Fraud +1380,2/22/2023 9:30,Bus ,FTG-743-YZA-012,C-103,Regular,Large,340,60,"12.84197701525119, 77.67547528176169",86,KA28EF0123,Fraud +1381,2/23/2023 13:45,Car,FTG-976-BCD-345,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",50,KA31GH4567,Not Fraud +1382,2/24/2023 18:15,Motorcycle,FTG-209-EFG-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",75,KA34IJ8901,Not Fraud +1383,2/25/2023 22:30,Truck,FTG-442-HIJ-901,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",70,KA37KL2345,Fraud +1384,2/26/2023 2:00,Van,FTG-675-KLM-234,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",93,KA40MN6789,Not Fraud +1385,2/27/2023 6:15,Sedan,FTG-908-NOP-567,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",58,KA43OP0123,Not Fraud +1386,2/28/2023 10:30,SUV,FTG-141-QRS-890,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",84,KA46QR4567,Not Fraud +1387,3/1/2023 14:45,Bus ,FTG-374-TUV-123,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",69,KA49ST8902,Fraud +1388,3/2/2023 19:15,Car,FTG-607-WXY-456,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",97,KA52UV2345,Not Fraud +1389,3/3/2023 23:30,Motorcycle,FTG-840-ZAB-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",47,KA55WX6789,Not Fraud +1390,3/4/2023 3:00,Truck,FTG-073-CDE-012,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA58YZ0123,Not Fraud +1391,3/5/2023 7:15,Van,FTG-306-FGH-345,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",61,KA61AB2345,Fraud +1392,3/6/2023 11:30,Sedan,FTG-539-IJK-678,A-101,Regular,Medium,120,90,"12.84197701525119, 77.67547528176169",89,KA64CD6789,Fraud +1393,3/7/2023 15:45,SUV,FTG-772-LMN-901,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",54,KA67EF0123,Not Fraud +1394,3/8/2023 20:15,Bus ,FTG-384-ABC-567,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",78,KA70GH4567,Fraud +1395,3/9/2023 0:30,Car,FTG-617-DEF-890,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",65,KA73IJ8901,Not Fraud +1396,3/10/2023 4:00,Motorcycle,FTG-850-GHI-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",92,KA76KL2345,Not Fraud +1397,3/11/2023 8:15,Truck,FTG-083-JKL-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",51,KA79MN6789,Not Fraud +1398,3/12/2023 12:30,Van,FTG-316-MNO-789,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",76,KA82OP0123,Not Fraud +1399,3/13/2023 16:45,Sedan,FTG-549-PQR-012,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",60,KA85QR4567,Not Fraud +1400,3/14/2023 21:25,SUV,FTG-782-STU-345,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",85,KA88ST8903,Fraud +1401,3/15/2023 1:30,Bus ,FTG-015-VWX-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,KA91UV2345,Not Fraud +1402,3/16/2023 5:00,Car,FTG-248-YZA-901,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",94,KA94WX6789,Not Fraud +1403,3/17/2023 9:15,Motorcycle,FTG-481-BCD-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",46,KA97YZ0123,Not Fraud +1404,3/18/2023 13:30,Truck,FTG-714-EFG-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",81,KA02AB2345,Not Fraud +1405,3/19/2023 17:45,Van,FTG-947-HIJ-890,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",63,KA05CD6789,Not Fraud +1406,3/20/2023 22:15,Sedan,FTG-180-KLM-123,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",87,KA08EF0123,Fraud +1407,3/21/2023 2:30,SUV,FTG-413-NOP-456,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",52,KA11GH4567,Not Fraud +1408,3/22/2023 6:00,Bus ,FTG-646-QRS-789,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",74,KA14IJ8901,Fraud +1409,3/23/2023 10:15,Car,FTG-879-TUV-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,KA17KL2345,Not Fraud +1410,3/24/2023 14:30,Motorcycle,FTG-112-WXY-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,KA20MN6783,Not Fraud +1411,3/25/2023 18:45,Truck,FTG-345-ZAB-678,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",71,KA23OP0123,Fraud +1412,3/26/2023 23:15,Van,FTG-578-CDE-901,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",98,KA26QR4567,Not Fraud +1413,3/27/2023 3:30,Sedan,FTG-811-FGH-234,A-101,Express,Medium,120,90,"12.84197701525119, 77.67547528176169",48,KA29ST8901,Fraud +1414,3/28/2023 7:00,SUV,FTG-044-IJK-567,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",85,KA32UV2333,Not Fraud +1415,3/29/2023 11:15,Bus ,FTG-277-LMN-890,C-103,Express,Large,340,60,"12.84197701525119, 77.67547528176169",66,KA35WX6789,Fraud +1416,3/30/2023 15:30,Car,FTG-510-OPQ-123,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",93,KA38YZ0123,Fraud +1417,3/31/2023 19:45,Motorcycle,FTG-743-RST-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",54,KA41AB2345,Not Fraud +1418,4/1/2023 0:15,Truck,FTG-976-UVW-789,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",80,KA44CD6789,Fraud +1419,4/2/2023 4:30,Van,FTG-209-XYZ-012,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",62,KA47EF0123,Not Fraud +1420,4/3/2023 8:45,Sedan,FTG-442-BCA-345,A-101,Regular,Medium,120,90,"12.84197701525119, 77.67547528176169",89,KA50GH4567,Fraud +1421,4/4/2023 13:15,SUV,FTG-675-DEF-678,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",45,KA53IJ6901,Not Fraud +1422,4/5/2023 17:30,Bus ,FTG-908-GHI-901,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,KA56KL6345,Not Fraud +1423,4/6/2023 21:45,Car,FTG-141-JKL-234,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",70,KA59MN6784,Not Fraud +1424,4/7/2023 2:15,Motorcycle,FTG-374-MNO-567,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",92,KA62OP0123,Not Fraud +1425,4/8/2023 6:30,Truck,FTG-607-PQR-890,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",49,KA65QR4567,Fraud +1426,4/9/2023 10:00,Van,FTG-840-STU-123,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",78,KA68ST8901,Fraud +1427,4/10/2023 14:15,Sedan,FTG-073-VWX-456,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",67,KA71UV2345,Not Fraud +1428,4/11/2023 18:30,SUV,FTG-306-YZA-789,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",95,KA74WX6789,Not Fraud +1429,4/12/2023 22:45,Bus ,FTG-539-BCD-012,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",56,KA77YZ0123,Not Fraud +1430,4/13/2023 3:15,Car,FTG-772-EFG-345,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",83,KA80AB2345,Not Fraud +1431,4/14/2023 7:30,Motorcycle,FTG-005-HIJ-678,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",68,KA83CD6789,Not Fraud +1432,4/15/2023 11:45,Truck,FTG-238-KLM-901,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",96,KA86EF0123,Fraud +1433,4/16/2023 16:15,Van,FTG-471-NOP-234,B-102,Express,Medium,130,90,"12.84197701525119, 77.67547528176169",47,KA89GH4567,Fraud +1434,4/17/2023 20:30,Sedan,FTG-704-QRS-567,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",82,KA92IJ8901,Not Fraud +1435,4/18/2023 0:45,SUV,FTG-937-TUV-890,B-102,Express,Large,150,60,"12.84197701525119, 77.67547528176169",59,KA95KL2345,Fraud +1436,4/19/2023 5:15,Bus ,FTG-170-WXY-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",87,KA98MN6783,Not Fraud +1437,4/20/2023 9:30,Car,FTG-403-ZAB-456,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",50,KA02OP8901,Not Fraud +1438,4/21/2023 13:45,Motorcycle,FTG-636-CDE-789,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",76,KA05QR2345,Not Fraud +1439,4/22/2023 18:00,Truck,FTG-869-FGH-012,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",65,KA08ST6789,Not Fraud +1440,4/23/2023 22:30,Van,FTG-102-IJK-345,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",90,KA11UV0123,Not Fraud +1441,4/24/2023 2:45,Sedan,FTG-335-LMN-678,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",53,KA14WX4567,Fraud +1442,4/25/2023 7:00,SUV,FTG-568-OPQ-901,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",79,KA17YZ8901,Not Fraud +1443,4/26/2023 11:15,Bus ,FTG-801-RST-234,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",73,KA20AB2345,Not Fraud +1444,4/27/2023 15:30,Car,FTG-034-UVW-567,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",97,KA23CD6788,Not Fraud +1445,4/28/2023 19:45,Motorcycle,FTG-267-XYZ-890,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",44,KA26EF0123,Not Fraud +1446,4/29/2023 0:15,Truck,FTG-500-BCA-123,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",81,KA29GH4567,Not Fraud +1447,4/30/2023 4:30,Van,FTG-733-DEF-456,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",64,KA32IJ8901,Fraud +1448,5/1/2023 8:45,Sedan,FTG-966-GHI-789,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",93,KA35KL2345,Not Fraud +1449,5/2/2023 13:15,SUV,FTG-199-JKL-012,B-102,Express,Large,150,90,"12.84197701525119, 77.67547528176169",57,KA38MN6789,Fraud +1450,5/3/2023 17:30,Bus ,FTG-432-MNO-345,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",86,KA41QR0123,Fraud +1451,5/4/2023 21:45,Car,FTG-665-PQR-678,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",71,KA44ST4567,Not Fraud +1452,5/5/2023 2:15,Motorcycle,FTG-898-STU-901,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",99,KA47UV8901,Not Fraud +1453,5/6/2023 6:30,Truck,FTG-131-VWX-234,C-103,Express,Large,340,60,"12.84197701525119, 77.67547528176169",46,KA50WX2345,Fraud +1454,5/7/2023 10:00,Van,FTG-364-YZA-567,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",82,KA53YZ6789,Not Fraud +1455,5/8/2023 14:15,Sedan,FTG-597-BCD-890,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",67,KA56AB0121,Not Fraud +1456,5/9/2023 18:30,SUV,FTG-830-EFG-123,B-102,Regular,Large,150,120,"12.84197701525119, 77.67547528176169",94,KA59CD4567,Fraud +1457,5/10/2023 22:45,Bus ,FTG-063-HIJ-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",52,KA62EF8901,Not Fraud +1458,5/11/2023 3:15,Car,FTG-296-KLM-789,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",88,KA65GH2345,Not Fraud +1459,5/12/2023 7:30,Motorcycle,FTG-529-NOP-012,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",63,KA68IJ6789,Not Fraud +1460,5/13/2023 11:45,Truck,FTG-762-QRS-345,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",91,KA71KL0123,Not Fraud +1461,5/14/2023 16:15,Van,FTG-995-TUV-678,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",55,KA74MN4567,Not Fraud +1462,5/15/2023 20:30,Sedan,FTG-228-WXY-901,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",81,KA77OP8901,Not Fraud +1463,5/16/2023 0:45,SUV,FTG-461-ZAB-234,B-102,Express,Large,150,60,"12.84197701525119, 77.67547528176169",57,KA80QR2345,Fraud +1464,5/17/2023 5:17,Bus ,FTG-694-CDE-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",84,KA83ST6789,Not Fraud +1465,5/18/2023 9:30,Car,FTG-927-FGH-890,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",66,KA86UV0123,Not Fraud +1466,5/19/2023 13:45,Motorcycle,FTG-160-IJK-123,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",91,KA89WX4567,Not Fraud +1467,5/20/2023 18:00,Truck,FTG-393-LMN-456,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",49,KA92YZ8901,Not Fraud +1468,5/21/2023 22:30,Van,FTG-626-OPQ-789,B-102,Regular,Medium,130,60,"12.84197701525119, 77.67547528176169",77,KA95AB2345,Fraud +1469,5/22/2023 2:45,Sedan,FTG-859-RST-012,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",59,KA98CD6789,Not Fraud +1470,5/23/2023 7:00,SUV,FTG-092-UVW-345,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",88,KA01EF0123,Not Fraud +1471,5/24/2023 11:15,Bus ,FTG-325-XYZ-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",68,KA04GH4567,Not Fraud +1472,5/25/2023 15:30,Car,FTG-558-BCA-901,A-101,Regular,Small,100,90,"12.84197701525119, 77.67547528176169",93,KA07IJ8901,Fraud +1473,5/26/2023 19:45,Motorcycle,FTG-791-DEF-234,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",72,KA10KL2345,Not Fraud +1474,5/27/2023 0:15,Truck,FTG-024-GHI-567,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",90,KA13MN6789,Not Fraud +1475,5/28/2023 4:30,Van,FTG-257-JKL-890,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",53,KA16OP0123,Not Fraud +1476,5/29/2023 8:45,Sedan,FTG-490-MNO-123,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",80,KA19QR4567,Not Fraud +1477,5/30/2023 13:15,SUV,FTG-723-PQR-456,B-102,Express,Large,150,130,"12.84197701525119, 77.67547528176169",67,KA22ST8901,Fraud +1478,5/31/2023 17:30,Bus ,FTG-956-STU-789,C-103,Regular,Large,340,70,"12.84197701525119, 77.67547528176169",96,KA25UV2345,Fraud +1479,6/1/2023 21:45,Car,FTG-189-VWX-012,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",45,KA28WX6789,Not Fraud +1480,6/2/2023 2:15,Motorcycle,FTG-422-YZA-345,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",79,KA31YZ0123,Not Fraud +1481,6/3/2023 6:30,Truck,FTG-655-BCD-678,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,KA34AB2345,Not Fraud +1482,6/4/2023 10:00,Van,FTG-888-EFG-901,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",86,KA37CD6789,Not Fraud +1483,6/5/2023 14:15,Sedan,FTG-121-HIJ-234,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",50,KA40EF0123,Not Fraud +1484,6/6/2023 18:30,SUV,FTG-354-KLM-567,B-102,Regular,Large,150,0,"12.84197701525119, 77.67547528176169",75,KA43GH4567,Fraud +1485,6/7/2023 22:45,Bus ,FTG-587-NOP-890,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",70,KA46IJ8901,Fraud +1486,6/8/2023 3:15,Car,FTG-820-QRS-123,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,KA49KL2345,Not Fraud +1487,6/9/2023 7:30,Motorcycle,FTG-053-TUV-456,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",58,KA52MN6789,Not Fraud +1488,6/10/2023 11:45,Truck,FTG-286-WXY-789,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",84,KA55OP0123,Fraud +1489,6/11/2023 16:15,Van,FTG-519-ZAB-012,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",69,KA58QR4567,Fraud +1490,6/12/2023 20:30,Sedan,FTG-752-CDE-345,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",97,KA61ST8901,Not Fraud +1491,6/13/2023 0:45,SUV,FTG-985-FGH-678,B-102,Express,Large,150,60,"12.84197701525119, 77.67547528176169",47,KA64UV2345,Fraud +1492,6/14/2023 5:15,Bus ,FTG-218-IJK-901,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA67WX6789,Not Fraud +1493,6/15/2023 9:30,Car,FTG-451-LMN-234,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",61,KA70YZ0123,Not Fraud +1494,6/16/2023 13:45,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",89,KA73AB2345,Not Fraud +1495,6/17/2023 18:00,Truck,FTG-684-ABC-890,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",54,KA76CD6789,Not Fraud +1496,6/18/2023 22:30,Van,FTG-917-DEF-123,B-102,Regular,Medium,130,90,"12.84197701525119, 77.67547528176169",78,KA79EF0123,Fraud +1497,6/19/2023 2:45,Sedan,FTG-150-GHI-456,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",65,KA82GH4567,Fraud +1498,6/20/2023 7:00,SUV,FTG-383-JKL-789,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",92,KA85IJ8901,Not Fraud +1499,6/21/2023 11:15,Bus ,FTG-616-MNO-012,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",51,KA88KL2345,Not Fraud +1500,6/22/2023 15:30,Car,FTG-849-PQR-345,A-101,Regular,Small,100,90,"12.84197701525119, 77.67547528176169",76,KA91MN6789,Fraud +1501,6/23/2023 19:45,Motorcycle,FTG-082-STU-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,KA02AB1234,Not Fraud +1502,6/24/2023 0:15,Truck,FTG-315-VWX-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA05CD5678,Not Fraud +1503,6/25/2023 4:30,Van,FTG-548-YZA-234,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",70,KA08EF9012,Fraud +1504,6/26/2023 8:45,Sedan,FTG-781-BCD-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA12GH3456,Not Fraud +1505,6/27/2023 13:15,SUV,FTG-014-EFG-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",78,KA15IJ7890,Not Fraud +1506,1/1/2023 12:00,Bus ,FTG-247-HIJ-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA18KL2345,Not Fraud +1507,1/2/2023 13:30,Car,FTG-480-KLM-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",67,KA21MN6789,Not Fraud +1508,1/3/2023 15:45,Motorcycle,FTG-713-NOP-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,KA24OP0123,Not Fraud +1509,1/4/2023 18:15,Truck,FTG-946-QRS-012,C-103,Express,Large,300,70,"12.936687032945434, 77.53113977439017",58,KA27QR4567,Fraud +1510,1/5/2023 20:30,Van,FTG-179-TUV-345,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",80,KA30ST8901,Not Fraud +1511,1/6/2023 22:45,Sedan,FTG-412-WXY-678,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",73,KA33UV2345,Fraud +1512,1/7/2023 1:15,SUV,FTG-645-ZAB-901,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",68,KA36WX6789,Not Fraud +1513,1/8/2023 3:30,Bus ,FTG-878-CDE-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA39YZ0120,Not Fraud +1514,1/9/2023 5:45,Car,FTG-111-FGH-567,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA42AB3456,Not Fraud +1515,1/10/2023 8:15,Motorcycle,FTG-344-IJK-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",82,KA45CD7890,Not Fraud +1516,1/11/2023 10:30,Truck,FTG-577-LMN-123,C-103,Regular,Large,300,90,"12.936687032945434, 77.53113977439017",58,KA48EF1234,Fraud +1517,1/12/2023 12:45,Van,FTG-810-OPQ-456,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",70,KA51GH5678,Fraud +1518,1/13/2023 15:15,Sedan,FTG-043-RST-789,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",78,KA54IJ9012,Not Fraud +1519,1/14/2023 17:30,SUV,FTG-276-UVW-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",65,KA57KL2345,Not Fraud +1520,1/15/2023 19:45,Bus ,FTG-509-XYZ-345,C-103,Regular,Large,300,70,"12.936687032945434, 77.53113977439017",70,KA60MN6789,Fraud +1521,1/16/2023 22:15,Car,FTG-742-BCA-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",62,KA63OP0123,Not Fraud +1522,1/18/2023 0:30,Motorcycle,FTG-975-DEF-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,KA66QR4567,Not Fraud +1523,1/19/2023 2:45,Truck,FTG-208-GHI-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA69ST8901,Not Fraud +1524,1/20/2023 5:15,Van,FTG-441-JKL-567,B-102,Regular,Medium,120,110,"12.936687032945434, 77.53113977439017",68,KA72UV2345,Fraud +1525,1/21/2023 7:30,Sedan,FTG-674-MNO-890,A-101,Express,Medium,110,60,"12.936687032945434, 77.53113977439017",72,KA75WX6789,Fraud +1526,1/22/2023 9:45,SUV,FTG-907-PQR-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",75,KA78YZ0123,Not Fraud +1527,1/23/2023 12:15,Bus ,FTG-140-STU-456,C-103,Express,Large,300,120,"12.936687032945434, 77.53113977439017",82,KA81AB3456,Fraud +1528,1/24/2023 14:30,Car,FTG-373-VWX-789,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",88,KA84CD7890,Not Fraud +1529,1/25/2023 16:45,Motorcycle,FTG-606-YZA-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,KA87EF1234,Not Fraud +1530,1/26/2023 19:15,Truck,FTG-839-BCD-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",77,KA90GH5678,Not Fraud +1531,1/27/2023 21:30,Van,FTG-072-EFG-678,B-102,Express,Medium,120,60,"12.936687032945434, 77.53113977439017",62,KA03AB1234,Fraud +1532,1/28/2023 23:45,Sedan,FTG-305-HIJ-901,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",65,KA06CD5678,Not Fraud +1533,1/30/2023 2:15,SUV,FTG-538-KLM-234,B-102,Express,Large,140,110,"12.936687032945434, 77.53113977439017",74,KA09EF9012,Fraud +1534,1/31/2023 4:30,Bus ,FTG-771-NOP-567,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA13GH3456,Not Fraud +1535,2/1/2023 6:45,Car,FTG-004-QRS-890,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",55,KA16IJ7890,Not Fraud +1536,2/2/2023 9:15,Motorcycle,FTG-237-TUV-123,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,KA19KL2344,Not Fraud +1537,2/3/2023 11:30,Truck,FTG-470-WXY-456,C-103,Express,Large,300,120,"12.936687032945434, 77.53113977439017",68,KA22MN6789,Fraud +1538,2/4/2023 13:45,Van,FTG-703-ZAB-789,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",75,KA25OP0123,Not Fraud +1539,2/5/2023 16:15,Sedan,FTG-936-CDE-012,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",60,KA28QR4567,Not Fraud +1540,2/6/2023 18:30,SUV,FTG-169-FGH-345,B-102,Regular,Large,140,70,"12.936687032945434, 77.53113977439017",68,KA31ST8901,Fraud +1541,2/7/2023 20:45,Bus ,FTG-402-IJK-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",72,KA34UV2345,Not Fraud +1542,2/9/2023 23:15,Car,FTG-635-LMN-901,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",78,KA37WX6789,Not Fraud +1543,2/11/2023 1:30,Motorcycle,FTG-868-OPQ-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",63,KA40YZ0123,Not Fraud +1544,2/12/2023 3:45,Truck,FTG-101-RST-567,C-103,Regular,Large,300,90,"12.936687032945434, 77.53113977439017",70,KA43AB3453,Fraud +1545,2/13/2023 6:15,Van,FTG-334-UVW-890,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA46CD7890,Not Fraud +1546,2/14/2023 8:30,Sedan,FTG-567-XYZ-123,A-101,Regular,Medium,110,100,"12.936687032945434, 77.53113977439017",80,KA49EF1234,Fraud +1547,2/15/2023 10:45,SUV,FTG-800-BCA-456,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA52GH5678,Not Fraud +1548,2/16/2023 13:15,Bus ,FTG-033-DEF-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA55IJ9012,Not Fraud +1549,2/17/2023 15:30,Car,FTG-266-GHI-012,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA58KL2344,Not Fraud +1550,2/18/2023 17:45,Motorcycle,FTG-499-JKL-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA61MN6789,Not Fraud +1551,2/19/2023 20:15,Truck,FTG-732-MNO-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA64OP0123,Not Fraud +1552,2/20/2023 22:30,Van,FTG-965-PQR-901,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA67QR4567,Not Fraud +1553,2/22/2023 0:45,Sedan,FTG-198-STU-234,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",75,KA70ST8901,Fraud +1554,2/23/2023 3:15,SUV,FTG-431-VWX-567,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA73UV2345,Not Fraud +1555,2/24/2023 5:30,Bus ,FTG-664-YZA-890,C-103,Express,Large,300,120,"12.936687032945434, 77.53113977439017",63,KA76WX6789,Fraud +1556,2/25/2023 7:45,Car,FTG-897-BCD-123,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",67,KA79YZ0123,Not Fraud +1557,2/26/2023 10:15,Motorcycle,FTG-130-EFG-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",74,KA82AB3456,Not Fraud +1558,2/27/2023 12:30,Truck,FTG-363-HIJ-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA85CD7890,Not Fraud +1559,2/28/2023 14:45,Van,FTG-596-KLM-012,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA88EF1234,Not Fraud +1560,3/1/2023 17:15,Sedan,FTG-829-NOP-345,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",68,KA91GH5678,Not Fraud +1561,3/2/2023 19:30,SUV,FTG-062-QRS-678,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA04AB1234,Not Fraud +1562,3/3/2023 21:45,Bus ,FTG-295-TUV-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA07CD5678,Not Fraud +1563,3/5/2023 0:15,Car,FTG-528-WXY-234,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA10EF9012,Not Fraud +1564,3/6/2023 2:30,Motorcycle,FTG-761-ZAB-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",78,KA14GH3456,Not Fraud +1565,3/7/2023 4:45,Truck,FTG-994-CDE-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA17IJ7890,Not Fraud +1566,3/8/2023 7:15,Van,FTG-227-FGH-123,B-102,Regular,Medium,120,90,"12.936687032945434, 77.53113977439017",65,KA20KL2345,Fraud +1567,3/9/2023 9:30,Sedan,FTG-460-IJK-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",70,KA23MN6789,Not Fraud +1568,3/10/2023 11:45,SUV,FTG-693-LMN-789,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA26OP0123,Not Fraud +1569,3/11/2023 14:15,Bus ,FTG-926-OPQ-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",77,KA29QR4567,Not Fraud +1570,3/12/2023 16:30,Car,FTG-159-RST-345,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",55,KA32ST8901,Fraud +1571,3/13/2023 18:45,Motorcycle,FTG-392-UVW-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",67,KA35UV2345,Not Fraud +1572,3/14/2023 21:15,Truck,FTG-625-XYZ-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",73,KA38WX6784,Not Fraud +1573,3/16/2023 23:30,Van,FTG-858-BCA-234,B-102,Express,Medium,120,100,"12.936687032945434, 77.53113977439017",68,KA41YZ0123,Fraud +1574,3/18/2023 1:45,Sedan,FTG-091-DEF-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA44AB3456,Not Fraud +1575,3/19/2023 4:15,SUV,FTG-324-GHI-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",80,KA47CD7890,Not Fraud +1576,3/20/2023 6:30,Bus ,FTG-557-JKL-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA50EF1234,Not Fraud +1577,3/21/2023 8:45,Car,FTG-790-MNO-456,A-101,Express,Small,70,0,"12.936687032945434, 77.53113977439017",72,KA53GH5678,Fraud +1578,3/22/2023 11:15,Motorcycle,FTG-023-PQR-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA56IJ9012,Not Fraud +1579,3/23/2023 13:30,Truck,FTG-256-STU-012,C-103,Express,Large,300,110,"12.936687032945434, 77.53113977439017",68,KA59KL2345,Fraud +1580,3/24/2023 15:45,Van,FTG-489-VWX-345,B-102,Regular,Medium,120,70,"12.936687032945434, 77.53113977439017",70,KA62MN6789,Fraud +1581,3/25/2023 18:15,Sedan,FTG-722-YZA-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA65OP0123,Not Fraud +1582,3/26/2023 20:30,SUV,FTG-955-BCD-901,B-102,Regular,Large,140,100,"12.936687032945434, 77.53113977439017",65,KA68QR4567,Fraud +1583,3/28/2023 22:45,Bus ,FTG-188-EFG-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",62,KA71ST8901,Not Fraud +1584,3/30/2023 1:15,Car,FTG-421-HIJ-567,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",77,KA74UV2345,Not Fraud +1585,3/31/2023 3:30,Motorcycle,FTG-654-KLM-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,KA77WX6789,Not Fraud +1586,4/1/2023 5:45,Truck,FTG-887-NOP-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA80YZ0129,Not Fraud +1587,4/2/2023 8:15,Van,FTG-120-QRS-456,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",72,KA83AB3456,Not Fraud +1588,4/3/2023 10:30,Sedan,FTG-353-TUV-789,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",75,KA86CD7890,Fraud +1589,4/4/2023 12:45,SUV,FTG-586-WXY-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",58,KA89EF1234,Not Fraud +1590,4/5/2023 15:15,Bus ,FTG-819-ZAB-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA92GH5678,Not Fraud +1591,4/6/2023 17:30,Car,FTG-052-CDE-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,KA05AB1234,Not Fraud +1592,4/7/2023 19:45,Motorcycle,FTG-285-FGH-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",74,KA08CD5678,Not Fraud +1593,4/8/2023 22:15,Truck,FTG-518-IJK-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA11EF9012,Not Fraud +1594,4/10/2023 0:30,Van,FTG-751-LMN-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA15GH3456,Not Fraud +1595,4/11/2023 2:45,Sedan,FTG-893-ABC-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",68,KA18IJ7890,Not Fraud +1596,4/12/2023 5:15,SUV,FTG-126-DEF-789,B-102,Regular,Large,140,100,"12.936687032945434, 77.53113977439017",82,KA21KL2344,Fraud +1597,4/13/2023 7:30,Bus ,FTG-359-GHI-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA24MN6789,Not Fraud +1598,4/14/2023 9:45,Car,FTG-592-JKL-345,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",72,KA27OP0123,Not Fraud +1599,4/15/2023 12:15,Motorcycle,FTG-825-MNO-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA30QR4567,Not Fraud +1600,4/16/2023 14:30,Truck,FTG-058-PQR-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA33ST8901,Not Fraud +1601,4/17/2023 16:45,Van,FTG-291-STU-234,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA36UV2345,Not Fraud +1602,4/18/2023 19:15,Sedan,FTG-524-VWX-567,A-101,Regular,Medium,110,100,"12.936687032945434, 77.53113977439017",55,KA39WX6789,Fraud +1603,4/19/2023 21:30,SUV,FTG-757-YZA-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",60,KA42YZ0123,Not Fraud +1604,4/21/2023 23:45,Bus ,FTG-990-BCD-123,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",65,KA45AB3456,Fraud +1605,4/23/2023 2:15,Car,FTG-223-EFG-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,KA48CD7890,Not Fraud +1606,4/24/2023 4:30,Motorcycle,FTG-456-HIJ-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA51EF1234,Not Fraud +1607,4/25/2023 6:45,Truck,FTG-689-KLM-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",78,KA54GH5678,Not Fraud +1608,4/26/2023 9:15,Van,FTG-922-NOP-345,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,KA57IJ9011,Not Fraud +1609,4/27/2023 11:30,Sedan,FTG-155-QRS-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",67,KA60KL2345,Not Fraud +1610,4/28/2023 13:45,SUV,FTG-388-TUV-901,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA63MN6789,Not Fraud +1611,4/29/2023 16:15,Bus ,FTG-621-WXY-234,C-103,Express,Large,300,100,"12.936687032945434, 77.53113977439017",58,KA66OP0123,Fraud +1612,4/30/2023 18:30,Car,FTG-854-ZAB-567,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",80,KA69QR4567,Not Fraud +1613,5/1/2023 20:45,Motorcycle,FTG-087-CDE-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",73,KA72ST8901,Not Fraud +1614,5/3/2023 23:15,Truck,FTG-320-FGH-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA75UV2345,Not Fraud +1615,5/5/2023 1:30,Van,FTG-553-IJK-456,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA78WX6789,Not Fraud +1616,5/6/2023 3:45,Sedan,FTG-786-LMN-789,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA81YZ0123,Not Fraud +1617,5/7/2023 6:15,SUV,FTG-919-OPQ-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA84AB3456,Not Fraud +1618,5/8/2023 8:30,Bus ,FTG-152-RST-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA87CD7890,Not Fraud +1619,5/9/2023 11:00,Car,FTG-385-UVW-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,KA90EF1234,Not Fraud +1620,5/10/2023 13:15,Motorcycle,FTG-618-XYZ-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",78,KA93GH5678,Not Fraud +1621,5/11/2023 15:30,Truck,FTG-851-BCA-234,C-103,Express,Large,300,60,"12.936687032945434, 77.53113977439017",65,KA06AB1234,Fraud +1622,5/12/2023 17:45,Van,FTG-084-DEF-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA09CD5678,Not Fraud +1623,5/13/2023 20:15,Sedan,FTG-317-GHI-890,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",62,KA12EF9012,Not Fraud +1624,5/15/2023 22:30,SUV,FTG-550-JKL-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",80,KA16GH3456,Not Fraud +1625,5/17/2023 0:45,Bus ,FTG-783-MNO-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA19IJ7890,Not Fraud +1626,5/18/2023 3:15,Car,FTG-016-PQR-789,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",68,KA22KL2345,Not Fraud +1627,5/19/2023 5:30,Motorcycle,FTG-249-STU-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,KA25MN6789,Not Fraud +1628,5/20/2023 7:45,Truck,FTG-482-VWX-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",75,KA28OP0123,Not Fraud +1629,5/21/2023 10:15,Van,FTG-715-YZA-678,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",82,KA31QR4567,Not Fraud +1630,5/22/2023 12:30,Sedan,FTG-948-BCD-901,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",88,KA34ST8901,Not Fraud +1631,5/23/2023 14:45,SUV,FTG-181-EFG-234,B-102,Express,Large,140,120,"12.936687032945434, 77.53113977439017",68,KA37UV2341,Fraud +1632,5/24/2023 17:15,Bus ,FTG-414-HIJ-567,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",77,KA40WX6789,Fraud +1633,5/25/2023 19:30,Car,FTG-647-KLM-890,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",62,KA43YZ0123,Not Fraud +1634,5/28/2023 0:15,Motorcycle,FTG-880-NOP-123,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",65,KA46AB3456,Not Fraud +1635,5/29/2023 2:30,Truck,FTG-113-QRS-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",74,KA49CD7890,Not Fraud +1636,5/30/2023 4:45,Van,FTG-346-TUV-789,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",79,KA52EF1234,Not Fraud +1637,5/31/2023 7:15,Sedan,FTG-579-WXY-012,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",55,KA55GH5678,Not Fraud +1638,6/1/2023 9:30,SUV,FTG-812-ZAB-345,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA58IJ9012,Not Fraud +1639,6/2/2023 11:45,Bus ,FTG-045-CDE-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA61KL2345,Not Fraud +1640,6/3/2023 14:15,Car,FTG-278-FGH-901,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA64MN6789,Not Fraud +1641,6/4/2023 16:30,Motorcycle,FTG-511-IJK-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,KA67OP0123,Not Fraud +1642,6/5/2023 18:45,Truck,FTG-744-LMN-567,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",68,KA70QR4567,Fraud +1643,6/6/2023 21:15,Van,FTG-977-OPQ-890,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",72,KA73ST8901,Not Fraud +1644,6/7/2023 23:30,Sedan,FTG-210-RST-123,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",78,KA76UV2341,Not Fraud +1645,6/9/2023 1:45,SUV,FTG-443-UVW-456,B-102,Express,Large,140,100,"12.936687032945434, 77.53113977439017",63,KA79WX6789,Fraud +1646,6/10/2023 4:15,Bus ,FTG-676-XYZ-789,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",70,KA82YZ0123,Fraud +1647,6/11/2023 6:30,Car,FTG-909-BCA-012,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",65,KA85AB3456,Not Fraud +1648,6/12/2023 8:45,Motorcycle,FTG-142-DEF-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,KA88CD7890,Not Fraud +1649,6/15/2023 15:45,Truck,FTG-375-GHI-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",72,KA91EF1234,Not Fraud +1650,6/16/2023 18:15,Van,FTG-608-JKL-901,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",68,KA94GH5678,Not Fraud +1651,6/17/2023 20:30,Sedan,FTG-841-MNO-234,A-101,Express,Medium,110,90,"12.936687032945434, 77.53113977439017",75,KA07AB1234,Fraud +1652,6/18/2023 22:45,SUV,FTG-074-PQR-567,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",58,KA10CD5678,Not Fraud +1653,6/20/2023 1:15,Bus ,FTG-307-STU-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA13EF9012,Not Fraud +1654,6/21/2023 3:30,Car,FTG-540-VWX-123,A-101,Regular,Small,70,60,"12.936687032945434, 77.53113977439017",70,KA17GH3456,Fraud +1655,6/22/2023 5:45,Motorcycle,FTG-773-YZA-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA20IJ7890,Not Fraud +1656,6/23/2023 8:15,Truck,FTG-006-BCD-789,C-103,Regular,Large,300,70,"12.936687032945434, 77.53113977439017",82,KA23KL2344,Fraud +1657,6/24/2023 10:30,Van,FTG-239-EFG-012,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",63,KA26MN6789,Not Fraud +1658,6/25/2023 12:45,Sedan,FTG-472-HIJ-345,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",67,KA29OP0123,Not Fraud +1659,6/26/2023 15:15,SUV,FTG-705-KLM-678,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",74,KA32QR4567,Not Fraud +1660,6/27/2023 17:30,Bus ,FTG-938-NOP-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA35ST8901,Not Fraud +1661,6/28/2023 19:45,Car,FTG-171-QRS-234,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",55,KA38UV2345,Not Fraud +1662,6/29/2023 22:15,Motorcycle,FTG-404-TUV-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,KA41WX6789,Not Fraud +1663,7/1/2023 0:30,Truck,FTG-637-WXY-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",72,KA44YZ0123,Not Fraud +1664,7/2/2023 2:45,Van,FTG-870-ZAB-123,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",60,KA47AB3456,Not Fraud +1665,7/3/2023 5:15,Sedan,FTG-103-CDE-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA50CD7890,Not Fraud +1666,7/4/2023 7:30,SUV,FTG-336-FGH-789,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",78,KA53EF1234,Not Fraud +1667,7/5/2023 9:45,Bus ,FTG-569-IJK-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA56GH5671,Not Fraud +1668,7/6/2023 12:15,Car,FTG-802-LMN-345,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",65,KA59IJ9012,Not Fraud +1669,7/7/2023 14:30,Motorcycle,FTG-035-OPQ-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",70,KA62KL2345,Not Fraud +1670,7/8/2023 16:45,Truck,FTG-268-RST-901,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",82,KA65MN6789,Fraud +1671,7/9/2023 19:15,Van,FTG-501-UVW-234,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",77,KA68OP0123,Not Fraud +1672,7/10/2023 21:30,Sedan,FTG-734-XYZ-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",55,KA71QR4567,Not Fraud +1673,7/11/2023 23:45,SUV,FTG-967-BCA-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",67,KA74ST8901,Not Fraud +1674,7/13/2023 2:15,Bus ,FTG-200-DEF-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",73,KA77UV2345,Not Fraud +1675,7/14/2023 4:30,Car,FTG-433-GHI-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",68,KA80WX6789,Not Fraud +1676,7/15/2023 6:45,Motorcycle,FTG-666-JKL-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA83YZ0123,Not Fraud +1677,7/16/2023 9:15,Truck,FTG-899-MNO-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",80,KA86AB3456,Not Fraud +1678,7/17/2023 11:30,Van,FTG-232-PQR-345,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,KA89CD7890,Not Fraud +1679,7/18/2023 13:45,Sedan,FTG-465-STU-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",72,KA92EF1234,Not Fraud +1680,7/19/2023 16:15,SUV,FTG-698-VWX-901,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",58,KA95GH5671,Not Fraud +1681,7/20/2023 18:30,Bus ,FTG-931-YZA-234,C-103,Express,Large,300,60,"12.936687032945434, 77.53113977439017",68,KA01AB1234,Fraud +1682,7/21/2023 20:45,Car,FTG-164-BCD-567,A-101,Regular,Small,70,50,"12.936687032945434, 77.53113977439017",70,KA02CD5678,Fraud +1683,7/22/2023 23:00,Motorcycle,FTG-397-EFG-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA03EF9012,Not Fraud +1684,7/24/2023 1:30,Truck,FTG-630-HIJ-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA04GH3456,Not Fraud +1685,7/25/2023 3:45,Van,FTG-863-KLM-456,B-102,Express,Medium,120,70,"12.936687032945434, 77.53113977439017",62,KA05IJ7890,Fraud +1686,7/26/2023 6:00,Sedan,FTG-096-NOP-789,A-101,Regular,Medium,110,90,"12.936687032945434, 77.53113977439017",77,KA06KL2345,Fraud +1687,7/27/2023 8:30,SUV,FTG-329-QRS-012,B-102,Express,Large,140,110,"12.936687032945434, 77.53113977439017",80,KA07MN6789,Fraud +1688,7/28/2023 10:45,Bus ,FTG-562-TUV-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA08OP0123,Not Fraud +1689,7/29/2023 13:00,Car,FTG-795-WXY-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",72,KA09QR4567,Not Fraud +1690,7/30/2023 15:30,Motorcycle,FTG-028-ZAB-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA10ST8981,Not Fraud +1691,7/31/2023 17:45,Truck,FTG-261-CDE-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA11UV2845,Not Fraud +1692,8/2/2023 22:30,Van,FTG-494-FGH-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,KA12WX6889,Not Fraud +1693,8/4/2023 0:45,Sedan,FTG-727-IJK-890,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",70,KA13YZ0123,Not Fraud +1694,8/5/2023 3:15,SUV,FTG-960-LMN-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",74,KA14AB3456,Not Fraud +1695,8/6/2023 5:30,Bus ,FTG-193-ABC-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA15CD7890,Not Fraud +1696,8/7/2023 7:45,Car,FTG-426-DEF-901,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",65,KA16EF1234,Not Fraud +1697,8/8/2023 10:15,Motorcycle,FTG-659-GHI-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,KA17GH5678,Not Fraud +1698,8/9/2023 12:30,Truck,FTG-892-JKL-567,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",82,KA18IJ9012,Fraud +1699,8/10/2023 14:45,Van,FTG-125-MNO-890,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",60,KA19KL2345,Not Fraud +1700,8/11/2023 17:15,Sedan,FTG-358-PQR-123,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",72,KA20MN6789,Fraud +1701,8/12/2023 19:30,SUV,FTG-591-STU-456,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",75,KA21OP0123,Not Fraud +1702,8/13/2023 21:45,Bus ,FTG-824-VWX-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA22QR4567,Not Fraud +1703,8/15/2023 0:15,Car,FTG-057-YZA-012,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,KA23ST8901,Not Fraud +1704,8/16/2023 2:30,Motorcycle,FTG-290-BCD-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,KA24UV2345,Not Fraud +1705,8/17/2023 4:45,Truck,FTG-523-EFG-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,KA25WX6789,Not Fraud +1706,8/18/2023 7:15,Van,FTG-756-HIJ-901,B-102,Regular,Medium,120,60,"12.936687032945434, 77.53113977439017",111,KA26YZ0123,Fraud +1707,8/19/2023 9:30,Sedan,FTG-989-KLM-234,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",64,KA27AB3456,Not Fraud +1708,8/20/2023 11:45,SUV,FTG-222-NOP-567,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",118,KA28CD7890,Not Fraud +1709,8/21/2023 14:15,Bus ,FTG-455-QRS-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",39,KA29EF1234,Not Fraud +1710,8/22/2023 16:30,Car,FTG-688-TUV-123,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",88,KA30GH5678,Not Fraud +1711,8/23/2023 18:45,Motorcycle,FTG-921-WXY-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,KA31IJ9012,Not Fraud +1712,8/24/2023 21:15,Truck,FTG-154-ZAB-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",102,KA32KL2345,Not Fraud +1713,8/26/2023 23:30,Van,FTG-387-CDE-012,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",43,KA33MN6789,Not Fraud +1714,8/28/2023 1:45,Sedan,FTG-620-FGH-345,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA34OP0123,Not Fraud +1715,8/29/2023 4:15,SUV,FTG-853-IJK-678,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",40,KA35QR4567,Not Fraud +1716,8/30/2023 6:30,Bus ,FTG-086-LMN-901,C-103,Regular,Large,300,60,"12.936687032945434, 77.53113977439017",62,KA36ST8901,Fraud +1717,8/31/2023 8:45,Car,FTG-319-OPQ-234,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",38,KA37UV2345,Not Fraud +1718,9/1/2023 11:15,Motorcycle,FTG-552-RST-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",65,KA38WX6789,Not Fraud +1719,9/2/2023 13:30,Truck,FTG-785-UVW-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,KA39YZ0123,Not Fraud +1720,9/3/2023 15:45,Van,FTG-918-XYZ-123,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA40AB3456,Not Fraud +1721,9/4/2023 18:15,Sedan,FTG-141-BCA-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",48,KA41CD7890,Not Fraud +1722,9/5/2023 20:30,SUV,FTG-374-DEF-789,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",50,KA42EF1234,Not Fraud +1723,9/6/2023 22:45,Bus ,FTG-607-GHI-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA43GH5678,Not Fraud +1724,9/8/2023 1:15,Car,FTG-840-JKL-345,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",46,KA44IJ9012,Fraud +1725,9/9/2023 3:30,Motorcycle,FTG-073-MNO-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",53,KA45KL2345,Not Fraud +1726,9/10/2023 5:45,Truck,FTG-306-PQR-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",47,KA46MN6789,Not Fraud +1727,9/11/2023 8:15,Van,FTG-539-STU-234,B-102,Express,Medium,120,110,"12.936687032945434, 77.53113977439017",51,KA47OP0123,Fraud +1728,9/12/2023 10:30,Sedan,FTG-772-VWX-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",44,KA48QR4567,Not Fraud +1729,9/13/2023 12:45,SUV,FTG-005-YZA-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",59,KA49ST8901,Not Fraud +1730,9/14/2023 15:15,Bus ,FTG-238-BCD-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",54,KA50UV2345,Not Fraud +1731,9/15/2023 17:30,Car,FTG-471-EFG-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",43,KA51WX6789,Not Fraud +1732,9/16/2023 19:45,Motorcycle,FTG-704-HIJ-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",56,KA52YZ0123,Not Fraud +1733,9/17/2023 22:15,Truck,FTG-937-KLM-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA53AB3456,Not Fraud +1734,9/19/2023 0:30,Van,FTG-170-NOP-345,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",45,KA54CD7890,Not Fraud +1735,9/20/2023 2:45,Sedan,FTG-403-QRS-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",57,KA55EF1234,Not Fraud +1736,9/21/2023 5:15,SUV,FTG-636-TUV-901,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",49,KA56GH5678,Not Fraud +1737,9/22/2023 7:30,Bus ,FTG-869-WXY-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA57IJ9012,Not Fraud +1738,9/23/2023 9:45,Car,FTG-102-ZAB-567,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",41,KA58KL2345,Not Fraud +1739,9/24/2023 12:15,Motorcycle,FTG-335-CDE-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",63,KA59MN6789,Not Fraud +1740,9/25/2023 14:30,Truck,FTG-568-FGH-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",39,KA60OP0123,Not Fraud +1741,9/26/2023 16:45,Van,FTG-801-IJK-456,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",66,KA61QR4567,Not Fraud +1742,9/28/2023 21:30,Sedan,FTG-034-LMN-789,A-101,Regular,Medium,110,90,"12.936687032945434, 77.53113977439017",43,KA62ST8901,Fraud +1743,9/30/2023 23:45,SUV,FTG-267-OPQ-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",61,KA63UV2345,Not Fraud +1744,10/2/2023 2:15,Bus ,FTG-500-RST-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",37,KA64WX6789,Not Fraud +1745,10/3/2023 4:30,Car,FTG-733-UVW-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",54,KA65YZ0123,Not Fraud +1746,10/4/2023 6:45,Motorcycle,FTG-966-XYZ-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",46,KA66AB3456,Not Fraud +1747,10/5/2023 9:15,Truck,FTG-199-BCA-234,C-103,Express,Large,300,120,"12.936687032945434, 77.53113977439017",55,KA67CD7890,Fraud +1748,10/6/2023 11:30,Van,FTG-432-DEF-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",49,KA68EF1234,Not Fraud +1749,10/7/2023 13:45,Sedan,FTG-665-GHI-890,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",60,KA69GH5678,Fraud +1750,10/8/2023 16:15,SUV,FTG-898-JKL-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",42,KA70IJ9012,Not Fraud +1751,10/9/2023 18:30,Bus ,FTG-131-MNO-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,KA71KL2345,Not Fraud +1752,10/10/2023 20:45,Car,FTG-364-PQR-789,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",48,KA72MN6789,Not Fraud +1753,10/11/2023 23:00,Motorcycle,FTG-597-STU-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",52,KA73OP0123,Not Fraud +1754,10/13/2023 1:30,Truck,FTG-830-VWX-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA74QR1567,Not Fraud +1755,10/14/2023 3:45,Van,FTG-063-YZA-678,B-102,Express,Medium,120,110,"12.936687032945434, 77.53113977439017",59,KA75ST8901,Fraud +1756,10/15/2023 6:00,Sedan,FTG-296-BCD-901,A-101,Regular,Medium,110,60,"12.936687032945434, 77.53113977439017",53,KA76UV2145,Fraud +1757,10/17/2023 10:30,SUV,FTG-529-EFG-234,B-102,Express,Large,140,110,"12.936687032945434, 77.53113977439017",47,KA77WX6189,Fraud +1758,10/18/2023 12:45,Bus ,FTG-762-HIJ-567,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,KA78YZ1123,Not Fraud +1759,10/19/2023 15:15,Car,FTG-995-KLM-890,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",44,KA79AB3456,Not Fraud +1760,10/20/2023 17:30,Motorcycle,FTG-228-NOP-123,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA80CD7890,Not Fraud +1761,10/21/2023 19:45,Truck,FTG-461-QRS-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",54,KA81EF1234,Not Fraud +1762,10/23/2023 22:15,Van,FTG-694-TUV-789,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",43,KA82GH5678,Not Fraud +1763,10/25/2023 0:30,Sedan,FTG-927-WXY-012,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",56,KA83IJ9012,Not Fraud +1764,10/26/2023 2:45,SUV,FTG-160-ZAB-345,B-102,Regular,Large,140,70,"12.936687032945434, 77.53113977439017",50,KA84KL2345,Fraud +1765,10/27/2023 5:15,Bus ,FTG-393-CDE-678,C-103,Express,Large,300,90,"12.936687032945434, 77.53113977439017",45,KA85MN6189,Fraud +1766,10/28/2023 7:30,Car,FTG-626-FGH-901,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",55,KA86OP0123,Not Fraud +1767,10/29/2023 9:45,Motorcycle,FTG-859-IJK-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",48,KA87QR4567,Not Fraud +1768,10/30/2023 12:15,Truck,FTG-092-LMN-567,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA88ST8901,Not Fraud +1769,10/31/2023 14:30,Van,FTG-325-OPQ-890,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",42,KA89UV2345,Not Fraud +1770,11/1/2023 16:45,Sedan,FTG-558-RST-123,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",57,KA90WX6789,Not Fraud +1771,11/2/2023 19:15,SUV,FTG-791-UVW-456,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",49,KA91YZ0123,Not Fraud +1772,11/3/2023 21:30,Bus ,FTG-024-XYZ-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA92AB3456,Not Fraud +1773,11/4/2023 23:45,Car,FTG-257-BCA-012,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",46,KA93CD7890,Not Fraud +1774,11/6/2023 2:15,Motorcycle,FTG-490-DEF-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA94EF1234,Not Fraud +1775,11/7/2023 4:30,Truck,FTG-723-GHI-678,C-103,Express,Large,300,140,"12.936687032945434, 77.53113977439017",53,KA95GH5678,Fraud +1776,11/8/2023 6:45,Van,FTG-956-JKL-901,B-102,Regular,Medium,120,100,"12.936687032945434, 77.53113977439017",47,KA96IJ9012,Fraud +1777,11/9/2023 9:15,Sedan,FTG-189-MNO-234,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",51,KA97KL2345,Not Fraud +1778,11/10/2023 11:30,SUV,FTG-422-PQR-567,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",44,KA98MN6789,Not Fraud +1779,11/11/2023 13:45,Bus ,FTG-655-STU-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,KA99OP0123,Not Fraud +1780,11/12/2023 16:15,Car,FTG-888-VWX-123,A-101,Regular,Small,70,100,"12.936687032945434, 77.53113977439017",54,KA10QR4567,Fraud +1781,11/13/2023 18:30,Motorcycle,FTG-121-YZA-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",43,KA26XY7890,Not Fraud +1782,11/14/2023 20:45,Truck,FTG-354-BCD-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",56,KA09LM4567,Not Fraud +1783,11/16/2023 23:15,Van,FTG-587-EFG-012,B-102,Express,Medium,120,70,"12.936687032945434, 77.53113977439017",50,KA09LM4568,Fraud +1784,11/18/2023 1:30,Sedan,FTG-820-HIJ-345,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",45,KA09LM4569,Not Fraud +1785,11/19/2023 3:45,SUV,FTG-053-KLM-678,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",55,KA09LM4570,Not Fraud +1786,11/20/2023 6:15,Bus ,FTG-286-NOP-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",48,KA09LM4571,Not Fraud +1787,11/21/2023 8:30,Car,FTG-519-QRS-234,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",60,KA09LM4572,Not Fraud +1788,11/22/2023 10:45,Motorcycle,FTG-752-TUV-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",42,KA09LM4573,Not Fraud +1789,11/23/2023 13:15,Truck,FTG-985-WXY-890,C-103,Express,Large,300,100,"12.936687032945434, 77.53113977439017",57,KA34NO1234,Fraud +1790,11/24/2023 15:30,Van,FTG-218-ZAB-123,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",49,KA34NO1235,Not Fraud +1791,11/25/2023 17:45,Sedan,FTG-451-CDE-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",52,KA34NO1236,Not Fraud +1792,11/26/2023 20:15,SUV,FTG-684-FGH-789,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",46,KA34NO1237,Not Fraud +1793,11/27/2023 22:30,Bus ,FTG-917-IJK-012,C-103,Express,Large,300,100,"12.936687032945434, 77.53113977439017",58,KA34NO1238,Fraud +1794,11/29/2023 0:45,Car,FTG-150-LMN-345,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",53,KA34NO1239,Not Fraud +1795,11/30/2023 3:15,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",47,KA34NO1240,Not Fraud +1796,12/1/2023 5:30,Truck,FTG-383-ABC-678,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,KA34NO1241,Not Fraud +1797,12/2/2023 7:45,Van,FTG-616-DEF-901,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",44,KA34NO1242,Not Fraud +1798,12/3/2023 10:15,Sedan,FTG-849-GHI-234,A-101,Regular,Medium,110,100,"12.936687032945434, 77.53113977439017",59,KA34NO1243,Fraud +1799,12/4/2023 12:30,SUV,FTG-082-JKL-567,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,KA34NO1244,Not Fraud +1800,12/5/2023 14:45,Bus ,FTG-315-MNO-890,C-103,Regular,Large,300,70,"12.936687032945434, 77.53113977439017",43,KA34NO1245,Fraud +1801,12/6/2023 17:15,Car,FTG-548-PQR-123,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",56,KA74QR4569,Not Fraud +1802,12/7/2023 19:30,Motorcycle,FTG-781-STU-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,KA74QR4570,Not Fraud +1803,12/8/2023 21:45,Truck,FTG-014-VWX-789,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA74QR4571,Not Fraud +1804,12/10/2023 0:15,Van,FTG-247-YZA-012,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA74QR4572,Not Fraud +1805,12/11/2023 2:30,Sedan,FTG-480-BCD-345,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",48,KA74QR4573,Not Fraud +1806,12/12/2023 4:45,SUV,FTG-713-EFG-678,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",60,KA74QR4574,Not Fraud +1807,12/13/2023 7:15,Bus ,FTG-946-HIJ-901,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,KA74QR4575,Not Fraud +1808,12/14/2023 9:30,Car,FTG-179-KLM-234,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",57,KA74QR4576,Not Fraud +1809,12/15/2023 11:45,Motorcycle,FTG-412-NOP-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",49,KA74QR4577,Not Fraud +1810,12/16/2023 14:15,Truck,FTG-645-QRS-890,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA74QR4578,Not Fraud +1811,12/17/2023 16:30,Van,FTG-878-TUV-123,B-102,Express,Medium,120,110,"12.936687032945434, 77.53113977439017",46,KA74QR4579,Fraud +1812,12/18/2023 18:45,Sedan,FTG-111-WXY-456,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",58,KA74QR4580,Not Fraud +1813,12/20/2023 21:15,SUV,FTG-344-ZAB-789,B-102,Express,Large,140,60,"12.936687032945434, 77.53113977439017",53,KA74QR4581,Fraud +1814,12/22/2023 23:30,Bus ,FTG-577-CDE-012,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",47,KA74QR4582,Not Fraud +1815,12/24/2023 1:45,Car,FTG-810-FGH-345,A-101,Express,Small,70,0,"12.936687032945434, 77.53113977439017",45,KA74QR4583,Fraud +1816,12/25/2023 4:15,Motorcycle,FTG-043-IJK-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,KA10ST8905,Not Fraud +1817,12/26/2023 6:30,Truck,FTG-276-LMN-901,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA10ST8906,Not Fraud +1818,12/27/2023 8:45,Van,FTG-509-OPQ-234,B-102,Regular,Medium,120,60,"12.936687032945434, 77.53113977439017",48,KA10ST8907,Fraud +1819,12/28/2023 11:15,Sedan,FTG-742-RST-567,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",60,KA10ST8908,Not Fraud +1820,12/29/2023 13:30,SUV,FTG-975-UVW-890,B-102,Regular,Large,140,120,"12.936687032945434, 77.53113977439017",42,KA10ST8909,Fraud +1821,12/30/2023 15:45,Bus ,FTG-208-XYZ-123,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,KA10ST8910,Not Fraud +1822,12/31/2023 18:15,Car,FTG-441-BCA-456,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",49,KA10ST8911,Not Fraud +1823,1/1/2023 0:00,Motorcycle,FTG-674-DEF-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",52,KA10ST8912,Not Fraud +1824,1/2/2023 1:30,Truck,FTG-907-GHI-012,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",46,KA10ST8913,Not Fraud +1825,1/3/2023 3:45,Van,FTG-140-JKL-345,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",58,KA10ST8914,Not Fraud +1826,1/4/2023 6:15,Sedan,FTG-373-MNO-678,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",53,KA10ST8915,Not Fraud +1827,1/5/2023 8:30,SUV,FTG-606-PQR-901,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",47,KA10ST8916,Not Fraud +1828,1/6/2023 10:45,Bus ,FTG-839-STU-234,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,KA10ST8917,Not Fraud +1829,1/7/2023 13:15,Car,FTG-072-VWX-567,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",44,KA10ST8918,Not Fraud +1830,1/8/2023 15:30,Motorcycle,FTG-305-YZA-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",59,KA51PQ5678,Not Fraud +1831,1/9/2023 17:45,Truck,FTG-538-BCD-123,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",54,KA51PQ5679,Not Fraud +1832,1/10/2023 20:15,Van,FTG-771-EFG-456,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",43,KA51PQ5680,Not Fraud +1833,1/11/2023 22:30,Sedan,FTG-004-HIJ-789,A-101,Express,Medium,110,90,"12.936687032945434, 77.53113977439017",56,KA51PQ5681,Fraud +1834,1/13/2023 0:45,SUV,FTG-237-KLM-012,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",50,KA51PQ5682,Not Fraud +1835,1/14/2023 3:15,Bus ,FTG-470-NOP-345,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA51PQ5683,Not Fraud +1836,1/15/2023 5:30,Car,FTG-703-QRS-678,A-101,Regular,Small,70,60,"12.936687032945434, 77.53113977439017",55,KA51PQ5684,Fraud +1837,1/16/2023 7:45,Motorcycle,FTG-936-TUV-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",48,KA51PQ5685,Not Fraud +1838,1/17/2023 10:15,Truck,FTG-169-WXY-234,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA51PQ5686,Not Fraud +1839,1/18/2023 12:30,Van,FTG-402-ZAB-567,B-102,Express,Medium,120,70,"12.936687032945434, 77.53113977439017",42,KA51PQ5687,Fraud +1840,1/19/2023 14:45,Sedan,FTG-635-CDE-890,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",57,KA51PQ5688,Not Fraud +1841,1/20/2023 17:15,SUV,FTG-868-FGH-123,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",49,KA51PQ5689,Not Fraud +1842,1/21/2023 19:30,Bus ,FTG-101-IJK-456,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA51PQ5690,Not Fraud +1843,1/22/2023 21:45,Car,FTG-334-LMN-789,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",46,KA51PQ5691,Not Fraud +1844,1/24/2023 0:15,Motorcycle,FTG-567-OPQ-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA51PQ5692,Not Fraud +1845,1/25/2023 2:30,Truck,FTG-800-RST-345,C-103,Express,Large,300,120,"12.936687032945434, 77.53113977439017",53,KA51PQ5693,Fraud +1846,1/26/2023 4:45,Van,FTG-033-UVW-678,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",47,KA51PQ5694,Not Fraud +1847,1/27/2023 7:15,Sedan,FTG-266-XYZ-901,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",51,KA51PQ5695,Not Fraud +1848,1/28/2023 9:30,SUV,FTG-499-BCA-234,B-102,Regular,Large,140,100,"12.936687032945434, 77.53113977439017",44,KA51PQ5696,Fraud +1849,1/29/2023 11:45,Bus ,FTG-732-DEF-567,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,KA51PQ5697,Not Fraud +1850,1/30/2023 14:15,Car,FTG-965-GHI-890,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",54,KA78RS9012,Not Fraud +1851,1/31/2023 16:30,Motorcycle,FTG-198-JKL-123,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",43,KA78RS9013,Not Fraud +1852,2/1/2023 18:45,Truck,FTG-431-MNO-456,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",56,KA78RS9014,Not Fraud +1853,2/2/2023 21:15,Van,FTG-664-PQR-789,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",50,KA78RS9015,Not Fraud +1854,2/3/2023 23:30,Sedan,FTG-897-STU-012,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",45,KA78RS9016,Not Fraud +1855,2/5/2023 1:45,SUV,FTG-130-VWX-345,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",55,KA78RS9017,Not Fraud +1856,2/6/2023 4:15,Bus ,FTG-363-YZA-678,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",48,KA78RS9018,Not Fraud +1857,2/7/2023 6:30,Car,FTG-596-BCD-901,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",60,KA78RS9019,Not Fraud +1858,2/8/2023 8:45,Motorcycle,FTG-829-EFG-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",42,KA78RS9020,Not Fraud +1859,2/9/2023 11:15,Truck,FTG-062-HIJ-567,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,KA78RS9021,Not Fraud +1860,2/10/2023 13:30,Van,FTG-295-KLM-890,B-102,Regular,Medium,120,100,"12.936687032945434, 77.53113977439017",49,KA12TU3456,Fraud +1861,2/11/2023 15:45,Sedan,FTG-528-NOP-123,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",52,KA36VW7890,Not Fraud +1862,2/12/2023 18:15,SUV,FTG-761-QRS-456,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",46,KA45XY1234,Not Fraud +1863,2/13/2023 20:30,Bus ,FTG-994-TUV-789,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA67AB5678,Not Fraud +1864,2/15/2023 22:45,Car,FTG-227-WXY-012,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",53,KA89CD9012,Not Fraud +1865,2/17/2023 1:15,Motorcycle,FTG-460-ZAB-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",47,KA23EF2343,Not Fraud +1866,2/18/2023 3:30,Truck,FTG-693-CDE-678,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,KA78GH6785,Not Fraud +1867,2/19/2023 5:45,Van,FTG-926-FGH-901,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",44,KA56IJ0123,Not Fraud +1868,2/20/2023 8:15,Sedan,FTG-159-IJK-234,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",59,KA90KL3456,Not Fraud +1869,2/21/2023 10:30,SUV,FTG-392-LMN-567,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,KA34MN7890,Not Fraud +1870,2/22/2023 12:45,Bus ,FTG-625-OPQ-890,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",43,KA21OP1234,Not Fraud +1871,2/23/2023 15:15,Car,FTG-859-RST-123,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",56,KA87QR5678,Not Fraud +1872,2/24/2023 17:30,Motorcycle,FTG-092-UVW-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,KA54ST9012,Not Fraud +1873,2/25/2023 19:45,Truck,FTG-325-XYZ-789,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA32UV2345,Not Fraud +1874,2/26/2023 22:15,Van,FTG-558-BCA-012,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA65WX6789,Not Fraud +1875,2/28/2023 0:30,Sedan,FTG-791-DEF-345,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",48,KA98YZ0121,Fraud +1876,1/3/2023 18:30,SUV,FTG-024-GHI-678,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",60,KA43AB1456,Not Fraud +1877,1/4/2023 3:20,Bus ,FTG-257-JKL-901,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,KA76CD7190,Not Fraud +1878,1/5/2023 9:10,Car,FTG-490-MNO-234,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",57,KA09EF1134,Not Fraud +1879,1/6/2023 14:55,Motorcycle,FTG-723-PQR-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",49,KA58GH5618,Not Fraud +1880,1/7/2023 21:40,Truck,FTG-956-STU-890,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA67IJ9112,Not Fraud +1881,1/8/2023 6:25,Van,FTG-684-ABC-234,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",46,KA21KL1345,Not Fraud +1882,1/9/2023 11:12,Sedan,FTG-917-DEF-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",58,KA45MN6189,Not Fraud +1883,1/10/2023 17:05,SUV,FTG-150-GHI-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",53,KA32OP1123,Not Fraud +1884,4/11/2023 10:20,Bus ,FTG-383-JKL-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",47,KA89QR4167,Not Fraud +1885,4/12/2023 16:15,Car,FTG-616-MNO-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",51,KA54ST8101,Not Fraud +1886,4/13/2023 22:05,Motorcycle,FTG-849-PQR-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",44,KA76UV1345,Not Fraud +1887,4/14/2023 3:50,Truck,FTG-082-STU-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,KA12WX1789,Not Fraud +1888,4/15/2023 9:40,Van,FTG-315-VWX-345,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",54,KA98YZ1123,Not Fraud +1889,4/16/2023 15:35,Sedan,FTG-548-YZA-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",43,KA43AB2456,Not Fraud +1890,4/17/2023 22:20,SUV,FTG-781-BCD-901,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",56,KA76CD2890,Not Fraud +1891,4/18/2023 4:10,Bus ,FTG-014-EFG-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",50,KA09EF2234,Not Fraud +1892,4/19/2023 10:00,Car,FTG-247-HIJ-567,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",45,KA58GH2678,Fraud +1893,4/20/2023 15:45,Motorcycle,FTG-480-KLM-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,KA67IJ2012,Not Fraud +1894,4/21/2023 21:35,Truck,FTG-713-NOP-123,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",48,KA21KL2245,Fraud +1895,4/22/2023 4:20,Van,FTG-946-QRS-456,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",60,KA45MN6722,Fraud +1896,4/23/2023 10:10,Sedan,FTG-179-TUV-789,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",42,KA32OP0122,Fraud +1897,4/24/2023 16:00,SUV,FTG-412-WXY-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",57,KA89QR4567,Not Fraud +1898,4/25/2023 21:45,Bus ,FTG-645-ZAB-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",49,KA54ST8901,Not Fraud +1899,4/26/2023 4:30,Car,FTG-878-CDE-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",52,KA76UV2345,Not Fraud +1900,4/27/2023 10:15,Motorcycle,FTG-111-FGH-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",46,KA12WX6789,Not Fraud +1901,4/28/2023 17:00,Truck,FTG-344-IJK-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA98YZ0123,Not Fraud +1902,4/29/2023 22:50,Van,FTG-577-LMN-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",53,KA43AB3456,Not Fraud +1903,4/30/2023 5:35,Sedan,FTG-810-OPQ-890,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",47,KA76CD7890,Not Fraud +1904,5/1/2023 11:25,SUV,FTG-043-RST-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",51,KA09EF1234,Not Fraud +1905,5/2/2023 17:20,Bus ,FTG-276-UVW-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",44,KA58GH5678,Not Fraud +1906,5/3/2023 23:05,Car,FTG-509-XYZ-789,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",59,KA67IJ9012,Not Fraud +1907,5/4/2023 5:00,Motorcycle,FTG-742-BCA-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",54,KA21KL2345,Not Fraud +1908,5/5/2023 10:45,Truck,FTG-975-DEF-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",43,KA45MN6789,Not Fraud +1909,5/6/2023 16:35,Van,FTG-208-GHI-678,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",56,KA32OP0123,Not Fraud +1910,5/7/2023 1:20,Sedan,FTG-441-JKL-901,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",50,KA36XY4567,Not Fraud +1911,5/8/2023 7:10,SUV,FTG-674-MNO-234,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",45,KA22LM7890,Not Fraud +1912,5/9/2023 13:05,Bus ,FTG-907-PQR-567,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA47PQ1234,Not Fraud +1913,5/10/2023 18:50,Car,FTG-140-STU-890,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",48,KA65RS5678,Not Fraud +1914,5/11/2023 1:35,Motorcycle,FTG-373-VWX-123,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,KA89TU9012,Not Fraud +1915,5/12/2023 7:25,Truck,FTG-606-YZA-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA12VW3459,Not Fraud +1916,5/13/2023 13:20,Van,FTG-839-BCD-789,B-102,Regular,Medium,120,90,"12.936687032945434, 77.53113977439017",78,KA34YZ6780,Fraud +1917,5/14/2023 20:05,Sedan,FTG-072-EFG-012,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",53,KA56AB0123,Not Fraud +1918,5/15/2023 1:55,SUV,FTG-305-HIJ-345,B-102,Regular,Large,140,110,"12.936687032945434, 77.53113977439017",92,KA78CD2345,Fraud +1919,5/16/2023 7:40,Bus ,FTG-538-KLM-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA90EF6789,Not Fraud +1920,5/17/2023 13:30,Car,FTG-771-NOP-901,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",105,KA21GH1234,Not Fraud +1921,5/18/2023 19:25,Motorcycle,FTG-004-QRS-234,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",70,KA43IJ5678,Not Fraud +1922,5/19/2023 2:10,Truck,FTG-237-TUV-567,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",88,KA65KL9012,Not Fraud +1923,5/20/2023 8:00,Van,FTG-470-WXY-890,B-102,Express,Medium,120,70,"12.936687032945434, 77.53113977439017",45,KA87MN3456,Fraud +1924,5/21/2023 13:50,Sedan,FTG-703-ZAB-123,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",72,KA09OP6789,Not Fraud +1925,5/22/2023 20:35,SUV,FTG-936-CDE-456,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",58,KA32QR0121,Not Fraud +1926,5/23/2023 3:20,Bus ,FTG-169-FGH-789,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",81,KA54ST2341,Not Fraud +1927,5/24/2023 9:15,Car,FTG-402-IJK-012,A-101,Express,Small,70,80,"12.936687032945434, 77.53113977439017",67,KA76UV5678,Fraud +1928,5/25/2023 16:00,Motorcycle,FTG-635-LMN-345,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",98,KA98WX9912,Not Fraud +1929,5/27/2023 4:35,Truck,FTG-868-OPQ-678,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",50,KA23YZ3956,Not Fraud +1930,5/28/2023 10:30,Van,FTG-101-RST-901,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",75,KA45AB6489,Not Fraud +1931,5/29/2023 16:20,Sedan,FTG-334-UVW-234,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",62,KA67CD0423,Not Fraud +1932,5/30/2023 23:05,SUV,FTG-567-XYZ-567,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",84,KA89EF2345,Not Fraud +1933,5/31/2023 4:50,Bus ,FTG-800-BCA-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA12GH4678,Not Fraud +1934,6/1/2023 10:40,Car,FTG-033-DEF-123,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",80,KA34IJ4012,Not Fraud +1935,6/2/2023 16:30,Motorcycle,FTG-266-GHI-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,KA56KL4345,Not Fraud +1936,6/3/2023 23:15,Truck,FTG-499-JKL-789,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",90,KA78MN5478,Fraud +1937,6/4/2023 5:05,Van,FTG-732-MNO-012,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",48,KA90OP4012,Not Fraud +1938,6/5/2023 10:50,Sedan,FTG-965-PQR-345,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",77,KA21QR4345,Not Fraud +1939,6/6/2023 16:40,SUV,FTG-198-STU-678,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",63,KA43ST4678,Not Fraud +1940,6/7/2023 1:25,Bus ,FTG-431-VWX-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",87,KA65UV9612,Not Fraud +1941,6/8/2023 7:10,Car,FTG-664-YZA-234,A-101,Express,Small,70,0,"12.936687032945434, 77.53113977439017",52,KA87WX2345,Fraud +1942,6/9/2023 12:55,Motorcycle,FTG-897-BCD-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",95,KA09YZ5878,Not Fraud +1943,6/10/2023 18:45,Truck,FTG-130-EFG-890,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",73,KA32AB9812,Not Fraud +1944,6/11/2023 0:35,Van,FTG-363-HIJ-123,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",82,KA54CD2845,Not Fraud +1945,6/12/2023 7:20,Sedan,FTG-596-KLM-456,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",57,KA76EF5878,Not Fraud +1946,6/13/2023 13:10,SUV,FTG-829-NOP-789,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",96,KA98GH9812,Not Fraud +1947,6/14/2023 19:05,Bus ,FTG-062-QRS-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",66,KA23IJ1345,Not Fraud +1948,6/15/2023 1:55,Car,FTG-295-TUV-345,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",89,KA45KL5378,Not Fraud +1949,6/16/2023 7:40,Motorcycle,FTG-528-WXY-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",51,KA67MN9512,Not Fraud +1950,6/17/2023 13:30,Truck,FTG-761-ZAB-901,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",76,KA89OP2245,Not Fraud +1951,6/18/2023 20:15,Van,FTG-994-CDE-234,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",61,KA12QR5478,Not Fraud +1952,6/19/2023 2:05,Sedan,FTG-227-FGH-567,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",85,KA34ST9212,Not Fraud +1953,6/20/2023 7:50,SUV,FTG-460-IJK-890,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",74,KA56UV2345,Not Fraud +1954,6/21/2023 13:40,Bus ,FTG-693-LMN-123,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",93,KA78WX5678,Not Fraud +1955,6/22/2023 20:25,Car,FTG-926-OPQ-456,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",49,KA90YZ9812,Not Fraud +1956,6/23/2023 3:10,Motorcycle,FTG-159-RST-789,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",83,KA21AB2345,Not Fraud +1957,6/24/2023 9:00,Truck,FTG-392-UVW-012,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,KA43CD5678,Not Fraud +1958,6/25/2023 14:55,Van,FTG-625-XYZ-345,B-102,Regular,Medium,120,60,"12.936687032945434, 77.53113977439017",91,KA65EF9011,Fraud +1959,6/26/2023 21:40,Sedan,FTG-858-BCA-678,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",71,KA87GH2345,Not Fraud +1960,6/27/2023 4:30,SUV,FTG-091-DEF-901,B-102,Regular,Large,140,110,"12.936687032945434, 77.53113977439017",86,KA55XY6789,Fraud +1961,6/28/2023 10:20,Bus ,FTG-324-GHI-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",56,KA67LM8801,Not Fraud +1962,6/29/2023 16:05,Car,FTG-557-JKL-567,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",79,KA45PQ2245,Not Fraud +1963,6/30/2023 21:55,Motorcycle,FTG-790-MNO-890,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",64,KA23RS6786,Not Fraud +1964,7/1/2023 4:40,Truck,FTG-023-PQR-123,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",97,KA89TU0125,Fraud +1965,7/2/2023 10:30,Van,FTG-256-STU-456,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",69,KA12VW3499,Not Fraud +1966,7/3/2023 17:15,Sedan,FTG-489-VWX-789,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",94,KA34YZ6781,Not Fraud +1967,7/4/2023 23:05,SUV,FTG-722-YZA-012,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,KA56AB0124,Not Fraud +1968,7/5/2023 4:50,Bus ,FTG-955-BCD-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",81,KA78CD2347,Not Fraud +1969,7/6/2023 10:35,Car,FTG-188-EFG-678,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",65,KA90EF6785,Not Fraud +1970,7/7/2023 16:25,Motorcycle,FTG-421-HIJ-901,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",92,KA21GH1231,Not Fraud +1971,7/8/2023 23:10,Truck,FTG-654-KLM-234,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",50,KA43IJ5672,Not Fraud +1972,7/9/2023 5:00,Van,FTG-887-NOP-567,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",75,KA65KL9011,Not Fraud +1973,7/10/2023 10:50,Sedan,FTG-120-QRS-890,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",58,KA87MN3458,Not Fraud +1974,7/11/2023 16:45,SUV,FTG-353-TUV-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",89,KA09OP6788,Not Fraud +1975,7/12/2023 22:30,Bus ,FTG-586-WXY-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",44,KA32QR0123,Not Fraud +1976,7/13/2023 5:15,Car,FTG-819-ZAB-789,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",78,KA54ST2345,Not Fraud +1977,7/14/2023 11:05,Motorcycle,FTG-052-CDE-012,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",67,KA76UV5078,Not Fraud +1978,7/15/2023 16:55,Truck,FTG-285-FGH-345,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",95,KA98WX9012,Not Fraud +1979,7/16/2023 23:40,Van,FTG-518-IJK-678,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA23YZ3456,Not Fraud +1980,7/17/2023 5:30,Sedan,FTG-751-LMN-901,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",80,KA45AB6789,Not Fraud +1981,7/18/2023 11:20,SUV,FTG-893-ABC-567,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",62,KA67CD0123,Not Fraud +1982,7/19/2023 18:05,Bus ,FTG-126-DEF-890,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",87,KA89EF2344,Not Fraud +1983,7/20/2023 2:00,Car,FTG-359-GHI-123,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",47,KA12GH5678,Not Fraud +1984,7/21/2023 7:45,Motorcycle,FTG-592-JKL-456,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",73,KA34IJ9012,Not Fraud +1985,7/22/2023 13:35,Truck,FTG-825-MNO-789,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA56KL2345,Not Fraud +1986,7/23/2023 19:30,Van,FTG-058-PQR-012,B-102,Regular,Medium,120,70,"12.936687032945434, 77.53113977439017",91,KA78MN5678,Fraud +1987,7/24/2023 2:15,Sedan,FTG-291-STU-345,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",53,KA90OP9012,Not Fraud +1988,7/25/2023 8:05,SUV,FTG-524-VWX-678,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA21QR2345,Not Fraud +1989,7/26/2023 13:55,Bus ,FTG-757-YZA-901,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",56,KA43ST5678,Not Fraud +1990,7/27/2023 20:40,Car,FTG-990-BCD-234,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",84,KA65UV9012,Not Fraud +1991,7/28/2023 2:30,Motorcycle,FTG-223-EFG-567,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",69,KA87WX2344,Not Fraud +1992,7/30/2023 14:05,Truck,FTG-456-HIJ-890,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",94,KA09YZ5678,Not Fraud +1993,7/31/2023 20:50,Van,FTG-689-KLM-123,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",49,KA32AB9012,Not Fraud +1994,8/1/2023 3:35,Sedan,FTG-922-NOP-456,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",76,KA54CD2345,Not Fraud +1995,8/2/2023 9:25,SUV,FTG-155-QRS-789,B-102,Express,Large,140,120,"12.936687032945434, 77.53113977439017",63,KA76EF5678,Fraud +1996,8/3/2023 16:10,Bus ,FTG-388-TUV-012,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",88,KA98GH9012,Not Fraud +1997,8/4/2023 21:55,Car,FTG-621-WXY-345,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",74,KA23IJ2343,Not Fraud +1998,8/5/2023 4:45,Motorcycle,FTG-854-ZAB-678,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",96,KA45KL5678,Not Fraud +1999,8/6/2023 10:40,Truck,FTG-087-CDE-901,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",61,KA67MN9012,Not Fraud +2000,8/7/2023 16:30,Van,FTG-320-FGH-234,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",85,KA89OP2345,Not Fraud +2001,8/8/2023 23:15,Sedan,FTG-553-IJK-567,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",52,KA12QR5678,Not Fraud +2002,8/9/2023 5:05,SUV,FTG-786-LMN-890,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",79,KA34ST9012,Not Fraud +2003,8/10/2023 10:55,Bus ,FTG-919-OPQ-123,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,KA56UV2145,Not Fraud +2004,8/11/2023 16:40,Car,FTG-152-RST-456,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",90,KA78WX5178,Not Fraud +2005,8/12/2023 22:30,Motorcycle,FTG-385-UVW-789,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",48,KA90YZ9012,Not Fraud +2006,8/13/2023 4:15,Truck,FTG-618-XYZ-012,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",77,KA21AB2145,Fraud +2007,8/14/2023 10:05,Van,FTG-851-BCA-345,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",60,KA43CD5178,Not Fraud +2008,8/15/2023 15:50,Sedan,FTG-084-DEF-678,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",83,KA65EF9012,Fraud +2009,8/16/2023 22:35,SUV,FTG-317-GHI-901,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",71,KA87GH2145,Not Fraud +2010,8/17/2023 4:25,Bus ,FTG-550-JKL-234,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",97,KA09LM3456,Not Fraud +2011,8/18/2023 10:15,Car,FTG-783-MNO-567,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",46,KA34PQ6189,Not Fraud +2012,8/19/2023 16:00,Motorcycle,FTG-016-PQR-890,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",81,KA56RS0223,Not Fraud +2013,8/20/2023 21:50,Truck,FTG-249-STU-123,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,KA78TU4567,Not Fraud +2014,8/21/2023 4:35,Van,FTG-482-VWX-456,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",93,KA90VW8901,Not Fraud +2015,8/22/2023 10:25,Sedan,FTG-715-YZA-789,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",57,KA21XY2345,Not Fraud +2016,8/23/2023 16:20,SUV,FTG-948-BCD-012,B-102,Regular,Large,145,125,"13.21331620748757, 77.55413526894684",86,KA43AB9789,Fraud +2017,8/24/2023 23:05,Bus ,FTG-181-EFG-345,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",55,KA65CD9123,Not Fraud +2018,8/25/2023 4:50,Car,FTG-414-HIJ-678,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,KA87EF9456,Not Fraud +2019,8/26/2023 10:40,Motorcycle,FTG-647-KLM-901,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",63,KA12GH9789,Not Fraud +2020,8/27/2023 16:30,Truck,FTG-880-NOP-234,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",90,GA97GH3456,Not Fraud +2021,8/28/2023 23:15,Van,FTG-113-QRS-567,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",48,MH97IJ7890,Fraud +2022,8/29/2023 5:05,Sedan,FTG-346-TUV-890,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",76,AP98KL1234,Not Fraud +2023,8/30/2023 10:50,SUV,FTG-193-ABC-567,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",58,GA98MN5678,Not Fraud +2024,8/31/2023 17:35,Bus ,FTG-426-DEF-890,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",87,MH98OP9012,Not Fraud +2025,9/1/2023 1:25,Car,FTG-659-GHI-123,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",67,AP99QR3456,Fraud +2026,9/2/2023 7:20,Motorcycle,FTG-892-JKL-456,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",94,GA99ST7890,Not Fraud +2027,9/3/2023 14:05,Truck,FTG-125-MNO-789,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,MH99UV1234,Not Fraud +2028,9/4/2023 19:55,Van,FTG-358-PQR-012,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",89,AP00WX5678,Not Fraud +2029,9/5/2023 2:40,Sedan,FTG-591-STU-345,A-101,Express,Medium,115,60,"13.21331620748757, 77.55413526894684",52,GA00YZ9012,Fraud +2030,9/6/2023 8:30,SUV,FTG-824-VWX-678,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",79,MH00AB1234,Not Fraud +2031,9/7/2023 14:25,Bus ,FTG-057-YZA-901,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,AP01CD5678,Not Fraud +2032,9/8/2023 21:10,Car,FTG-290-BCD-234,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",95,GA01EF9012,Not Fraud +2033,9/9/2023 2:55,Motorcycle,FTG-523-EFG-567,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",44,MH01GH3456,Not Fraud +2034,9/10/2023 8:45,Truck,FTG-756-HIJ-890,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,AP02IJ7890,Not Fraud +2035,9/11/2023 15:30,Van,FTG-989-KLM-123,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,GA02KL1234,Not Fraud +2036,9/12/2023 21:20,Sedan,FTG-222-NOP-456,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",85,MH02MN5678,Not Fraud +2037,9/13/2023 4:05,SUV,FTG-455-QRS-789,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",49,AP03OP9012,Not Fraud +2038,9/14/2023 9:50,Bus ,FTG-688-TUV-012,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",74,GA03QR3456,Not Fraud +2039,9/15/2023 15:40,Car,FTG-921-WXY-345,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",69,MH03ST7890,Not Fraud +2040,9/16/2023 22:25,Motorcycle,FTG-154-ZAB-678,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",92,AP04UV1234,Not Fraud +2041,9/17/2023 4:15,Truck,FTG-387-CDE-901,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",57,GA04WX5678,Not Fraud +2042,9/18/2023 10:00,Van,FTG-620-FGH-234,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",83,MH04YZ9012,Not Fraud +2043,9/19/2023 15:50,Sedan,FTG-853-IJK-567,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",68,AP05AB1234,Not Fraud +2044,9/20/2023 22:35,SUV,FTG-086-LMN-890,B-102,Regular,Large,145,125,"13.21331620748757, 77.55413526894684",96,GA05CD5678,Fraud +2045,9/21/2023 5:20,Bus ,FTG-319-OPQ-123,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",46,MH05EF9012,Fraud +2046,9/22/2023 11:10,Car,FTG-552-RST-456,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,AP06GH3456,Not Fraud +2047,9/23/2023 17:00,Motorcycle,FTG-785-UVW-789,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",60,GA06IJ7890,Not Fraud +2048,9/24/2023 0:45,Truck,FTG-918-XYZ-012,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",88,MH06KL1234,Not Fraud +2049,9/25/2023 6:35,Van,FTG-141-BCA-345,B-102,Express,Medium,125,115,"13.21331620748757, 77.55413526894684",53,AP07MN5678,Fraud +2050,9/26/2023 12:30,Sedan,FTG-374-DEF-678,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",77,GA07OP9012,Not Fraud +2051,9/28/2023 1:00,SUV,FTG-607-GHI-901,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",64,MH07QR3456,Not Fraud +2052,9/29/2023 6:45,Bus ,FTG-840-JKL-234,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",91,AP08ST7890,Not Fraud +2053,9/30/2023 12:35,Car,FTG-073-MNO-567,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",50,GA08UV1234,Not Fraud +2054,10/1/2023 18:30,Motorcycle,FTG-306-PQR-890,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",75,MH08WX5678,Not Fraud +2055,10/2/2023 1:15,Truck,FTG-539-STU-123,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",59,AP09YZ9012,Not Fraud +2056,10/3/2023 7:05,Van,FTG-772-VWX-456,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",84,GA09AB1234,Not Fraud +2057,10/4/2023 12:55,Sedan,FTG-005-YZA-789,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,MH09CD5678,Not Fraud +2058,10/5/2023 19:40,SUV,FTG-238-BCD-012,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",93,AP10EF9012,Not Fraud +2059,10/6/2023 1:30,Bus ,FTG-471-EFG-345,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",45,GA10GH3456,Not Fraud +2060,10/7/2023 7:15,Car,FTG-704-HIJ-678,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",80,MH10IJ7890,Not Fraud +2061,10/8/2023 13:05,Motorcycle,FTG-937-KLM-901,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",62,AP11KL1234,Not Fraud +2062,10/9/2023 19:50,Truck,FTG-170-NOP-234,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,GA11MN5678,Not Fraud +2063,10/10/2023 2:35,Van,FTG-403-QRS-567,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",51,MH11OP9012,Not Fraud +2064,10/11/2023 8:25,Sedan,FTG-636-TUV-890,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",73,AP12QR3456,Not Fraud +2065,10/12/2023 15:10,SUV,FTG-869-WXY-012,B-102,Express,Large,145,115,"13.21331620748757, 77.55413526894684",56,GA12ST7890,Fraud +2066,10/13/2023 21:00,Bus ,FTG-102-ZAB-345,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,MH12UV1234,Not Fraud +2067,10/14/2023 2:45,Car,FTG-335-CDE-678,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",70,AP13WX5678,Fraud +2068,10/15/2023 8:35,Motorcycle,FTG-568-FGH-901,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",97,GA13YZ9012,Not Fraud +2069,1/9/2023 4:05,Truck,FTG-801-IJK-234,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",47,MH13AB1234,Fraud +2070,1/10/2023 9:55,Van,FTG-034-LMN-567,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",84,AP14CD5678,Not Fraud +2071,1/11/2023 16:40,Sedan,FTG-267-OPQ-890,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",65,GA14EF9012,Not Fraud +2072,1/12/2023 22:30,SUV,FTG-500-RST-123,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",92,MH14GH3456,Not Fraud +2073,1/13/2023 5:15,Bus ,FTG-733-UVW-456,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",53,AP15IJ7890,Not Fraud +2074,1/14/2023 11:05,Car,FTG-966-XYZ-789,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",79,GA15KL1234,Not Fraud +2075,1/15/2023 17:50,Motorcycle,FTG-199-BCA-012,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",61,MH15MN5678,Not Fraud +2076,1/16/2023 0:35,Truck,FTG-432-DEF-345,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",89,AP16OP9012,Fraud +2077,1/17/2023 6:25,Van,FTG-665-GHI-678,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",44,GA16QR3456,Not Fraud +2078,12/25/2023 8:05,Sedan,FTG-898-JKL-901,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",78,MH16ST7890,Fraud +2079,12/26/2023 13:55,SUV,FTG-131-MNO-234,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",67,AP17UV1234,Not Fraud +2080,12/27/2023 20:40,Bus ,FTG-364-PQR-567,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",95,GA17WX5678,Not Fraud +2081,12/28/2023 2:30,Car,FTG-597-STU-890,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",55,MH17YZ9012,Not Fraud +2082,12/29/2023 8:20,Motorcycle,FTG-830-VWX-123,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,AP18AB1234,Not Fraud +2083,12/30/2023 15:05,Truck,FTG-063-YZA-456,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,GA18CD5678,Not Fraud +2084,12/31/2023 20:55,Van,FTG-296-BCD-789,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",87,MH18EF9012,Not Fraud +2085,1/1/2023 3:40,Sedan,FTG-529-EFG-012,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",47,AP19GH3456,Not Fraud +2086,1/2/2023 9:30,SUV,FTG-762-HIJ-345,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",73,GA19IJ7890,Not Fraud +2087,1/3/2023 16:15,Bus ,FTG-995-KLM-678,C-103,Express,Large,330,60,"13.21331620748757, 77.55413526894684",68,MH19KL1234,Fraud +2088,1/4/2023 22:00,Car,FTG-228-NOP-901,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",91,AP20MN5678,Not Fraud +2089,1/5/2023 3:45,Motorcycle,FTG-461-QRS-234,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,GA20OP9012,Not Fraud +2090,1/6/2023 9:35,Truck,FTG-694-TUV-567,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",82,MH20QR3456,Fraud +2091,1/7/2023 15:30,Van,FTG-927-WXY-890,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",56,AP21ST7890,Not Fraud +2092,1/8/2023 22:15,Sedan,FTG-160-ZAB-123,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,GA21UV1234,Not Fraud +2093,12/13/2023 6:35,SUV,FTG-393-CDE-456,B-102,Express,Large,145,115,"13.21331620748757, 77.55413526894684",69,MH21WX5678,Fraud +2094,12/14/2023 12:25,Bus ,FTG-626-FGH-789,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",94,AP22YZ9012,Not Fraud +2095,12/15/2023 18:15,Car,FTG-859-IJK-012,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",49,GA22AB1234,Not Fraud +2096,12/16/2023 1:00,Motorcycle,FTG-092-LMN-345,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",76,MH22CD5678,Not Fraud +2097,12/17/2023 6:50,Truck,FTG-325-OPQ-678,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",63,AP23EF9012,Fraud +2098,12/18/2023 13:35,Van,FTG-558-RST-901,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",88,GA23GH3456,Not Fraud +2099,12/19/2023 19:25,Sedan,FTG-791-UVW-234,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",74,MH23IJ7890,Not Fraud +2100,12/20/2023 2:10,SUV,FTG-024-XYZ-567,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",96,AP24KL1234,Not Fraud +2101,12/21/2023 8:00,Bus ,FTG-257-BCA-890,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",61,GA24MN5678,Not Fraud +2102,12/22/2023 13:45,Car,FTG-490-DEF-123,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",85,MH24OP9012,Not Fraud +2103,12/23/2023 20:30,Motorcycle,FTG-723-GHI-456,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,AP25QR3456,Not Fraud +2104,12/24/2023 2:20,Truck,FTG-956-JKL-789,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,GA25ST7890,Not Fraud +2105,11/26/2023 22:10,Van,FTG-189-MNO-012,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",66,MH25UV1234,Not Fraud +2106,11/27/2023 5:00,Sedan,FTG-422-PQR-345,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",90,AP26WX5678,Not Fraud +2107,11/28/2023 10:45,SUV,FTG-655-STU-678,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",48,GA26YZ9012,Not Fraud +2108,11/29/2023 16:35,Bus ,FTG-888-VWX-901,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",77,MH26AB1234,Not Fraud +2109,11/30/2023 23:20,Car,FTG-121-YZA-234,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",60,AP27CD5678,Fraud +2110,12/1/2023 5:05,Motorcycle,FTG-354-BCD-567,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",83,GA27EF9012,Not Fraud +2111,12/2/2023 10:55,Truck,FTG-587-EFG-890,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,MH27GH3456,Not Fraud +2112,12/3/2023 16:45,Van,FTG-820-HIJ-123,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",97,AP28IJ7890,Fraud +2113,12/4/2023 23:30,Sedan,FTG-053-KLM-456,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",46,GA28KL1234,Not Fraud +2114,12/5/2023 4:15,SUV,FTG-286-NOP-789,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",81,MH28MN5678,Not Fraud +2115,12/6/2023 10:05,Bus ,FTG-519-QRS-012,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,AP29OP9012,Not Fraud +2116,12/7/2023 16:50,Car,FTG-752-TUV-345,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",93,GA29QR3456,Not Fraud +2117,12/8/2023 22:40,Motorcycle,FTG-985-WXY-678,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",57,MH29ST7890,Not Fraud +2118,12/9/2023 5:25,Truck,FTG-218-ABC-567,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,AP30UV1234,Not Fraud +2119,12/10/2023 11:15,Van,FTG-451-DEF-890,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",55,GA30WX5678,Not Fraud +2120,12/11/2023 18:00,Sedan,FTG-684-GHI-123,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",82,MH30YZ9012,Not Fraud +2121,12/12/2023 23:50,SUV,FTG-917-JKL-456,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",63,AP31AB1234,Not Fraud +2122,11/3/2023 3:50,Bus ,FTG-150-MNO-789,C-103,Regular,Large,330,90,"13.21331620748757, 77.55413526894684",90,GA31CD5678,Fraud +2123,11/4/2023 9:40,Car,FTG-383-PQR-012,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",48,MH31EF9012,Not Fraud +2124,11/5/2023 15:30,Motorcycle,FTG-616-STU-345,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",76,AP32GH3456,Not Fraud +2125,11/6/2023 22:15,Truck,FTG-849-VWX-678,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",58,GA32IJ7890,Not Fraud +2126,11/7/2023 4:05,Van,FTG-082-YZA-901,B-102,Regular,Medium,125,100,"13.21331620748757, 77.55413526894684",87,MH32KL1234,Fraud +2127,11/8/2023 9:50,Sedan,FTG-315-BCD-234,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",67,AP33MN5678,Not Fraud +2128,11/9/2023 16:35,SUV,FTG-548-EFG-567,B-102,Regular,Large,145,125,"13.21331620748757, 77.55413526894684",94,GA33OP9012,Fraud +2129,11/10/2023 22:25,Bus ,FTG-781-HIJ-890,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,MH33QR3456,Not Fraud +2130,11/11/2023 5:10,Car,FTG-014-KLM-123,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",89,AP34ST7890,Not Fraud +2131,11/12/2023 11:00,Motorcycle,FTG-247-NOP-456,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,GA34UV1234,Not Fraud +2132,11/13/2023 16:50,Truck,FTG-480-QRS-789,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,MH34WX5678,Not Fraud +2133,11/14/2023 23:35,Van,FTG-713-TUV-012,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",66,AP35YZ9012,Not Fraud +2134,11/15/2023 5:25,Sedan,FTG-946-WXY-345,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",95,GA35AB1234,Fraud +2135,11/16/2023 11:10,SUV,FTG-179-ZAB-678,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",44,MH35CD5678,Not Fraud +2136,11/17/2023 17:00,Bus ,FTG-412-CDE-901,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,AP36EF9012,Not Fraud +2137,11/18/2023 22:45,Car,FTG-645-FGH-234,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",61,GA36GH3456,Not Fraud +2138,11/19/2023 4:35,Motorcycle,FTG-878-IJK-567,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",85,MH36IJ7890,Not Fraud +2139,11/20/2023 10:20,Truck,FTG-111-LMN-890,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",49,AP37KL1234,Not Fraud +2140,11/21/2023 16:10,Van,FTG-344-OPQ-123,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",74,GA37MN5678,Not Fraud +2141,11/22/2023 23:00,Sedan,FTG-577-RST-456,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",69,MH37OP9012,Not Fraud +2142,11/23/2023 4:45,SUV,FTG-810-UVW-789,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",92,AP38QR3456,Not Fraud +2143,11/24/2023 10:35,Bus ,FTG-043-XYZ-012,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",57,GA38ST7890,Fraud +2144,11/25/2023 16:20,Car,FTG-276-BCA-345,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",83,MH38UV1234,Not Fraud +2145,10/16/2023 14:30,Motorcycle,FTG-509-DEF-678,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",68,AP39WX5678,Not Fraud +2146,10/17/2023 21:15,Truck,FTG-742-GHI-901,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,GA39YZ9012,Not Fraud +2147,10/18/2023 3:05,Van,FTG-975-JKL-234,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",46,MH39AB1234,Not Fraud +2148,10/19/2023 8:55,Sedan,FTG-208-MNO-567,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",81,AP40CD5678,Not Fraud +2149,10/20/2023 14:40,SUV,FTG-441-PQR-890,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",60,GA40EF9012,Not Fraud +2150,10/21/2023 20:30,Bus ,FTG-674-STU-123,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",88,MH40GH3456,Not Fraud +2151,10/22/2023 3:15,Car,FTG-907-VWX-456,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",53,AP41IJ7890,Not Fraud +2152,10/23/2023 9:05,Motorcycle,FTG-140-YZA-789,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",77,GA41KL1234,Not Fraud +2153,10/24/2023 14:50,Truck,FTG-373-BCD-012,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,MH41MN5678,Not Fraud +2154,10/25/2023 21:35,Van,FTG-606-EFG-345,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",91,AP42OP9012,Not Fraud +2155,10/26/2023 3:25,Sedan,FTG-839-HIJ-678,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",50,GA42QR3456,Not Fraud +2156,10/27/2023 9:10,SUV,FTG-115-DCV-737,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",75,MH42ST7890,Fraud +2157,10/28/2023 15:00,Bus ,FTG-116-NBH-422,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",59,AP43UV1234,Not Fraud +2158,10/29/2023 20:55,Car,FTG-117-LKI-109,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",84,GA43WX5678,Not Fraud +2159,10/30/2023 3:40,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",66,MH43YZ9012,Not Fraud +2160,10/31/2023 9:30,Truck,FTG-119-FRD-533,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",93,AP44AB1234,Not Fraud +2161,11/1/2023 16:15,Van,FTG-120-TYU-220,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",45,GA44CD5678,Not Fraud +2162,11/2/2023 22:05,Sedan,FTG-121-BVC-917,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",80,MH44EF9012,Not Fraud +2163,2/5/2023 14:30,SUV,FTG-122-XSW-659,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",62,AP45GH3456,Not Fraud +2164,3/10/2023 10:45,Bus ,FTG-123-NMK-300,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,GA45IJ7890,Not Fraud +2165,4/15/2023 18:00,Car,FTG-124-CDE-398,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",51,MH45KL1234,Not Fraud +2166,5/20/2023 22:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",73,AP46MN5678,Not Fraud +2167,6/25/2023 16:30,Truck,FTG-126-PLM-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",56,GA46OP9012,Not Fraud +2168,7/30/2023 12:45,Van,FTG-127-HGT-509,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",82,MH46QR3456,Not Fraud +2169,8/4/2023 20:00,Sedan,FTG-128-WSX-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",70,AP47ST7890,Not Fraud +2170,9/9/2023 2:15,SUV,FTG-129-QAZ-643,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",97,GA47UV1234,Not Fraud +2171,10/14/2023 6:30,Bus ,FTG-130-LPO-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",47,MH47WX5678,Not Fraud +2172,11/19/2023 4:45,Car,FTG-131-ZAS-947,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",84,AP48YZ9012,Fraud +2173,12/24/2023 9:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",65,GA48AB1234,Not Fraud +2174,1/3/2023 11:15,Truck,FTG-133-JOP-341,C-103,Regular,Large,330,90,"13.21331620748757, 77.55413526894684",92,MH48CD5678,Fraud +2175,2/7/2023 13:30,Van,FTG-134-RFV-038,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",53,AP49EF9012,Not Fraud +2176,3/12/2023 15:45,Sedan,FTG-135-EDC-765,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",79,GA49GH3456,Not Fraud +2177,4/17/2023 17:00,SUV,FTG-136-OKM-438,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",61,MH49IJ7890,Not Fraud +2178,5/22/2023 19:15,Bus ,FTG-137-NJI-179,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",89,AP50KL1234,Not Fraud +2179,6/27/2023 21:30,Car,FTG-138-LKJ-866,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",44,GA50MN5678,Not Fraud +2180,8/1/2023 23:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",78,MH50OP9012,Not Fraud +2181,9/6/2023 1:00,Truck,FTG-140-POU-219,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",67,AP51QR3456,Not Fraud +2182,10/11/2023 3:15,Van,FTG-141-ZXC-984,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",95,GA51ST7890,Fraud +2183,11/16/2023 5:30,Sedan,FTG-142-VBN-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",55,MH51UV1234,Not Fraud +2184,12/21/2023 7:45,SUV,FTG-143-QWE-324,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,AP52WX5678,Not Fraud +2185,1/5/2023 10:00,Bus ,FTG-144-MKH-048,C-103,Express,Large,330,100,"13.21331620748757, 77.55413526894684",62,GA52YZ9012,Fraud +2186,2/9/2023 12:15,Car,FTG-145-DCF-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,MH52AB1234,Not Fraud +2187,3/14/2023 14:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",47,AP53CD5678,Not Fraud +2188,4/19/2023 16:45,Truck,FTG-147-XCV-144,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,GA53EF9012,Not Fraud +2189,5/24/2023 18:00,Van,FTG-148-JKL-876,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",68,MH53GH3456,Not Fraud +2190,6/29/2023 20:15,Sedan,FTG-149-RFD-544,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,AP54IJ7890,Not Fraud +2191,8/3/2023 22:30,SUV,FTG-150-HGT-214,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",52,GA54KL1234,Not Fraud +2192,9/8/2023 0:45,Bus ,FTG-151-YUI-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,MH54MN5678,Not Fraud +2193,10/13/2023 3:00,Car,FTG-152-BVC-653,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,AP55OP9012,Not Fraud +2194,11/18/2023 5:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,GA55QR3456,Not Fraud +2195,12/23/2023 7:30,Truck,FTG-154-KJH-093,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",69,MH55ST7890,Not Fraud +2196,1/7/2023 9:45,Van,FTG-155-EDC-735,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",94,AP56UV1234,Fraud +2197,2/11/2023 12:00,Sedan,FTG-156-LMK-432,A-101,Express,Medium,115,0,"13.21331620748757, 77.55413526894684",49,GA56WX5678,Fraud +2198,3/16/2023 14:15,SUV,FTG-157-PLN-100,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,MH56YZ9012,Not Fraud +2199,4/21/2023 16:30,Bus ,FTG-158-VFR-873,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,AP57AB1234,Not Fraud +2200,5/26/2023 18:45,Car,FTG-159-WSX-523,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,GA57CD5678,Not Fraud +2201,7/1/2023 21:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",74,MH57EF9012,Not Fraud +2202,8/6/2023 23:15,Truck,FTG-161-POU-982,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,AP58GH3456,Not Fraud +2203,9/11/2023 1:30,Van,FTG-162-NJH-652,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,GA58IJ7890,Not Fraud +2204,10/16/2023 3:45,Sedan,FTG-163-ZXC-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",85,MH58KL1234,Not Fraud +2205,11/21/2023 6:00,SUV,FTG-164-OKM-092,B-102,Express,Large,145,115,"13.21331620748757, 77.55413526894684",52,AP59MN5678,Fraud +2206,12/26/2023 8:15,Bus ,FTG-165-LKJ-725,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,GA59OP9012,Not Fraud +2207,1/9/2023 10:30,Car,FTG-166-HGT-422,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",66,MH59QR3456,Fraud +2208,2/13/2023 12:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",90,KA56RS0121,Not Fraud +2209,3/18/2023 15:00,Truck,FTG-168-DCV-874,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,KA78TU3456,Not Fraud +2210,4/23/2023 17:15,Van,FTG-169-NBH-544,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",77,GA60UV1234,Not Fraud +2211,5/28/2023 19:30,Sedan,FTG-170-POI-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",60,MH60WX5678,Not Fraud +2212,7/2/2023 21:45,SUV,FTG-171-WSX-947,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",83,AP61YZ9012,Not Fraud +2213,8/8/2023 0:00,Bus ,FTG-172-QAZ-657,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,GA61AB1234,Not Fraud +2214,9/13/2023 2:15,Car,FTG-173-KJH-327,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",97,MH61CD5678,Fraud +2215,10/18/2023 4:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",46,AP62EF9012,Not Fraud +2216,11/23/2023 6:45,Truck,FTG-175-YUI-775,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",81,GA62GH3456,Fraud +2217,12/28/2023 9:00,Van,FTG-176-CDE-437,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,MH62IJ7890,Not Fraud +2218,1/11/2023 11:15,Sedan,FTG-177-LMK-108,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",93,AP63KL1234,Not Fraud +2219,2/15/2023 13:30,SUV,FTG-178-NJH-886,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",57,GA63MN5678,Not Fraud +2220,3/20/2023 15:45,Bus ,FTG-179-RFD-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,MH63OP9012,Not Fraud +2221,4/25/2023 18:00,Car,FTG-180-TGB-218,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",55,AP64QR3456,Not Fraud +2222,5/30/2023 20:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",82,GA64ST7890,Not Fraud +2223,7/4/2023 22:30,Truck,FTG-182-XCV-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,MH64UV1234,Not Fraud +2224,8/10/2023 0:45,Van,FTG-183-LKJ-328,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",90,AP65WX5678,Not Fraud +2225,9/15/2023 3:00,Sedan,FTG-184-POU-099,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",48,GA65YZ9012,Not Fraud +2226,10/20/2023 5:15,SUV,FTG-185-ZXC-775,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,MH65AB1234,Not Fraud +2227,11/25/2023 7:30,Bus ,FTG-186-PLM-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",58,AP66CD5678,Not Fraud +2228,12/30/2023 9:45,Car,FTG-187-HGT-159,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,GA66EF9012,Not Fraud +2229,1/13/2023 12:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",67,MH66GH3456,Not Fraud +2230,2/17/2023 14:15,Truck,FTG-189-QAZ-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",94,AP67IJ7890,Not Fraud +2231,3/22/2023 16:30,Van,FTG-190-RFD-215,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",71,GA67KL1234,Not Fraud +2232,4/27/2023 18:45,Sedan,FTG-191-YUI-957,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",89,MH67MN5678,Fraud +2233,6/1/2023 21:00,SUV,FTG-192-BVC-654,B-102,Express,Large,145,100,"13.21331620748757, 77.55413526894684",52,AP68OP9012,Fraud +2234,7/6/2023 23:15,Bus ,FTG-193-NBH-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,GA68QR3456,Not Fraud +2235,8/12/2023 1:30,Car,FTG-194-KJH-095,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,MH68ST7890,Not Fraud +2236,9/17/2023 3:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",95,AP69UV1234,Not Fraud +2237,10/22/2023 6:00,Truck,FTG-196-LMK-442,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",44,GA69WX5678,Not Fraud +2238,11/27/2023 8:15,Van,FTG-197-PLN-149,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",78,MH69YZ9012,Not Fraud +2239,1/15/2023 10:30,Sedan,FTG-198-VFR-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",61,AP70AB1234,Not Fraud +2240,2/19/2023 12:45,SUV,FTG-199-WSX-543,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",85,GA70CD5678,Not Fraud +2241,3/24/2023 15:00,Bus ,FTG-200-QAZ-230,C-103,Express,Large,330,125,"13.21331620748757, 77.55413526894684",49,MH70EF9012,Fraud +2242,4/29/2023 17:15,Car,FTG-201-XYZ-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",74,AP71GH3456,Not Fraud +2243,6/3/2023 19:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",69,GA71IJ7890,Not Fraud +2244,7/8/2023 21:45,Truck,FTG-203-PQR-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,MH71KL1234,Not Fraud +2245,8/14/2023 0:00,Van,FTG-204-DEF-048,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",57,AP72MN5678,Not Fraud +2246,9/19/2023 2:15,Sedan,FTG-205-LMN-765,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",83,GA72OP9012,Not Fraud +2247,10/24/2023 4:30,SUV,FTG-206-GHI-431,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",68,MH72QR3456,Not Fraud +2248,11/29/2023 6:45,Bus ,FTG-207-JKL-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,AP73ST7890,Not Fraud +2249,1/17/2023 9:00,Car,FTG-208-UVW-871,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",46,GA73UV1234,Not Fraud +2250,2/21/2023 11:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",81,MH73WX5678,Not Fraud +2251,3/26/2023 13:30,Truck,FTG-210-MNO-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",60,AP74YZ9012,Not Fraud +2252,5/1/2023 15:45,Van,FTG-211-QWE-687,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",88,GA74AB1234,Fraud +2253,6/6/2023 18:00,Sedan,FTG-212-ZXC-664,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",53,MH74CD5678,Not Fraud +2254,7/11/2023 20:15,SUV,FTG-213-POI-361,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",77,AP75EF9012,Not Fraud +2255,8/16/2023 22:30,Bus ,FTG-214-KJH-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,GA75GH3456,Not Fraud +2256,9/21/2023 0:45,Car,FTG-215-DCV-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",91,MH75IJ7890,Not Fraud +2257,10/26/2023 3:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",50,AP76KL1234,Not Fraud +2258,12/1/2023 5:15,Truck,FTG-217-LKI-149,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",75,GA76MN5678,Not Fraud +2259,1/19/2023 7:30,Van,FTG-218-UYT-876,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",59,MH76OP9012,Not Fraud +2260,2/23/2023 9:45,Sedan,FTG-219-FRD-523,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,AP77QR3456,Not Fraud +2261,4/1/2023 12:00,SUV,FTG-220-TYU-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",66,GA77ST7890,Not Fraud +2262,5/6/2023 14:15,Bus ,FTG-221-BVC-927,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",93,MH77UV1234,Not Fraud +2263,6/11/2023 16:30,Car,FTG-222-XSW-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",45,AP78WX5678,Not Fraud +2264,7/16/2023 18:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,GA78YZ9012,Not Fraud +2265,8/21/2023 21:00,Truck,FTG-224-CDE-098,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",62,MH78AB1234,Fraud +2266,9/26/2023 23:15,Van,FTG-225-VBN-725,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",86,AP79CD5678,Not Fraud +2267,11/1/2023 1:30,Sedan,FTG-226-PLM-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",51,GA79EF9012,Not Fraud +2268,12/6/2023 3:45,SUV,FTG-227-HGT-102,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",73,MH79GH3456,Not Fraud +2269,1/21/2023 6:00,Bus ,FTG-228-WSX-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",56,AP80IJ7890,Not Fraud +2270,2/25/2023 8:15,Car,FTG-229-QAZ-523,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,GA80KL1234,Not Fraud +2271,4/2/2023 10:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",70,MH80MN5678,Not Fraud +2272,5/7/2023 12:45,Truck,FTG-231-ZAS-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",97,AP81OP9012,Not Fraud +2273,6/12/2023 15:00,Van,FTG-232-IXC-624,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",47,GA81QR3456,Not Fraud +2274,7/17/2023 17:15,Sedan,FTG-233-JOP-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,MH81ST7890,Not Fraud +2275,8/22/2023 19:30,SUV,FTG-234-RFV-018,B-102,Express,Large,145,125,"13.21331620748757, 77.55413526894684",65,AP82UV1234,Fraud +2276,9/27/2023 21:45,Bus ,FTG-235-EDC-765,C-103,Regular,Large,330,100,"13.21331620748757, 77.55413526894684",92,GA82WX5678,Fraud +2277,11/2/2023 0:00,Car,FTG-236-OKM-431,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",53,MH82YZ9012,Not Fraud +2278,12/7/2023 2:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",79,AP83AB1234,Not Fraud +2279,1/23/2023 4:30,Truck,FTG-238-LKJ-816,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",61,GA83CD5678,Fraud +2280,2/27/2023 6:45,Van,FTG-239-UTY-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",89,MH83EF9012,Not Fraud +2281,4/4/2023 9:00,Sedan,FTG-240-POU-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",44,AP84GH3456,Not Fraud +2282,5/9/2023 11:15,SUV,FTG-241-ZXC-927,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",78,GA84IJ7890,Not Fraud +2283,7/19/2023 15:45,Bus ,FTG-242-VBN-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",67,MH84KL1234,Not Fraud +2284,8/24/2023 18:00,Car,FTG-243-QWE-351,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",95,AP85MN5678,Not Fraud +2285,9/29/2023 20:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",55,GA85OP9012,Not Fraud +2286,11/3/2023 22:30,Truck,FTG-245-DCF-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",80,MH85QR3456,Not Fraud +2287,12/9/2023 0:45,Van,FTG-246-POI-482,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",62,AP86ST7890,Not Fraud +2288,1/25/2023 3:00,Sedan,FTG-247-XCV-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",87,GA86UV1234,Not Fraud +2289,3/1/2023 5:15,SUV,FTG-248-JKL-896,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",47,MH86WX5678,Not Fraud +2290,4/6/2023 7:30,Bus ,FTG-249-RFD-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,AP87YZ9012,Not Fraud +2291,5/11/2023 9:45,Car,FTG-250-HGT-240,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",68,GA87AB1234,Not Fraud +2292,6/16/2023 12:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",91,MH87CD5678,Not Fraud +2293,7/21/2023 14:15,Truck,FTG-252-BVC-644,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,AP88EF9012,Not Fraud +2294,8/26/2023 16:30,Van,FTG-253-NBH-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",82,GA88GH3456,Not Fraud +2295,10/1/2023 18:45,Sedan,FTG-254-KJH-038,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",56,MH88IJ7890,Not Fraud +2296,11/6/2023 21:00,SUV,FTG-255-EDC-765,B-102,Regular,Large,145,115,"13.21331620748757, 77.55413526894684",84,AP89KL1234,Fraud +2297,12/11/2023 23:15,Bus ,FTG-256-LMK-422,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",69,GA89MN5678,Not Fraud +2298,1/27/2023 1:30,Car,FTG-257-PLN-109,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",94,MH89OP9012,Fraud +2299,3/3/2023 3:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",49,AP90QR3456,Not Fraud +2300,4/8/2023 6:00,Truck,FTG-259-WSX-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",76,GA90ST7890,Not Fraud +2301,5/13/2023 8:15,Van,FTG-260-QAZ-230,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",63,MH90UV1234,Not Fraud +2302,6/18/2023 10:30,Sedan,FTG-261-POU-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",88,AP91WX5678,Not Fraud +2303,7/23/2023 12:45,SUV,FTG-262-NJH-254,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",74,GA91YZ9012,Not Fraud +2304,8/28/2023 15:00,Bus ,FTG-263-ZXC-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,MH91AB1234,Not Fraud +2305,10/2/2023 17:15,Car,FTG-264-OKM-038,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",61,AP92CD5678,Not Fraud +2306,11/7/2023 19:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",85,GA92EF9012,Not Fraud +2307,12/12/2023 21:45,Truck,FTG-266-HGT-422,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH92GH3456,Not Fraud +2308,1/29/2023 0:00,Van,FTG-267-MKF-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",79,AP93IJ7890,Not Fraud +2309,3/5/2023 2:15,Sedan,FTG-268-DCV-846,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,GA93KL1234,Not Fraud +2310,5/15/2023 6:45,SUV,FTG-269-NBH-543,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",90,MH93MN5678,Not Fraud +2311,6/20/2023 9:00,Bus ,FTG-270-POI-280,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,AP94OP9012,Not Fraud +2312,7/25/2023 11:15,Car,FTG-271-WSX-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",77,GA94QR3456,Not Fraud +2313,8/30/2023 13:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",60,MH94ST7890,Not Fraud +2314,10/4/2023 15:45,Truck,FTG-273-KJH-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",83,AP95UV1234,Not Fraud +2315,11/9/2023 18:00,Van,FTG-274-VFR-028,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",71,GA95WX5678,Not Fraud +2316,12/14/2023 20:15,Sedan,FTG-275-YUI-765,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",97,MH95YZ9012,Fraud +2317,1/31/2023 22:30,SUV,FTG-276-CAE-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",46,AP96AB1234,Not Fraud +2318,3/7/2023 0:45,Bus ,FTG-277-LMK-109,C-103,Regular,Large,330,100,"13.21331620748757, 77.55413526894684",81,GA96CD5678,Fraud +2319,4/12/2023 3:00,Car,FTG-278-NAH-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",64,MH96EF9012,Not Fraud +2320,5/17/2023 5:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",93,AP97GH3456,Not Fraud +2321,6/22/2023 7:30,Truck,FTG-280-TGB-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",57,GA97IJ7890,Not Fraud +2322,7/27/2023 9:45,Van,FTG-281-BAC-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",86,MH97KL1234,Not Fraud +2323,9/1/2023 12:00,Sedan,FTG-282-XCV-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",55,AP98MN5678,Not Fraud +2324,10/6/2023 14:15,SUV,FTG-283-LAJ-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",82,GA98OP9012,Not Fraud +2325,11/11/2023 16:30,Bus ,FTG-284-POU-098,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",63,MH98QR3456,Fraud +2326,12/16/2023 18:45,Car,FTG-285-ZAC-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",90,AP99ST7890,Not Fraud +2327,2/2/2023 21:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",48,GA99UV1234,Not Fraud +2328,3/8/2023 23:15,Truck,FTG-287-HGT-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",76,MH99WX5678,Not Fraud +2329,4/14/2023 1:30,Van,FTG-288-WAX-876,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",58,AP00YZ9012,Fraud +2330,5/19/2023 3:45,Sedan,FTG-289-QAZ-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",87,GA00AB1234,Not Fraud +2331,6/24/2023 6:00,SUV,FTG-290-RAD-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",67,MH00CD5678,Not Fraud +2332,9/3/2023 10:30,Bus ,FTG-291-YUI-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",94,KA34ST6781,Not Fraud +2333,10/8/2023 12:45,Car,FTG-292-BAC-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",71,AP01EF9012,Not Fraud +2334,11/13/2023 15:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",89,GA01GH3456,Not Fraud +2335,12/18/2023 17:15,Truck,FTG-294-KJH-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH01IJ7890,Not Fraud +2336,2/4/2023 19:30,Van,FTG-295-EAC-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",79,AP02KL1234,Not Fraud +2337,3/10/2023 21:45,Sedan,FTG-296-LMK-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,GA02MN5678,Not Fraud +2338,4/16/2023 0:00,SUV,FTG-297-PLN-109,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",95,MH02OP9012,Fraud +2339,5/21/2023 2:15,Bus ,FTG-298-VAR-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",44,AP03QR3456,Not Fraud +2340,6/26/2023 4:30,Car,FTG-299-WSX-543,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",78,GA03ST7890,Fraud +2341,8/1/2023 6:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",61,MH03UV1234,Not Fraud +2342,9/6/2023 9:00,Truck,FTG-301-XAZ-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",85,AP04WX5678,Not Fraud +2343,10/11/2023 11:15,Van,FTG-302-ABC-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",49,GA04YZ9012,Not Fraud +2344,11/16/2023 13:30,Sedan,FTG-303-PAR-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",74,MH04AB1234,Not Fraud +2345,12/21/2023 15:45,SUV,FTG-304-DEF-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",69,AP05CD5678,Not Fraud +2346,2/6/2023 18:00,Bus ,FTG-305-LAN-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,GA05EF9012,Not Fraud +2347,3/12/2023 20:15,Car,FTG-306-GHI-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",57,MH05GH3456,Not Fraud +2348,4/17/2023 22:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",83,AP06IJ7890,Not Fraud +2349,5/23/2023 0:45,Truck,FTG-308-UAW-876,C-103,Express,Large,330,125,"13.21331620748757, 77.55413526894684",68,GA06KL1234,Fraud +2350,6/28/2023 3:00,Van,FTG-309-RST-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",96,MH06MN5678,Not Fraud +2351,8/2/2023 5:15,Sedan,FTG-310-MAO-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",46,AP07OP9012,Not Fraud +2352,9/7/2023 7:30,SUV,FTG-311-QWE-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",81,GA07QR3456,Not Fraud +2353,10/12/2023 9:45,Bus ,FTG-312-ZAC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",60,MH07ST7890,Not Fraud +2354,11/17/2023 12:00,Car,FTG-313-POI-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,AP08UV1234,Not Fraud +2355,12/22/2023 14:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",53,GA08WX5678,Not Fraud +2356,2/8/2023 16:30,Truck,FTG-315-DAV-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",77,MH08YZ9012,Not Fraud +2357,3/14/2023 18:45,Van,FTG-316-NBH-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,AP09AB1234,Not Fraud +2358,4/19/2023 21:00,Sedan,FTG-317-LKI-109,A-101,Regular,Medium,115,0,"13.21331620748757, 77.55413526894684",91,GA09CD5678,Fraud +2359,5/25/2023 23:15,SUV,FTG-318-UYA-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",50,MH09EF9012,Not Fraud +2360,7/1/2023 1:30,Bus ,FTG-319-FRD-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",75,AP10GH3456,Not Fraud +2361,8/6/2023 3:45,Car,FTG-320-TAU-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",59,GA10IJ7890,Not Fraud +2362,9/11/2023 6:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,MH10KL1234,Not Fraud +2363,11/21/2023 10:30,Truck,FTG-322-XSW-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,AP11MN5678,Not Fraud +2364,12/26/2023 12:45,Van,FTG-323-NAK-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",93,GA11OP9012,Not Fraud +2365,2/10/2023 15:00,Sedan,FTG-324-CDE-098,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",45,MH11QR3456,Not Fraud +2366,3/16/2023 17:15,SUV,FTG-325-VJN-765,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,AP12ST7890,Not Fraud +2367,4/21/2023 19:30,Bus ,FTG-326-PLM-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,GA12UV1234,Not Fraud +2368,5/27/2023 21:45,Car,FTG-327-HJT-109,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",86,MH12WX5678,Not Fraud +2369,7/2/2023 0:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",51,AP13YZ9012,Not Fraud +2370,8/7/2023 2:15,Truck,FTG-329-QJZ-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,GA13AB1234,Not Fraud +2371,9/12/2023 4:30,Van,FTG-330-LPO-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",56,MH13CD5678,Not Fraud +2372,10/17/2023 6:45,Sedan,FTG-331-ZAS-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",82,AP14EF9012,Not Fraud +2373,11/22/2023 9:00,SUV,FTG-332-IJC-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",70,GA14GH3456,Not Fraud +2374,12/27/2023 11:15,Bus ,FTG-333-JOP-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",97,MH14IJ7890,Not Fraud +2375,2/12/2023 13:30,Car,FTG-334-RHV-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",47,AP15KL1234,Not Fraud +2376,3/18/2023 15:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,GA15MN5678,Not Fraud +2377,4/23/2023 18:00,Truck,FTG-336-OHM-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",65,MH15OP9012,Not Fraud +2378,5/29/2023 20:15,Van,FTG-337-NJI-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",92,AP16QR3456,Not Fraud +2379,7/3/2023 22:30,Sedan,FTG-338-LHJ-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",53,GA16ST7890,Not Fraud +2380,8/9/2023 0:45,SUV,FTG-339-UTY-543,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",79,MH16UV1234,Fraud +2381,9/14/2023 3:00,Bus ,FTG-340-PHU-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",61,AP17WX5678,Not Fraud +2382,10/19/2023 5:15,Car,FTG-341-ZHC-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",89,GA17YZ9012,Not Fraud +2383,11/24/2023 7:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",44,MH17AB1234,Not Fraud +2384,12/29/2023 9:45,Truck,FTG-343-QWE-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,AP18CD5678,Not Fraud +2385,2/14/2023 12:00,Van,FTG-344-MHH-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",67,GA18EF9012,Not Fraud +2386,3/20/2023 14:15,Sedan,FTG-345-DCF-765,A-101,Regular,Medium,115,0,"13.21331620748757, 77.55413526894684",95,MH18GH3456,Fraud +2387,4/25/2023 16:30,SUV,FTG-346-PHI-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",55,AP19IJ7890,Not Fraud +2388,6/1/2023 18:45,Bus ,FTG-347-XCV-109,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",80,GA19KL1234,Fraud +2389,7/7/2023 21:00,Car,FTG-348-JHL-876,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",62,MH19MN5678,Fraud +2390,8/12/2023 23:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",87,AP20OP9012,Not Fraud +2391,9/18/2023 1:30,Truck,FTG-350-HKT-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",47,GA20QR3456,Not Fraud +2392,10/23/2023 3:45,Van,FTG-351-YUI-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",73,MH20ST7890,Not Fraud +2393,11/28/2023 6:00,Sedan,FTG-352-BKC-654,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",68,AP21UV1234,Fraud +2394,1/2/2023 8:15,SUV,FTG-353-NBH-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",91,GA21WX5678,Not Fraud +2395,2/6/2023 10:30,Bus ,FTG-354-KJH-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH21YZ9012,Not Fraud +2396,3/12/2023 12:45,Car,FTG-355-ELC-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,AP22AB1234,Not Fraud +2397,4/17/2023 15:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",56,GA22CD5678,Not Fraud +2398,5/23/2023 17:15,Truck,FTG-357-PSN-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",84,MH22EF9012,Not Fraud +2399,6/28/2023 19:30,Van,FTG-358-VFR-876,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",65,AP23GH3456,Not Fraud +2400,8/3/2023 21:45,Sedan,FTG-359-WUX-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",78,GA23IJ7890,Not Fraud +2401,9/9/2023 0:00,SUV,FTG-360-QRZ-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",53,MH23KL1234,Not Fraud +2402,10/14/2023 2:15,Bus ,FTG-361-POU-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,AP24MN5678,Not Fraud +2403,11/19/2023 4:30,Car,FTG-362-NRH-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",60,GA24OP9012,Not Fraud +2404,12/24/2023 6:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",105,MH24QR3456,Not Fraud +2405,2/7/2023 9:00,Truck,FTG-364-OEM-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",70,AP25ST7890,Not Fraud +2406,3/13/2023 11:15,Van,FTG-365-LKJ-765,B-102,Regular,Medium,125,115,"13.21331620748757, 77.55413526894684",88,GA25UV1234,Fraud +2407,4/18/2023 13:30,Sedan,FTG-366-HET-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",45,MH25WX5678,Not Fraud +2408,5/24/2023 15:45,SUV,FTG-367-MKF-109,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",72,AP26YZ9012,Not Fraud +2409,6/29/2023 18:00,Bus ,FTG-368-DEV-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",58,GA26AB1234,Not Fraud +2410,8/4/2023 20:15,Car,FTG-369-NBH-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,MH26CD5678,Not Fraud +2411,9/9/2023 22:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",67,AP27EF9012,Not Fraud +2412,10/14/2023 0:45,Truck,FTG-371-WEX-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",98,GA27GH3456,Not Fraud +2413,11/19/2023 3:00,Van,FTG-372-QYZ-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",50,MH27IJ7890,Not Fraud +2414,12/24/2023 5:15,Sedan,FTG-373-KYH-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",75,AP28KL1234,Not Fraud +2415,2/8/2023 7:30,SUV,FTG-374-VFR-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",62,GA28MN5678,Not Fraud +2416,3/14/2023 9:45,Bus ,FTG-375-YUI-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",84,MH28OP9012,Not Fraud +2417,4/19/2023 12:00,Car,FTG-376-CDE-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",55,AP29QR3456,Not Fraud +2418,5/25/2023 14:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,GA29ST7890,Not Fraud +2419,6/30/2023 16:30,Truck,FTG-378-NJH-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",68,MH29UV1234,Not Fraud +2420,8/5/2023 18:45,Van,FTG-379-RFD-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",90,AP30WX5678,Not Fraud +2421,9/10/2023 21:00,Sedan,FTG-380-TKB-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",48,GA30YZ9012,Not Fraud +2422,10/16/2023 23:15,SUV,FTG-381-BVC-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",77,MH30AB1234,Not Fraud +2423,11/22/2023 1:30,Bus ,FTG-382-XCV-654,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",63,AP31CD5678,Fraud +2424,12/27/2023 3:45,Car,FTG-383-LLJ-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,GA31EF9012,Not Fraud +2425,2/10/2023 6:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,MH31GH3456,Not Fraud +2426,3/16/2023 8:15,Truck,FTG-385-ZSC-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",95,AP32IJ7890,Not Fraud +2427,4/21/2023 10:30,Van,FTG-386-PLM-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",73,GA32KL1234,Not Fraud +2428,5/27/2023 12:45,Sedan,FTG-387-HST-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",82,MH32MN5678,Not Fraud +2429,7/2/2023 15:00,SUV,FTG-388-WSX-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",57,AP33OP9012,Not Fraud +2430,8/7/2023 17:15,Bus ,FTG-389-QAZ-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,GA33QR3456,Not Fraud +2431,9/12/2023 19:30,Car,FTG-390-RFD-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,MH33ST7890,Not Fraud +2432,10/17/2023 21:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",89,AP34UV1234,Not Fraud +2433,10/11/2023 3:45,Truck,FTG-392-BVC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",51,GA34WX5678,Not Fraud +2434,11/16/2023 6:00,Van,FTG-393-NSH-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",76,MH34YZ9012,Not Fraud +2435,12/21/2023 8:15,Sedan,FTG-394-KJH-098,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",61,AP35AB1234,Not Fraud +2436,2/5/2023 9:00,SUV,FTG-395-ESC-765,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",85,GA35CD5678,Fraud +2437,3/11/2023 11:15,Bus ,FTG-396-LMK-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",74,MH35EF9012,Not Fraud +2438,4/16/2023 13:30,Car,FTG-397-PSN-109,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",93,AP36GH3456,Fraud +2439,5/21/2023 15:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",49,GA36IJ7890,Not Fraud +2440,6/26/2023 18:00,Truck,FTG-399-WSX-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",83,MH36KL1234,Not Fraud +2441,9/6/2023 22:30,Van,FTG-400-QBZ-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",59,AP37MN5678,Not Fraud +2442,10/12/2023 0:45,Sedan,FTG-401-XYZ-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,GA37OP9012,Not Fraud +2443,11/17/2023 3:00,SUV,FTG-402-AXC-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",71,MH37QR3456,Not Fraud +2444,12/22/2023 5:15,Bus ,FTG-403-PQR-321,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",86,AP38ST7890,Fraud +2445,2/6/2023 7:30,Car,FTG-404-DXF-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,GA38UV1234,Not Fraud +2446,3/12/2023 9:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",79,MH38WX5678,Not Fraud +2447,4/17/2023 12:00,Truck,FTG-406-GHI-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,AP39YZ9012,Not Fraud +2448,5/22/2023 14:15,Van,FTG-407-JKL-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",97,GA39AB1234,Not Fraud +2449,6/27/2023 16:30,Sedan,FTG-408-UVW-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",69,MH39CD5678,Not Fraud +2450,8/2/2023 18:45,SUV,FTG-409-RST-543,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",94,AP40EF9012,Not Fraud +2451,9/7/2023 21:00,Bus ,FTG-410-MNO-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",54,GA40GH3456,Not Fraud +2452,10/13/2023 23:15,Car,FTG-411-QPE-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,MH40IJ7890,Not Fraud +2453,11/19/2023 1:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",65,AP41KL1234,Not Fraud +2454,12/24/2023 3:45,Truck,FTG-413-PPI-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,GA41MN5678,Not Fraud +2455,2/7/2023 6:00,Van,FTG-414-KJH-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",50,MH41OP9012,Not Fraud +2456,3/13/2023 8:15,Sedan,FTG-415-DCV-765,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",75,AP42QR3456,Not Fraud +2457,4/18/2023 10:30,SUV,FTG-416-NDH-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",58,GA42ST7890,Not Fraud +2458,5/23/2023 12:45,Bus ,FTG-417-LDI-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",89,MH42UV1234,Not Fraud +2459,6/28/2023 15:00,Car,FTG-418-UDT-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",44,AP43WX5678,Not Fraud +2460,8/3/2023 17:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",78,GA43YZ9012,Not Fraud +2461,9/8/2023 19:30,Truck,FTG-420-TRU-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",67,MH43AB1234,Not Fraud +2462,10/13/2023 21:45,Van,FTG-421-BVC-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",95,AP44CD5678,Not Fraud +2463,11/18/2023 0:00,Sedan,FTG-422-XSW-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",55,GA44EF9012,Not Fraud +2464,12/23/2023 2:15,SUV,FTG-423-NRK-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,MH44GH3456,Not Fraud +2465,2/7/2023 4:30,Bus ,FTG-424-CDE-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,AP45IJ7890,Not Fraud +2466,3/13/2023 6:45,Car,FTG-425-VRN-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,GA45KL1234,Not Fraud +2467,4/18/2023 9:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",47,MH45MN5678,Not Fraud +2468,5/23/2023 11:15,Truck,FTG-427-HGT-109,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",73,AP46OP9012,Fraud +2469,6/28/2023 13:30,Van,FTG-428-WSX-876,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",68,GA46QR3456,Fraud +2470,8/3/2023 15:45,Sedan,FTG-429-QSZ-543,A-101,Regular,Medium,115,100,"13.21331620748757, 77.55413526894684",91,MH46ST7890,Fraud +2471,9/8/2023 18:00,SUV,FTG-430-LPO-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",53,AP47UV1234,Not Fraud +2472,10/13/2023 20:15,Bus ,FTG-431-ZAS-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,GA47WX5678,Not Fraud +2473,11/18/2023 22:30,Car,FTG-432-IYC-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,MH47YZ9012,Not Fraud +2474,12/24/2023 0:45,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,AP48AB1234,Not Fraud +2475,2/7/2023 3:00,Truck,FTG-434-RYV-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",69,GA48CD5678,Not Fraud +2476,3/13/2023 5:15,Van,FTG-435-UDC-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",94,MH48EF9012,Not Fraud +2477,4/18/2023 7:30,Sedan,FTG-436-OOM-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",49,AP49GH3456,Not Fraud +2478,5/23/2023 9:45,SUV,FTG-437-OJI-109,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,GA49IJ7890,Not Fraud +2479,6/28/2023 12:00,Bus ,FTG-438-LPJ-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,MH49KL1234,Not Fraud +2480,8/3/2023 14:15,Car,FTG-439-UTY-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,AP50MN5678,Not Fraud +2481,9/8/2023 16:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",74,GA50OP9012,Not Fraud +2482,10/13/2023 18:45,Truck,FTG-441-ZXC-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,MH50QR3456,Not Fraud +2483,11/18/2023 21:00,Van,FTG-442-VBN-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,KA09AB0123,Not Fraud +2484,12/23/2023 23:15,Sedan,FTG-443-QWE-321,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",85,KA32CD3456,Fraud +2485,2/7/2023 1:30,SUV,FTG-444-MKH-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",52,KA54EF6789,Not Fraud +2486,3/13/2023 3:45,Bus ,FTG-445-DCF-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,KA76GH0123,Not Fraud +2487,4/18/2023 6:00,Car,FTG-446-POI-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,KA98IJ3456,Not Fraud +2488,5/23/2023 8:15,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",90,KA23KL6782,Not Fraud +2489,6/28/2023 10:30,Truck,FTG-448-JKL-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,KA45MN0121,Not Fraud +2490,8/3/2023 12:45,Van,FTG-449-RFD-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",77,KA67OP3456,Not Fraud +2491,9/8/2023 15:00,Sedan,FTG-450-HGT-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",60,KA89QR6787,Not Fraud +2492,10/13/2023 17:15,SUV,FTG-451-YUI-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",83,KA87IJ6789,Not Fraud +2493,11/18/2023 19:30,Bus ,FTG-452-BVC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,KA09KL0123,Not Fraud +2494,12/23/2023 21:45,Car,FTG-453-NPH-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",97,KA32OP3456,Not Fraud +2495,2/7/2023 0:00,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",46,KA54QR6789,Not Fraud +2496,3/13/2023 2:15,Truck,FTG-455-EDC-765,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",81,KA76ST0123,Fraud +2497,4/18/2023 4:30,Van,FTG-456-LMK-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,KA98UV3456,Not Fraud +2498,5/23/2023 6:45,Sedan,FTG-457-PLN-109,A-101,Regular,Medium,115,60,"13.21331620748757, 77.55413526894684",93,KA23WX6781,Fraud +2499,6/28/2023 9:00,SUV,FTG-458-VQR-876,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",57,KA45YZ0122,Fraud +2500,8/3/2023 11:15,Bus ,FTG-459-WQX-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,KA67AB3456,Not Fraud +2501,9/6/2023 5:55,Bus ,FTG-001-ACC-123,A-101,Express,Large,350,350,"13.059816123454882, 77.77068662374292",65,KA11AB1232,Not Fraud +2502,9/21/2023 21:20,Car,FTG-002-XCZ-456,B-102,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",78,KA66CD5672,Not Fraud +2503,10/10/2023 12:46,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA88IF9012,Not Fraud +2504,10/25/2023 4:11,Truck,FTG-044-LMN-321,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA11EH3456,Not Fraud +2505,11/13/2023 19:36,Van,FTG-505-DEF-654,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",60,KA44YJ6789,Not Fraud +2506,11/28/2023 11:01,Sedan,FTG-066-GHI-947,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",105,KA77OL0123,Not Fraud +2507,12/17/2023 2:26,SUV,FTG-707-YKL-210,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",70,KA22PN4567,Not Fraud +2508,1/1/2023 17:51,Bus ,FTG-088-URW-543,C-103,Regular,Large,350,160,"13.059816123454882, 77.77068662374292",88,KA21QP8901,Fraud +2509,1/20/2023 9:17,Car,FTG-909-RRT-876,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",45,KA16ER2345,Not Fraud +2510,2/5/2023 0:42,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",72,KA22RT6789,Not Fraud +2511,2/24/2023 16:07,Truck,FTG-021-QRE-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",58,KA12RV0123,Not Fraud +2512,3/11/2023 7:32,Van,FTG-011-ZXC-432,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",81,KA35TX3454,Not Fraud +2513,3/26/2023 22:57,Sedan,FTG-013-PCI-109,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",67,KA38YZ6783,Not Fraud +2514,4/14/2023 14:23,SUV,FTG-014-KCH-876,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",98,KA14AB0121,Not Fraud +2515,4/29/2023 5:48,Bus ,FTG-055-DWV-543,A-101,Express,Large,350,350,"13.059816123454882, 77.77068662374292",50,KA40CD4567,Not Fraud +2516,5/18/2023 21:13,Car,FTG-066-NIH-210,B-102,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",75,KA17EF8901,Not Fraud +2517,6/2/2023 12:38,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",62,KA20GH2345,Not Fraud +2518,6/21/2023 4:03,Truck,FTG-088-UYT-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",84,KA01CD5678,Not Fraud +2519,7/6/2023 19:29,Van,FTG-099-FRD-321,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",55,KA12FG8901,Not Fraud +2520,7/25/2023 10:54,Sedan,FTG-120-TYU-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",80,KA34HI2341,Not Fraud +2521,8/9/2023 2:19,SUV,FTG-121-BVC-765,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",68,KA45JK6781,Not Fraud +2522,8/28/2023 17:44,Bus ,FTG-122-XSW-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA56LM0121,Not Fraud +2523,9/12/2023 9:09,Car,FTG-123-NMK-109,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",48,KA67NO4561,Not Fraud +2524,10/1/2023 0:34,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA78PQ8900,Not Fraud +2525,10/16/2023 15:59,Truck,FTG-125-VBN-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA89RS1231,Not Fraud +2526,11/4/2023 7:24,Van,FTG-126-PLM-210,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",87,KA90TU5671,Not Fraud +2527,11/19/2023 22:49,Sedan,FTG-127-HGT-987,A-101,Express,Medium,160,140,"13.059816123454882, 77.77068662374292",52,KA23VW8911,Fraud +2528,12/8/2023 14:14,SUV,FTG-128-WSX-654,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",95,KA34XY2341,Not Fraud +2529,12/23/2023 5:39,Bus ,FTG-129-QAZ-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA45ZB6779,Not Fraud +2530,1/6/2023 21:04,Car,FTG-130-LPO-098,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA56BC0121,Not Fraud +2531,1/24/2023 12:30,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",57,KA67DE4565,Not Fraud +2532,2/8/2023 3:55,Truck,FTG-132-IXC-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA78FG8905,Not Fraud +2533,2/27/2023 19:20,Van,FTG-033-JCP-109,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",66,KA89HI1235,Not Fraud +2534,3/14/2023 10:45,Sedan,FTG-134-RFV-876,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",89,KA90JK5675,Not Fraud +2535,3/29/2023 2:10,SUV,FTG-135-EDC-543,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",51,KA23LM8905,Not Fraud +2536,4/17/2023 17:35,Bus ,FTG-136-OKM-210,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA34NO2341,Not Fraud +2537,5/2/2023 9:00,Car,FTG-137-NJI-987,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",61,KA45PQ6782,Fraud +2538,5/21/2023 0:26,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA56RS0128,Not Fraud +2539,6/5/2023 15:51,Truck,FTG-029-UTY-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA67TU4566,Not Fraud +2540,6/24/2023 7:16,Van,FTG-140-POU-098,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",93,KA78VW8906,Not Fraud +2541,7/9/2023 22:41,Sedan,FTG-141-ZXC-765,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",49,KA89XY1231,Not Fraud +2542,7/29/2023 14:06,SUV,FTG-142-VBN-432,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",83,KA90ZB5658,Not Fraud +2543,8/13/2023 5:31,Bus ,FTG-143-QWE-109,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",59,KA23BC8902,Fraud +2544,9/1/2023 20:57,Car,FTG-034-MKH-876,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",91,KA34DE2342,Not Fraud +2545,9/17/2023 12:22,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",71,KA45FG6782,Not Fraud +2546,10/6/2023 3:47,Truck,FTG-036-POI-210,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",86,KA56HI0121,Not Fraud +2547,10/21/2023 19:12,Van,FTG-347-XCV-987,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",56,KA67JK4561,Fraud +2548,11/9/2023 10:37,Sedan,FTG-048-JKL-654,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",79,KA78LM8909,Not Fraud +2549,11/24/2023 2:03,SUV,FTG-049-RCD-321,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",64,KA89NO1231,Fraud +2550,12/13/2023 17:28,Bus ,FTG-040-HGT-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",97,KA90PQ5673,Not Fraud +2551,12/28/2023 8:53,Car,FTG-041-YUI-765,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",69,KA23RS8902,Not Fraud +2552,1/5/2023 0:18,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",94,KA34TU2342,Not Fraud +2553,1/22/2023 15:44,Truck,FTG-043-NBH-109,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",54,KA45VW6783,Not Fraud +2554,2/9/2023 7:09,Van,FTG-044-KJH-876,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",81,KA56XY0121,Not Fraud +2555,2/24/2023 22:34,Sedan,FTG-053-EDC-543,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",65,KA67TB4567,Not Fraud +2556,3/16/2023 14:59,SUV,FTG-046-LMK-210,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",92,KA78BC8601,Not Fraud +2557,3/31/2023 6:24,Bus ,FTG-057-PLN-887,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",50,KA89DE1634,Not Fraud +2558,4/19/2023 21:50,Car,FTG-558-VFR-654,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",75,KA90FG5578,Not Fraud +2559,5/5/2023 13:15,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",58,KA23HI8501,Not Fraud +2560,5/24/2023 4:40,Truck,FTG-060-QDZ-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",89,KA34JK2545,Not Fraud +2561,6/8/2023 20:05,Van,FTG-061-PDU-765,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",44,KA45LM6759,Not Fraud +2562,6/27/2023 11:30,Sedan,FTG-052-NJH-432,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",78,KA56NO0523,Not Fraud +2563,7/12/2023 2:55,SUV,FTG-053-ZXC-109,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",67,KA67PQ4467,Not Fraud +2564,7/31/2023 18:20,Bus ,FTG-054-OKM-876,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",95,KA78RS8401,Not Fraud +2565,8/15/2023 9:46,Car,FTG-055-LKJ-543,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",55,KA89TU1434,Not Fraud +2566,9/3/2023 1:11,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",80,KA90VW5478,Not Fraud +2567,9/18/2023 16:36,Truck,FTG-077-MKF-987,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA23XY8401,Not Fraud +2568,10/7/2023 8:01,Van,FTG-068-DDV-654,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",87,KA34TB2345,Fraud +2569,10/22/2023 23:26,Sedan,FTG-059-NBH-321,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",47,KA45BC6189,Not Fraud +2570,11/10/2023 14:51,SUV,FTG-060-POI-098,B-102,Regular,Large,180,100,"13.059816123454882, 77.77068662374292",73,KA56DE0113,Fraud +2571,11/25/2023 6:17,Bus ,FTG-061-WSX-765,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",68,KA67FG4167,Fraud +2572,12/14/2023 21:42,Car,FTG-062-QAZ-432,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",91,KA78HI8101,Not Fraud +2573,12/30/2023 13:07,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA89JK1134,Not Fraud +2574,1/7/2023 4:32,Truck,FTG-064-VFR-876,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",82,KA90LM5178,Not Fraud +2575,1/24/2023 20:57,Van,FTG-065-YUI-543,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",56,KA23NO8101,Not Fraud +2576,2/11/2023 12:22,Sedan,FTG-066-CDE-210,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",84,KA34PQ2145,Not Fraud +2577,2/26/2023 3:48,SUV,FTG-067-LMK-987,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",69,KA45RS6719,Not Fraud +2578,3/17/2023 19:13,Bus ,FTG-068-NJH-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",94,KA56TU0113,Not Fraud +2579,4/2/2023 10:38,Car,FTG-069-RFD-321,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",49,KA67VW4167,Not Fraud +2580,4/21/2023 2:03,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",76,KA78XY8101,Not Fraud +2581,5/6/2023 17:28,Truck,FTG-083-BVC-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA89NB1234,Not Fraud +2582,5/26/2023 8:53,Van,FTG-082-XRV-432,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",88,KA90BC5278,Not Fraud +2583,6/10/2023 0:19,Sedan,FTG-073-LKJ-109,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",74,KA14AB1122,Not Fraud +2584,6/29/2023 15:44,SUV,FTG-074-POU-876,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",96,KA34FG2245,Not Fraud +2585,7/14/2023 7:09,Bus ,FTG-055-ZXC-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",61,KA45HI6289,Not Fraud +2586,8/2/2023 22:34,Car,FTG-066-PLM-210,A-101,Regular,Small,120,100,"13.059816123454882, 77.77068662374292",85,KA56JK0223,Fraud +2587,8/18/2023 14:59,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",52,KA67LM4267,Not Fraud +2588,9/6/2023 6:24,Truck,FTG-058-WSX-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA78NO8201,Not Fraud +2589,9/21/2023 21:50,Van,FTG-099-QAZ-321,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",66,KA89PQ1134,Not Fraud +2590,10/10/2023 13:15,Sedan,FTG-050-RFD-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",90,KA90RS5278,Not Fraud +2591,10/25/2023 4:40,SUV,FTG-081-YUI-765,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",48,KA23TU8921,Not Fraud +2592,11/13/2023 20:05,Bus ,FTG-082-BVC-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",77,KA34VW2245,Not Fraud +2593,11/28/2023 11:30,Car,FTG-063-NBH-109,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",60,KA45XY6289,Not Fraud +2594,12/17/2023 2:55,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",83,KA56NB0123,Not Fraud +2595,1/1/2023 18:20,Truck,FTG-055-EDC-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",71,KA15CD3344,Not Fraud +2596,1/20/2023 9:46,Van,FTG-095-LMK-210,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",97,KA16EF5566,Not Fraud +2597,2/5/2023 1:11,Sedan,FTG-077-PLN-987,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",46,KA17GH7788,Not Fraud +2598,2/24/2023 16:36,SUV,FTG-088-VFR-654,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",81,KA18IJ9900,Not Fraud +2599,3/11/2023 8:01,Bus ,FTG-079-WSX-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",64,KA19KL1122,Not Fraud +2600,3/26/2023 23:26,Car,FTG-170-QAZ-098,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",93,KA20MN3344,Not Fraud +2601,1/22/2023 23:57,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",57,KA21OP5566,Not Fraud +2602,2/7/2023 15:22,Truck,FTG-121-ABC-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",86,KA22QR7788,Not Fraud +2603,2/26/2023 6:48,Van,FTG-131-PQR-321,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",55,KA23ST9900,Fraud +2604,3/13/2023 22:13,Sedan,FTG-114-DEF-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",82,KA24UV1122,Not Fraud +2605,4/1/2023 13:38,SUV,FTG-125-LMN-665,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",63,KA25WX3344,Not Fraud +2606,4/20/2023 5:03,Bus ,FTG-106-GHI-332,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA26YZ5566,Not Fraud +2607,5/5/2023 20:28,Car,FTG-107-JKL-009,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",48,KA23NB8901,Not Fraud +2608,5/25/2023 11:54,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",76,KA14AB4567,Not Fraud +2609,6/9/2023 3:19,Truck,FTG-109-RST-443,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",58,KA15CD8901,Not Fraud +2610,6/28/2023 18:44,Van,FTG-110-MNO-110,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",87,KA16EF2345,Not Fraud +2611,7/14/2023 10:09,Sedan,FTG-111-QWE-887,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",67,KA17GH6789,Fraud +2612,8/2/2023 1:34,SUV,FTG-112-ZXC-454,B-102,Regular,Large,180,140,"13.059816123454882, 77.77068662374292",94,KA18IJ0123,Fraud +2613,8/17/2023 17:00,Bus ,FTG-113-POI-323,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",71,KA19KL4567,Not Fraud +2614,9/5/2023 8:25,Car,FTG-114-KJH-088,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",89,KA20MN8901,Fraud +2615,9/20/2023 23:50,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",52,KA21OP2345,Not Fraud +2616,10/9/2023 15:15,Truck,FTG-116-NBH-332,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA22QR6789,Not Fraud +2617,10/24/2023 6:40,Van,FTG-117-LKI-009,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",66,KA23ST0123,Not Fraud +2618,11/12/2023 22:05,Sedan,FTG-118-UYT-886,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",95,KA24UV4567,Not Fraud +2619,11/28/2023 13:30,SUV,FTG-119-FRD-333,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",44,KA25WX8901,Not Fraud +2620,12/17/2023 4:56,Bus ,FTG-120-TRU-110,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA78ZE8901,Not Fraud +2621,1/1/2023 20:21,Car,FTG-121-BVC-986,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",61,KA26YZ2345,Not Fraud +2622,1/20/2023 11:46,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA27AB6789,Not Fraud +2623,2/4/2023 3:11,Truck,FTG-123-NMK-331,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",49,KA28CD0123,Not Fraud +2624,2/23/2023 18:36,Van,FTG-124-CDE-798,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",74,KA29EF4567,Not Fraud +2625,3/11/2023 10:02,Sedan,FTG-125-VBN-755,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",69,KA30GH8901,Not Fraud +2626,3/26/2023 1:27,SUV,FTG-126-PLM-442,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",92,KA31IJ2345,Not Fraud +2627,4/14/2023 16:52,Bus ,FTG-127-HGT-009,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",57,KA32KL6789,Not Fraud +2628,4/29/2023 8:17,Car,FTG-128-WSX-856,A-101,Regular,Small,120,100,"13.059816123454882, 77.77068662374292",83,KA33MN0123,Fraud +2629,5/18/2023 23:42,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",68,KA34OP4567,Not Fraud +2630,6/3/2023 15:07,Truck,FTG-130-LPO-010,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA35QR8901,Not Fraud +2631,6/22/2023 6:33,Van,FTG-131-ZAS-887,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",46,KA36ST2345,Fraud +2632,7/7/2023 21:58,Sedan,FTG-132-IXC-454,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",81,KA37UV6789,Not Fraud +2633,7/26/2023 13:23,SUV,FTG-133-JOP-331,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",60,KA45TB6789,Not Fraud +2634,8/10/2023 4:48,Bus ,FTG-134-RRV-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",88,KA38WX0123,Not Fraud +2635,8/29/2023 20:13,Car,FTG-125-EDC-765,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",53,KA39YZ4567,Not Fraud +2636,9/14/2023 11:39,Motorcycle,,D-104,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA40AB8901,Not Fraud +2637,10/3/2023 3:04,Truck,FTG-137-NRI-109,C-103,Express,Large,350,160,"13.059816123454882, 77.77068662374292",64,KA41CD2345,Fraud +2638,10/18/2023 18:29,Van,FTG-128-LKJ-876,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",91,KA42EF6789,Not Fraud +2639,11/6/2023 9:54,Sedan,FTG-129-UTY-543,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",50,KA43GH0123,Not Fraud +2640,11/21/2023 1:19,SUV,FTG-141-POU-210,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",75,KA44IJ4567,Not Fraud +2641,12/10/2023 16:44,Bus ,FTG-121-ZXC-987,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",59,KA45KL8901,Not Fraud +2642,12/25/2023 8:10,Car,FTG-122-VBN-654,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",84,KA46MN2345,Not Fraud +2643,1/2/2023 23:35,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA47OP6789,Not Fraud +2644,1/20/2023 15:00,Truck,FTG-124-MKH-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",93,KA48QR0123,Not Fraud +2645,2/4/2023 6:25,Van,FTG-125-DCF-765,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",45,KA49ST4567,Not Fraud +2646,2/23/2023 21:50,Sedan,FTG-126-POI-432,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",80,KA90ZU5678,Not Fraud +2647,3/11/2023 13:16,SUV,FTG-127-XCV-109,B-102,Express,Large,180,90,"13.059816123454882, 77.77068662374292",62,KA50UV8901,Fraud +2648,3/26/2023 4:41,Bus ,FTG-128-JKL-876,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",86,KA51WX2345,Not Fraud +2649,4/14/2023 20:06,Car,FTG-229-RFD-543,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",51,KA52AZ6789,Not Fraud +2650,4/30/2023 11:31,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",73,KA53AB0123,Not Fraud +2651,5/19/2023 2:56,Truck,FTG-121-YUI-987,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",56,KA54CD4567,Not Fraud +2652,6/3/2023 18:22,Van,FTG-122-BVC-654,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",82,KA55EF8901,Not Fraud +2653,6/22/2023 9:47,Sedan,FTG-123-NBH-321,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",70,KA56GH2345,Not Fraud +2654,7/7/2023 1:12,SUV,FTG-144-KJH-098,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",97,KA57IJ6789,Not Fraud +2655,7/26/2023 16:37,Bus ,FTG-145-EDC-745,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",47,KA58KL0123,Not Fraud +2656,8/11/2023 8:02,Car,FTG-156-LMK-422,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",84,KA59AN4567,Fraud +2657,8/30/2023 23:27,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",65,KA60OP8901,Not Fraud +2658,9/15/2023 14:53,Truck,FTG-158-VFR-866,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA61QR2345,Not Fraud +2659,10/4/2023 6:18,Van,FTG-159-WSX-443,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",53,KA67YB4567,Not Fraud +2660,10/19/2023 21:43,Sedan,FTG-160-QAZ-211,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",79,KA62ST6789,Not Fraud +2661,11/7/2023 13:08,SUV,FTG-161-POU-997,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",61,KA63UV0123,Fraud +2662,11/22/2023 4:33,Bus ,FTG-162-NJH-554,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",89,KA64WX4567,Not Fraud +2663,12/11/2023 19:59,Car,FTG-133-ZXC-321,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",44,KA65YZ8901,Not Fraud +2664,12/27/2023 11:24,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",78,KA66AB2345,Not Fraud +2665,1/5/2023 2:49,Truck,FTG-135-LKJ-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",67,KA67AD6789,Not Fraud +2666,1/22/2023 18:14,Van,FTG-136-HGT-432,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",95,KA68EF0123,Fraud +2667,2/9/2023 9:39,Sedan,FTG-166-MKF-109,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",55,KA69GH4567,Not Fraud +2668,2/24/2023 1:05,SUV,FTG-168-DRV-876,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",80,KA70IJ8901,Not Fraud +2669,3/15/2023 16:30,Bus ,FTG-169-NIH-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA27AB7788,Not Fraud +2670,3/30/2023 7:55,Car,FTG-140-POI-210,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",87,KA28CD9900,Not Fraud +2671,4/18/2023 23:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",47,KA29EF1122,Not Fraud +2672,5/4/2023 14:45,Truck,FTG-142-QAZ-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA34YB2345,Not Fraud +2673,5/23/2023 6:10,Van,FTG-143-KJH-321,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",68,KA30GH3344,Not Fraud +2674,6/7/2023 21:35,Sedan,FTG-144-VFR-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",91,KA31IJ5566,Not Fraud +2675,6/26/2023 13:01,SUV,FTG-145-YUI-765,B-102,Express,Large,180,90,"13.059816123454882, 77.77068662374292",52,KA32KL7788,Fraud +2676,7/11/2023 4:26,Bus ,FTG-146-CDE-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",82,KA33MN9900,Not Fraud +2677,7/30/2023 19:51,Car,FTG-147-LMK-109,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",56,KA34OP1122,Not Fraud +2678,8/15/2023 11:16,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA35QR3333,Not Fraud +2679,9/3/2023 2:41,Truck,FTG-139-RFD-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",69,KA80CD8901,Not Fraud +2680,9/18/2023 18:06,Van,FTG-140-TGB-210,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",94,KA81EF2345,Not Fraud +2681,10/7/2023 9:32,Sedan,FTG-141-BVC-987,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",49,KA82GH6789,Not Fraud +2682,10/22/2023 0:57,SUV,FTG-142-XCV-654,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",76,KA83IJ0123,Not Fraud +2683,11/10/2023 16:22,Bus ,FTG-143-LKJ-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA84KL4567,Not Fraud +2684,11/25/2023 7:47,Car,FTG-144-POU-098,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",88,KA85MN8901,Not Fraud +2685,12/14/2023 23:12,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",74,KA89YB1234,Not Fraud +2686,12/30/2023 14:38,Truck,FTG-136-PLM-432,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA86OP2345,Not Fraud +2687,1/7/2023 6:03,Van,FTG-137-HGT-109,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",61,KA87QR6789,Not Fraud +2688,1/24/2023 21:28,Sedan,FTG-138-WSX-876,A-101,Regular,Medium,160,140,"13.059816123454882, 77.77068662374292",85,KA88ST0123,Fraud +2689,2/12/2023 12:53,SUV,FTG-139-QAZ-543,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",52,KA79UV4567,Not Fraud +2690,2/27/2023 4:18,Bus ,FTG-130-RFD-210,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA90WX8901,Not Fraud +2691,3/17/2023 19:43,Car,FTG-161-YUI-987,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",66,KA91YZ2345,Not Fraud +2692,4/2/2023 11:09,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",90,KA92AB6789,Not Fraud +2693,4/21/2023 2:34,Truck,FTG-183-NBH-321,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",48,KA93CD0123,Not Fraud +2694,5/6/2023 17:59,Van,FTG-184-KJH-098,B-102,Regular,Medium,140,60,"13.059816123454882, 77.77068662374292",77,KA94EF4567,Fraud +2695,5/26/2023 9:24,Sedan,FTG-185-EDC-765,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",60,KA95GH8901,Not Fraud +2696,6/10/2023 0:49,SUV,FTG-186-LMK-432,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",83,KA96IJ2345,Not Fraud +2697,6/29/2023 16:14,Bus ,FTG-187-PLN-109,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",71,KA97KL6789,Not Fraud +2698,7/14/2023 7:40,Car,FTG-188-VFR-876,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",97,KA56UB0123,Not Fraud +2699,8/2/2023 23:05,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",46,KA98MN0123,Not Fraud +2700,8/18/2023 14:30,Truck,FTG-200-QWZ-210,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",81,KA99OP4567,Not Fraud +2701,6/22/2023 18:23,Van,FTG-201-XIZ-987,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",64,KA36ST5566,Not Fraud +2702,7/10/2023 9:48,Sedan,FTG-212-ABC-654,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",93,KA37UV7788,Not Fraud +2703,7/25/2023 1:13,SUV,FTG-203-PIR-321,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",57,KA38WX9900,Not Fraud +2704,8/13/2023 16:38,Bus ,FTG-204-DIF-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",86,KA39YZ1122,Not Fraud +2705,8/28/2023 7:53,Car,FTG-205-LMN-755,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",55,KA40AB3344,Not Fraud +2706,9/16/2023 23:18,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",82,KA41CD5566,Not Fraud +2707,10/1/2023 14:43,Truck,FTG-217-JKL-109,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA42EF7788,Not Fraud +2708,10/20/2023 6:08,Van,FTG-211-UVW-876,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",90,KA43GH9900,Fraud +2709,11/4/2023 21:33,Sedan,FTG-109-RST-533,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",48,KA44IJ1122,Not Fraud +2710,11/23/2023 12:58,SUV,FTG-210-MNO-110,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",76,KA45KL3344,Not Fraud +2711,12/8/2023 4:23,Bus ,FTG-211-QWE-887,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",58,KA23PB8901,Fraud +2712,12/27/2023 19:48,Car,FTG-212-ZXC-554,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",87,KA46MN5566,Not Fraud +2713,1/5/2023 11:13,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",67,KA47OP7788,Not Fraud +2714,1/22/2023 2:38,Truck,FTG-214-KJH-898,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",94,KA48QR9900,Not Fraud +2715,2/9/2023 18:03,Van,FTG-215-DCV-755,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",71,KA49ST1122,Not Fraud +2716,2/24/2023 9:28,Sedan,FTG-216-NBH-442,A-101,Regular,Medium,160,60,"13.059816123454882, 77.77068662374292",89,KA50UV3344,Fraud +2717,3/15/2023 0:53,SUV,FTG-237-LKI-109,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",52,KA51WX5566,Not Fraud +2718,3/30/2023 16:18,Bus ,FTG-238-UYT-876,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA52YZ7788,Not Fraud +2719,4/14/2023 7:43,Car,FTG-229-FRD-543,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",66,KA53AB9900,Not Fraud +2720,5/3/2023 23:08,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",95,KA54CD1122,Not Fraud +2721,5/19/2023 14:33,Truck,FTG-211-BVC-987,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",44,KA55EF3344,Not Fraud +2722,6/7/2023 5:58,Van,FTG-212-XSW-654,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",78,KA56GH5566,Not Fraud +2723,6/22/2023 21:23,Sedan,FTG-213-NMK-321,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",61,KA57IJ7788,Not Fraud +2724,7/11/2023 12:48,SUV,FTG-414-CDE-098,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",85,KA78EB8901,Not Fraud +2725,7/26/2023 4:13,Bus ,FTG-215-VBN-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",49,KA58KL9900,Not Fraud +2726,8/14/2023 19:38,Car,FTG-216-PLM-432,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",74,KA59MN1122,Fraud +2727,8/29/2023 11:03,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",69,KA60OP3344,Not Fraud +2728,9/17/2023 2:28,Truck,FTG-218-WSX-876,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA61QR5566,Not Fraud +2729,10/2/2023 17:53,Van,FTG-119-QAZ-543,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",57,KA62ST7788,Not Fraud +2730,10/21/2023 9:18,Sedan,FTG-210-LPO-210,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",83,KA63UV9900,Not Fraud +2731,11/5/2023 0:43,SUV,FTG-211-ZAS-987,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",68,KA64WX1122,Not Fraud +2732,11/24/2023 16:08,Bus ,FTG-922-IXC-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",96,KA65YZ3344,Not Fraud +2733,12/9/2023 7:33,Car,FTG-233-JPP-321,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",46,KA66AB5566,Not Fraud +2734,12/28/2023 22:58,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",81,KA67CD7788,Not Fraud +2735,1/6/2023 14:23,Truck,FTG-215-EDC-765,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",60,KA68EF9900,Not Fraud +2736,1/23/2023 5:48,Van,FTG-216-OKM-432,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",88,KA69GH1122,Not Fraud +2737,2/10/2023 21:13,Sedan,FTG-217-NJI-109,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",53,KA45RB6789,Not Fraud +2738,2/26/2023 12:38,SUV,FTG-218-LKJ-876,B-102,Regular,Large,180,120,"13.059816123454882, 77.77068662374292",77,KA70IJ3344,Fraud +2739,3/18/2023 4:03,Bus ,FTG-319-UTY-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",64,KA71KL5566,Not Fraud +2740,4/2/2023 19:28,Car,FTG-220-POU-210,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",91,KA72MN7788,Fraud +2741,4/21/2023 10:53,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",50,KA73OP9900,Not Fraud +2742,5/6/2023 2:18,Truck,FTG-212-VBN-654,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",75,KA74QR1122,Not Fraud +2743,5/25/2023 17:43,Van,FTG-223-QWE-321,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",59,KA75ST3344,Not Fraud +2744,6/9/2023 9:08,Sedan,FTG-224-MKH-098,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",84,KA76UV5566,Not Fraud +2745,6/28/2023 0:33,SUV,FTG-225-DCF-765,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",66,KA77WX7788,Not Fraud +2746,7/13/2023 15:58,Bus ,FTG-246-POI-412,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",93,KA78YZ9900,Not Fraud +2747,7/31/2023 7:23,Car,FTG-247-XCV-119,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",45,KA79AB1122,Not Fraud +2748,8/15/2023 22:48,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",80,KA80CD3344,Not Fraud +2749,9/3/2023 14:13,Truck,FTG-249-RFD-143,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA81EF5566,Not Fraud +2750,9/18/2023 5:38,Van,FTG-250-HGT-110,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",86,KA90RB5678,Not Fraud +2751,10/7/2023 21:03,Sedan,FTG-251-YUI-187,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",51,KA82GH7788,Not Fraud +2752,10/22/2023 12:28,SUV,FTG-252-BVC-154,B-102,Regular,Large,180,90,"13.059816123454882, 77.77068662374292",73,KA83IJ9900,Fraud +2753,11/10/2023 3:53,Bus ,FTG-253-NBH-121,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",56,KA84KL1122,Not Fraud +2754,11/25/2023 19:18,Car,FTG-254-KJH-198,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA85MN3344,Not Fraud +2755,12/15/2023 10:43,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",70,KA86OP5566,Not Fraud +2756,12/30/2023 2:08,Truck,FTG-256-LMK-132,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",97,KA87QR7788,Not Fraud +2757,1/7/2023 17:33,Van,FTG-257-PLN-119,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",47,KA88ST9900,Not Fraud +2758,1/24/2023 8:58,Sedan,FTG-258-VFR-176,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",84,KA89UV1122,Fraud +2759,2/11/2023 0:23,SUV,FTG-259-WSX-143,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",65,KA90WX3344,Not Fraud +2760,3/1/2023 15:48,Bus ,FTG-260-QAZ-110,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA91YZ5566,Not Fraud +2761,3/20/2023 7:13,Car,FTG-261-POU-917,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",53,KA92AB7788,Not Fraud +2762,4/5/2023 22:38,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",79,KA93CD9900,Not Fraud +2763,4/25/2023 14:03,Truck,FTG-263-ZXC-311,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",61,KA67WB4567,Not Fraud +2764,5/10/2023 5:28,Van,FTG-264-OKM-198,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",89,KA94EF1122,Fraud +2765,5/29/2023 20:53,Sedan,FTG-265-LKJ-765,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",44,KA95GH3344,Not Fraud +2766,6/13/2023 12:18,SUV,FTG-266-HUT-432,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",78,KA96IJ5566,Not Fraud +2767,7/2/2023 3:43,Bus ,FTG-267-MUF-109,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",67,KA01DE1234,Not Fraud +2768,7/17/2023 19:08,Car,FTG-268-DQV-876,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",95,KA02DE5678,Not Fraud +2769,8/5/2023 10:33,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",55,KA03DE9012,Not Fraud +2770,8/20/2023 1:58,Truck,FTG-053-PQR-789,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",80,KA04DE3456,Not Fraud +2771,9/8/2023 17:23,Van,FTG-011-MNO-098,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",62,KA05DE7890,Not Fraud +2772,9/23/2023 8:48,Sedan,FTG-077-LKI-987,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",87,KA06DE2345,Not Fraud +2773,10/12/2023 0:13,SUV,FTG-124-CDE-876,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",47,KA07DE6789,Not Fraud +2774,10/27/2023 15:38,Bus ,FTG-131-ZAS-765,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA08DE0123,Not Fraud +2775,11/15/2023 7:03,Car,FTG-138-LKJ-654,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",68,KA09DE4567,Not Fraud +2776,11/30/2023 22:28,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",91,KA34WB2345,Not Fraud +2777,12/19/2023 13:53,Truck,FTG-042-BVC-432,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA10DE8901,Not Fraud +2778,1/3/2023 5:18,Van,FTG-049-WSX-321,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",82,KA11DE2345,Not Fraud +2779,1/20/2023 20:43,Sedan,FTG-056-HGT-210,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",56,KA12DE6789,Not Fraud +2780,2/8/2023 12:08,SUV,FTG-063-KJH-109,B-102,Regular,Large,180,140,"13.059816123454882, 77.77068662374292",84,KA13DE0123,Fraud +2781,2/23/2023 3:33,Bus ,FTG-081-TGB-098,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",69,KA14DE4567,Not Fraud +2782,3/14/2023 18:58,Car,FTG-077-HGT-987,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",94,KA15DE8901,Not Fraud +2783,3/29/2023 10:23,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",49,KA16DE2345,Not Fraud +2784,4/17/2023 1:49,Truck,FTG-101-XQZ-987,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",76,KA17DE6789,Fraud +2785,5/2/2023 17:14,Van,FTG-108-UVW-886,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",63,KA18DE0123,Not Fraud +2786,5/21/2023 8:39,Sedan,FTG-115-DCV-775,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",88,KA19DE4567,Not Fraud +2787,6/5/2023 0:04,SUV,FTG-122-XSW-644,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",74,KA20DE8901,Not Fraud +2788,6/24/2023 15:29,Bus ,FTG-129-QAZ-443,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",96,KA21DE2345,Fraud +2789,7/9/2023 6:55,Car,FTG-136-OQM-432,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",61,KA89QB1234,Not Fraud +2790,7/28/2023 22:20,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",85,KA22DE6789,Not Fraud +2791,8/13/2023 13:45,Truck,FTG-120-HGT-210,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA23DE0123,Not Fraud +2792,8/29/2023 5:10,Van,FTG-157-PLN-199,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",79,KA24DE4567,Not Fraud +2793,9/17/2023 20:36,Sedan,FTG-134-OKM-098,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",66,KA25DE8901,Not Fraud +2794,10/2/2023 12:01,SUV,FTG-141-WSX-987,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",90,KA26DE2345,Not Fraud +2795,10/21/2023 3:26,Bus ,FTG-148-NJH-876,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",48,KA27DE6789,Not Fraud +2796,11/5/2023 18:51,Car,FTG-145-ZXC-765,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",77,KA28DE0123,Not Fraud +2797,11/24/2023 10:16,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",60,KA29DE4567,Not Fraud +2798,12/9/2023 1:42,Truck,FTG-189-WSX-543,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",83,KA30DE8901,Not Fraud +2799,12/28/2023 17:07,Van,FTG-206-GHI-332,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",71,KA31DE2345,Not Fraud +2800,1/5/2023 8:32,Sedan,FTG-213-POI-331,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",97,KA32DE6789,Not Fraud +2801,10/31/2023 12:43,SUV,FTG-210-TYU-210,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",46,KA33DE0123,Not Fraud +2802,11/19/2023 4:08,Bus ,FTG-217-HGT-109,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",81,KA56QB0123,Not Fraud +2803,12/4/2023 19:33,Car,FTG-234-RGV-098,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",64,KA34DE4567,Not Fraud +2804,12/24/2023 10:58,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",93,KA35DE8901,Not Fraud +2805,1/8/2023 2:23,Truck,FTG-248-JKL-176,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",57,KA36DE2345,Not Fraud +2806,1/25/2023 17:48,Van,FTG-255-EDC-165,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",86,KA37DE6789,Not Fraud +2807,2/13/2023 9:13,Sedan,FTG-262-NJH-154,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",55,KA38DE0123,Not Fraud +2808,2/28/2023 0:38,SUV,FTG-269-NGH-543,B-102,Regular,Large,180,160,"13.059816123454882, 77.77068662374292",82,KA39DE4567,Fraud +2809,3/19/2023 16:03,Bus ,FTG-309-RGT-543,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",63,KA40DE8901,Not Fraud +2810,4/4/2023 7:28,Car,FTG-310-MGO-210,A-101,Regular,Small,120,0,"13.059816123454882, 77.77068662374292",90,KA41DE2345,Fraud +2811,4/23/2023 22:53,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",48,KA42DE6789,Not Fraud +2812,5/9/2023 14:18,Truck,FTG-035-DCF-543,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA43DE0123,Not Fraud +2813,5/28/2023 5:43,Van,FTG-084-KJH-876,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",58,KA44DE4567,Not Fraud +2814,6/12/2023 21:08,Sedan,FTG-123-QWE-321,A-101,Regular,Medium,160,140,"13.059816123454882, 77.77068662374292",87,KA45DE8901,Fraud +2815,6/27/2023 12:33,SUV,FTG-182-BVC-654,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",67,KA23KB8901,Not Fraud +2816,7/15/2023 3:58,Bus ,FTG-211-ZXC-987,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",94,KA46DE2345,Not Fraud +2817,7/30/2023 19:23,Car,FTG-311-QGE-987,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",71,KA47DE6789,Not Fraud +2818,8/18/2023 10:48,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",89,KA48DE0123,Not Fraud +2819,9/2/2023 2:13,Truck,FTG-319-FRD-513,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA49DE4567,Not Fraud +2820,9/21/2023 17:38,Van,FTG-320-TYU-220,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",79,KA50DE8901,Fraud +2821,10/6/2023 9:03,Sedan,FTG-321-BVC-977,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",66,KA51DE2345,Not Fraud +2822,10/25/2023 0:28,SUV,FTG-322-XSW-644,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",95,KA52DE6789,Not Fraud +2823,11/9/2023 15:53,Bus ,FTG-323-NMK-311,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",44,KA53DE0123,Not Fraud +2824,11/28/2023 7:18,Car,FTG-324-CGE-098,A-101,Regular,Small,120,90,"13.059816123454882, 77.77068662374292",78,KA54DE4567,Fraud +2825,12/13/2023 22:43,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",61,KA55DE8901,Not Fraud +2826,1/1/2023 14:08,Truck,FTG-326-PLM-132,C-103,Regular,Large,350,140,"13.059816123454882, 77.77068662374292",85,KA56DE2345,Fraud +2827,1/20/2023 5:33,Van,FTG-327-HGT-119,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",49,KA57DE6789,Not Fraud +2828,2/4/2023 20:58,Sedan,FTG-328-WSX-856,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",74,KA78KB8901,Not Fraud +2829,2/23/2023 12:23,SUV,FTG-329-QAZ-523,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",69,KA58DE0123,Fraud +2830,3/10/2023 3:48,Bus ,FTG-330-LPO-220,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",92,KA59DE4567,Not Fraud +2831,3/29/2023 19:13,Car,FTG-331-ZAS-997,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",57,KA60DE8901,Fraud +2832,4/14/2023 10:38,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",83,KA61DE2345,Not Fraud +2833,5/3/2023 2:03,Truck,FTG-333-JOP-311,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",68,KA62DE6789,Not Fraud +2834,5/18/2023 17:28,Van,FTG-334-RFV-078,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",96,KA63DE0123,Not Fraud +2835,6/6/2023 8:53,Sedan,FTG-335-EDC-755,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",46,KA64DE4567,Not Fraud +2836,6/21/2023 0:18,SUV,FTG-336-OKM-412,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",81,KA65DE8901,Not Fraud +2837,7/9/2023 15:43,Bus ,FTG-337-NJI-119,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",60,KA66DE2345,Not Fraud +2838,7/24/2023 7:08,Car,FTG-338-LKJ-866,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",88,KA67DE6789,Not Fraud +2839,8/12/2023 22:33,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA68DE0123,Not Fraud +2840,8/28/2023 13:58,Truck,FTG-340-POU-211,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",77,KA69DE4567,Not Fraud +2841,9/16/2023 5:23,Van,FTG-341-ZXC-917,B-102,Express,Medium,140,120,"13.059816123454882, 77.77068662374292",64,KA45KB6789,Fraud +2842,10/1/2023 20:48,Sedan,FTG-342-VBN-614,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",91,KA70DE8901,Not Fraud +2843,10/20/2023 12:13,SUV,FTG-343-QUE-321,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",50,KA71DE2345,Not Fraud +2844,11/4/2023 3:38,Bus ,FTG-344-MKH-018,C-103,Regular,Large,350,160,"13.059816123454882, 77.77068662374292",75,KA72DE6789,Fraud +2845,11/23/2023 19:03,Car,FTG-345-DCF-755,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",59,KA73DE0123,Not Fraud +2846,12/12/2023 10:28,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA74DE4567,Not Fraud +2847,12/27/2023 1:53,Truck,FTG-347-XCV-199,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",66,KA75DE8901,Not Fraud +2848,1/5/2023 17:18,Van,FTG-348-JKL-896,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",93,KA76DE2345,Not Fraud +2849,1/22/2023 8:43,Sedan,FTG-349-RFD-593,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",45,KA77DE6789,Not Fraud +2850,2/10/2023 0:08,SUV,FTG-350-HGT-290,B-102,Regular,Large,180,160,"13.059816123454882, 77.77068662374292",80,KA78DE0123,Fraud +2851,2/25/2023 15:33,Bus ,FTG-351-YUI-997,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",62,KA79DE4567,Not Fraud +2852,3/17/2023 6:58,Car,FTG-352-BVC-694,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",86,KA80DE8901,Not Fraud +2853,4/1/2023 22:23,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",51,KA81DE2345,Not Fraud +2854,4/20/2023 13:48,Truck,FTG-354-KUH-098,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",73,KA90DB5678,Not Fraud +2855,5/5/2023 5:13,Van,FTG-355-EDC-795,B-102,Express,Medium,140,100,"13.059816123454882, 77.77068662374292",56,KA82DE6789,Fraud +2856,5/24/2023 20:38,Sedan,FTG-356-LMK-492,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",82,KA83DE0123,Not Fraud +2857,6/8/2023 12:03,SUV,FTG-357-PLN-199,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",70,KA84DE4567,Not Fraud +2858,6/27/2023 3:28,Bus ,FTG-358-VFR-896,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",97,KA85DE8901,Not Fraud +2859,7/12/2023 18:53,Car,FTG-359-WSX-593,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",47,KA86DE2345,Not Fraud +2860,7/31/2023 10:18,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",84,KA87DE6789,Not Fraud +2861,8/16/2023 1:43,Truck,FTG-361-POU-997,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",65,KA88DE0123,Not Fraud +2862,9/4/2023 17:08,Van,FTG-362-NJH-694,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",92,KA89DE4567,Not Fraud +2863,9/19/2023 8:33,Sedan,FTG-363-ZXC-391,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",53,KA90DE8901,Fraud +2864,10/8/2023 23:58,SUV,FTG-364-OKM-088,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",79,KA91DE2345,Not Fraud +2865,10/24/2023 15:23,Bus ,FTG-365-LKJ-795,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",61,KA92DE6789,Not Fraud +2866,11/12/2023 6:48,Car,FTG-366-HGT-492,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",89,KA93DE0123,Not Fraud +2867,11/27/2023 22:13,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",44,KA67DB4567,Not Fraud +2868,12/17/2023 13:38,Truck,FTG-368-DCV-896,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA94DE4567,Not Fraud +2869,12/31/2023 5:03,Van,FTG-369-NBH-593,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",67,KA95DE8901,Not Fraud +2870,1/8/2023 20:28,Sedan,FTG-370-POI-290,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",95,KA96DE2345,Not Fraud +2871,1/26/2023 11:53,SUV,FTG-371-WSX-997,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",55,KA97DE6789,Not Fraud +2872,2/14/2023 3:18,Bus ,FTG-372-QAZ-694,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",80,KA98DE0123,Not Fraud +2873,3/1/2023 18:43,Car,FTG-373-KJH-391,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",62,KA99DE4567,Not Fraud +2874,3/20/2023 10:08,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",87,KA12MB3456,Not Fraud +2875,4/5/2023 1:33,Truck,FTG-318-UOT-876,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",47,KA34CD6789,Not Fraud +2876,4/24/2023 16:58,Van,FTG-325-VQN-765,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",73,KA56MF0123,Not Fraud +2877,5/9/2023 8:23,Sedan,FTG-346-PTI-432,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",68,KA78GH4567,Not Fraud +2878,5/28/2023 23:48,SUV,FTG-332-IXC-624,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",91,KA90IJ8901,Not Fraud +2879,6/13/2023 15:13,Bus ,FTG-339-UTY-533,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",52,KA23ML2345,Fraud +2880,7/2/2023 6:38,Car,FTG-374-VFR-088,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",82,KA34ZD2345,Not Fraud +2881,7/17/2023 22:03,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",56,KA45NN6789,Not Fraud +2882,8/5/2023 13:28,Truck,FTG-360-QAZ-290,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",84,KA67NP0123,Not Fraud +2883,8/20/2023 4:53,Van,FTG-353-NBH-391,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",69,KA89NR4567,Not Fraud +2884,9/8/2023 20:18,Sedan,FTG-367-MKF-909,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",94,KA01NT8901,Not Fraud +2885,9/23/2023 11:43,SUV,FTG-385-ZXC-965,B-102,Express,Large,180,120,"13.059816123454882, 77.77068662374292",49,KA23IV2345,Fraud +2886,10/12/2023 3:08,Bus ,FTG-386-PLM-932,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA45OX6789,Not Fraud +2887,10/27/2023 18:33,Car,FTG-387-HGT-909,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",63,KA67DZ0123,Not Fraud +2888,11/15/2023 9:58,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",88,KA89BC4567,Not Fraud +2889,11/30/2023 1:23,Truck,FTG-389-QAZ-743,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA01DE8901,Not Fraud +2890,12/19/2023 16:48,Van,FTG-390-RFD-710,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",96,KA23FG2345,Not Fraud +2891,1/3/2023 8:13,Sedan,FTG-391-YUI-787,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",61,KA45DI6789,Not Fraud +2892,1/20/2023 23:38,SUV,FTG-392-BVC-554,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",85,KA67JK0123,Not Fraud +2893,2/8/2023 15:03,Bus ,FTG-393-NBH-331,C-103,Express,Large,350,90,"13.059816123454882, 77.77068662374292",52,KA89ZD1234,Fraud +2894,2/23/2023 6:28,Car,FTG-394-KJH-088,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",79,KA89LM4567,Not Fraud +2895,3/14/2023 21:53,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA01DO8901,Not Fraud +2896,3/30/2023 13:18,Truck,FTG-396-LMK-442,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",90,KA23PQ2345,Fraud +2897,4/18/2023 4:43,Van,FTG-397-PLN-199,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",48,KA45RD6789,Not Fraud +2898,5/3/2023 20:08,Sedan,FTG-398-VFR-866,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",77,KA67TU0123,Not Fraud +2899,5/23/2023 11:33,SUV,FTG-399-WSX-553,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",60,KA89VW4567,Not Fraud +2900,6/7/2023 2:58,Bus ,FTG-400-QAZ-110,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",83,KA01XY8901,Not Fraud +2901,3/30/2023 7:13,Car,FTG-401-XYZ-977,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",71,KA23DZ2345,Not Fraud +2902,4/15/2023 22:38,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",97,KA45DB6789,Not Fraud +2903,5/4/2023 14:03,Truck,FTG-403-PQR-361,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",46,KA67DD0123,Not Fraud +2904,5/19/2023 5:28,Van,FTG-404-DEF-088,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",81,KA89EF4567,Not Fraud +2905,6/7/2023 20:53,Sedan,FTG-405-LMN-665,A-101,Express,Medium,160,120,"13.059816123454882, 77.77068662374292",64,KA01DH8901,Fraud +2906,6/23/2023 12:18,SUV,FTG-406-GHI-442,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",93,KA56ZD0123,Not Fraud +2907,7/12/2023 3:43,Bus ,FTG-407-JKL-199,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",57,KA23DJ2345,Not Fraud +2908,7/27/2023 19:08,Car,FTG-408-UTW-876,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",86,KA45KL6789,Not Fraud +2909,8/15/2023 10:33,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",55,KA67MN0123,Not Fraud +2910,8/30/2023 1:58,Truck,FTG-410-MNO-410,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",82,KA89OP4567,Not Fraud +2911,9/18/2023 17:23,Van,FTG-411-QWE-947,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",63,KA01QR8901,Not Fraud +2912,10/3/2023 8:48,Sedan,FTG-412-ZXC-644,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",90,KA23ST2345,Not Fraud +2913,10/22/2023 0:13,SUV,FTG-413-POI-341,B-102,Express,Large,180,140,"13.059816123454882, 77.77068662374292",48,KA45UV6789,Fraud +2914,11/6/2023 15:38,Bus ,FTG-414-KJH-048,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",76,KA67WX0123,Not Fraud +2915,11/25/2023 7:03,Car,FTG-415-DCV-745,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",58,KA89YZ4567,Not Fraud +2916,12/10/2023 22:28,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",87,KA01DC8901,Not Fraud +2917,12/29/2023 13:53,Truck,FTG-417-LKI-189,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",67,KA23DE2345,Not Fraud +2918,1/6/2023 5:18,Van,FTG-418-UYT-866,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",94,KA45DG6789,Not Fraud +2919,1/23/2023 20:43,Sedan,FTG-419-FRD-533,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",71,KA23ZC8901,Not Fraud +2920,2/11/2023 12:08,SUV,FTG-420-TYU-220,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",89,KA67HI0123,Not Fraud +2921,2/26/2023 3:33,Bus ,FTG-421-BVC-947,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",52,KA89JK4567,Not Fraud +2922,3/18/2023 18:58,Car,FTG-422-XSW-644,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",79,KA01LM8901,Not Fraud +2923,4/2/2023 10:23,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",66,KA23NO2345,Not Fraud +2924,4/21/2023 1:48,Truck,FTG-424-CDE-048,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",95,KA45PD6789,Not Fraud +2925,5/6/2023 17:13,Van,FTG-425-VBN-745,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",44,KA67RS0123,Not Fraud +2926,5/25/2023 8:38,Sedan,FTG-426-PLM-332,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",78,KA89TU4567,Not Fraud +2927,6/9/2023 0:03,SUV,FTG-427-HGT-199,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",61,KA01VD8901,Not Fraud +2928,6/28/2023 15:28,Bus ,FTG-428-WSX-886,C-103,Regular,Large,350,90,"13.059816123454882, 77.77068662374292",85,KA23XY2345,Fraud +2929,7/13/2023 6:53,Car,FTG-429-QAZ-533,A-101,Express,Small,120,0,"13.059816123454882, 77.77068662374292",49,KA45YZ6789,Fraud +2930,7/31/2023 22:18,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",74,KA67AB0123,Not Fraud +2931,8/16/2023 13:43,Truck,FTG-431-ZAS-947,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",69,KA89CD4567,Not Fraud +2932,9/4/2023 5:08,Van,FTG-432-IXC-634,B-102,Regular,Medium,140,120,"13.059816123454882, 77.77068662374292",92,KA78ZC8901,Fraud +2933,9/19/2023 20:33,Sedan,FTG-433-JOP-331,A-101,Express,Medium,160,140,"13.059816123454882, 77.77068662374292",57,KA01EF8901,Fraud +2934,10/8/2023 11:58,SUV,FTG-434-RFV-088,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",83,KA23GH2345,Not Fraud +2935,10/23/2023 3:23,Bus ,FTG-435-EDC-795,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",68,KA45IJ6789,Not Fraud +2936,11/11/2023 18:48,Car,FTG-436-OKM-932,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",96,KA67KL0123,Not Fraud +2937,11/26/2023 10:03,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",46,KA89MN4567,Not Fraud +2938,12/15/2023 1:28,Truck,FTG-438-LKJ-976,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",81,KA01OP8901,Not Fraud +2939,12/30/2023 16:53,Van,FTG-439-UTY-943,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",60,KA23SR2345,Not Fraud +2940,1/8/2023 8:18,Sedan,FTG-440-POU-910,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",88,KA45ST6789,Not Fraud +2941,1/25/2023 23:43,SUV,FTG-441-ZXC-997,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",53,KA67UV0123,Not Fraud +2942,2/13/2023 15:08,Bus ,FTG-442-VBN-694,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",77,KA89SX4567,Not Fraud +2943,2/28/2023 6:33,Car,FTG-443-QWE-391,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",64,KA01YZ8901,Not Fraud +2944,3/19/2023 21:58,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",91,KA23BC2345,Not Fraud +2945,4/4/2023 13:23,Truck,FTG-445-DCF-795,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",50,KA45ZC6789,Not Fraud +2946,4/23/2023 4:48,Van,FTG-446-POI-492,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",75,KA45AE6789,Not Fraud +2947,5/8/2023 20:13,Sedan,FTG-447-XCV-199,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",59,KA67FG0123,Not Fraud +2948,5/27/2023 11:38,SUV,FTG-448-JKL-896,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",84,KA89HI4567,Not Fraud +2949,6/11/2023 3:03,Bus ,FTG-449-RFD-523,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",66,KA01JK8901,Not Fraud +2950,6/30/2023 18:28,Car,FTG-450-HGT-220,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",93,KA23LM2345,Not Fraud +2951,7/15/2023 9:53,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",45,KA45DO6789,Not Fraud +2952,8/3/2023 1:18,Truck,FTG-452-BVC-684,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",80,KA67PQ0123,Not Fraud +2953,8/18/2023 16:43,Van,FTG-453-NBH-381,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",62,KA89RS4567,Not Fraud +2954,9/6/2023 8:08,Sedan,FTG-454-KJH-088,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",86,KA01GU8901,Not Fraud +2955,9/21/2023 23:33,SUV,FTG-455-EDC-785,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",51,KA23VW2345,Not Fraud +2956,10/10/2023 14:58,Bus ,FTG-456-LMK-482,C-103,Regular,Large,350,100,"13.059816123454882, 77.77068662374292",73,KA45HY6789,Fraud +2957,10/25/2023 6:23,Car,FTG-457-PLN-189,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",56,KA67YZ0123,Not Fraud +2958,11/13/2023 21:48,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",82,KA90ZC5678,Not Fraud +2959,11/28/2023 13:13,Truck,FTG-459-WSX-583,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",70,KA89AB4567,Not Fraud +2960,12/17/2023 4:38,Van,FTG-460-QAZ-270,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",97,KA01CD8901,Not Fraud +2961,1/1/2023 20:03,Sedan,FTG-461-POU-977,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",47,KA23KF2345,Not Fraud +2962,1/20/2023 11:28,SUV,FTG-462-NJH-644,B-102,Regular,Large,180,120,"13.059816123454882, 77.77068662374292",84,KA45GH6789,Fraud +2963,2/4/2023 2:53,Bus ,FTG-463-ZXC-341,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",65,KA67IJ0123,Not Fraud +2964,2/23/2023 18:18,Car,FTG-464-OKM-078,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",92,KA89KL4567,Not Fraud +2965,3/10/2023 9:43,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",53,KA01HN8901,Not Fraud +2966,3/29/2023 1:08,Truck,FTG-466-HGT-412,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",79,KA23JP2345,Not Fraud +2967,4/13/2023 16:33,Van,FTG-467-MKF-119,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",61,KA45QR6789,Not Fraud +2968,5/2/2023 7:58,Sedan,FTG-468-DCV-856,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",89,KA67ST0123,Not Fraud +2969,5/17/2023 23:23,SUV,FTG-469-NBH-553,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",44,KA89UK4567,Not Fraud +2970,6/6/2023 14:48,Bus ,FTG-470-POI-250,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",78,KA01WX8901,Not Fraud +2971,6/21/2023 6:13,Car,FTG-471-WSX-957,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",67,KA67ZB4567,Not Fraud +2972,7/9/2023 21:38,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",95,KA23KZ2345,Not Fraud +2973,7/25/2023 13:03,Truck,FTG-473-KJH-351,C-103,Express,Large,350,120,"13.059816123454882, 77.77068662374292",55,KA45KC6789,Fraud +2974,8/13/2023 4:28,Van,FTG-474-VFR-058,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",80,KA67DE0123,Not Fraud +2975,8/28/2023 19:53,Sedan,FTG-475-YUI-755,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",62,KA89FG4567,Not Fraud +2976,9/16/2023 11:18,SUV,FTG-476-CDE-452,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",87,KA01KI8901,Not Fraud +2977,10/1/2023 2:43,Bus ,FTG-477-LMK-159,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",47,KA23JK2345,Not Fraud +2978,10/19/2023 18:08,Car,FTG-478-NJH-856,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",73,KA45KM6789,Not Fraud +2979,11/3/2023 9:33,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",68,KA67NO0123,Not Fraud +2980,11/22/2023 0:58,Truck,FTG-480-TGB-250,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",91,KA89PQ4567,Not Fraud +2981,12/10/2023 16:23,Van,FTG-481-BVC-957,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",52,KA12IB3456,Not Fraud +2982,12/25/2023 7:48,Sedan,FTG-482-XCV-454,A-101,Regular,Medium,160,160,"13.059816123454882, 77.77068662374292",82,KA34BD6789,Not Fraud +2983,1/3/2023 23:13,SUV,FTG-483-LKJ-351,B-102,Express,Large,180,60,"13.059816123454882, 77.77068662374292",56,KA56BF0123,Fraud +2984,1/21/2023 14:38,Bus ,FTG-484-POU-058,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",84,KA34ZB2345,Not Fraud +2985,2/5/2023 6:03,Car,FTG-485-ZXC-775,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",69,KA78BH4567,Not Fraud +2986,2/24/2023 21:28,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",94,KA90BJ8901,Not Fraud +2987,3/11/2023 12:53,Truck,FTG-487-HGT-189,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",49,KA23BL2345,Not Fraud +2988,3/26/2023 4:18,Van,FTG-488-WSX-896,B-102,Regular,Medium,140,140,"13.059816123454882, 77.77068662374292",76,KA45MN4567,Not Fraud +2989,4/14/2023 19:43,Sedan,FTG-489-QAZ-583,A-101,Express,Medium,160,160,"13.059816123454882, 77.77068662374292",63,KA67OP6789,Not Fraud +2990,4/30/2023 11:08,SUV,FTG-490-RFD-280,B-102,Regular,Large,180,180,"13.059816123454882, 77.77068662374292",88,KA89QR0123,Not Fraud +2991,5/19/2023 2:33,Bus ,FTG-491-YUI-967,C-103,Express,Large,350,350,"13.059816123454882, 77.77068662374292",74,KA01ST2345,Not Fraud +2992,6/3/2023 17:58,Car,FTG-492-BVC-554,A-101,Regular,Small,120,120,"13.059816123454882, 77.77068662374292",96,KA23UV4567,Not Fraud +2993,6/22/2023 9:23,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",61,KA45BX6789,Not Fraud +2994,7/7/2023 0:48,Truck,FTG-494-KJH-798,C-103,Regular,Large,350,120,"13.059816123454882, 77.77068662374292",85,KA67BZ0123,Fraud +2995,7/25/2023 16:13,Van,FTG-495-EDC-865,B-102,Express,Medium,140,140,"13.059816123454882, 77.77068662374292",52,KA89BB2345,Not Fraud +2996,8/9/2023 7:38,Sedan,FTG-496-LMK-452,A-101,Regular,Medium,160,120,"13.059816123454882, 77.77068662374292",79,KA12CD4567,Fraud +2997,8/28/2023 23:03,SUV,FTG-497-PLN-189,B-102,Express,Large,180,180,"13.059816123454882, 77.77068662374292",66,KA89ZB1234,Not Fraud +2998,9/13/2023 14:28,Bus ,FTG-498-VFR-875,C-103,Regular,Large,350,350,"13.059816123454882, 77.77068662374292",90,KA34BF6789,Not Fraud +2999,9/28/2023 5:53,Car,FTG-499-WIX-543,A-101,Express,Small,120,120,"13.059816123454882, 77.77068662374292",48,KA56GH0123,Not Fraud +3000,10/16/2023 21:18,Motorcycle,,D-105,Regular,Small,0,0,"13.059816123454882, 77.77068662374292",77,KA78BJ2345,Not Fraud +3001,9/2/2023 2:23,Truck,FTG-501-XYZ-187,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA90BL4567,Not Fraud +3002,9/17/2023 17:48,Van,FTG-502-ABC-614,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",83,KA23BN6789,Not Fraud +3003,10/6/2023 9:13,Sedan,FTG-503-PQR-331,A-101,Express,Medium,100,0,"13.042660878688794, 77.47580097259879",71,KA45BP0123,Fraud +3004,10/21/2023 0:38,SUV,FTG-504-DEF-088,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",97,KA67QR2345,Not Fraud +3005,11/9/2023 16:03,Bus ,FTG-505-LMN-865,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,KA89ST4567,Not Fraud +3006,11/24/2023 7:28,Car,FTG-506-GHI-442,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",81,KA01UV6789,Not Fraud +3007,12/13/2023 22:53,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",64,KA23WX0123,Not Fraud +3008,12/29/2023 14:18,Truck,FTG-508-UVW-856,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",93,KA45YZ2345,Not Fraud +3009,1/7/2023 5:43,Van,FTG-509-RST-553,B-102,Express,Medium,110,90,"13.042660878688794, 77.47580097259879",57,KA67BB4567,Fraud +3010,1/24/2023 21:08,Sedan,FTG-510-MPO-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",86,KA56ZB0123,Not Fraud +3011,2/12/2023 12:33,SUV,FTG-511-QRE-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",87,KA89GD6789,Not Fraud +3012,2/27/2023 3:58,Bus ,FTG-512-ZRC-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",88,KA12EF0123,Not Fraud +3013,3/19/2023 19:23,Car,FTG-513-PRI-321,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",89,KA34GH2345,Fraud +3014,4/3/2023 10:38,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",90,KA56IG4567,Not Fraud +3015,4/22/2023 2:03,Truck,FTG-515-DCV-775,C-103,Express,Large,290,110,"13.042660878688794, 77.47580097259879",91,KA78KL6789,Fraud +3016,5/7/2023 17:28,Van,FTG-516-NBH-412,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",92,KA90KN0123,Not Fraud +3017,5/26/2023 8:53,Sedan,FTG-517-LKI-119,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",93,KA23KP2345,Not Fraud +3018,6/10/2023 0:18,SUV,FTG-518-UYT-816,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",66,KA45QR4567,Not Fraud +3019,6/29/2023 15:43,Bus ,FTG-519-FRD-513,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",67,KA67ST6789,Not Fraud +3020,7/14/2023 7:08,Car,FTG-520-TYU-510,A-101,Regular,Small,60,90,"13.042660878688794, 77.47580097259879",68,KA89UV0123,Fraud +3021,8/2/2023 22:33,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",69,KA01WX2345,Not Fraud +3022,8/17/2023 13:48,Truck,FTG-602-ABC-694,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",70,KA23YZ4567,Not Fraud +3023,9/5/2023 5:13,Van,FTG-603-PQR-391,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",71,KA23ZB8901,Not Fraud +3024,9/20/2023 20:38,Sedan,FTG-604-DEF-998,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",72,KA45EB6789,Not Fraud +3025,10/9/2023 12:03,SUV,FTG-605-LMN-775,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",73,KA67ED0123,Not Fraud +3026,10/24/2023 3:28,Bus ,FTG-606-GHI-332,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",74,KA89FF2345,Fraud +3027,11/12/2023 18:53,Car,FTG-607-JKL-199,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",75,KA12GH4567,Not Fraud +3028,11/27/2023 10:18,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA34DJ6789,Not Fraud +3029,12/16/2023 1:43,Truck,FTG-609-RST-533,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",77,KA56DL0123,Not Fraud +3030,12/31/2023 17:08,Van,FTG-610-MNO-230,B-102,Regular,Medium,110,100,"13.042660878688794, 77.47580097259879",78,KA78DN2345,Fraud +3031,1/9/2023 8:23,Sedan,FTG-611-QWE-967,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",79,KA90OP4567,Not Fraud +3032,1/26/2023 23:48,SUV,FTG-612-ZXC-644,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",80,KA23RR6789,Not Fraud +3033,2/14/2023 15:13,Bus ,FTG-613-PHI-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",81,KA45SR0123,Not Fraud +3034,3/1/2023 6:38,Car,FTG-614-KIH-098,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",82,KA67UV2345,Not Fraud +3035,3/20/2023 22:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",83,KA89WR4567,Not Fraud +3036,4/5/2023 13:28,Truck,FTG-616-NBH-422,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",84,KA78ZB8901,Not Fraud +3037,4/24/2023 4:53,Van,FTG-617-LKI-199,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",85,KA01YZ6789,Not Fraud +3038,5/9/2023 20:18,Sedan,FTG-618-UYT-856,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",86,KA23AB0123,Not Fraud +3039,5/28/2023 11:33,SUV,FTG-619-FRD-553,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",40,KA45CD2345,Not Fraud +3040,6/12/2023 2:58,Bus ,FTG-620-TYU-250,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",41,KA67EF4567,Not Fraud +3041,7/1/2023 18:23,Car,FTG-621-BVC-957,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",42,KA89GH5789,Fraud +3042,7/16/2023 9:48,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",43,KA12IJ0123,Not Fraud +3043,8/4/2023 1:13,Truck,FTG-623-NMK-351,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KA34KL5345,Not Fraud +3044,8/19/2023 16:38,Van,FTG-624-CDE-088,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA56MN5567,Not Fraud +3045,9/7/2023 8:03,Sedan,FTG-625-VBN-785,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",46,KA78OP6789,Not Fraud +3046,9/22/2023 23:28,SUV,FTG-626-PLM-442,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",47,KA90QR5123,Not Fraud +3047,10/11/2023 14:53,Bus ,FTG-627-HGT-149,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA23ST5345,Not Fraud +3048,10/26/2023 6:18,Car,FTG-628-WSX-856,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",50,KA45UV5567,Not Fraud +3049,11/14/2023 21:43,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA45ZB6789,Not Fraud +3050,11/29/2023 13:08,Truck,FTG-630-LPO-250,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",48,KA67WX5789,Not Fraud +3051,12/18/2023 4:33,Van,FTG-631-ZAS-947,B-102,Express,Medium,110,90,"13.042660878688794, 77.47580097259879",60,KA89YZ0123,Fraud +3052,1/2/2023 19:58,Sedan,FTG-632-IXC-644,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",42,KA01AB2345,Not Fraud +3053,1/21/2023 11:23,SUV,FTG-633-JOP-331,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",57,KA23CD4567,Not Fraud +3054,2/5/2023 2:48,Bus ,FTG-634-RFV-088,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,KA45EF6789,Not Fraud +3055,2/24/2023 18:13,Car,FTG-635-EDC-745,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",52,KA67GH0123,Not Fraud +3056,3/11/2023 9:38,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",46,KA89IJ2345,Not Fraud +3057,3/30/2023 1:03,Truck,FTG-637-NJI-199,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,KA12KL4567,Not Fraud +3058,4/14/2023 16:28,Van,FTG-638-LKJ-896,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",53,KA34MT6789,Not Fraud +3059,5/3/2023 7:53,Sedan,FTG-639-UPY-543,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",47,KA56OP0123,Not Fraud +3060,5/18/2023 23:18,SUV,FTG-640-PPU-210,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",51,KA78QR2345,Not Fraud +3061,6/7/2023 14:43,Bus ,FTG-641-ZXC-997,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KA90ST4567,Not Fraud +3062,6/22/2023 6:08,Car,FTG-642-VBN-694,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",59,KA90CB5678,Not Fraud +3063,7/10/2023 21:33,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",54,KA23UV6789,Not Fraud +3064,7/26/2023 12:58,Truck,FTG-644-MKH-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",43,KA45WX0123,Not Fraud +3065,8/14/2023 4:23,Van,FTG-645-DCF-765,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA67YT2345,Not Fraud +3066,8/29/2023 19:48,Sedan,FTG-646-POI-432,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",50,KA89AT4567,Not Fraud +3067,9/17/2023 11:13,SUV,FTG-647-XCV-109,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA01CD6789,Not Fraud +3068,10/2/2023 2:38,Bus ,FTG-648-JKL-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KA23EF0123,Not Fraud +3069,10/20/2023 18:03,Car,FTG-649-RFD-543,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",48,KA45GH2345,Not Fraud +3070,11/4/2023 9:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,KA67IJ4567,Not Fraud +3071,11/23/2023 0:53,Truck,FTG-651-YUI-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",42,KA89TL6789,Not Fraud +3072,12/8/2023 16:18,Van,FTG-652-BVC-654,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",57,KA12MN0123,Not Fraud +3073,12/27/2023 7:43,Sedan,FTG-653-NBH-321,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",49,KA34OP2345,Not Fraud +3074,1/5/2023 23:08,SUV,FTG-654-KJH-098,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",52,KA56TR4567,Not Fraud +3075,1/22/2023 14:33,Bus ,FTG-655-EDC-765,C-103,Express,Large,290,130,"13.042660878688794, 77.47580097259879",46,KA67CB4567,Fraud +3076,2/9/2023 5:58,Car,FTG-656-LMK-432,A-101,Regular,Small,60,90,"13.042660878688794, 77.47580097259879",58,KA78ST6789,Fraud +3077,2/24/2023 21:23,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",53,KA90UV0123,Not Fraud +3078,3/15/2023 12:48,Truck,FTG-658-VFR-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",47,KA23TX2345,Not Fraud +3079,3/30/2023 4:03,Van,FTG-659-WSX-543,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",51,KA45YZ4567,Not Fraud +3080,4/18/2023 19:28,Sedan,FTG-660-QAZ-210,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",44,KA67AB6789,Fraud +3081,5/4/2023 10:53,SUV,FTG-661-POU-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",59,KA89TD0123,Not Fraud +3082,5/23/2023 2:18,Bus ,FTG-662-NJH-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",54,KA12EF2345,Not Fraud +3083,6/7/2023 17:43,Car,FTG-663-ZXC-321,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",43,KA34TH4567,Not Fraud +3084,6/26/2023 9:08,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",56,KA56TJ6789,Not Fraud +3085,7/11/2023 0:33,Truck,FTG-665-LKJ-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",50,KA78KL0123,Not Fraud +3086,7/29/2023 15:58,Van,FTG-666-HGT-432,B-102,Regular,Medium,110,60,"13.042660878688794, 77.47580097259879",45,KA90MN2345,Fraud +3087,8/13/2023 7:23,Sedan,FTG-667-MKF-109,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",55,KA23OP4567,Not Fraud +3088,9/1/2023 22:48,SUV,FTG-668-DCV-876,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",48,KA34CB2345,Not Fraud +3089,9/16/2023 14:13,Bus ,FTG-669-NBH-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,KL12AB3456,Not Fraud +3090,10/5/2023 5:38,Car,FTG-670-POI-210,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",42,KL34CD6789,Not Fraud +3091,10/20/2023 21:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",57,KL56EF0123,Not Fraud +3092,11/8/2023 12:28,Truck,FTG-672-QAZ-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,KL78GH4567,Not Fraud +3093,11/23/2023 3:53,Van,FTG-673-KJH-321,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",52,KL90IJ8901,Not Fraud +3094,12/12/2023 19:18,Sedan,FTG-674-VFR-098,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",46,KL23KL2345,Not Fraud +3095,12/27/2023 10:43,SUV,FTG-675-YUI-765,B-102,Express,Large,130,0,"13.042660878688794, 77.47580097259879",58,KL45MN4567,Fraud +3096,1/5/2023 2:08,Bus ,FTG-676-CDE-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",53,KL67OP6789,Not Fraud +3097,1/22/2023 17:33,Car,FTG-677-LMK-109,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",47,KL89QR0123,Not Fraud +3098,2/10/2023 8:58,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",51,KL01ST2345,Not Fraud +3099,2/25/2023 0:23,Truck,FTG-679-RFD-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,KL23UV4567,Not Fraud +3100,3/15/2023 15:48,Van,FTG-680-TGB-210,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",59,KL45WX6789,Not Fraud +3101,1/22/2023 23:13,Sedan,FTG-681-BVC-987,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",54,KA89WB1234,Not Fraud +3102,2/10/2023 14:28,SUV,FTG-682-XCV-654,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",43,KL67YZ0123,Not Fraud +3103,2/25/2023 5:53,Bus ,FTG-683-LKJ-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,KL89AB2345,Not Fraud +3104,3/17/2023 21:18,Car,FTG-684-POU-098,A-101,Regular,Small,60,90,"13.042660878688794, 77.47580097259879",50,KL12CD4567,Fraud +3105,4/1/2023 12:33,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,KL34EF6789,Not Fraud +3106,4/20/2023 3:58,Truck,FTG-686-PLM-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KL56GH0123,Not Fraud +3107,5/5/2023 19:23,Van,FTG-687-HGT-109,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",48,KL78IJ2345,Not Fraud +3108,5/24/2023 10:38,Sedan,FTG-688-WSX-876,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",60,KL90KL4567,Not Fraud +3109,6/8/2023 2:03,SUV,FTG-689-QAZ-543,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",42,KL23MN6789,Not Fraud +3110,6/27/2023 17:28,Bus ,FTG-690-RFD-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",57,KL45OP0123,Not Fraud +3111,7/12/2023 8:43,Car,FTG-691-YUI-987,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",49,KL67QR2345,Not Fraud +3112,7/31/2023 0:08,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",52,KL89ST4567,Not Fraud +3113,8/15/2023 15:33,Truck,FTG-693-NBH-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,KL01UV6789,Not Fraud +3114,9/3/2023 6:58,Van,FTG-694-KJH-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",58,KA56WB0123,Not Fraud +3115,9/18/2023 22:13,Sedan,FTG-695-EDC-765,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",53,KL23WX0123,Fraud +3116,10/7/2023 13:38,SUV,FTG-696-LMK-432,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",47,KL45YZ2345,Not Fraud +3117,10/22/2023 5:03,Bus ,FTG-697-PLN-119,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",51,KL67AB4567,Not Fraud +3118,11/10/2023 20:28,Car,FTG-698-VLR-876,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",44,KL89CD6789,Not Fraud +3119,11/25/2023 11:43,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",59,KL12EF0123,Not Fraud +3120,12/15/2023 3:08,Truck,FTG-700-QAZ-110,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",54,KL34GH2345,Fraud +3121,12/30/2023 18:33,Van,FTG-801-XYZ-187,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",43,KL56IJ4567,Not Fraud +3122,1/9/2023 10:58,Sedan,FTG-802-ABC-614,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",56,KL78KL6789,Not Fraud +3123,1/26/2023 2:23,SUV,FTG-803-PQR-311,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",50,KL90MN0123,Not Fraud +3124,2/14/2023 17:48,Bus ,FTG-804-DEF-198,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",45,KL23OP2345,Fraud +3125,3/1/2023 9:13,Car,FTG-805-LMN-165,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",55,KL45QR4567,Not Fraud +3126,3/20/2023 0:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",48,KL67ST6789,Not Fraud +3127,4/4/2023 15:53,Truck,FTG-807-JKL-101,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA23WB8901,Not Fraud +3128,4/23/2023 7:18,Van,FTG-808-UVW-875,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",42,KL89UV0123,Not Fraud +3129,5/8/2023 22:33,Sedan,FTG-809-RET-543,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",57,KL01WX2345,Not Fraud +3130,5/27/2023 13:58,SUV,FTG-810-MNO-211,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",49,KL23YZ4567,Not Fraud +3131,6/11/2023 5:23,Bus ,FTG-811-QWE-997,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",52,KL45AB6789,Not Fraud +3132,6/30/2023 20:38,Car,FTG-812-ZXC-614,A-101,Regular,Small,60,100,"13.042660878688794, 77.47580097259879",46,KL67CD0123,Fraud +3133,7/15/2023 12:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",58,KL89EF2345,Not Fraud +3134,8/3/2023 3:28,Truck,FTG-814-KJH-198,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",53,KL12GH4567,Not Fraud +3135,8/18/2023 18:43,Van,FTG-815-DCV-715,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",47,KL34IJ6789,Not Fraud +3136,9/6/2023 10:08,Sedan,FTG-816-NBH-132,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",51,KL56KL0123,Not Fraud +3137,9/21/2023 1:33,SUV,FTG-817-LKI-119,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",44,KL78MN2345,Not Fraud +3138,10/10/2023 16:58,Bus ,FTG-818-UYT-816,C-103,Regular,Large,290,110,"13.042660878688794, 77.47580097259879",59,KL90OP4567,Fraud +3139,10/25/2023 8:23,Car,FTG-819-FRD-513,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",54,KL23QR6789,Not Fraud +3140,11/13/2023 23:48,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",43,KA78WB8901,Not Fraud +3141,11/28/2023 15:03,Truck,FTG-821-BVC-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,KL45ST0123,Not Fraud +3142,12/17/2023 6:28,Van,FTG-822-XSW-614,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",50,KL67UV2345,Not Fraud +3143,1/1/2023 21:53,Sedan,FTG-823-NMK-361,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",45,KL89WX4567,Not Fraud +3144,1/20/2023 13:18,SUV,FTG-824-CDE-098,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",55,KL01YZ6789,Not Fraud +3145,2/4/2023 4:43,Bus ,FTG-825-VBN-745,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",48,KL23AB0123,Not Fraud +3146,2/23/2023 20:08,Car,FTG-826-PEM-432,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",60,KL45CD2345,Not Fraud +3147,3/10/2023 11:23,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",40,KL67EF4567,Not Fraud +3148,3/29/2023 2:48,Truck,FTG-828-WEX-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",62,KL89GH6789,Not Fraud +3149,4/13/2023 18:13,Van,FTG-829-QRZ-543,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",38,KL12IJ0123,Not Fraud +3150,5/2/2023 9:38,Sedan,FTG-830-LPO-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",65,KL34KL2345,Not Fraud +3151,5/17/2023 1:03,SUV,FTG-831-ZRS-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",42,KL56MN4567,Not Fraud +3152,6/5/2023 16:28,Bus ,FTG-832-IXC-644,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KL78OP6789,Not Fraud +3153,6/20/2023 7:43,Car,FTG-833-JRP-321,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",48,KA45WB6789,Fraud +3154,7/8/2023 23:08,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",50,KL90QR0123,Not Fraud +3155,7/24/2023 14:33,Truck,FTG-388-WSX-976,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,KL23ST2345,Not Fraud +3156,8/12/2023 5:58,Van,FTG-395-EDC-775,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",46,KL45UV4567,Not Fraud +3157,8/27/2023 21:23,Sedan,FTG-402-ABC-664,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",53,KL67WX6789,Not Fraud +3158,9/15/2023 12:48,SUV,FTG-416-NBH-412,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",47,KL89YZ0123,Not Fraud +3159,9/30/2023 4:03,Bus ,FTG-409-RST-513,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",51,KL01AB2345,Not Fraud +3160,10/19/2023 19:28,Car,FTG-423-NMK-341,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",44,KL23CD4567,Not Fraud +3161,11/3/2023 10:53,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",59,KL45EF6789,Not Fraud +3162,11/22/2023 2:18,Truck,FTG-430-LPO-310,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",54,KL67GH0123,Not Fraud +3163,12/6/2023 17:43,Van,FTG-437-NJI-129,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",43,KL89IJ2345,Not Fraud +3164,12/25/2023 9:08,Sedan,FTG-444-MRH-098,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",56,KL12KL4567,Not Fraud +3165,1/5/2023 0:23,SUV,FTG-451-YUI-977,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",52,KL34MN6789,Not Fraud +3166,1/22/2023 15:48,Bus ,FTG-458-VFR-875,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA90ZB5678,Not Fraud +3167,2/10/2023 7:13,Car,FTG-465-LKJ-764,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",57,KL56OP0123,Fraud +3168,2/25/2023 22:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",49,KL78QR2345,Not Fraud +3169,3/17/2023 13:53,Truck,FTG-479-RFD-542,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",60,KL90ST4567,Fraud +3170,4/1/2023 5:18,Van,FTG-486-PLM-412,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",41,KL23UV6789,Not Fraud +3171,4/20/2023 20:33,Sedan,FTG-493-NBH-121,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",63,KL45WX0123,Fraud +3172,5/6/2023 11:58,SUV,FTG-500-QAZ-220,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",39,KL67YZ2345,Not Fraud +3173,5/26/2023 3:23,Bus ,FTG-507-JKL-189,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",66,KL89AB4567,Not Fraud +3174,6/10/2023 18:48,Car,FTG-514-KJH-198,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",43,KL01CD6789,Not Fraud +3175,6/29/2023 10:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",61,KL23EF0123,Not Fraud +3176,7/14/2023 1:28,Truck,FTG-608-UVW-866,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",37,KL45GH2345,Not Fraud +3177,8/2/2023 16:53,Van,FTG-615-DCV-755,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",54,KL67IJ4567,Not Fraud +3178,8/17/2023 8:18,Sedan,FTG-622-XSW-644,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",46,KL89KL6789,Not Fraud +3179,9/5/2023 23:43,SUV,FTG-629-QAZ-533,B-102,Express,Large,130,0,"13.042660878688794, 77.47580097259879",55,KA67AW4567,Fraud +3180,9/20/2023 15:08,Bus ,FTG-636-OKM-422,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,KL12MN0123,Not Fraud +3181,10/9/2023 6:33,Car,FTG-643-QWE-331,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",60,KL34OP2345,Not Fraud +3182,10/24/2023 21:58,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",42,KL56QR4567,Not Fraud +3183,11/12/2023 13:23,Truck,FTG-657-PLN-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",57,KL78ST6789,Not Fraud +3184,11/27/2023 4:48,Van,FTG-664-OKM-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",48,KL90UV0123,Not Fraud +3185,12/16/2023 20:13,Sedan,FTG-671-WSX-987,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",52,KL23WX2345,Not Fraud +3186,12/31/2023 11:28,SUV,FTG-678-NJH-876,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",45,KL45YZ4567,Not Fraud +3187,1/9/2023 2:53,Bus ,FTG-685-ZXC-765,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",59,KL67AB6789,Fraud +3188,1/26/2023 18:18,Car,FTG-692-BVC-654,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",53,KL89CD0123,Not Fraud +3189,2/14/2023 9:33,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",47,KL12EF2345,Not Fraud +3190,3/1/2023 0:58,Truck,FTG-806-GHI-412,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",51,KL34GH4567,Not Fraud +3191,3/20/2023 16:23,Van,FTG-813-POI-371,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",44,KL56IJ6789,Not Fraud +3192,4/4/2023 7:48,Sedan,FTG-820-TIU-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",58,KA34AW2345,Not Fraud +3193,4/23/2023 23:03,SUV,FTG-827-HGT-179,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",54,KL78KL0123,Fraud +3194,5/9/2023 14:28,Bus ,FTG-834-RFV-798,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",43,KL90MN2345,Not Fraud +3195,5/28/2023 5:53,Car,FTG-875-YUI-767,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",56,KL23OP4567,Not Fraud +3196,6/12/2023 21:18,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",50,KL45QR6789,Not Fraud +3197,6/27/2023 12:43,Truck,FTG-877-LMK-179,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,GJ12AB3456,Not Fraud +3198,7/15/2023 4:08,Van,FTG-878-NJH-877,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",55,GJ34CD6789,Not Fraud +3199,7/30/2023 19:33,Sedan,FTG-879-RFD-547,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",48,GJ56EF0123,Not Fraud +3200,8/18/2023 10:58,SUV,FTG-880-TGB-217,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",60,GJ78GH4567,Not Fraud +3201,6/8/2023 23:28,Bus ,FTG-881-BVC-977,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",42,GJ90IJ8901,Not Fraud +3202,6/27/2023 14:53,Car,FTG-882-XCV-674,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",57,GJ23KL2345,Not Fraud +3203,7/12/2023 6:08,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",49,GJ45MN4567,Not Fraud +3204,7/31/2023 21:33,Truck,FTG-884-POU-078,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",52,GJ67OP6789,Not Fraud +3205,8/15/2023 12:58,Van,FTG-885-ZXC-775,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",46,KA89AW1234,Not Fraud +3206,9/3/2023 4:23,Sedan,FTG-886-PLM-462,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",58,GJ89QR0123,Not Fraud +3207,9/18/2023 19:38,SUV,FTG-887-HGT-169,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",53,GJ01ST2345,Not Fraud +3208,10/7/2023 11:03,Bus ,FTG-888-WSX-576,C-103,Regular,Large,290,110,"13.042660878688794, 77.47580097259879",47,GJ23UV4567,Fraud +3209,10/22/2023 2:18,Car,FTG-889-QAZ-533,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",51,GJ45WX6789,Not Fraud +3210,11/10/2023 17:43,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",44,GJ67YZ0123,Not Fraud +3211,11/25/2023 9:08,Truck,FTG-891-YUI-977,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",59,GJ89AB2345,Not Fraud +3212,12/15/2023 0:33,Van,FTG-892-BVC-554,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",54,GJ12CD4567,Not Fraud +3213,12/30/2023 15:58,Sedan,FTG-893-NBH-351,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",43,GJ34EF6789,Not Fraud +3214,1/9/2023 7:23,SUV,FTG-894-KJH-058,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",56,GJ56GH0123,Fraud +3215,1/26/2023 22:40,Bus ,FTG-895-EDC-755,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",50,GJ78IJ2345,Not Fraud +3216,2/14/2023 14:05,Car,FTG-896-LIK-432,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",45,GJ90KL4567,Not Fraud +3217,3/1/2023 5:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,GJ23MN6789,Not Fraud +3218,3/20/2023 20:45,Truck,FTG-898-VLR-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",48,KA56AW0123,Not Fraud +3219,4/4/2023 12:00,Van,FTG-899-WLX-543,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",60,GJ45OP0123,Fraud +3220,4/23/2023 3:23,Sedan,FTG-900-QWZ-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",42,GJ67QR2345,Not Fraud +3221,5/8/2023 18:38,SUV,FTG-100-XYZ-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",57,GJ89ST4567,Not Fraud +3222,5/27/2023 10:03,Bus ,FTG-100-ABC-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",49,GJ01UV6789,Not Fraud +3223,6/11/2023 1:28,Car,FTG-100-PQR-321,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",52,GJ23WX0123,Not Fraud +3224,6/30/2023 16:53,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",46,GJ45YZ2345,Not Fraud +3225,7/15/2023 8:08,Truck,FTG-100-LMN-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",58,GJ67AB4567,Not Fraud +3226,8/3/2023 23:33,Van,FTG-100-GHI-432,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",53,GJ89CD6789,Not Fraud +3227,8/18/2023 14:48,Sedan,FTG-100-JKL-109,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",47,GJ12EF0123,Not Fraud +3228,9/6/2023 6:13,SUV,FTG-100-UVW-876,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",51,GJ34GH2345,Fraud +3229,9/21/2023 21:38,Bus ,FTG-109-RST-513,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",44,GJ56IJ4567,Not Fraud +3230,10/10/2023 13:03,Car,FTG-110-MNO-220,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",59,GJ78KL6789,Not Fraud +3231,10/25/2023 4:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",54,KA23AB8901,Not Fraud +3232,11/13/2023 19:53,Truck,FTG-112-ZXC-614,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",43,GJ90MN0123,Not Fraud +3233,11/28/2023 11:10,Van,FTG-113-POI-000,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",56,GJ23OP2345,Not Fraud +3234,12/17/2023 2:35,Sedan,FTG-114-KJH-018,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",50,GJ45QR4567,Not Fraud +3235,1/1/2023 17:00,SUV,FTG-115-DCV-764,B-102,Express,Large,130,90,"13.042660878688794, 77.47580097259879",45,GJ67ST6789,Fraud +3236,1/20/2023 8:15,Bus ,FTG-116-NBH-412,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,GJ89UV0123,Not Fraud +3237,2/4/2023 23:40,Car,FTG-017-LKI-119,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",48,GJ01WX2345,Not Fraud +3238,2/23/2023 15:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,GJ23YZ4567,Not Fraud +3239,3/10/2023 6:20,Truck,FTG-019-FRD-513,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",42,GJ45AB6789,Not Fraud +3240,3/29/2023 21:45,Van,FTG-020-TYU-220,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",57,GJ67CD0123,Not Fraud +3241,4/13/2023 13:10,Sedan,FTG-021-BVC-947,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",49,GJ89EF2345,Not Fraud +3242,5/2/2023 4:35,SUV,FTG-022-XSW-634,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",52,GJ12GH4567,Not Fraud +3243,5/17/2023 19:50,Bus ,FTG-023-NMK-221,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,GJ34IJ6789,Not Fraud +3244,6/6/2023 11:15,Car,FTG-124-CWE-098,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",58,KA78AB8901,Not Fraud +3245,6/21/2023 2:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",53,GJ56KL0123,Not Fraud +3246,7/9/2023 17:55,Truck,FTG-126-PLM-132,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",47,GJ78MN2345,Not Fraud +3247,7/24/2023 9:18,Van,FTG-127-HGT-169,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",20,GJ90OP4567,Not Fraud +3248,8/12/2023 0:33,Sedan,FTG-128-WSX-866,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",21,GJ23QR6789,Not Fraud +3249,8/27/2023 15:58,SUV,FTG-129-QAZ-563,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",22,GJ45ST0123,Not Fraud +3250,9/15/2023 7:23,Bus ,FTG-130-LPO-260,C-103,Regular,Large,290,60,"13.042660878688794, 77.47580097259879",23,GJ67UV2345,Fraud +3251,9/30/2023 22:40,Car,FTG-131-ZAS-967,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",24,GJ89WX4567,Not Fraud +3252,10/19/2023 14:05,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",25,GJ01YZ6789,Not Fraud +3253,11/3/2023 5:30,Truck,FTG-133-JOP-361,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",26,GJ23AB0123,Not Fraud +3254,11/22/2023 20:45,Van,FTG-510-MNO-260,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",27,GJ45CD2345,Not Fraud +3255,12/7/2023 12:00,Sedan,FTG-511-QWE-967,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",28,GJ67EF4567,Fraud +3256,12/26/2023 3:23,SUV,FTG-512-ZXC-664,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",29,GJ89GH6789,Fraud +3257,1/10/2023 18:38,Bus ,FTG-513-POI-371,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",30,KA45AM6789,Not Fraud +3258,1/29/2023 10:03,Car,FTG-514-KJH-088,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",31,GJ12IJ0123,Not Fraud +3259,2/13/2023 1:28,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",32,GJ34KL2345,Not Fraud +3260,3/4/2023 16:53,Truck,FTG-516-NBH-422,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",33,GJ56MN4567,Not Fraud +3261,3/19/2023 8:08,Van,FTG-517-LKI-199,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",34,GJ78OP6789,Not Fraud +3262,4/7/2023 23:33,Sedan,FTG-518-UYT-806,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",35,GJ90QR0123,Not Fraud +3263,4/22/2023 14:48,SUV,FTG-519-FRD-593,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",36,GJ23ST2345,Not Fraud +3264,5/11/2023 6:13,Bus ,FTG-520-TYU-220,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",37,GJ45UV4567,Not Fraud +3265,5/26/2023 21:38,Car,FTG-521-BVC-987,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",38,GJ67WX6789,Not Fraud +3266,6/14/2023 13:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",39,GJ89YZ0123,Not Fraud +3267,6/29/2023 4:28,Truck,FTG-523-NMK-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,GJ01AB2345,Not Fraud +3268,7/17/2023 19:53,Van,FTG-524-CDE-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",76,GJ23CD4567,Not Fraud +3269,8/1/2023 11:10,Sedan,FTG-525-VBN-765,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",89,GJ45EF6789,Not Fraud +3270,8/20/2023 2:35,SUV,FTG-526-PLM-432,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA90AB5678,Not Fraud +3271,9/4/2023 17:58,Bus ,FTG-527-HGT-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",56,GJ67GH0123,Not Fraud +3272,9/23/2023 9:23,Car,FTG-528-WSX-876,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",67,GJ89IJ2345,Not Fraud +3273,10/8/2023 0:48,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",87,GJ12KL4567,Not Fraud +3274,10/27/2023 16:13,Truck,FTG-530-LPO-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,GJ34MN6789,Not Fraud +3275,11/11/2023 7:28,Van,FTG-531-ZAS-987,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",34,GJ56OP0123,Not Fraud +3276,11/30/2023 22:53,Sedan,FTG-532-IXC-654,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",78,GJ78QR2345,Not Fraud +3277,12/15/2023 14:18,SUV,FTG-533-JOP-321,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,GJ90ST4567,Not Fraud +3278,1/3/2023 5:43,Bus ,FTG-534-RFV-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",87,GJ23UV6789,Not Fraud +3279,1/18/2023 21:08,Car,FTG-535-EDC-765,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",66,GJ45WX0123,Fraud +3280,2/6/2023 12:33,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",89,GJ67YZ2345,Not Fraud +3281,2/21/2023 3:48,Truck,FTG-537-NJI-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,GJ89AB4567,Not Fraud +3282,3/13/2023 19:03,Van,FTG-538-LKJ-876,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",34,GJ01CD6789,Not Fraud +3283,3/28/2023 10:28,Sedan,FTG-539-UTY-543,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",98,KA67AB4567,Not Fraud +3284,4/17/2023 1:53,SUV,FTG-540-POU-210,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",22,GJ23EF0123,Not Fraud +3285,5/2/2023 17:18,Bus ,FTG-541-ZXC-997,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",23,GJ45GH2345,Fraud +3286,5/21/2023 8:43,Car,FTG-542-VBN-654,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",10,GJ67IJ4567,Not Fraud +3287,6/5/2023 0:00,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",67,GJ89KL6789,Not Fraud +3288,6/24/2023 15:25,Truck,FTG-544-MKH-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",87,GJ12MN0123,Not Fraud +3289,7/9/2023 6:50,Van,FTG-545-DCF-765,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",65,GJ34OP2345,Fraud +3290,7/28/2023 22:08,Sedan,FTG-546-POI-432,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",34,GJ56QR4567,Not Fraud +3291,8/12/2023 13:33,SUV,FTG-547-XCV-109,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",87,GJ78ST6789,Not Fraud +3292,8/31/2023 4:58,Bus ,FTG-548-JKL-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",35,GJ90UV0123,Not Fraud +3293,9/15/2023 20:13,Car,FTG-549-RFD-543,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",32,GJ23WX2345,Not Fraud +3294,10/4/2023 11:38,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,GJ45YZ4567,Not Fraud +3295,10/19/2023 3:03,Truck,FTG-551-YUI-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",34,GJ67AB6789,Not Fraud +3296,11/7/2023 18:28,Van,FTG-552-BVC-654,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",65,KA34MB2345,Not Fraud +3297,11/22/2023 9:43,Sedan,FTG-553-NBH-321,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",23,GJ89CD0123,Not Fraud +3298,12/12/2023 1:08,SUV,FTG-554-KJH-098,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",65,GJ12EF2345,Not Fraud +3299,12/27/2023 16:23,Bus ,FTG-555-EDC-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",34,GJ34GH4567,Not Fraud +3300,1/5/2023 7:48,Car,FTG-556-LMK-432,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",76,GJ56IJ6789,Not Fraud +3301,1/1/2023 12:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,GJ78KL0123,Not Fraud +3302,1/15/2023 3:20,Truck,FTG-558-VFR-876,C-103,Regular,Large,290,110,"13.042660878688794, 77.47580097259879",67,GJ90MN2345,Fraud +3303,2/5/2023 18:45,Van,FTG-559-WSX-543,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",45,GJ23OP4567,Not Fraud +3304,2/18/2023 9:10,Sedan,FTG-560-QAZ-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",76,GJ45QR6789,Not Fraud +3305,3/7/2023 14:55,SUV,FTG-561-POU-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",45,KA34VW5678,Not Fraud +3306,3/22/2023 5:40,Bus ,FTG-562-NJH-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",76,KA56YT1234,Not Fraud +3307,4/2/2023 20:12,Car,FTG-563-ZXC-321,A-101,Express,Small,60,90,"13.042660878688794, 77.47580097259879",45,KA78LT8901,Fraud +3308,4/19/2023 11:25,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA90QR2345,Not Fraud +3309,5/8/2023 1:48,Truck,FTG-565-LKJ-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA89AB1234,Not Fraud +3310,5/21/2023 16:33,Van,FTG-566-HGT-432,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",65,KA23TT6789,Not Fraud +3311,6/4/2023 7:02,Sedan,FTG-567-MKF-109,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",98,KA45TP0123,Not Fraud +3312,6/19/2023 22:15,SUV,FTG-568-DCV-876,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",76,KA67CD4567,Not Fraud +3313,7/9/2023 12:40,Bus ,FTG-569-NBH-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA89UV8901,Not Fraud +3314,7/24/2023 3:05,Car,FTG-570-POI-210,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",88,KA01TX2345,Not Fraud +3315,8/5/2023 18:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA23AB5678,Not Fraud +3316,8/22/2023 9:45,Truck,FTG-572-QAZ-654,C-103,Regular,Large,290,130,"13.042660878688794, 77.47580097259879",56,KA45TF1234,Fraud +3317,9/11/2023 1:20,Van,FTG-573-KJH-321,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",86,KA67TH8901,Not Fraud +3318,9/26/2023 16:35,Sedan,FTG-574-VFR-098,A-101,Regular,Medium,100,90,"13.042660878688794, 77.47580097259879",98,KA89TJ2345,Fraud +3319,10/8/2023 7:00,SUV,FTG-575-YUI-765,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",67,KA56VW5678,Not Fraud +3320,10/25/2023 22:15,Bus ,FTG-576-CDE-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",98,MH12AB3456,Not Fraud +3321,11/14/2023 12:42,Car,FTG-577-LMK-109,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",67,KA56JP8901,Not Fraud +3322,11/29/2023 3:55,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",56,KA56MA0123,Not Fraud +3323,12/9/2023 18:20,Truck,FTG-579-RFD-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",87,KA78JR2345,Not Fraud +3324,12/26/2023 9:45,Van,FTG-580-TGB-210,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA90LM8901,Not Fraud +3325,1/6/2023 1:10,Sedan,FTG-581-BVC-987,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",87,MH34CD6789,Not Fraud +3326,1/23/2023 16:25,SUV,FTG-582-XCV-654,B-102,Regular,Large,130,120,"13.042660878688794, 77.47580097259879",67,KA45WX8901,Fraud +3327,2/11/2023 7:50,Bus ,FTG-583-LKJ-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",76,KA67YZ5678,Not Fraud +3328,2/26/2023 23:05,Car,FTG-584-POU-098,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",56,KA89JB1234,Not Fraud +3329,3/18/2023 13:30,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",98,KA01JD8901,Not Fraud +3330,4/2/2023 4:55,Truck,FTG-586-PLM-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",56,MH56EF0123,Not Fraud +3331,4/15/2023 20:10,Van,FTG-587-HGT-109,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",45,MH78GH4567,Not Fraud +3332,5/4/2023 10:35,Sedan,FTG-588-WSX-876,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",55,KA67IJ8901,Not Fraud +3333,5/19/2023 1:50,SUV,FTG-589-QAZ-543,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",76,KA89KL5678,Not Fraud +3334,6/8/2023 17:15,Bus ,FTG-590-RFD-210,C-103,Regular,Large,290,90,"13.042660878688794, 77.47580097259879",45,KA12MN1234,Fraud +3335,6/23/2023 8:28,Car,FTG-591-YUI-987,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA23MA8901,Not Fraud +3336,7/13/2023 23:53,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",45,KA34OP8901,Not Fraud +3337,7/28/2023 15:08,Truck,FTG-593-NBH-321,C-103,Express,Large,290,100,"13.042660878688794, 77.47580097259879",76,MH90IJ8901,Fraud +3338,8/9/2023 5:33,Van,FTG-594-KJH-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",90,KA01UV8901,Not Fraud +3339,8/26/2023 20:48,Sedan,FTG-595-EDC-765,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",78,KA90UV8901,Fraud +3340,9/15/2023 11:05,SUV,FTG-596-LMK-432,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",76,KA23WX5678,Not Fraud +3341,9/30/2023 1:30,Bus ,FTG-597-PLN-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",89,KA45YZ1234,Not Fraud +3342,10/12/2023 16:45,Car,FTG-598-VFR-876,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA67AB8901,Not Fraud +3343,10/29/2023 8:10,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",80,MH23YL2345,Not Fraud +3344,11/17/2023 23:23,Truck,FTG-600-QAZ-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",70,MH45MN4567,Not Fraud +3345,12/2/2023 14:48,Van,FTG-697-PLN-109,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",60,KA23GH8901,Not Fraud +3346,12/12/2023 5:05,Sedan,FTG-698-VFR-876,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",56,KA45IJ5678,Not Fraud +3347,12/29/2023 20:20,SUV,FTG-699-WSX-543,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",45,KA67KL1234,Fraud +3348,1/8/2023 10:45,Bus ,FTG-700-QAZ-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",55,KA78MA8901,Not Fraud +3349,1/25/2023 2:00,Car,FTG-701-XYZ-987,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",65,KA89MN8901,Not Fraud +3350,2/13/2023 17:25,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,MH67OP6789,Not Fraud +3351,2/28/2023 8:40,Truck,FTG-703-PQR-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",87,KA89GH8901,Not Fraud +3352,3/20/2023 0:05,Van,FTG-704-DEF-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",98,KA56ST8901,Not Fraud +3353,4/4/2023 15:18,Sedan,FTG-705-LMN-765,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",45,KA78UV5678,Not Fraud +3354,4/24/2023 6:43,SUV,FTG-706-GHI-432,B-102,Regular,Large,130,90,"13.042660878688794, 77.47580097259879",35,KA90WX1234,Fraud +3355,5/9/2023 22:00,Bus ,FTG-707-JKL-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",24,KA23YZ8901,Not Fraud +3356,5/28/2023 12:25,Car,FTG-708-UVW-876,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",25,KA12IJ2345,Not Fraud +3357,6/12/2023 3:48,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",77,KA34KL5678,Not Fraud +3358,6/27/2023 19:03,Truck,FTG-710-MNO-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA89JF8901,Not Fraud +3359,7/7/2023 9:28,Van,FTG-711-QWE-987,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",90,KA01GH5678,Not Fraud +3360,7/24/2023 0:45,Sedan,FTG-712-ZXC-654,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",89,KA23IJ1234,Not Fraud +3361,8/13/2023 16:10,SUV,FTG-713-POI-321,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",85,KA45MA6789,Not Fraud +3362,8/28/2023 7:23,Bus ,FTG-714-KJH-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA45JL8901,Not Fraud +3363,9/17/2023 22:48,Car,FTG-715-DCV-765,A-101,Express,Small,60,0,"13.042660878688794, 77.47580097259879",45,KA56MN1234,Fraud +3364,10/2/2023 14:03,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",65,KA78OP8901,Not Fraud +3365,10/14/2023 4:28,Truck,FTG-717-LKI-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA12JR8901,Not Fraud +3366,10/31/2023 19:53,Van,FTG-718-UYT-876,B-102,Regular,Medium,110,100,"13.042660878688794, 77.47580097259879",76,KA34ST5678,Fraud +3367,11/19/2023 11:10,Sedan,FTG-719-FRD-543,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",45,KA56UV1234,Not Fraud +3368,12/4/2023 1:35,SUV,FTG-720-TYU-210,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",77,KA78WX8901,Not Fraud +3369,12/16/2023 17:00,Bus ,FTG-721-BVC-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",88,MH89QR0123,Not Fraud +3370,1/4/2023 7:25,Car,FTG-722-XSW-654,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",23,KA23JB1234,Not Fraud +3371,1/19/2023 22:38,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",34,MH01ST2345,Not Fraud +3372,2/8/2023 13:03,Truck,FTG-724-CDE-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",65,KA67EF1234,Not Fraud +3373,2/23/2023 4:18,Van,FTG-725-VBN-765,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",45,KA89GH5678,Not Fraud +3374,3/15/2023 19:43,Sedan,FTG-726-PLM-432,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",76,KA90MA5678,Not Fraud +3375,3/30/2023 11:08,SUV,FTG-727-HGT-109,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",54,KA01IJ1234,Not Fraud +3376,4/10/2023 1:33,Bus ,FTG-728-WSX-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",66,KA23KL8901,Not Fraud +3377,4/27/2023 16:58,Car,FTG-729-QAZ-543,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",66,KA45MN5678,Not Fraud +3378,5/16/2023 8:23,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA67OP1234,Not Fraud +3379,5/31/2023 23:40,Truck,FTG-731-ZAS-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",77,KA89QR5678,Not Fraud +3380,6/21/2023 15:05,Van,FTG-732-IXC-654,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",44,KA12ST1234,Not Fraud +3381,7/6/2023 6:20,Sedan,FTG-733-JOP-321,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",60,KA34UV5678,Not Fraud +3382,7/26/2023 21:43,SUV,FTG-734-RFV-098,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",70,KA56WX1234,Not Fraud +3383,8/10/2023 12:58,Bus ,FTG-735-EDC-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",77,KA78YZ5678,Not Fraud +3384,8/29/2023 4:23,Car,FTG-736-OKM-432,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",55,KA90AB1234,Not Fraud +3385,9/13/2023 19:38,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",65,KA45UV1234,Not Fraud +3386,10/2/2023 10:03,Truck,FTG-738-LKJ-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",75,KA67WX5678,Not Fraud +3387,10/17/2023 1:28,Van,FTG-739-UTY-543,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",85,KA67MA4567,Not Fraud +3388,11/5/2023 16:53,Sedan,FTG-740-POU-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",95,KA89YZ1234,Not Fraud +3389,11/20/2023 8:08,SUV,FTG-741-ZXC-987,B-102,Express,Large,130,90,"13.042660878688794, 77.47580097259879",90,KA01AB5678,Fraud +3390,12/10/2023 23:33,Bus ,FTG-742-VBN-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",88,KA01KL5678,Not Fraud +3391,12/25/2023 14:48,Car,FTG-743-QWE-321,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA23MN1234,Not Fraud +3392,1/4/2023 5:13,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",90,KA45OP5678,Not Fraud +3393,1/21/2023 20:38,Truck,FTG-745-DCF-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA67QR1234,Not Fraud +3394,2/10/2023 12:03,Van,FTG-746-POI-432,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",78,KA89ST5678,Not Fraud +3395,2/25/2023 3:28,Sedan,FTG-747-XCV-109,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",89,KA12UV1234,Not Fraud +3396,3/17/2023 18:53,SUV,FTG-748-JKL-876,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",99,KA34WX5678,Not Fraud +3397,4/1/2023 10:10,Bus ,FTG-749-RFD-543,C-103,Express,Large,290,130,"13.042660878688794, 77.47580097259879",98,KA56YZ1234,Fraud +3398,4/20/2023 1:33,Car,FTG-750-HGT-210,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",76,KA78LM5678,Not Fraud +3399,5/5/2023 16:58,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",68,KA90QR1234,Not Fraud +3400,5/24/2023 8:13,Truck,FTG-752-BVC-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA34MA2345,Not Fraud +3401,4/14/2023 14:51,Van,FTG-753-NBH-321,B-102,Express,Medium,110,100,"13.042660878688794, 77.47580097259879",23,KA23ST5678,Fraud +3402,4/29/2023 6:17,Sedan,FTG-754-KJH-098,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",35,KA45OP1234,Not Fraud +3403,5/18/2023 21:42,SUV,FTG-755-EDC-765,B-102,Express,Large,130,100,"13.042660878688794, 77.47580097259879",75,KA67CD5678,Fraud +3404,6/3/2023 13:07,Bus ,FTG-756-LMK-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",80,KA89UV1234,Not Fraud +3405,6/22/2023 4:32,Car,FTG-757-PLN-109,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",88,KA01WX5678,Not Fraud +3406,7/7/2023 19:57,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",76,KA23TB1234,Not Fraud +3407,7/27/2023 11:22,Truck,FTG-759-WSX-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",75,KA45KF5678,Not Fraud +3408,8/11/2023 2:48,Van,FTG-760-QAZ-210,B-102,Regular,Medium,110,100,"13.042660878688794, 77.47580097259879",46,KA67KH1234,Fraud +3409,8/30/2023 18:13,Sedan,FTG-761-POU-987,A-101,Express,Medium,100,60,"13.042660878688794, 77.47580097259879",47,KA89IK5678,Fraud +3410,9/14/2023 9:38,SUV,FTG-762-NJH-654,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",89,KA12KK1234,Not Fraud +3411,10/3/2023 1:03,Bus ,FTG-763-ZXC-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",90,KA34MK5678,Not Fraud +3412,10/18/2023 16:28,Car,FTG-764-OKM-098,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",87,KA56UP1234,Not Fraud +3413,11/6/2023 7:53,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",96,KA89LA1234,Not Fraud +3414,11/21/2023 23:19,Truck,FTG-766-HGT-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",67,KA78VW5678,Not Fraud +3415,12/11/2023 14:44,Van,FTG-767-MKF-109,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",65,KA90IZ1234,Not Fraud +3416,12/26/2023 6:09,Sedan,FTG-768-DCV-876,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",66,KA23LM8801,Not Fraud +3417,1/3/2023 21:34,SUV,FTG-769-NBH-543,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",67,KA45QR2345,Not Fraud +3418,1/21/2023 13:59,Bus ,FTG-770-POI-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",68,KA67ST6889,Not Fraud +3419,2/5/2023 5:24,Car,FTG-771-WSX-987,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",69,KA89OP0823,Not Fraud +3420,2/24/2023 20:50,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",70,KA01CD4567,Not Fraud +3421,3/12/2023 12:15,Truck,FTG-773-KJH-321,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",71,KA23UV8901,Not Fraud +3422,3/27/2023 3:40,Van,FTG-774-VFR-098,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",72,KA45WX2345,Not Fraud +3423,4/15/2023 19:05,Sedan,FTG-775-YUI-765,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",73,KA67AB5878,Not Fraud +3424,4/30/2023 10:31,SUV,FTG-776-CDE-432,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",74,KA89EF1834,Not Fraud +3425,5/19/2023 1:56,Bus ,FTG-777-LMK-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",75,KA12GH8801,Not Fraud +3426,6/3/2023 17:21,Car,FTG-778-NJH-876,A-101,Regular,Small,60,0,"13.042660878688794, 77.47580097259879",76,KA56GA0123,Fraud +3427,6/22/2023 8:46,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",77,KA34IJ2345,Not Fraud +3428,7/7/2023 0:11,Truck,FTG-780-TGB-210,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA56KL5678,Not Fraud +3429,7/26/2023 15:37,Van,FTG-781-BVC-987,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",79,KA78MN1234,Not Fraud +3430,8/10/2023 7:02,Sedan,FTG-782-XCV-654,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",80,KA90OP8901,Not Fraud +3431,8/29/2023 22:27,SUV,FTG-783-LKJ-321,B-102,Express,Large,130,90,"13.042660878688794, 77.47580097259879",81,KA23QR2845,Fraud +3432,9/14/2023 13:52,Bus ,FTG-784-POU-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",82,KA45ST5678,Not Fraud +3433,10/3/2023 5:17,Car,FTG-785-ZXC-760,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",83,KA67UV1234,Not Fraud +3434,10/18/2023 20:42,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",84,KA89WX8901,Not Fraud +3435,11/7/2023 12:08,Truck,FTG-787-HGT-109,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",85,KA01YZ5678,Not Fraud +3436,11/22/2023 3:33,Van,FTG-788-WSX-876,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",86,MH23UV4567,Not Fraud +3437,12/11/2023 18:58,Sedan,FTG-789-QAZ-545,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",87,KA45EF5678,Not Fraud +3438,12/27/2023 10:23,SUV,FTG-790-RFD-210,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",88,KA67GH1234,Not Fraud +3439,1/4/2023 1:48,Bus ,FTG-791-YUI-981,C-103,Express,Large,290,90,"13.042660878688794, 77.47580097259879",89,KA23GA8901,Fraud +3440,1/21/2023 17:13,Car,FTG-792-BVC-654,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",90,KA89IJ5678,Not Fraud +3441,2/5/2023 8:39,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",55,KA12KL1234,Not Fraud +3442,2/24/2023 0:04,Truck,FTG-794-KJH-098,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",56,KA34MN5678,Not Fraud +3443,3/11/2023 15:29,Van,FTG-795-EDC-765,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",57,KA56OP1234,Not Fraud +3444,3/26/2023 6:54,Sedan,FTG-796-LMK-432,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",58,KA78QR5678,Not Fraud +3445,4/14/2023 22:19,SUV,FTG-797-PLN-109,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",59,KA90ST1234,Not Fraud +3446,4/30/2023 13:44,Bus ,FTG-798-VFR-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",60,KA23UV5678,Not Fraud +3447,5/19/2023 5:10,Car,FTG-799-WSX-543,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",61,KA45WX1234,Not Fraud +3448,6/3/2023 20:35,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",62,KA67YZ8678,Not Fraud +3449,6/23/2023 12:00,Truck,FTG-801-XYZ-987,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",63,KA89AB1284,Not Fraud +3450,7/8/2023 3:25,Van,FTG-802-ABC-654,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",56,KA01CD5878,Not Fraud +3451,7/27/2023 18:50,Sedan,FTG-803-PQR-321,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",90,KA23EF1234,Not Fraud +3452,8/11/2023 10:16,SUV,FTG-804-DEF-098,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",90,KA78GA8901,Not Fraud +3453,8/30/2023 1:41,Bus ,FTG-805-LMN-765,C-103,Express,Large,290,110,"13.042660878688794, 77.47580097259879",55,KA45GH5678,Fraud +3454,9/15/2023 17:06,Car,FTG-806-GHI-432,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",82,KA67IJ1234,Not Fraud +3455,10/4/2023 8:31,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",63,KA89KL5878,Not Fraud +3456,10/19/2023 23:56,Truck,FTG-808-UVW-876,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",90,KA12MN1834,Not Fraud +3457,11/7/2023 15:21,Van,FTG-809-RST-543,B-102,Express,Medium,110,60,"13.042660878688794, 77.47580097259879",48,KA34OP5678,Fraud +3458,11/22/2023 6:47,Sedan,FTG-810-MNO-210,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",76,KA56QR1234,Not Fraud +3459,12/11/2023 22:12,SUV,FTG-811-QWE-987,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",58,KA78ST5678,Not Fraud +3460,12/27/2023 13:37,Bus ,FTG-812-ZXC-654,C-103,Regular,Large,290,100,"13.042660878688794, 77.47580097259879",87,KA90UV1234,Fraud +3461,1/4/2023 4:02,Car,FTG-813-POI-321,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",67,KA23WX2678,Not Fraud +3462,1/21/2023 19:27,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",94,KA45YZ2234,Not Fraud +3463,2/6/2023 10:52,Truck,FTG-815-DCV-765,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",71,KA67AB2678,Not Fraud +3464,2/25/2023 2:18,Van,FTG-816-NBH-432,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",89,KA89CD1234,Not Fraud +3465,3/12/2023 17:43,Sedan,FTG-817-LKI-109,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",52,KA45GA6789,Not Fraud +3466,3/27/2023 9:08,SUV,FTG-818-UYT-876,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",79,KA01EF5678,Not Fraud +3467,4/15/2023 0:33,Bus ,FTG-819-FRD-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",66,KA23GH1234,Not Fraud +3468,4/30/2023 15:58,Car,FTG-820-TYU-210,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",95,KA45IJ4678,Not Fraud +3469,5/19/2023 7:23,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",44,KA67KL1434,Not Fraud +3470,6/3/2023 22:49,Truck,FTG-822-XSW-654,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",78,KA89MN5678,Not Fraud +3471,6/23/2023 14:14,Van,FTG-823-NMK-324,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",61,KA12OP1234,Not Fraud +3472,7/8/2023 5:39,Sedan,FTG-824-CDE-198,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",85,KA34QR5678,Not Fraud +3473,7/27/2023 21:04,SUV,FTG-825-VBN-765,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",49,KA56ST1234,Not Fraud +3474,8/12/2023 12:29,Bus ,FTG-826-PLM-432,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",74,KA78UV5478,Not Fraud +3475,8/31/2023 3:54,Car,FTG-827-HGT-109,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",69,KA90WX1734,Not Fraud +3476,9/15/2023 19:19,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",92,KA23YZ5678,Not Fraud +3477,10/4/2023 10:45,Truck,FTG-829-QAZ-543,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",57,KA45AB1234,Not Fraud +3478,10/19/2023 2:10,Van,FTG-831-ZAS-989,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",83,KA90DA5678,Not Fraud +3479,11/7/2023 17:35,Sedan,FTG-832-IXC-654,A-101,Express,Medium,100,90,"13.042660878688794, 77.47580097259879",68,KA67CD5778,Fraud +3480,11/22/2023 9:00,SUV,FTG-833-JOP-321,B-102,Regular,Large,130,100,"13.042660878688794, 77.47580097259879",96,KA89EF1734,Fraud +3481,12/11/2023 0:25,Bus ,FTG-834-RFV-098,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",46,KA01GH5778,Not Fraud +3482,12/26/2023 15:51,Car,FTG-835-EDC-765,A-101,Regular,Small,60,0,"13.042660878688794, 77.47580097259879",81,KA23IJ1734,Fraud +3483,1/3/2023 7:16,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",60,KA45KL7678,Not Fraud +3484,1/20/2023 22:41,Truck,FTG-837-NJI-109,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",88,KA67MN1234,Not Fraud +3485,2/8/2023 14:06,Van,FTG-838-LKJ-876,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",53,KA89OP5678,Not Fraud +3486,2/23/2023 5:31,Sedan,FTG-839-UTY-543,A-101,Regular,Medium,100,60,"13.042660878688794, 77.47580097259879",77,KA12QR1234,Fraud +3487,3/14/2023 20:56,SUV,FTG-840-POU-210,B-102,Express,Large,130,130,"13.042660878688794, 77.47580097259879",64,KA34ST4678,Not Fraud +3488,3/30/2023 12:22,Bus ,FTG-841-ZXC-987,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",91,KA56UV4234,Not Fraud +3489,4/18/2023 3:47,Car,FTG-842-VBN-654,A-101,Express,Small,60,60,"13.042660878688794, 77.47580097259879",50,KA78WX4678,Not Fraud +3490,5/3/2023 19:12,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",75,KA90YZ1234,Not Fraud +3491,5/23/2023 10:37,Truck,FTG-844-MKH-098,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",59,KA67GA4567,Not Fraud +3492,6/7/2023 2:02,Van,FTG-845-DCF-765,B-102,Regular,Medium,110,110,"13.042660878688794, 77.47580097259879",84,KA23AB4678,Not Fraud +3493,6/26/2023 17:27,Sedan,FTG-846-POI-432,A-101,Express,Medium,100,100,"13.042660878688794, 77.47580097259879",66,KA45CD1234,Not Fraud +3494,7/11/2023 8:53,SUV,FTG-847-XCV-110,B-102,Regular,Large,130,130,"13.042660878688794, 77.47580097259879",93,KA67EF5678,Not Fraud +3495,7/30/2023 0:18,Bus ,FTG-848-JKL-876,C-103,Express,Large,290,290,"13.042660878688794, 77.47580097259879",45,KA89GH1234,Not Fraud +3496,8/14/2023 15:43,Car,FTG-849-RFD-543,A-101,Regular,Small,60,60,"13.042660878688794, 77.47580097259879",80,KA01IJ5678,Not Fraud +3497,9/2/2023 7:08,Motorcycle,,D-106,Regular,Small,0,0,"13.042660878688794, 77.47580097259879",62,KA23KL1234,Not Fraud +3498,9/17/2023 22:33,Truck,FTG-851-YUI-987,C-103,Regular,Large,290,290,"13.042660878688794, 77.47580097259879",86,KA23VW5678,Not Fraud +3499,10/6/2023 14:59,Van,FTG-852-BVC-654,B-102,Express,Medium,110,110,"13.042660878688794, 77.47580097259879",51,KA45YZ0234,Not Fraud +3500,10/21/2023 6:24,Sedan,FTG-853-NBH-321,A-101,Regular,Medium,100,100,"13.042660878688794, 77.47580097259879",73,KA67LM8901,Not Fraud +3501,11/9/2023 21:49,SUV,FTG-854-KJH-098,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",56,KA89QR2345,Not Fraud +3502,11/25/2023 13:14,Bus ,FTG-855-EDC-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA01ST6789,Not Fraud +3503,12/15/2023 4:39,Car,FTG-856-LMK-432,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",70,KA23OP0103,Not Fraud +3504,12/30/2023 20:04,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",97,KA34KA2345,Not Fraud +3505,1/7/2023 11:30,Truck,FTG-858-VFR-876,C-103,Express,Large,340,130,"12.84197701525119, 77.67547528176169",47,KA45CD4507,Fraud +3506,1/24/2023 2:55,Van,FTG-859-WSX-543,B-102,Regular,Medium,130,90,"12.84197701525119, 77.67547528176169",84,KA67UV8901,Fraud +3507,2/11/2023 18:20,Sedan,FTG-860-QAZ-211,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",65,KA89WX2345,Not Fraud +3508,2/26/2023 9:45,SUV,FTG-861-POU-987,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",92,KA12AB5678,Not Fraud +3509,3/18/2023 1:10,Bus ,FTG-862-NJH-657,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",53,KA34EF1234,Not Fraud +3510,4/3/2023 16:35,Car,FTG-863-ZXC-321,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",79,KA56GH8901,Not Fraud +3511,4/22/2023 8:00,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",61,KA78IJ2045,Not Fraud +3512,5/7/2023 23:26,Truck,FTG-865-LKJ-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",89,KA90KL5678,Not Fraud +3513,5/27/2023 14:51,Van,FTG-866-HGT-432,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",44,KA23MN1204,Not Fraud +3514,6/11/2023 6:16,Sedan,FTG-867-MKF-109,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",78,KA45OP8901,Not Fraud +3515,6/30/2023 21:41,SUV,FTG-868-DCV-879,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",67,KA67QR2045,Not Fraud +3516,7/16/2023 13:07,Bus ,FTG-869-NBH-543,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",95,KA89ST5578,Fraud +3517,8/4/2023 4:32,Car,FTG-870-POI-210,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",55,KA89AA1234,Not Fraud +3518,8/19/2023 19:57,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",80,KA01UV1234,Not Fraud +3519,9/7/2023 11:22,Truck,FTG-872-QAZ-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,KA23WX5878,Not Fraud +3520,9/22/2023 2:47,Van,FTG-873-KJH-321,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",87,KA45YZ1254,Fraud +3521,10/11/2023 18:12,Sedan,FTG-874-VFR-098,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",47,KA67AB5478,Not Fraud +3522,10/26/2023 9:38,SUV,FTG-875-YUI-765,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",73,KA89CD1244,Not Fraud +3523,11/14/2023 1:03,Bus ,FTG-876-CDE-432,C-103,Express,Large,340,60,"12.84197701525119, 77.67547528176169",68,KA12EF5678,Fraud +3524,11/29/2023 16:28,Car,FTG-877-LMK-109,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",91,KA34GH1234,Fraud +3525,12/18/2023 7:53,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,KA56IJ5678,Not Fraud +3526,1/2/2023 23:18,Truck,FTG-879-RFD-543,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA78KL1234,Not Fraud +3527,1/20/2023 14:43,Van,FTG-880-TGB-210,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",56,KA90MN5678,Not Fraud +3528,2/4/2023 6:08,Sedan,FTG-881-BVC-987,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",84,KA23OP1234,Not Fraud +3529,2/23/2023 21:34,SUV,FTG-882-XCV-654,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",69,KA45QR5678,Fraud +3530,3/11/2023 13:59,Bus ,FTG-883-LBJ-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",94,KA56AA0123,Not Fraud +3531,3/26/2023 5:24,Car,FTG-884-POU-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",49,KA67ST1234,Not Fraud +3532,4/14/2023 20:49,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",76,KA89UV5678,Not Fraud +3533,4/30/2023 12:14,Truck,FTG-886-PLM-432,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",63,KA01WX1234,Not Fraud +3534,5/19/2023 3:39,Van,FTG-887-HGT-101,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,KA23AB5478,Not Fraud +3535,6/3/2023 19:05,Sedan,FTG-888-WSX-876,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",74,KA45CD1434,Not Fraud +3536,6/22/2023 10:30,SUV,FTG-889-QAZ-543,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,KA67EF5078,Not Fraud +3537,7/7/2023 1:55,Bus ,FTG-890-RXD-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",61,KA89GH1200,Not Fraud +3538,7/26/2023 17:20,Car,FTG-891-YUI-987,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,KA12IJ5678,Not Fraud +3539,8/10/2023 8:45,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,KA34KL1234,Not Fraud +3540,8/29/2023 0:11,Truck,FTG-893-NBH-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",79,KA56MN5678,Not Fraud +3541,9/13/2023 15:36,Van,FTG-894-KJH-098,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",66,KA78OP1234,Fraud +3542,10/2/2023 7:01,Sedan,FTG-895-EDC-765,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",90,KA90QR5678,Not Fraud +3543,10/17/2023 22:26,SUV,FTG-896-LMK-432,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",48,KA23EA8901,Not Fraud +3544,11/6/2023 13:51,Bus ,FTG-897-PLN-109,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",77,KA23ST1234,Fraud +3545,11/21/2023 5:16,Car,FTG-898-VFR-876,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",60,KA45UV5678,Not Fraud +3546,12/10/2023 20:42,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,KA67WX1234,Not Fraud +3547,12/26/2023 12:07,Truck,FTG-900-QAZ-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",71,KA89YZ5678,Not Fraud +3548,1/3/2023 3:32,Van,FTG-901-XYZ-987,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",97,MH45WX6789,Not Fraud +3549,1/20/2023 18:57,Sedan,FTG-902-ABC-656,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",46,MH67YZ0123,Fraud +3550,2/8/2023 10:22,SUV,FTG-903-PQR-321,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",81,MH89AB2345,Not Fraud +3551,2/23/2023 1:47,Bus ,FTG-904-DEF-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",64,MH12CD4567,Not Fraud +3552,3/14/2023 17:13,Car,FTG-905-LMN-765,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,MH34YF6789,Not Fraud +3553,3/29/2023 8:38,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",57,MH56GH0123,Not Fraud +3554,4/17/2023 0:03,Truck,FTG-907-JKL-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,MH78YJ2345,Not Fraud +3555,5/2/2023 15:28,Van,FTG-908-UVW-876,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",57,KA56OP5678,Not Fraud +3556,5/21/2023 6:53,Sedan,FTG-909-RST-543,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",84,KA78QA8901,Fraud +3557,6/5/2023 22:19,SUV,FTG-910-MNO-219,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",66,KA78QR1234,Fraud +3558,6/25/2023 13:44,Bus ,FTG-911-QWE-987,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",91,MH90KL4567,Not Fraud +3559,7/10/2023 5:09,Car,FTG-912-ZXC-654,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",49,MH23MN6789,Not Fraud +3560,7/29/2023 20:34,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",77,KA45WX5678,Not Fraud +3561,8/13/2023 0:59,Truck,FTG-914-KJH-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",59,KA67YZ1234,Not Fraud +3562,9/1/2023 16:24,Van,FTG-915-DCV-765,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,KA89AB5678,Not Fraud +3563,9/16/2023 7:50,Sedan,FTG-916-NBH-430,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",68,KA01CD1234,Not Fraud +3564,10/5/2023 23:15,SUV,FTG-917-LKI-109,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",93,MH45YP0123,Not Fraud +3565,10/21/2023 14:40,Bus ,FTG-918-UYT-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",72,MH67QR2345,Not Fraud +3566,11/9/2023 6:05,Car,FTG-919-FRD-543,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",90,KA67IJ5678,Not Fraud +3567,11/24/2023 21:30,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",53,KA89KL1234,Not Fraud +3568,12/14/2023 12:55,Truck,FTG-921-BVC-987,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",80,KA12MN5678,Not Fraud +3569,12/29/2023 4:21,Van,FTG-922-XSW-654,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",67,KA45ZR6789,Not Fraud +3570,1/5/2023 19:46,Sedan,FTG-923-NMK-321,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",96,KA34OP1234,Not Fraud +3571,1/23/2023 11:11,SUV,FTG-924-CDE-098,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",45,MH89ST4567,Not Fraud +3572,2/7/2023 2:36,Bus ,FTG-925-VBN-763,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",79,MH01UV6789,Fraud +3573,2/26/2023 18:01,Car,FTG-926-PLM-432,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",62,KA90UV5678,Fraud +3574,3/13/2023 9:26,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",86,KA23WX1234,Not Fraud +3575,4/1/2023 0:52,Truck,FTG-928-WSX-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,KA45YZ5678,Not Fraud +3576,4/20/2023 16:17,Van,FTG-929-QAZ-543,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",75,KA67AB1234,Fraud +3577,5/5/2023 7:42,Sedan,FTG-930-LPO-211,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",70,MH23WX0123,Fraud +3578,5/24/2023 23:07,SUV,FTG-931-ZAS-987,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",93,MH45YZ2345,Not Fraud +3579,6/9/2023 14:32,Bus ,FTG-932-IXC-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,KA23GH5678,Not Fraud +3580,6/28/2023 6:57,Car,FTG-933-JOP-321,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",84,KA45IJ1234,Not Fraud +3581,7/13/2023 22:23,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",69,KA67KL5678,Not Fraud +3582,8/1/2023 13:48,Truck,FTG-935-EDC-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,KA90ZL5678,Not Fraud +3583,8/16/2023 5:13,Van,FTG-936-OKM-432,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",47,KA89MN1234,Not Fraud +3584,9/4/2023 20:38,Sedan,FTG-937-NJI-109,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",82,MH67AB4567,Not Fraud +3585,9/20/2023 12:03,SUV,FTG-938-LKJ-876,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",61,MH89TD6789,Not Fraud +3586,10/9/2023 3:29,Bus ,FTG-939-UTY-542,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",89,KA56ST5678,Not Fraud +3587,10/24/2023 18:54,Car,FTG-940-POU-210,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",54,KA78UV1234,Not Fraud +3588,11/12/2023 10:19,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",78,KA90WX5678,Not Fraud +3589,11/27/2023 1:44,Truck,FTG-942-VBN-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",65,KA23YZ1234,Not Fraud +3590,12/16/2023 17:09,Van,FTG-943-QWE-321,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",92,MH12EF0123,Not Fraud +3591,12/31/2023 8:34,Sedan,FTG-944-MKH-096,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",51,MH34GH2345,Not Fraud +3592,1/8/2023 0:00,SUV,FTG-945-DCF-765,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",76,KA89EF5678,Not Fraud +3593,1/25/2023 15:25,Bus ,FTG-946-POI-432,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",60,KA01GH1234,Not Fraud +3594,2/9/2023 6:50,Car,FTG-947-XCV-109,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,KA23IJ5678,Not Fraud +3595,2/28/2023 22:15,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",67,KA67ZE4567,Not Fraud +3596,3/16/2023 13:40,Truck,FTG-949-RFD-543,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",94,KA45KL1234,Fraud +3597,3/31/2023 5:05,Van,FTG-950-HGT-210,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",46,MH56TJ4567,Not Fraud +3598,4/19/2023 20:31,Sedan,FTG-951-YUI-987,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",81,MH78KL6789,Not Fraud +3599,5/5/2023 11:56,SUV,FTG-952-BVC-656,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",63,MH90EN0123,Not Fraud +3600,5/24/2023 3:21,Bus ,FTG-953-NBH-321,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",87,KA34ST1234,Fraud +3601,6/8/2023 18:46,Car,FTG-954-KJH-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",52,KA56UV5678,Not Fraud +3602,6/27/2023 10:11,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",74,KA78WX1234,Not Fraud +3603,7/12/2023 1:36,Truck,FTG-956-LMK-432,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,MH23EP2345,Not Fraud +3604,7/31/2023 17:02,Van,FTG-957-PLN-109,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",83,MH45QR4567,Not Fraud +3605,8/15/2023 8:27,Sedan,FTG-958-VFR-876,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",71,KA23CD5678,Not Fraud +3606,9/3/2023 23:52,SUV,FTG-959-WSX-543,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",98,KA45EF1234,Not Fraud +3607,9/19/2023 15:17,Bus ,FTG-960-QAZ-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",48,KA67GH5678,Not Fraud +3608,10/8/2023 6:42,Car,FTG-961-POU-987,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",85,KA34EA2345,Not Fraud +3609,10/23/2023 22:07,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",66,KA89IJ1234,Not Fraud +3610,11/11/2023 13:33,Truck,FTG-963-ZXC-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,KA12KL5678,Not Fraud +3611,11/26/2023 5:58,Van,FTG-964-OKM-097,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",54,KA34MN1234,Fraud +3612,12/15/2023 21:23,Sedan,FTG-965-LKJ-765,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",80,MH67ST6789,Not Fraud +3613,12/31/2023 12:48,SUV,FTG-966-HGT-432,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",62,MH89UV0123,Not Fraud +3614,1/7/2023 4:13,Bus ,FTG-967-MKF-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",89,KA90LM5678,Not Fraud +3615,1/24/2023 19:38,Car,FTG-968-DCV-876,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",45,KA23NO8901,Not Fraud +3616,2/9/2023 11:04,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",77,KA34PQ2345,Not Fraud +3617,2/28/2023 2:29,Truck,FTG-970-POI-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",70,KA45RS6789,Not Fraud +3618,3/15/2023 17:54,Van,FTG-971-WSX-989,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",92,KA56TU0123,Not Fraud +3619,3/30/2023 9:19,Sedan,FTG-972-QAZ-654,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",49,KA67VW4567,Not Fraud +3620,4/18/2023 0:44,SUV,FTG-973-KJH-321,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",78,KA78XY8901,Not Fraud +3621,5/3/2023 16:09,Bus ,FTG-974-VFR-099,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",67,KA89ZA1234,Fraud +3622,5/22/2023 7:35,Car,FTG-975-YUI-765,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",95,KA90BC5678,Not Fraud +3623,6/6/2023 23:00,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",56,KA23DE8901,Not Fraud +3624,6/26/2023 14:25,Truck,FTG-977-LMK-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",83,KA34FG2345,Not Fraud +3625,7/11/2023 5:50,Van,FTG-978-NJH-876,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",68,KA45HI6789,Not Fraud +3626,7/30/2023 21:15,Sedan,FTG-979-RFD-543,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",96,KA56JK0123,Not Fraud +3627,8/15/2023 12:41,SUV,FTG-980-TGB-210,B-102,Express,Large,150,130,"12.84197701525119, 77.67547528176169",47,KA67LM4567,Fraud +3628,9/3/2023 4:06,Bus ,FTG-981-BVC-989,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",82,KA78NO8901,Fraud +3629,9/18/2023 19:31,Car,FTG-982-XCV-654,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",59,KA89PQ1234,Not Fraud +3630,10/7/2023 10:56,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",87,KA90RS5678,Not Fraud +3631,10/22/2023 2:21,Truck,FTG-984-POU-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,KA23TU8901,Not Fraud +3632,11/10/2023 17:46,Van,FTG-985-ZXC-765,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",76,KA34VW2345,Not Fraud +3633,11/25/2023 9:12,Sedan,FTG-986-PLM-432,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",65,KA45XY6789,Not Fraud +3634,12/14/2023 0:37,SUV,FTG-987-HGT-104,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",90,KA56ZA0123,Not Fraud +3635,12/29/2023 16:02,Bus ,FTG-988-WSX-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",53,KA67BC4567,Not Fraud +3636,1/6/2023 7:27,Car,FTG-989-QAZ-543,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",79,KA78DE8901,Not Fraud +3637,1/23/2023 22:52,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",73,KA89FG1234,Not Fraud +3638,2/11/2023 14:17,Truck,FTG-991-YUI-987,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",97,KA90HI5678,Fraud +3639,2/26/2023 5:43,Van,FTG-992-BVC-654,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",44,KA23JK8901,Fraud +3640,3/17/2023 21:08,Sedan,FTG-993-NBH-321,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",81,KA34LM2345,Not Fraud +3641,4/2/2023 12:33,SUV,FTG-994-KJH-098,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",64,KA45NO6789,Not Fraud +3642,4/21/2023 3:58,Bus ,FTG-995-EDC-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,KA56PQ0123,Not Fraud +3643,5/6/2023 19:23,Car,FTG-996-LMK-432,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",57,KA67RS4567,Fraud +3644,5/26/2023 10:48,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",86,KA78TU8901,Not Fraud +3645,6/10/2023 2:14,Truck,FTG-998-VFR-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",71,KA89VW1234,Not Fraud +3646,6/29/2023 17:39,Van,FTG-999-WSX-543,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",99,KA90XY5678,Fraud +3647,7/14/2023 9:04,Sedan,FTG-000-QAZ-210,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",46,KA23ZA8901,Not Fraud +3648,8/2/2023 0:29,SUV,FTG-001-XYZ-987,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",82,KA34BC2345,Not Fraud +3649,8/17/2023 15:54,Bus ,FTG-002-ABC-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,KA45DE6789,Not Fraud +3650,9/5/2023 7:19,Car,FTG-003-PQR-321,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",94,KA56FG0123,Not Fraud +3651,9/20/2023 22:45,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,KA67HI4567,Not Fraud +3652,10/10/2023 14:10,Truck,FTG-005-LMN-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",88,KA78JK8901,Not Fraud +3653,10/25/2023 5:35,Van,FTG-006-GHI-411,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",63,KA89LM1234,Not Fraud +3654,11/13/2023 21:00,Sedan,FTG-007-JKL-109,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",91,KA90NO5678,Not Fraud +3655,11/29/2023 12:25,SUV,FTG-008-UVW-876,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",55,KA23PQ8901,Not Fraud +3656,12/18/2023 3:51,Bus ,FTG-009-RST-543,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",81,KA34RS2345,Not Fraud +3657,1/2/2023 19:16,Car,FTG-010-MNO-210,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,KA45TU6789,Not Fraud +3658,1/20/2023 10:41,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,KA56VW0123,Not Fraud +3659,2/4/2023 2:06,Truck,FTG-012-ZXC-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,KA67XY4567,Not Fraud +3660,2/23/2023 17:31,Van,FTG-013-POI-321,B-102,Regular,Medium,130,90,"12.84197701525119, 77.67547528176169",91,KA78ZA8901,Fraud +3661,3/11/2023 8:56,Sedan,FTG-014-KJH-099,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",49,KA89BC1234,Not Fraud +3662,3/26/2023 0:22,SUV,FTG-015-DCV-765,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",77,KA90DE5678,Not Fraud +3663,4/14/2023 15:47,Bus ,FTG-016-NBH-432,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",59,KA23FG8901,Not Fraud +3664,4/29/2023 7:12,Car,FTG-017-LKI-110,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",88,KA34HI2345,Not Fraud +3665,5/18/2023 22:37,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",68,KA45JK6789,Not Fraud +3666,6/3/2023 14:02,Truck,FTG-019-FRD-542,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,KA56LM0123,Not Fraud +3667,6/22/2023 5:27,Van,FTG-020-TYU-210,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",72,KA67NO4567,Not Fraud +3668,7/7/2023 20:53,Sedan,FTG-021-BVC-987,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",90,KA78PQ8901,Fraud +3669,7/27/2023 12:18,SUV,FTG-022-XSW-659,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",53,KA89RS1234,Not Fraud +3670,8/11/2023 3:43,Bus ,FTG-023-NMK-321,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",80,KA90TU5678,Fraud +3671,8/30/2023 19:08,Car,FTG-024-CDE-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",67,KA23VW8901,Not Fraud +3672,9/14/2023 10:33,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",96,KA34XY2345,Not Fraud +3673,10/3/2023 1:58,Truck,FTG-026-PLM-432,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",45,KA45ZA6789,Not Fraud +3674,10/18/2023 17:23,Van,FTG-027-HGT-109,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",79,KA56BC0123,Not Fraud +3675,11/6/2023 8:49,Sedan,FTG-028-WSX-876,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",62,KA67DE4567,Not Fraud +3676,11/21/2023 0:14,SUV,FTG-029-QAZ-544,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",86,KA78FG8901,Not Fraud +3677,12/10/2023 15:39,Bus ,FTG-030-LPO-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,KA89HI1234,Not Fraud +3678,12/25/2023 7:04,Car,FTG-031-ZAS-987,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",75,KA90JK5678,Not Fraud +3679,1/1/2023 22:29,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",70,KA23LM8901,Not Fraud +3680,1/19/2023 13:54,Truck,FTG-033-JOP-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,KA34NO2345,Not Fraud +3681,2/3/2023 5:20,Van,FTG-034-RFV-098,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",58,KA45PQ6789,Not Fraud +3682,2/22/2023 20:45,Sedan,FTG-035-EDC-790,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",84,KA56RS0123,Not Fraud +3683,3/10/2023 12:10,SUV,FTG-036-OKM-432,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",69,KA67TU4567,Not Fraud +3684,3/25/2023 3:35,Bus ,FTG-037-NJI-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,KA78VW8901,Not Fraud +3685,4/13/2023 19:00,Car,FTG-038-LKJ-876,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",47,KA89XY1234,Not Fraud +3686,4/29/2023 10:25,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",82,KA90ZA5678,Not Fraud +3687,5/18/2023 1:51,Truck,FTG-041-POU-220,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",61,KA23BC8901,Not Fraud +3688,6/2/2023 17:16,Van,FTG-041-ZXC-987,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",89,KA34DE2345,Not Fraud +3689,6/21/2023 8:41,Sedan,FTG-040-PXU-210,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",54,KA45FG6789,Fraud +3690,7/6/2023 0:06,SUV,FTG-044-MXH-098,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",78,KA56HI0123,Not Fraud +3691,7/25/2023 15:31,Bus ,FTG-042-MKH-098,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",65,KA67JK4567,Fraud +3692,8/9/2023 7:56,Car,FTG-045-DCF-765,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",92,KA78LM8901,Not Fraud +3693,8/28/2023 23:22,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",51,KA89NO1234,Not Fraud +3694,9/13/2023 14:47,Truck,FTG-047-XCV-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",76,KA90PQ5678,Not Fraud +3695,10/2/2023 6:12,Van,FTG-048-JKL-876,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",60,KA23RS8901,Not Fraud +3696,10/17/2023 21:37,Sedan,FTG-049-RFD-543,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",85,KA34TU2345,Not Fraud +3697,11/6/2023 13:02,SUV,FTG-050-HGT-210,B-102,Express,Large,150,120,"12.84197701525119, 77.67547528176169",67,KA45VW6789,Fraud +3698,11/21/2023 4:27,Bus ,FTG-051-YUI-987,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",94,KA56XY0123,Not Fraud +3699,12/10/2023 20:53,Car,FTG-052-BVC-654,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",46,KA67ZA4567,Not Fraud +3700,12/26/2023 12:18,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",81,KA78BC8901,Not Fraud +3701,1/2/2023 3:43,Truck,FTG-054-KVH-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",63,KA89DE1234,Not Fraud +3702,1/19/2023 19:08,Van,FTG-055-EDC-765,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",87,KA90FG5678,Not Fraud +3703,2/4/2023 10:33,Sedan,FTG-056-LMK-432,A-101,Express,Medium,120,60,"12.84197701525119, 77.67547528176169",52,KA23HI8901,Fraud +3704,2/23/2023 1:58,SUV,FTG-057-PLN-109,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",74,KA34JK2345,Not Fraud +3705,3/10/2023 17:24,Bus ,FTG-058-VFR-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",58,KA45LM6789,Not Fraud +3706,3/25/2023 8:49,Car,FTG-059-WSX-543,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",83,KA56NO0123,Not Fraud +3707,4/13/2023 0:14,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",71,KA67PQ4567,Not Fraud +3708,4/28/2023 15:39,Truck,FTG-060-QAZ-211,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",98,KA78RS8901,Not Fraud +3709,5/17/2023 7:04,Van,FTG-060-QAZ-212,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",48,KA89TU1234,Not Fraud +3710,5/31/2023 22:29,Sedan,FTG-060-QAZ-213,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",85,KA90ST5678,Not Fraud +3711,6/19/2023 13:55,SUV,FTG-060-QAZ-214,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",66,KA23UV1234,Not Fraud +3712,7/4/2023 5:20,Bus ,FTG-060-QAZ-215,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",93,KA34ZA2345,Fraud +3713,7/23/2023 20:45,Car,FTG-060-QAZ-216,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",54,MH01WX2345,Not Fraud +3714,8/8/2023 12:10,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",80,MH23YZ4567,Not Fraud +3715,8/27/2023 3:35,Truck,FTG-060-QAZ-218,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",62,MH45AB6789,Fraud +3716,9/11/2023 18:00,Van,FTG-060-QAZ-219,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",89,MH67CD0123,Not Fraud +3717,9/30/2023 9:26,Sedan,FTG-054-KJH-098,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",45,KA23EF5678,Not Fraud +3718,10/15/2023 0:51,SUV,FTG-054-KJH-097,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",77,KA45GH1234,Not Fraud +3719,11/3/2023 16:16,Bus ,FTG-054-KJH-100,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",70,MH89EF2345,Not Fraud +3720,11/18/2023 7:41,Car,FTG-054-KJH-101,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",92,MH12GH4567,Not Fraud +3721,12/7/2023 23:06,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",49,MH34IJ6789,Not Fraud +3722,12/23/2023 14:31,Truck,FTG-054-KJH-103,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",78,MH56KL0123,Fraud +3723,1/10/2023 5:57,Van,FTG-054-KJH-104,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",67,KA56QR5678,Not Fraud +3724,1/27/2023 21:22,Sedan,FTG-054-KJH-105,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",95,KA78ST1234,Not Fraud +3725,2/14/2023 12:47,SUV,FTG-054-KJH-110,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",56,MH78WN2345,Not Fraud +3726,3/1/2023 4:12,Bus ,FTG-054-KJH-107,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",83,MH90OP4567,Not Fraud +3727,3/20/2023 19:37,Car,FTG-044-MKH-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",68,MH23QR6789,Not Fraud +3728,4/5/2023 11:02,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",96,MH34ST0123,Not Fraud +3729,4/24/2023 2:28,Truck,FTG-044-MKH-100,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",47,MH45UV4567,Not Fraud +3730,5/9/2023 17:53,Van,FTG-044-MKH-101,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",82,MH56WX8901,Not Fraud +3731,5/28/2023 9:18,Sedan,FTG-044-MKH-106,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",59,MH67YZ2345,Not Fraud +3732,6/12/2023 0:43,SUV,FTG-044-MKH-103,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",87,MH78AB6789,Not Fraud +3733,7/1/2023 16:08,Bus ,FTG-044-MKH-104,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",50,MH89CD0123,Not Fraud +3734,7/16/2023 7:33,Car,FTG-040-POU-210,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",76,MH90EF4567,Not Fraud +3735,8/4/2023 22:59,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",65,MH01GH8901,Not Fraud +3736,8/20/2023 14:24,Truck,FTG-040-POU-212,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",90,MH23WR6789,Not Fraud +3737,9/8/2023 5:49,Van,FTG-040-POU-213,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",53,MH45WT0123,Not Fraud +3738,9/23/2023 21:14,Sedan,FTG-040-PQU-218,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",79,KA89CD5678,Not Fraud +3739,10/12/2023 12:39,SUV,FTG-040-POU-215,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",73,KA01EF1234,Not Fraud +3740,10/27/2023 4:04,Bus ,FTG-040-POU-216,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",97,MH67UV2345,Not Fraud +3741,11/15/2023 19:30,Car,FTG-040-POU-217,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",44,MH89WX4567,Not Fraud +3742,11/30/2023 10:55,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",81,MH01YZ6789,Not Fraud +3743,12/19/2023 2:20,Truck,FTG-040-POU-219,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",64,MH23AB0123,Not Fraud +3744,1/3/2023 17:45,Van,FTG-040-POU-220,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",93,KA12OP5678,Fraud +3745,1/20/2023 9:10,Sedan,FTG-040-POU-221,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",57,KA34QR1234,Not Fraud +3746,2/5/2023 0:35,SUV,FTG-122-XSW-653,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",86,MH45CD2345,Not Fraud +3747,2/24/2023 16:01,Bus ,FTG-123-NMK-320,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",71,MH67EF4567,Fraud +3748,3/11/2023 7:26,Car,FTG-124-CDE-095,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",99,MH89WH6789,Not Fraud +3749,3/26/2023 22:51,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",46,MH12IJ0123,Not Fraud +3750,4/14/2023 14:16,Truck,FTG-126-PQM-431,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA45AB5678,Not Fraud +3751,4/29/2023 5:41,Van,FTG-127-HGT-108,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",67,KA67CD1234,Not Fraud +3752,5/18/2023 21:06,Sedan,FTG-128-WSX-887,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",94,MH34KL2345,Not Fraud +3753,6/3/2023 12:32,SUV,FTG-129-QAZ-542,B-102,Express,Large,150,100,"12.84197701525119, 77.67547528176169",52,MH56MN4567,Fraud +3754,6/22/2023 3:57,Bus ,FTG-130-LPO-215,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",88,MH78OP6789,Not Fraud +3755,7/7/2023 19:22,Car,FTG-130-LPO-216,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",63,MH90TR0123,Not Fraud +3756,7/26/2023 10:47,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",91,KA67MN5678,Not Fraud +3757,8/10/2023 2:12,Truck,FTG-130-LPO-218,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",55,KA89OP1234,Fraud +3758,8/29/2023 17:37,Van,FTG-130-LPO-219,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",81,MH23ST2345,Not Fraud +3759,9/13/2023 9:03,Sedan,FTG-130-LPO-220,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",57,MH45OV4567,Fraud +3760,10/2/2023 0:28,SUV,FTG-130-LPO-221,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",84,MH67WX6789,Not Fraud +3761,10/17/2023 15:53,Bus ,FTG-130-LPO-222,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,MH89YZ0123,Not Fraud +3762,11/5/2023 7:18,Car,FTG-133-CED-101,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",91,KA90YZ5678,Not Fraud +3763,11/20/2023 22:43,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",49,KA23AB1234,Not Fraud +3764,12/10/2023 14:08,Truck,FTG-133-CED-103,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",77,AP12UV3456,Fraud +3765,12/25/2023 5:34,Van,FTG-133-CED-104,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",59,AP23WX6789,Not Fraud +3766,1/1/2023 20:59,Sedan,FTG-133-CED-105,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",88,AP34YZ0123,Not Fraud +3767,1/19/2023 12:24,SUV,FTG-112-LPO-290,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",68,AP45AB4567,Not Fraud +3768,2/3/2023 3:49,Bus ,FTG-112-LPO-201,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,AP56CD8901,Not Fraud +3769,2/22/2023 19:14,Car,FTG-112-LPO-202,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",72,AP67EF2345,Not Fraud +3770,3/10/2023 10:39,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",90,AP78GH6789,Not Fraud +3771,3/25/2023 2:05,Truck,FTG-112-LPO-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",53,AP89IJ0123,Not Fraud +3772,4/12/2023 17:30,Van,FTG-112-LPO-205,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",80,AP90KL4567,Not Fraud +3773,4/27/2023 8:55,Sedan,FTG-112-WPO-206,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",67,AP01MN8901,Fraud +3774,5/16/2023 0:20,SUV,FTG-112-LPO-206,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,AP12OP3456,Not Fraud +3775,5/31/2023 15:45,Bus ,FTG-112-LPO-292,C-103,Express,Large,340,90,"12.84197701525119, 77.67547528176169",45,AP23QR6789,Fraud +3776,6/19/2023 7:10,Car,FTG-106-POU-988,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",79,AP34ST0123,Not Fraud +3777,7/4/2023 22:36,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",62,AP45UV4567,Not Fraud +3778,7/24/2023 14:01,Truck,FTG-106-ZXC-322,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,AP56WX8901,Not Fraud +3779,8/8/2023 5:26,Van,FTG-106-OKM-099,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",50,AP67YZ2345,Not Fraud +3780,8/27/2023 20:51,Sedan,FTG-105-LKJ-762,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",75,AP78AB6789,Not Fraud +3781,9/11/2023 12:16,SUV,FTG-106-HGT-432,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",70,AP89CD0123,Not Fraud +3782,9/30/2023 3:41,Bus ,FTG-106-MKF-107,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",93,AP90EF4567,Not Fraud +3783,10/15/2023 19:07,Car,FTG-108-DCV-874,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,AP01GH8901,Not Fraud +3784,11/3/2023 10:32,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",84,AP12IJ3456,Not Fraud +3785,11/18/2023 1:57,Truck,FTG-107-POI-211,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",69,AP23KL6789,Fraud +3786,12/7/2023 17:22,Van,FTG-107-WSX-987,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",97,AP34MN0123,Fraud +3787,12/22/2023 8:47,Sedan,FTG-107-QAZ-654,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",47,AP45OP4567,Not Fraud +3788,1/8/2023 0:12,SUV,FTG-107-KJH-321,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",82,TN23CD6789,Not Fraud +3789,1/25/2023 15:38,Bus ,FTG-107-VFR-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",61,TN34EF0123,Not Fraud +3790,2/9/2023 7:03,Car,FTG-107-YUI-765,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",89,TN45GH4567,Not Fraud +3791,2/28/2023 22:28,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",54,TN56IJ8901,Not Fraud +3792,3/16/2023 13:53,Truck,FTG-107-LMK-109,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,TN67KL2345,Not Fraud +3793,3/31/2023 5:18,Van,FTG-107-NJH-876,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",65,TN78MN6789,Not Fraud +3794,4/19/2023 20:43,Sedan,FTG-107-RFD-543,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",92,TN89OP0123,Not Fraud +3795,5/5/2023 12:09,SUV,FTG-108-TGB-211,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",51,TN90QR4567,Not Fraud +3796,5/24/2023 3:34,Bus ,FTG-101-BVC-987,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",76,TN01ST8901,Fraud +3797,6/8/2023 18:59,Car,FTG-102-XCV-654,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",60,TN12UV3456,Not Fraud +3798,6/27/2023 10:24,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",85,TN23WX6789,Not Fraud +3799,7/12/2023 1:49,Truck,FTG-108-POU-098,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,TN34YZ0123,Not Fraud +3800,7/31/2023 17:14,Van,FTG-108-ZXC-765,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",94,TN45AB4567,Not Fraud +3801,8/15/2023 8:40,Sedan,FTG-108-PLM-432,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",46,TN56CD8901,Not Fraud +3802,9/3/2023 0:05,SUV,FTG-108-HGT-111,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",81,TN67EF2345,Not Fraud +3803,9/18/2023 15:30,Bus ,FTG-108-WSX-876,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",63,TN78GH6789,Fraud +3804,10/7/2023 6:55,Car,FTG-109-QAZ-543,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",87,TN89IJ0123,Not Fraud +3805,10/22/2023 22:20,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",52,TN90KL4567,Not Fraud +3806,11/10/2023 13:45,Truck,FTG-109-YUI-987,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",74,TN01MN8901,Not Fraud +3807,11/25/2023 5:11,Van,FTG-109-BVC-654,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",58,TN12OP3456,Not Fraud +3808,12/14/2023 20:36,Sedan,FTG-104-DEF-110,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",83,TN23QR6789,Not Fraud +3809,12/30/2023 12:01,SUV,FTG-104-KJH-098,B-102,Express,Large,150,120,"12.84197701525119, 77.67547528176169",71,TN34ST0123,Fraud +3810,1/6/2023 3:26,Bus ,FTG-105-EDC-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",98,TN45UV4567,Not Fraud +3811,1/23/2023 18:51,Car,FTG-106-LMK-432,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",48,TN56WX8901,Not Fraud +3812,2/8/2023 10:16,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",85,TN67YZ2345,Not Fraud +3813,2/27/2023 1:42,Truck,FTG-108-VFR-876,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,TN78AB6789,Not Fraud +3814,3/16/2023 17:07,Van,FTG-109-WSX-543,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",93,TN89CD0123,Not Fraud +3815,3/31/2023 8:32,Sedan,FTG-100-QAZ-210,A-101,Express,Medium,120,60,"12.84197701525119, 77.67547528176169",54,TN90EF4567,Fraud +3816,4/19/2023 0:57,SUV,FTG-111-XYZ-989,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",80,TN01GH8901,Not Fraud +3817,5/4/2023 16:22,Bus ,FTG-112-ABC-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,TN12IJ3456,Not Fraud +3818,5/23/2023 7:47,Car,FTG-113-PQR-321,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",89,TN23KL6789,Not Fraud +3819,6/7/2023 23:13,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",45,TN34MN0123,Not Fraud +3820,6/27/2023 14:38,Truck,FTG-115-LMN-765,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,TN45OP4567,Not Fraud +3821,7/12/2023 6:03,Van,FTG-116-GHI-454,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",70,TN56QR8901,Not Fraud +3822,7/31/2023 21:28,Sedan,FTG-117-JKL-109,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",92,TN67ST2345,Not Fraud +3823,8/15/2023 12:53,SUV,FTG-118-UVW-876,B-102,Express,Large,150,90,"12.84197701525119, 77.67547528176169",49,TN78UV6789,Fraud +3824,9/3/2023 4:18,Bus ,FTG-119-RST-543,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,TN89WX0123,Not Fraud +3825,9/18/2023 19:44,Car,FTG-110-MVO-210,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",67,TN90YZ4567,Not Fraud +3826,10/7/2023 11:09,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",95,TN01AB8901,Not Fraud +3827,10/22/2023 2:34,Truck,FTG-112-ZXC-654,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",56,TN12BC3456,Fraud +3828,11/10/2023 18:00,Van,FTG-113-POI-121,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",83,TN23DE6789,Not Fraud +3829,11/26/2023 9:25,Sedan,FTG-114-KVH-098,A-101,Express,Medium,120,90,"12.84197701525119, 77.67547528176169",68,TN34FG0123,Fraud +3830,12/15/2023 0:50,SUV,FTG-115-DQV-765,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",96,TN45HI4567,Not Fraud +3831,12/30/2023 16:16,Bus ,FTG-116-NBH-132,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",47,TN56JK8901,Not Fraud +3832,1/6/2023 7:41,Car,FTG-117-LWI-109,A-101,Regular,Small,100,80,"12.84197701525119, 77.67547528176169",82,TN67LM2345,Fraud +3833,1/23/2023 23:06,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",59,TN78NO6789,Not Fraud +3834,2/8/2023 14:31,Truck,FTG-119-FRD-543,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",87,TN89PQ0123,Not Fraud +3835,2/27/2023 5:56,Van,FTG-120-TYU-110,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",50,TN90RS4567,Not Fraud +3836,3/16/2023 21:21,Sedan,FTG-121-BXC-987,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",76,TN01TU8901,Not Fraud +3837,3/31/2023 12:47,SUV,FTG-122-XXW-654,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",65,TN12VW3456,Not Fraud +3838,4/19/2023 4:12,Bus ,FTG-112-IXC-654,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",90,TN23XY6789,Not Fraud +3839,5/4/2023 19:37,Car,FTG-124-CDE-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",53,TN34ZA0123,Not Fraud +3840,5/24/2023 11:02,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",79,TN45BC4567,Not Fraud +3841,6/8/2023 2:27,Truck,FTG-126-PLM-172,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",73,TN56DE8901,Not Fraud +3842,6/27/2023 17:52,Van,FTG-127-HGT-119,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",97,TN67FG2345,Not Fraud +3843,7/12/2023 9:18,Sedan,FTG-128-WIX-876,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",44,TN78HI6789,Not Fraud +3844,7/31/2023 0:43,SUV,FTG-129-QPZ-543,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",81,TN89JK0123,Not Fraud +3845,8/15/2023 16:08,Bus ,FTG-130-LPO-270,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",64,TN90LM4567,Fraud +3846,9/3/2023 7:33,Car,FTG-111-ZAS-987,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,TN01NO8901,Not Fraud +3847,9/18/2023 22:58,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",57,TN12PQ3456,Not Fraud +3848,10/8/2023 14:23,Truck,FTG-113-JOP-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,TN23RS6789,Not Fraud +3849,10/23/2023 5:49,Van,FTG-114-RFV-098,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",71,TN34TU0123,Not Fraud +3850,11/11/2023 21:14,Sedan,FTG-135-EPC-765,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",99,TN45VW4567,Not Fraud +3851,11/27/2023 12:39,SUV,FTG-136-OEM-432,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",46,TN56XY8901,Not Fraud +3852,12/16/2023 4:04,Bus ,FTG-119-UTY-543,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,TN67ZA2345,Not Fraud +3853,12/31/2023 19:29,Car,FTG-138-LEJ-876,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",67,TN78BC6789,Not Fraud +3854,1/7/2023 10:54,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",94,TN89DE0123,Not Fraud +3855,1/24/2023 2:20,Truck,FTG-110-POU-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",52,TN90FG4567,Not Fraud +3856,2/8/2023 17:45,Van,FTG-111-ZXC-987,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",88,TN01HI8901,Not Fraud +3857,2/27/2023 9:10,Sedan,FTG-112-VBN-654,A-101,Express,Medium,120,90,"12.84197701525119, 77.67547528176169",63,TN12JK3456,Fraud +3858,3/14/2023 0:35,SUV,FTG-423-NGK-321,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",91,TN23LM6789,Not Fraud +3859,3/29/2023 16:00,Bus ,FTG-472-QGZ-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",55,TN34NO0123,Not Fraud +3860,4/17/2023 7:25,Car,FTG-601-XYZ-997,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",81,TN45PQ4567,Not Fraud +3861,5/2/2023 22:51,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",58,TN56RS8901,Not Fraud +3862,5/22/2023 14:16,Truck,FTG-699-WSX-533,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",83,TN67TU2345,Fraud +3863,6/6/2023 5:41,Van,FTG-876-CDE-132,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",66,TN78VW6789,Not Fraud +3864,6/25/2023 21:06,Sedan,FTG-883-LKJ-321,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",91,TN89XY0123,Not Fraud +3865,7/11/2023 12:31,SUV,FTG-890-RFD-219,B-102,Express,Large,150,130,"12.84197701525119, 77.67547528176169",49,TN90ZA4567,Fraud +3866,7/30/2023 3:56,Bus ,FTG-897-PLN-119,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,TN01BC8901,Not Fraud +3867,8/14/2023 19:22,Car,FTG-100-DEF-098,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",59,TN12DE3456,Not Fraud +3868,9/2/2023 10:47,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",88,TN23FG6789,Not Fraud +3869,9/17/2023 2:12,Truck,FTG-018-UYT-076,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",68,TN34HI0123,Not Fraud +3870,10/6/2023 17:37,Van,FTG-125-VBN-065,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",93,TN45JK4567,Fraud +3871,10/21/2023 9:02,Sedan,FTG-132-IXC-667,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",72,TN56LM8901,Not Fraud +3872,11/9/2023 0:27,SUV,FTG-515-DCV-765,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",90,TN67NO2345,Not Fraud +3873,11/24/2023 15:53,Bus ,FTG-522-XSW-654,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",53,TN78PQ6789,Not Fraud +3874,12/13/2023 7:18,Car,FTG-529-QAZ-543,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",80,TN89RS0123,Not Fraud +3875,12/28/2023 22:43,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",67,TN90TU4567,Not Fraud +3876,1/14/2023 14:08,Truck,FTG-543-QGE-321,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",96,TN01VW8901,Fraud +3877,1/29/2023 5:33,Van,FTG-550-HGT-210,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",45,TN12XY3456,Not Fraud +3878,2/17/2023 21:58,Sedan,FTG-543-QWE-321,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",79,TN23ZA6789,Not Fraud +3879,3/5/2023 13:24,SUV,FTG-557-PLN-109,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",62,TN34BC0123,Not Fraud +3880,3/20/2023 4:49,Bus ,FTG-564-OKM-098,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,TN45DE4567,Not Fraud +3881,4/8/2023 20:14,Car,FTG-571-WSX-987,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",50,TN56FG8901,Not Fraud +3882,4/24/2023 11:39,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",75,TN67HI1234,Not Fraud +3883,5/13/2023 3:04,Truck,FTG-585-GXC-765,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",70,TN78JK5678,Not Fraud +3884,5/28/2023 18:29,Van,FTG-585-ZXC-765,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",93,TN89LM9012,Not Fraud +3885,6/16/2023 9:55,Sedan,FTG-592-BVC-654,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",58,TN90NO3456,Fraud +3886,7/1/2023 1:20,SUV,FTG-599-WSX-543,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",84,TN01PQ6789,Not Fraud +3887,7/20/2023 16:45,Bus ,FTG-702-ABC-654,C-103,Express,Large,340,120,"12.84197701525119, 77.67547528176169",69,GA23CD6789,Fraud +3888,8/4/2023 8:10,Car,FTG-709-RST-534,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",97,GA34EF0123,Not Fraud +3889,8/23/2023 23:35,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",47,GA45GH4567,Not Fraud +3890,9/8/2023 15:00,Truck,FTG-723-NMK-321,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,GA56IJ8901,Not Fraud +3891,9/27/2023 6:26,Van,FTG-730-LPO-210,B-102,Express,Medium,130,90,"12.84197701525119, 77.67547528176169",61,GA67KL2345,Fraud +3892,10/12/2023 21:51,Sedan,FTG-737-NJI-109,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",89,GA78MN6789,Not Fraud +3893,10/31/2023 13:16,SUV,FTG-744-MKH-098,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",54,GA89OP0123,Not Fraud +3894,11/15/2023 4:41,Bus ,FTG-751-YUI-987,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",78,GA90QR4567,Not Fraud +3895,12/4/2023 20:06,Car,FTG-758-VFR-876,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",65,GA01ST8901,Not Fraud +3896,12/20/2023 11:31,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",92,GA12UV3456,Not Fraud +3897,1/7/2023 2:57,Truck,FTG-772-QAZ-654,C-103,Express,Large,340,120,"12.84197701525119, 77.67547528176169",51,GA23WX6789,Fraud +3898,1/24/2023 18:22,Van,FTG-779-RFD-543,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",76,GA34YZ0123,Not Fraud +3899,2/8/2023 9:47,Sedan,FTG-786-PLM-432,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",60,GA45AB4567,Not Fraud +3900,2/27/2023 1:12,SUV,FTG-793-NBH-367,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",85,GA56CD8901,Not Fraud +3901,3/14/2023 16:37,Bus ,FTG-800-QAZ-210,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",67,GA67EF2345,Not Fraud +3902,3/29/2023 8:02,Car,FTG-807-JKL-109,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",94,GA78GH6789,Not Fraud +3903,4/17/2023 23:28,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",46,GA89IJ0123,Not Fraud +3904,5/3/2023 14:53,Truck,FTG-821-BVC-887,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",81,GA90KL4567,Not Fraud +3905,5/22/2023 6:18,Van,FTG-828-WSX-820,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",63,GA01MN8901,Not Fraud +3906,6/6/2023 21:43,Sedan,FTG-836-OKM-432,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",87,GA12OP3456,Not Fraud +3907,6/26/2023 13:08,SUV,FTG-843-QWE-321,B-102,Express,Large,150,130,"12.84197701525119, 77.67547528176169",52,GA23QR6789,Fraud +3908,7/11/2023 4:33,Bus ,FTG-850-HGT-210,C-103,Regular,Large,340,90,"12.84197701525119, 77.67547528176169",74,GA34ST0123,Fraud +3909,7/30/2023 20:59,Car,FTG-857-PLN-109,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",58,GA45UV4567,Not Fraud +3910,8/15/2023 12:24,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",83,GA56WX8901,Not Fraud +3911,9/3/2023 3:49,Truck,FTG-871-WSX-987,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",71,GA67YZ2345,Not Fraud +3912,9/18/2023 19:14,Van,FTG-878-NJH-876,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",98,GA78AB6789,Not Fraud +3913,10/7/2023 10:39,Sedan,FTG-885-ZXC-757,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",48,GA89CD0123,Not Fraud +3914,10/22/2023 2:04,SUV,FTG-892-BVC-654,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",85,GA90EF4567,Not Fraud +3915,11/10/2023 17:30,Bus ,FTG-899-WSX-543,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",66,GA01GH8901,Not Fraud +3916,11/25/2023 8:55,Car,FTG-906-GHI-432,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,GA12IJ3456,Not Fraud +3917,12/14/2023 0:20,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",54,KA45CD5678,Not Fraud +3918,12/29/2023 15:45,Truck,FTG-920-TYU-210,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",80,GA34MN0123,Not Fraud +3919,1/5/2023 7:10,Van,FTG-927-HGT-109,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",62,GA45OP4567,Not Fraud +3920,1/22/2023 22:35,Sedan,FTG-934-RFV-098,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",89,GA56QR8901,Not Fraud +3921,2/10/2023 14:01,SUV,FTG-941-ZXC-989,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",45,GA67ST2345,Not Fraud +3922,2/25/2023 5:26,Bus ,FTG-948-JKL-876,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",77,GA78UV6789,Not Fraud +3923,3/15/2023 20:51,Car,FTG-955-EDC-765,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",70,GA89WX0123,Fraud +3924,3/31/2023 12:16,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",92,GA90YZ4567,Not Fraud +3925,4/19/2023 3:41,Truck,FTG-969-NBH-543,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",49,GA01AB8901,Not Fraud +3926,5/4/2023 19:06,Van,FTG-976-CDE-431,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",78,GA12BC3456,Not Fraud +3927,5/24/2023 10:32,Sedan,FTG-983-LKJ-321,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",67,GA23DE6789,Not Fraud +3928,6/8/2023 1:57,SUV,FTG-990-RFD-210,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",95,GA34FG0123,Not Fraud +3929,6/27/2023 17:22,Bus ,FTG-997-PLN-110,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",56,GA45HI4567,Not Fraud +3930,7/12/2023 8:47,Car,FTG-004-DEF-098,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",83,GA56JK8901,Not Fraud +3931,7/31/2023 0:12,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",68,GA67LM2345,Not Fraud +3932,8/15/2023 15:37,Truck,FTG-018-UYT-876,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",96,GA78NO6789,Fraud +3933,9/3/2023 7:03,Van,FTG-025-VBN-765,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",47,GA89PQ0123,Not Fraud +3934,9/18/2023 22:28,Sedan,FTG-032-IXC-654,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",82,GA90RS4567,Fraud +3935,10/8/2023 13:53,SUV,FTG-039-UTY-543,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",59,GA01TU8901,Not Fraud +3936,10/23/2023 5:18,Bus ,FTG-046-POI-432,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",87,GA12VW3456,Not Fraud +3937,11/11/2023 20:43,Car,FTG-053-NBH-321,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",50,GA23XY6789,Not Fraud +3938,11/27/2023 12:08,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",76,GA34ZB0123,Not Fraud +3939,12/16/2023 3:34,Truck,FTG-060-QAZ-217,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",65,GA45BC4567,Not Fraud +3940,12/31/2023 19:59,Van,FTG-054-KJH-102,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",90,GA56DE8901,Not Fraud +3941,1/7/2023 11:24,Sedan,FTG-044-MKH-099,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",53,GA67FG2345,Not Fraud +3942,1/24/2023 2:49,SUV,FTG-040-POU-211,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",79,GA78HI6789,Not Fraud +3943,2/8/2023 18:14,Bus ,FTG-040-POU-218,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",73,GA89JK0123,Not Fraud +3944,2/27/2023 9:39,Car,FTG-125-VBN-769,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",97,GA90LM4567,Not Fraud +3945,3/14/2023 1:05,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",44,GA01NO8901,Not Fraud +3946,3/29/2023 16:30,Truck,FTG-133-CED-102,C-103,Regular,Large,340,100,"12.84197701525119, 77.67547528176169",81,GA12PQ3456,Fraud +3947,4/17/2023 7:55,Van,FTG-112-LPO-203,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",64,GA23RS6789,Not Fraud +3948,5/2/2023 23:20,Sedan,FTG-106-NJH-651,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",93,GA34TU0123,Not Fraud +3949,5/22/2023 14:45,SUV,FTG-109-NBH-542,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",57,GA45VW4567,Not Fraud +3950,6/6/2023 6:10,Bus ,FTG-107-CDE-432,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",86,GA56XY8901,Not Fraud +3951,6/25/2023 21:36,Car,FTG-108-LKJ-321,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",71,GA67ZB2345,Fraud +3952,7/11/2023 13:01,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",99,GA78BC6789,Not Fraud +3953,7/30/2023 4:26,Truck,FTG-107-PLN-109,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",46,GA89DE0123,Not Fraud +3954,8/14/2023 19:51,Van,FTG-111-QWE-987,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",82,GA90FG4567,Not Fraud +3955,9/2/2023 11:16,Sedan,FTG-118-UYT-872,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",67,GA01HI8901,Not Fraud +3956,9/17/2023 2:41,SUV,FTG-125-VBN-765,B-102,Regular,Large,150,120,"12.84197701525119, 77.67547528176169",94,GA12JK3456,Fraud +3957,10/6/2023 18:07,Bus ,FTG-100-GHJ-008,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",52,GA23LM6789,Not Fraud +3958,10/21/2023 9:32,Car,FTG-100-GHJ-009,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",88,GA34NO0123,Not Fraud +3959,11/9/2023 0:57,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",63,GA45PQ4567,Not Fraud +3960,11/24/2023 16:22,Truck,FTG-100-GHJ-011,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",91,GA56RS8901,Not Fraud +3961,12/13/2023 7:47,Van,FTG-100-GHJ-012,B-102,Express,Medium,130,100,"12.84197701525119, 77.67547528176169",55,GA67TU2345,Fraud +3962,12/28/2023 23:12,Sedan,FTG-102-GKL-253,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",81,GA78VW6789,Not Fraud +3963,1/15/2023 14:38,SUV,FTG-102-GKL-254,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",57,GA89XY0123,Not Fraud +3964,1/30/2023 6:03,Bus ,FTG-102-GKL-255,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",84,GA90ZB4567,Not Fraud +3965,2/18/2023 21:28,Car,FTG-102-GKL-256,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",66,GA01BC8901,Not Fraud +3966,3/6/2023 12:53,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",91,GA12DE3456,Not Fraud +3967,3/21/2023 4:18,Truck,FTG-102-GKL-258,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",49,GA23FG6789,Not Fraud +3968,4/9/2023 19:43,Van,FTG-102-GKL-259,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",77,GA34HI0123,Fraud +3969,4/25/2023 11:09,Sedan,FTG-102-GKL-260,A-101,Express,Medium,120,100,"12.84197701525119, 77.67547528176169",59,GA45JK4567,Fraud +3970,5/14/2023 2:34,SUV,FTG-938-AWX-923,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",88,GA56LM8901,Not Fraud +3971,5/29/2023 17:59,Bus ,FTG-938-AWX-924,C-103,Express,Large,340,150,"12.84197701525119, 77.67547528176169",68,GA67NO2345,Fraud +3972,6/17/2023 9:24,Car,FTG-938-AWX-925,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,GA78PQ6789,Not Fraud +3973,7/2/2023 0:49,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",72,GA89RS0123,Not Fraud +3974,7/21/2023 16:14,Truck,FTG-938-AWX-927,C-103,Regular,Large,340,120,"12.84197701525119, 77.67547528176169",90,GA90TU4567,Fraud +3975,8/5/2023 7:40,Van,FTG-938-AWX-928,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",53,GA01VW8901,Not Fraud +3976,8/24/2023 23:05,Sedan,FTG-938-AWX-929,A-101,Regular,Medium,120,100,"12.84197701525119, 77.67547528176169",80,GA12XY3456,Fraud +3977,9/9/2023 14:30,SUV,FTG-938-AWX-930,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",67,GA23ZB6789,Not Fraud +3978,9/28/2023 5:55,Bus ,FTG-938-AWX-931,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",96,GA34BC0123,Not Fraud +3979,10/13/2023 21:20,Car,FTG-456-YUI-968,A-101,Express,Small,100,80,"12.84197701525119, 77.67547528176169",45,GA45DE4567,Fraud +3980,11/1/2023 12:45,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",79,GA56FG8901,Not Fraud +3981,11/16/2023 4:11,Truck,FTG-456-YUI-970,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",62,GA67HI1234,Not Fraud +3982,12/5/2023 19:36,Van,FTG-456-YUI-971,B-102,Regular,Medium,130,100,"12.84197701525119, 77.67547528176169",86,GA78JK5678,Fraud +3983,12/21/2023 11:01,Sedan,FTG-456-YUI-920,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",50,GA89LM9012,Not Fraud +3984,1/7/2023 2:26,SUV,FTG-456-YUI-973,B-102,Regular,Large,150,150,"12.84197701525119, 77.67547528176169",75,GA90NO3456,Not Fraud +3985,1/24/2023 17:51,Bus ,FTG-456-YUI-974,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",70,GA01PQ6789,Not Fraud +3986,2/8/2023 9:16,Car,FTG-456-YUI-975,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",93,MH01AB2345,Not Fraud +3987,2/27/2023 0:42,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",58,KA23KL5678,Not Fraud +3988,3/16/2023 16:07,Truck,FTG-273-UIP-124,C-103,Regular,Large,340,150,"12.84197701525119, 77.67547528176169",84,KA45MN1234,Fraud +3989,3/31/2023 7:32,Van,FTG-273-UIP-125,B-102,Express,Medium,130,130,"12.84197701525119, 77.67547528176169",69,KA67OP5678,Not Fraud +3990,4/19/2023 22:57,Sedan,FTG-273-UQP-128,A-101,Regular,Medium,120,120,"12.84197701525119, 77.67547528176169",97,KA89QR1234,Not Fraud +3991,5/5/2023 14:22,SUV,FTG-273-UIP-127,B-102,Express,Large,150,150,"12.84197701525119, 77.67547528176169",47,KA12ST5678,Not Fraud +3992,5/24/2023 5:47,Bus ,FTG-273-UIP-128,C-103,Regular,Large,340,340,"12.84197701525119, 77.67547528176169",82,KA34UV1234,Not Fraud +3993,6/8/2023 21:13,Car,FTG-273-UIP-129,A-101,Express,Small,100,100,"12.84197701525119, 77.67547528176169",61,KA56WX5678,Not Fraud +3994,6/28/2023 12:38,Motorcycle,,D-106,Regular,Small,0,0,"12.84197701525119, 77.67547528176169",89,MH23CD4567,Not Fraud +3995,7/13/2023 4:03,Truck,FTG-273-UIP-131,C-103,Express,Large,340,340,"12.84197701525119, 77.67547528176169",54,MH45EF6789,Not Fraud +3996,8/1/2023 19:28,Van,FTG-273-UIP-132,B-102,Regular,Medium,130,130,"12.84197701525119, 77.67547528176169",78,KA12UV3456,Not Fraud +3997,8/16/2023 10:53,Sedan,FTG-780-ERT-132,A-101,Express,Medium,120,120,"12.84197701525119, 77.67547528176169",65,KA23WX6789,Not Fraud +3998,9/4/2023 2:18,SUV,FTG-900-UTY-145,B-102,Regular,Large,150,100,"12.84197701525119, 77.67547528176169",92,KA34YZ0123,Fraud +3999,9/19/2023 17:44,Bus ,FTG-456-ETR-185,C-103,Express,Large,340,100,"12.84197701525119, 77.67547528176169",51,KA45AB4567,Fraud +4000,10/8/2023 9:09,Car,FTG-678-AGH-458,A-101,Regular,Small,100,100,"12.84197701525119, 77.67547528176169",76,KA56CD8901,Not Fraud +4001,10/23/2023 0:34,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,KA67EF2345,Not Fraud +4002,11/11/2023 16:59,Truck,FTG-137-ABC-988,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",65,KA78GH6789,Fraud +4003,11/26/2023 8:24,Van,FTG-137-ABC-989,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA89IJ0123,Not Fraud +4004,12/15/2023 23:49,Sedan,FTG-137-ABC-967,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA90KL4567,Not Fraud +4005,12/31/2023 15:15,SUV,FTG-137-ABC-991,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",78,KA01MN8901,Not Fraud +4006,1/7/2023 6:40,Bus ,FTG-137-ABC-921,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA12OP3456,Not Fraud +4007,1/24/2023 22:05,Car,FTG-137-ABC-993,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",67,KA23QR6789,Not Fraud +4008,2/9/2023 13:30,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,KA34ST0123,Not Fraud +4009,2/28/2023 4:55,Truck,FTG-137-ABC-995,C-103,Express,Large,300,70,"12.936687032945434, 77.53113977439017",58,KA45UV4567,Fraud +4010,3/15/2023 20:20,Van,FTG-137-ABC-996,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",80,KA56WX8901,Not Fraud +4011,4/4/2023 11:46,Sedan,FTG-561-POU-997,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",73,KA67YZ2345,Not Fraud +4012,4/19/2023 3:11,SUV,FTG-001-ABC-123,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",68,KA78AB6789,Not Fraud +4013,5/8/2023 18:36,Bus ,FTG-002-XYZ-456,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA89CD0123,Not Fraud +4014,5/23/2023 10:01,Car,FTG-003-PQR-780,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA90EF4567,Not Fraud +4015,6/11/2023 1:26,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",82,KA01GH8901,Not Fraud +4016,6/26/2023 16:51,Truck,FTG-005-DEF-654,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA12IJ3456,Not Fraud +4017,7/15/2023 8:17,Van,FTG-006-GHI-981,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA23KL6789,Not Fraud +4018,7/30/2023 23:42,Sedan,FTG-007-JKL-210,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",78,KA34MN0123,Not Fraud +4019,8/18/2023 15:07,SUV,FTG-008-UVW-543,B-102,Express,Large,140,70,"12.936687032945434, 77.53113977439017",65,KA45OP4567,Fraud +4020,9/2/2023 6:32,Bus ,FTG-009-RST-876,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",70,KA56QR8901,Not Fraud +4021,9/21/2023 21:57,Car,FTG-010-MNO-098,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",62,KA67ST2345,Not Fraud +4022,10/7/2023 13:22,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,KA78UV6789,Not Fraud +4023,10/26/2023 4:48,Truck,FTG-012-ZXC-432,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA89WX0123,Not Fraud +4024,11/10/2023 20:13,Van,FTG-013-POI-109,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",68,KA90YZ4567,Not Fraud +4025,11/29/2023 11:38,Sedan,FTG-014-KJH-876,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",72,KA01AB8901,Not Fraud +4026,12/14/2023 3:03,SUV,FTG-015-DCV-543,B-102,Regular,Large,140,90,"12.936687032945434, 77.53113977439017",75,KA12BC3456,Fraud +4027,1/2/2023 18:28,Bus ,FTG-016-NBH-210,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",82,KA23DE6789,Not Fraud +4028,1/18/2023 9:53,Car,FTG-017-LKI-987,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",88,KA34FG0123,Not Fraud +4029,2/6/2023 1:19,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,KA45HI4567,Not Fraud +4030,2/21/2023 16:44,Truck,FTG-019-FRD-321,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",77,KA56JK8901,Not Fraud +4031,3/11/2023 8:09,Van,FTG-020-TYU-098,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",62,KA67LM2345,Not Fraud +4032,3/26/2023 23:34,Sedan,FTG-021-BVC-765,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",65,KA78NO6789,Fraud +4033,4/14/2023 15:00,SUV,FTG-022-XSW-432,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",74,KA89PQ0123,Not Fraud +4034,4/29/2023 6:25,Bus ,FTG-023-NMK-109,C-103,Regular,Large,300,60,"12.936687032945434, 77.53113977439017",79,KA90RS4567,Fraud +4035,5/18/2023 21:51,Car,FTG-024-CDE-876,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",55,KA01TU8901,Not Fraud +4036,6/3/2023 13:16,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,KA12VW3456,Not Fraud +4037,6/22/2023 4:41,Truck,FTG-026-PLM-210,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA23XY6789,Not Fraud +4038,7/7/2023 20:06,Van,FTG-027-HGT-987,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",75,KA34ZB0123,Not Fraud +4039,7/27/2023 11:31,Sedan,FTG-028-WSX-654,A-101,Express,Medium,110,90,"12.936687032945434, 77.53113977439017",60,KA45BC4567,Fraud +4040,8/11/2023 2:56,SUV,FTG-029-QAZ-321,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",68,KA56DE8901,Not Fraud +4041,8/30/2023 18:22,Bus ,FTG-030-LPO-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",72,KA67FG2345,Not Fraud +4042,9/14/2023 9:47,Car,FTG-031-ZAS-765,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",78,KA78HI6789,Not Fraud +4043,10/3/2023 1:12,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",63,KA89JK0123,Not Fraud +4044,10/18/2023 16:37,Truck,FTG-033-JOP-109,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",70,KA90LM4567,Not Fraud +4045,11/6/2023 8:02,Van,FTG-034-RFV-876,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA01NO8901,Not Fraud +4046,11/21/2023 23:27,Sedan,FTG-035-EDC-543,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",80,KA12PQ3456,Not Fraud +4047,12/11/2023 14:53,SUV,FTG-036-OKM-210,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA23RS6789,Not Fraud +4048,12/26/2023 6:18,Bus ,FTG-037-NJI-987,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA34TU0123,Not Fraud +4049,1/2/2023 21:43,Car,FTG-038-GKJ-654,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA45VW4567,Not Fraud +4050,1/20/2023 13:08,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA56XY8901,Not Fraud +4051,2/4/2023 4:33,Truck,FTG-650-HGT-210,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,KA67ZB2345,Not Fraud +4052,2/23/2023 20:58,Van,FTG-101-QWE-987,B-102,Regular,Medium,120,110,"12.936687032945434, 77.53113977439017",70,KA78BC6789,Fraud +4053,3/11/2023 12:24,Sedan,FTG-536-OKM-432,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA89DE0123,Not Fraud +4054,3/26/2023 3:49,SUV,FTG-578-NJH-876,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA90FG4567,Not Fraud +4055,4/14/2023 19:14,Bus ,FTG-716-NBH-432,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA01HI8901,Not Fraud +4056,4/29/2023 10:39,Car,FTG-765-LKJ-765,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",67,KA12JK3456,Not Fraud +4057,5/18/2023 2:04,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",74,KA23LM6789,Not Fraud +4058,6/2/2023 17:29,Truck,FTG-864-OKM-098,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",79,KA34NO0123,Not Fraud +4059,6/21/2023 8:55,Van,FTG-913-POI-321,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",55,KA45PQ4567,Not Fraud +4060,7/6/2023 0:20,Sedan,FTG-962-NJH-654,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",68,KA56RS8901,Not Fraud +4061,7/25/2023 15:45,SUV,FTG-011-QWE-987,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",72,KA67TU2345,Not Fraud +4062,8/9/2023 7:10,Bus ,FTG-060-QAZ-210,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA78VW6789,Not Fraud +4063,8/28/2023 22:35,Car,FTG-130-LPO-217,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",75,KA89XY0123,Not Fraud +4064,9/13/2023 14:00,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",78,KA90ZB4567,Not Fraud +4065,10/2/2023 5:26,Truck,FTG-100-GHJ-010,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA01BC8901,Not Fraud +4066,10/17/2023 20:51,Van,FTG-102-GKL-257,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA12DE3456,Not Fraud +4067,11/6/2023 12:16,Sedan,FTG-938-AWX-926,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",70,KA23FG6789,Not Fraud +4068,11/21/2023 3:41,SUV,FTG-456-YUI-969,B-102,Regular,Large,140,110,"12.936687032945434, 77.53113977439017",82,KA34HI0123,Fraud +4069,12/10/2023 19:06,Bus ,FTG-273-UIP-123,C-103,Express,Large,300,90,"12.936687032945434, 77.53113977439017",77,KA45JK4567,Fraud +4070,12/26/2023 10:31,Car,FTG-273-UIP-130,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",55,KA56LM8901,Not Fraud +4071,1/1/2023 1:57,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",67,KA67NO2345,Not Fraud +4072,1/18/2023 17:22,Truck,FTG-137-ABC-994,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",73,KA78PQ6789,Fraud +4073,2/2/2023 8:47,Van,FTG-004-LMN-321,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",68,KA89RS0123,Not Fraud +4074,2/21/2023 0:12,Sedan,FTG-011-QWE-765,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",75,KA90TU4567,Fraud +4075,3/8/2023 15:37,SUV,FTG-018-UYT-654,B-102,Express,Large,140,120,"12.936687032945434, 77.53113977439017",80,KA01VW8901,Fraud +4076,3/23/2023 7:02,Bus ,FTG-025-VBN-543,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,KA12XY3456,Not Fraud +4077,4/11/2023 22:28,Car,FTG-032-IXC-432,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",72,KA23ZB6789,Not Fraud +4078,4/27/2023 13:53,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA34BC0123,Not Fraud +4079,5/16/2023 5:18,Truck,FTG-814-KJH-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA45DE4567,Not Fraud +4080,5/31/2023 20:43,Van,FTG-109-RFD-210,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",70,KA56FG8901,Not Fraud +4081,6/19/2023 12:08,Sedan,FTG-137-ABC-987,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",75,KA67HI1234,Not Fraud +4082,7/4/2023 3:33,SUV,FTG-039-UTY-321,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",65,KA78JK5678,Not Fraud +4083,7/23/2023 19:59,Bus ,FTG-072-QAG-432,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",62,KA89LM9012,Not Fraud +4084,8/7/2023 11:24,Car,FTG-073-KJG-109,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",77,KA90NO3456,Not Fraud +4085,8/26/2023 2:49,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,KA01PQ6789,Not Fraud +4086,9/10/2023 18:14,Truck,FTG-075-YUI-143,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,KA80YZ0123,Not Fraud +4087,9/29/2023 9:39,Van,FTG-076-CDE-110,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",72,MH67GH0123,Fraud +4088,10/14/2023 1:04,Sedan,FTG-077-LMK-917,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,MH89IJ2345,Not Fraud +4089,11/2/2023 16:30,SUV,FTG-078-NJH-614,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",58,MH12KL4567,Not Fraud +4090,11/17/2023 7:55,Bus ,FTG-079-RFD-311,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",63,DL12AB3456,Not Fraud +4091,12/6/2023 23:20,Car,FTG-080-TGB-018,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,KA01KL1234,Not Fraud +4092,12/22/2023 14:45,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",74,KA23MN5678,Not Fraud +4093,1/8/2023 6:10,Truck,FTG-082-XCV-412,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",79,MH56OP0123,Not Fraud +4094,1/25/2023 21:35,Van,FTG-083-LKJ-119,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",65,KA67QR5678,Not Fraud +4095,2/10/2023 13:01,Sedan,FTG-084-PHU-876,A-101,Express,Medium,110,100,"12.936687032945434, 77.53113977439017",68,KA89ST1234,Fraud +4096,2/28/2023 4:26,SUV,FTG-085-ZXC-513,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",82,KA12UV5678,Not Fraud +4097,3/15/2023 19:51,Bus ,FTG-086-PLM-220,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA34WX1234,Not Fraud +4098,3/30/2023 11:16,Car,FTG-087-HGT-927,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",72,KA56YZ5678,Not Fraud +4099,4/18/2023 2:41,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,KA78LM1234,Not Fraud +4100,5/3/2023 18:06,Truck,FTG-089-QAZ-331,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,MH78QR2345,Not Fraud +4101,5/22/2023 9:32,Van,FTG-090-RFD-088,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",70,MH90ST4567,Not Fraud +4102,6/6/2023 0:57,Sedan,FTG-091-YUI-755,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",55,MH23UV6789,Not Fraud +4103,6/25/2023 16:22,SUV,FTG-092-BVC-442,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",60,MH45WX0123,Not Fraud +4104,7/10/2023 7:47,Bus ,FTG-093-NBH-149,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",65,DL34CD6789,Not Fraud +4105,7/29/2023 23:12,Car,FTG-094-KJH-886,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,MH89AB4567,Not Fraud +4106,8/14/2023 14:37,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,MH01CD6789,Not Fraud +4107,9/2/2023 6:03,Truck,FTG-066-LMK-210,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",78,MH23EF0123,Not Fraud +4108,9/17/2023 21:28,Van,FTG-067-PLN-987,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,MH45GH2345,Not Fraud +4109,10/7/2023 12:53,Sedan,FTG-068-VFR-654,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",67,MH67IJ4567,Not Fraud +4110,10/22/2023 4:18,SUV,FTG-069-WSX-321,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",72,DL56EF0123,Not Fraud +4111,11/10/2023 19:43,Bus ,FTG-160-QAZ-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,MH12MN0123,Not Fraud +4112,11/26/2023 11:08,Car,FTG-161-XYZ-987,A-101,Regular,Small,70,0,"12.936687032945434, 77.53113977439017",80,MH34OP2345,Fraud +4113,12/15/2023 2:34,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",73,DL78GH4567,Not Fraud +4114,12/30/2023 17:59,Truck,FTG-163-PQR-321,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,MH78ST6789,Not Fraud +4115,1/6/2023 9:24,Van,FTG-164-DEF-098,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",65,MH90UV0123,Not Fraud +4116,1/23/2023 0:49,Sedan,FTG-165-LMN-765,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,DL90IJ8901,Not Fraud +4117,2/7/2023 16:14,SUV,FTG-166-GHI-432,B-102,Express,Large,140,70,"12.936687032945434, 77.53113977439017",82,MH45YZ4567,Fraud +4118,2/26/2023 7:39,Bus ,FTG-107-JKL-169,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",58,MH67AB6789,Fraud +4119,3/13/2023 23:05,Car,FTG-108-HVW-876,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,DL23KL2345,Not Fraud +4120,3/29/2023 14:30,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",78,MH12EF2345,Not Fraud +4121,4/17/2023 5:55,Truck,FTG-160-MNO-110,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,MH34GH4567,Not Fraud +4122,5/2/2023 21:20,Van,FTG-161-QWE-987,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",70,MH56IJ6789,Not Fraud +4123,5/22/2023 12:45,Sedan,FTG-162-ZXC-554,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",62,MH78KL0123,Not Fraud +4124,6/6/2023 4:10,SUV,FTG-163-POI-321,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",80,MH90MN2345,Not Fraud +4125,6/25/2023 19:36,Bus ,FTG-164-KJH-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,MH23OP4567,Not Fraud +4126,7/11/2023 11:01,Car,FTG-165-DCV-765,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",68,MH45QR6789,Not Fraud +4127,7/31/2023 2:26,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",72,DL45MN4567,Not Fraud +4128,8/15/2023 17:51,Truck,FTG-167-LKI-109,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",75,DL67OP6789,Not Fraud +4129,9/3/2023 9:16,Van,FTG-168-UYT-876,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",82,DL89QR0123,Not Fraud +4130,9/18/2023 0:41,Sedan,FTG-169-FRD-533,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",88,DL01ST2345,Not Fraud +4131,10/7/2023 16:07,SUV,FTG-160-TYU-210,B-102,Express,Large,140,90,"12.936687032945434, 77.53113977439017",68,DL23UV4567,Fraud +4132,10/22/2023 7:32,Bus ,FTG-161-BVC-987,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",77,DL45WX6789,Not Fraud +4133,11/10/2023 22:57,Car,FTG-162-XSW-654,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",62,DL67YZ0123,Not Fraud +4134,11/26/2023 14:22,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",65,DL89AB2345,Not Fraud +4135,12/15/2023 5:47,Truck,FTG-164-CDE-898,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",74,DL12CD4567,Not Fraud +4136,12/30/2023 21:12,Van,FTG-165-VBN-765,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",79,DL34EF6789,Not Fraud +4137,1/7/2023 12:38,Sedan,FTG-166-PLM-432,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",55,DL56GH0123,Not Fraud +4138,1/24/2023 4:03,SUV,FTG-167-HGT-109,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",72,DL78IJ2345,Not Fraud +4139,2/8/2023 19:28,Bus ,FTG-128-HHX-876,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL90KL4567,Not Fraud +4140,2/27/2023 10:53,Car,FTG-129-QHZ-543,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",75,DL23MN6789,Not Fraud +4141,3/14/2023 2:18,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,DL45OP0123,Not Fraud +4142,3/29/2023 17:43,Truck,FTG-131-ZAS-917,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL67QR2345,Not Fraud +4143,4/17/2023 9:09,Van,FTG-132-IXC-614,B-102,Express,Medium,120,70,"12.936687032945434, 77.53113977439017",72,DL89ST4567,Fraud +4144,5/2/2023 0:34,Sedan,FTG-133-JOP-311,A-101,Regular,Medium,110,60,"12.936687032945434, 77.53113977439017",78,DL01UV6789,Fraud +4145,5/21/2023 15:59,SUV,FTG-134-RFV-018,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",63,DL23WX0123,Not Fraud +4146,6/5/2023 7:24,Bus ,FTG-135-EDC-715,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",70,DL45YZ2345,Not Fraud +4147,6/24/2023 22:49,Car,FTG-136-OKM-412,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",65,DL67AB4567,Not Fraud +4148,7/10/2023 14:14,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",80,DL89CD6789,Not Fraud +4149,7/29/2023 5:40,Truck,FTG-138-LKJ-816,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",72,DL12EF0123,Not Fraud +4150,8/13/2023 21:05,Van,FTG-139-UTY-513,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",68,DL34GH2345,Not Fraud +4151,9/1/2023 12:30,Sedan,FTG-140-POU-220,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",75,DL56IJ4567,Fraud +4152,9/16/2023 3:55,SUV,FTG-141-ZXC-917,B-102,Regular,Large,140,110,"12.936687032945434, 77.53113977439017",58,DL78KL6789,Fraud +4153,10/5/2023 19:20,Bus ,FTG-142-VBN-614,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,DL90MN0123,Not Fraud +4154,10/21/2023 10:45,Car,FTG-143-QWE-331,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",70,DL23OP2345,Not Fraud +4155,11/9/2023 2:11,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,DL45QR4567,Not Fraud +4156,11/24/2023 17:36,Truck,FTG-145-DCG-765,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",82,DL67ST6789,Not Fraud +4157,12/13/2023 9:01,Van,FTG-146-PGI-432,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",63,DL89UV0123,Not Fraud +4158,12/28/2023 0:26,Sedan,FTG-147-XGV-109,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",67,DL01WX2345,Not Fraud +4159,1/14/2023 15:51,SUV,FTG-148-GKL-876,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",74,DL23YZ4567,Not Fraud +4160,1/29/2023 7:16,Bus ,FTG-149-RGD-543,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",79,DL45AB6789,Not Fraud +4161,2/17/2023 22:42,Car,FTG-150-HHT-210,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",55,DL67CD0123,Not Fraud +4162,3/5/2023 14:07,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,DL89EF2345,Not Fraud +4163,3/20/2023 5:32,Truck,FTG-152-BVY-654,C-103,Express,Large,300,90,"12.936687032945434, 77.53113977439017",72,DL12GH4567,Fraud +4164,4/8/2023 20:57,Van,FTG-153-YBH-321,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",60,DL34IJ6789,Not Fraud +4165,4/24/2023 12:22,Sedan,FTG-154-KJY-098,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",75,DL56KL0123,Not Fraud +4166,5/13/2023 3:47,SUV,FTG-155-EYC-765,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",78,DL78MN2345,Not Fraud +4167,5/28/2023 19:13,Bus ,FTG-156-DMK-432,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL90OP4567,Not Fraud +4168,6/16/2023 10:38,Car,FTG-157-PUN-109,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",65,DL23QR6789,Not Fraud +4169,7/1/2023 2:03,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",70,DL45ST0123,Not Fraud +4170,7/20/2023 17:28,Truck,FTG-159-YSX-543,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",82,DL67UV2345,Not Fraud +4171,8/4/2023 8:53,Van,FTG-160-QKZ-210,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",77,DL89WX4567,Not Fraud +4172,8/23/2023 0:18,Sedan,FTG-161-POU-687,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",55,DL01YZ6789,Not Fraud +4173,9/8/2023 15:44,SUV,FTG-162-NJH-664,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",67,DL23AB0123,Not Fraud +4174,9/27/2023 7:09,Bus ,FTG-163-ZXC-361,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",73,DL45CD2345,Not Fraud +4175,10/12/2023 22:34,Car,FTG-164-OKM-698,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",68,DL67EF4567,Not Fraud +4176,10/31/2023 14:59,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,DL89GH6789,Not Fraud +4177,11/15/2023 6:24,Truck,FTG-166-HGT-462,C-103,Express,Large,300,140,"12.936687032945434, 77.53113977439017",80,DL12IJ0123,Fraud +4178,12/4/2023 21:49,Van,FTG-167-MKF-169,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,DL34KL2345,Not Fraud +4179,12/20/2023 13:15,Sedan,FTG-168-DCV-866,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",72,DL56MN4567,Not Fraud +4180,1/7/2023 4:40,SUV,FTG-169-NBH-563,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",58,DL78OP6789,Not Fraud +4181,1/24/2023 20:05,Bus ,FTG-170-POI-260,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL90QR0123,Not Fraud +4182,2/8/2023 11:30,Car,FTG-171-WSX-687,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",70,DL23ST2345,Not Fraud +4183,2/27/2023 3:55,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,DL45UV4567,Not Fraud +4184,3/16/2023 19:20,Truck,FTG-173-KJH-621,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",65,DL67WX6789,Not Fraud +4185,3/31/2023 10:46,Van,FTG-174-VFR-068,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",62,DL89YZ0123,Fraud +4186,4/19/2023 2:11,Sedan,FTG-175-YUI-665,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",77,DL01AB2345,Not Fraud +4187,5/4/2023 17:36,SUV,FTG-176-CDE-632,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",80,DL23CD4567,Not Fraud +4188,5/23/2023 9:01,Bus ,FTG-177-LMK-169,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL45EF6789,Not Fraud +4189,6/7/2023 0:26,Car,FTG-178-NJH-866,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",72,DL67GH0123,Not Fraud +4190,6/26/2023 15:51,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",75,DL89IJ2345,Not Fraud +4191,7/11/2023 7:17,Truck,FTG-180-TGB-260,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,DL12KL4567,Not Fraud +4192,7/30/2023 22:42,Van,FTG-181-BVC-967,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",63,DL34MN6789,Not Fraud +4193,8/15/2023 14:07,Sedan,FTG-182-XCV-664,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",70,DL56OP0123,Not Fraud +4194,9/3/2023 5:32,SUV,FTG-183-LKJ-361,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",74,DL78QR2345,Not Fraud +4195,9/18/2023 20:57,Bus ,FTG-184-POU-088,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",79,DL90ST4567,Not Fraud +4196,10/8/2023 12:22,Car,FTG-185-ZIC-765,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",65,DL23UV6789,Not Fraud +4197,10/23/2023 3:48,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,DL45WX0123,Not Fraud +4198,11/11/2023 19:13,Truck,FTG-001-ABC-111,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",82,DL67YZ2345,Not Fraud +4199,11/27/2023 10:38,Van,FTG-002-DEF-222,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",60,DL89AB4567,Not Fraud +4200,12/16/2023 2:03,Sedan,FTG-003-GHI-333,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",72,DL01CD6789,Not Fraud +4201,12/31/2023 17:28,SUV,FTG-004-JKL-444,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",75,DL23EF0123,Not Fraud +4202,1/6/2023 8:53,Bus ,FTG-005-MNO-555,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",68,DL45GH2345,Not Fraud +4203,1/23/2023 0:19,Car,FTG-006-PQR-666,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",70,DL67IJ4567,Not Fraud +4204,2/7/2023 15:44,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,DL89KL6789,Not Fraud +4205,2/26/2023 7:09,Truck,FTG-008-VWX-888,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,DL12MN0123,Not Fraud +4206,3/13/2023 22:34,Van,FTG-009-YZA-999,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",111,DL34OP2345,Not Fraud +4207,3/29/2023 14:00,Sedan,FTG-010-BCD-000,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",64,DL56QR4567,Not Fraud +4208,4/17/2023 5:25,SUV,FTG-011-EFG-111,B-102,Regular,Large,140,60,"12.936687032945434, 77.53113977439017",118,DL78ST6789,Fraud +4209,5/2/2023 20:51,Bus ,FTG-012-HIJ-222,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",39,DL90UV0123,Not Fraud +4210,5/22/2023 12:16,Car,FTG-013-KLM-333,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",88,DL23WX2345,Fraud +4211,6/6/2023 3:41,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,DL45YZ4567,Not Fraud +4212,6/25/2023 19:06,Truck,FTG-015-QRS-555,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",102,DL67AB6789,Not Fraud +4213,7/11/2023 10:31,Van,FTG-016-TUV-666,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",43,DL89CD0123,Not Fraud +4214,7/30/2023 1:56,Sedan,FTG-017-WXY-777,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",75,DL12EF2345,Not Fraud +4215,8/14/2023 17:22,SUV,FTG-018-ZAB-888,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",40,DL34GH4567,Not Fraud +4216,9/2/2023 8:47,Bus ,FTG-019-BCD-999,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",62,DL56IJ6789,Not Fraud +4217,9/17/2023 0:12,Car,FTG-020-CDE-000,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",38,DL78KL0123,Not Fraud +4218,10/6/2023 15:37,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",65,DL90MN2345,Not Fraud +4219,10/21/2023 7:02,Truck,FTG-022-EFG-222,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,DL23OP4567,Not Fraud +4220,11/9/2023 22:27,Van,FTG-023-FGH-333,B-102,Regular,Medium,120,110,"12.936687032945434, 77.53113977439017",55,DL45QR6789,Fraud +4221,11/25/2023 13:53,Sedan,FTG-024-GHI-444,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",48,KA67YL8901,Not Fraud +4222,12/14/2023 5:18,SUV,FTG-025-HIJ-555,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",50,KA78MN1345,Not Fraud +4223,12/29/2023 20:43,Bus ,FTG-026-IJK-666,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,KA89OP6889,Not Fraud +4224,1/15/2023 12:08,Car,FTG-027-JKL-777,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",46,KA90QR0183,Not Fraud +4225,1/30/2023 3:33,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",53,KA01ST4867,Not Fraud +4226,2/18/2023 18:58,Truck,FTG-029-LMN-999,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",47,KA12UV0901,Fraud +4227,3/6/2023 10:24,Van,FTG-030-MNO-000,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",51,KA23WX9345,Not Fraud +4228,3/21/2023 1:49,Sedan,FTG-031-NOP-111,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",44,KA34YZ6989,Not Fraud +4229,4/9/2023 17:14,SUV,FTG-032-OPQ-222,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",59,KA45AB0223,Not Fraud +4230,4/24/2023 8:39,Bus ,FTG-033-PQR-333,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",54,KA56CD4267,Not Fraud +4231,5/13/2023 0:04,Car,FTG-034-QRS-444,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",43,KA67EF8301,Not Fraud +4232,5/28/2023 15:29,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",56,KA78IH2345,Not Fraud +4233,6/16/2023 6:55,Truck,FTG-036-STU-666,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",52,KA89IJ5789,Not Fraud +4234,7/1/2023 22:20,Van,FTG-037-TUV-777,B-102,Regular,Medium,120,90,"12.936687032945434, 77.53113977439017",45,KA90KL0023,Fraud +4235,7/21/2023 13:45,Sedan,FTG-038-UVW-888,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",57,KA01MN4067,Not Fraud +4236,8/5/2023 5:10,SUV,FTG-039-VWX-999,B-102,Regular,Large,140,120,"12.936687032945434, 77.53113977439017",49,KA12OP0901,Fraud +4237,8/24/2023 20:35,Bus ,FTG-040-WXY-000,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,KA23QR0345,Not Fraud +4238,9/9/2023 12:00,Car,FTG-041-XYZ-111,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",41,KA34ST4789,Not Fraud +4239,9/28/2023 3:26,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",63,KA45UV0423,Not Fraud +4240,10/13/2023 18:51,Truck,FTG-043-ZAB-333,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",39,KA56WX4467,Not Fraud +4241,11/1/2023 10:16,Van,FTG-044-BCD-444,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",66,KA67YZ8401,Not Fraud +4242,11/16/2023 1:41,Sedan,FTG-045-CDE-555,A-101,Regular,Medium,110,90,"12.936687032945434, 77.53113977439017",43,KA78AB2745,Fraud +4243,12/5/2023 17:06,SUV,FTG-046-DEF-666,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",61,KA89CD6739,Not Fraud +4244,12/21/2023 8:31,Bus ,FTG-047-EFG-777,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",37,KA90EF0223,Not Fraud +4245,1/7/2023 23:57,Car,FTG-048-FGH-888,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",54,KA01GH4267,Not Fraud +4246,1/24/2023 15:22,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",46,KA12IJ8201,Not Fraud +4247,2/8/2023 6:47,Truck,FTG-050-HIJ-000,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,KA23KL2245,Not Fraud +4248,2/27/2023 22:12,Van,FTG-051-IJK-111,B-102,Regular,Medium,120,90,"12.936687032945434, 77.53113977439017",49,KA34MN6289,Fraud +4249,3/16/2023 13:37,Sedan,FTG-052-JKL-222,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",60,KA45OP0223,Not Fraud +4250,3/31/2023 5:02,SUV,FTG-053-KLM-333,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",42,KA56QR4527,Not Fraud +4251,4/19/2023 20:28,Bus ,FTG-054-LMN-444,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,KA67ST8601,Not Fraud +4252,5/5/2023 11:53,Car,FTG-055-MNO-555,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",48,KA78UV2645,Not Fraud +4253,5/24/2023 3:18,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",52,KA89WX6689,Not Fraud +4254,6/8/2023 18:43,Truck,FTG-057-OPQ-777,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA90YZ0623,Not Fraud +4255,6/28/2023 10:08,Van,FTG-058-PQR-888,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",59,KA01AB4367,Not Fraud +4256,7/13/2023 1:33,Sedan,FTG-059-QRS-999,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",53,KA12CD8301,Not Fraud +4257,8/1/2023 17:59,SUV,FTG-060-RST-000,B-102,Express,Large,140,70,"12.936687032945434, 77.53113977439017",47,KA23EF2245,Fraud +4258,8/16/2023 9:24,Bus ,FTG-061-STU-111,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,KA34GH6719,Not Fraud +4259,9/4/2023 0:49,Car,FTG-062-TUV-222,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",44,KA45IJ0113,Not Fraud +4260,9/19/2023 16:14,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,KA56KL4517,Not Fraud +4261,10/8/2023 7:39,Truck,FTG-064-VWX-444,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",54,KA67MN8911,Not Fraud +4262,10/23/2023 23:04,Van,FTG-065-WXY-555,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",43,KA78OP3345,Not Fraud +4263,11/11/2023 14:30,Sedan,FTG-066-XYZ-666,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",56,KA89QR6389,Not Fraud +4264,11/26/2023 5:55,SUV,FTG-067-YZA-777,B-102,Regular,Large,140,90,"12.936687032945434, 77.53113977439017",50,KA90ST0323,Fraud +4265,12/15/2023 21:20,Bus ,FTG-068-ZAB-888,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,KA01UV4367,Not Fraud +4266,12/31/2023 12:45,Car,FTG-069-BCD-999,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",55,GA12AB3456,Not Fraud +4267,1/6/2023 4:10,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",48,GA34CD6789,Not Fraud +4268,1/23/2023 19:35,Truck,FTG-071-DEF-111,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",60,GA56EF0123,Not Fraud +4269,2/7/2023 11:01,Van,FTG-072-EFG-222,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",42,GA78GH4567,Not Fraud +4270,2/26/2023 2:26,Sedan,FTG-073-FGH-333,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",57,GA90IJ8901,Not Fraud +4271,3/13/2023 17:51,SUV,FTG-074-GHI-444,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",49,GA23KL2345,Not Fraud +4272,3/28/2023 9:16,Bus ,FTG-075-HIJ-555,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,GA45MN4567,Not Fraud +4273,4/16/2023 0:41,Car,FTG-076-IJK-666,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",46,GA67OP6789,Not Fraud +4274,5/1/2023 16:06,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,GA89QR0123,Not Fraud +4275,5/20/2023 7:32,Truck,FTG-078-KLM-888,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",53,GA01ST2345,Not Fraud +4276,6/4/2023 22:57,Van,FTG-079-LMN-999,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",47,GA23UV4567,Not Fraud +4277,6/24/2023 14:22,Sedan,FTG-080-MNO-000,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",51,GA45WX6789,Fraud +4278,7/9/2023 5:47,SUV,FTG-081-NOP-111,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",44,GA67YZ0123,Not Fraud +4279,7/28/2023 21:12,Bus ,FTG-082-OPQ-222,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,GA89AB2345,Not Fraud +4280,8/13/2023 12:37,Car,FTG-083-PQR-333,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",54,GA12CD4567,Not Fraud +4281,9/1/2023 4:03,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",43,GA34EF5789,Not Fraud +4282,9/16/2023 19:28,Truck,FTG-085-RST-555,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",56,GA56GH0123,Fraud +4283,10/6/2023 10:53,Van,FTG-086-STU-666,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",50,GA78IJ2345,Fraud +4284,10/21/2023 2:18,Sedan,FTG-087-TUV-777,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",45,GA90KL5567,Not Fraud +4285,11/9/2023 17:43,SUV,FTG-088-UVW-888,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",55,GA23MN6789,Not Fraud +4286,11/25/2023 9:08,Bus ,FTG-089-VWX-999,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",48,GA45OP0123,Not Fraud +4287,12/14/2023 0:34,Car,FTG-090-WXY-000,A-101,Express,Small,70,0,"12.936687032945434, 77.53113977439017",60,GA67QR2345,Fraud +4288,12/29/2023 15:59,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",42,GA89ST4567,Not Fraud +4289,1/15/2023 7:24,Truck,FTG-092-YZA-222,C-103,Express,Large,300,100,"12.936687032945434, 77.53113977439017",57,GA01UV6789,Fraud +4290,1/30/2023 22:49,Van,FTG-093-ZAB-333,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",49,GA23WX0123,Not Fraud +4291,2/18/2023 14:14,Sedan,FTG-094-BCD-444,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",52,GA45YZ2345,Not Fraud +4292,3/5/2023 5:39,SUV,FTG-095-CDE-555,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",46,GA67AB4567,Not Fraud +4293,3/20/2023 21:05,Bus ,FTG-096-DEF-666,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,GA89CD6789,Not Fraud +4294,4/8/2023 12:30,Car,FTG-097-EFG-777,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",53,GA12EF0123,Not Fraud +4295,4/23/2023 3:55,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",47,GA34GH2345,Not Fraud +4296,5/12/2023 19:20,Truck,FTG-099-GHI-999,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,GA56IJ4567,Not Fraud +4297,5/27/2023 10:45,Van,FTG-100-HIJ-000,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",44,GA78KL6789,Not Fraud +4298,6/15/2023 2:10,Sedan,FTG-287-HGT-169,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",59,GA90MN0123,Not Fraud +4299,6/30/2023 17:36,SUV,FTG-288-YSX-876,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,GA23OP2345,Not Fraud +4300,7/19/2023 8:59,Bus ,FTG-289-QAZ-523,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",43,GA45QR4567,Fraud +4301,8/3/2023 0:24,Car,FTG-290-RYD-210,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",56,GA67ST6789,Not Fraud +4302,8/22/2023 15:49,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,GA89UV0123,Not Fraud +4303,9/6/2023 7:14,Truck,FTG-007-STU-777,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,GA01WX2345,Not Fraud +4304,9/25/2023 22:39,Van,FTG-014-NOP-444,B-102,Regular,Medium,120,70,"12.936687032945434, 77.53113977439017",55,GA23YZ4567,Fraud +4305,10/11/2023 14:05,Sedan,FTG-021-DEF-111,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",48,GA45AB6789,Not Fraud +4306,10/30/2023 5:30,SUV,FTG-028-KLM-888,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",60,GA67CD0123,Not Fraud +4307,11/14/2023 20:55,Bus ,FTG-035-RST-555,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,GA89EF2345,Not Fraud +4308,12/3/2023 12:20,Car,FTG-042-YZA-222,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",57,GA12GH4567,Not Fraud +4309,12/18/2023 3:45,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",49,GA34IJ6789,Not Fraud +4310,1/4/2023 19:10,Truck,FTG-056-NOP-666,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,GA56KL0123,Not Fraud +4311,1/21/2023 10:36,Van,FTG-063-UVW-333,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",46,GA78MN2345,Not Fraud +4312,2/9/2023 2:01,Sedan,FTG-070-COE-000,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",58,GA90OP4567,Not Fraud +4313,2/24/2023 17:26,SUV,FTG-070-CDE-000,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",53,GA23QR4789,Not Fraud +4314,3/15/2023 8:51,Bus ,FTG-077-JKL-777,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",47,GA45ST0123,Not Fraud +4315,3/30/2023 0:16,Car,FTG-084-QRS-444,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",45,GA67UV2345,Not Fraud +4316,4/18/2023 15:41,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,GA89WX4567,Not Fraud +4317,5/3/2023 7:07,Truck,FTG-098-FGH-888,C-103,Express,Large,300,90,"12.936687032945434, 77.53113977439017",55,GA01YZ6789,Fraud +4318,5/22/2023 22:32,Van,FTG-101-IJK-111,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",48,GA23AB0123,Not Fraud +4319,6/7/2023 13:57,Sedan,FTG-102-JKL-222,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",60,GA45CD2345,Not Fraud +4320,6/26/2023 5:22,SUV,FTG-103-KLM-333,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",42,GA67EF4567,Not Fraud +4321,7/11/2023 20:47,Bus ,FTG-104-LMN-444,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,GA89GH6789,Not Fraud +4322,7/31/2023 12:12,Car,FTG-105-MNO-555,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",49,GA12IJ0123,Not Fraud +4323,8/15/2023 3:38,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",52,GA34KL2345,Not Fraud +4324,9/3/2023 19:03,Truck,FTG-107-OPQ-777,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",46,GA56MN4567,Not Fraud +4325,9/18/2023 10:28,Van,FTG-108-PQR-888,B-102,Express,Medium,120,100,"12.936687032945434, 77.53113977439017",58,GA78OP6789,Fraud +4326,10/8/2023 1:53,Sedan,FTG-109-QRS-999,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",53,GA90QR0123,Not Fraud +4327,10/23/2023 17:18,SUV,FTG-110-RST-000,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",47,GA23ST2345,Not Fraud +4328,11/11/2023 8:43,Bus ,FTG-111-STU-111,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,GA45UV4467,Not Fraud +4329,11/27/2023 0:09,Car,FTG-112-TUV-222,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",44,GA67WX6789,Not Fraud +4330,12/16/2023 15:34,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",59,GA89YZ0123,Not Fraud +4331,12/31/2023 6:59,Truck,FTG-114-VWX-444,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",54,GA01AB2345,Not Fraud +4332,1/17/2023 22:24,Van,FTG-115-WXY-555,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",43,GA23CD4567,Not Fraud +4333,2/2/2023 13:49,Sedan,FTG-116-XYZ-666,A-101,Express,Medium,110,100,"12.936687032945434, 77.53113977439017",56,GA45EF6789,Fraud +4334,2/21/2023 5:14,SUV,FTG-117-YZA-777,B-102,Regular,Large,140,110,"12.936687032945434, 77.53113977439017",50,GA67GH0123,Fraud +4335,3/8/2023 20:40,Bus ,FTG-118-ZAB-888,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",45,GA89IJ2345,Not Fraud +4336,3/28/2023 12:05,Car,FTG-119-BCD-999,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",55,GA12KL4567,Not Fraud +4337,4/12/2023 3:30,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",48,GA34MN6789,Not Fraud +4338,5/1/2023 18:55,Truck,FTG-121-DEF-111,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",60,GA56OP0123,Fraud +4339,5/17/2023 10:20,Van,FTG-122-EFG-222,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",42,GA78QR2345,Not Fraud +4340,6/5/2023 1:45,Sedan,FTG-123-FGH-333,A-101,Regular,Medium,110,70,"12.936687032945434, 77.53113977439017",57,GA90ST4567,Fraud +4341,6/20/2023 17:11,SUV,FTG-124-GHI-444,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",49,GA23UV6789,Not Fraud +4342,7/9/2023 8:36,Bus ,FTG-125-HIJ-555,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,GA45WX0123,Not Fraud +4343,7/24/2023 23:59,Car,FTG-126-IJK-666,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",46,GA67YZ4345,Not Fraud +4344,8/13/2023 15:24,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",58,GA89AB4567,Not Fraud +4345,8/28/2023 6:49,Truck,FTG-128-KLM-888,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",53,GA01CD6789,Not Fraud +4346,9/16/2023 22:14,Van,FTG-129-LMN-999,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",47,GA23EF0123,Not Fraud +4347,10/2/2023 13:40,Sedan,FTG-130-MNO-000,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",51,GA45GH2345,Not Fraud +4348,10/21/2023 5:05,SUV,FTG-131-NOP-111,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",44,GA67IJ4567,Not Fraud +4349,11/5/2023 20:30,Bus ,FTG-132-OPQ-222,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,GA89KL6789,Not Fraud +4350,11/25/2023 12:55,Car,FTG-133-PQR-333,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",54,GA12MN0123,Fraud +4351,12/10/2023 4:20,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",43,GA34OP2345,Not Fraud +4352,12/25/2023 19:45,Truck,FTG-135-RST-555,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",56,GA56QR4567,Not Fraud +4353,1/11/2023 11:11,Van,FTG-136-STU-666,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",50,GA78ST6789,Not Fraud +4354,1/26/2023 2:36,Sedan,FTG-137-TUV-777,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",45,GA90UV0123,Not Fraud +4355,2/14/2023 18:01,SUV,FTG-138-UVW-888,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",55,GA23WX2345,Not Fraud +4356,3/1/2023 9:26,Bus ,FTG-139-VWX-999,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",48,GA45YZ4567,Not Fraud +4357,3/19/2023 0:51,Car,FTG-140-WXY-000,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",60,GA67AB6789,Not Fraud +4358,4/3/2023 16:16,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",42,GA89CD4123,Not Fraud +4359,4/22/2023 7:42,Truck,FTG-142-YZA-222,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",57,GA12EF2345,Not Fraud +4360,5/7/2023 23:07,Van,FTG-143-ZAB-333,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",49,GA34GH4567,Not Fraud +4361,5/26/2023 14:32,Sedan,FTG-144-BCD-444,A-101,Express,Medium,110,60,"12.936687032945434, 77.53113977439017",52,GA56IJ6789,Fraud +4362,6/10/2023 5:57,SUV,FTG-145-CDE-555,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",46,GA78KL0123,Not Fraud +4363,6/29/2023 21:22,Bus ,FTG-146-DEF-666,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,GA90MN2345,Not Fraud +4364,7/15/2023 12:47,Car,FTG-147-EFG-777,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",53,GA23OP4567,Not Fraud +4365,8/3/2023 4:13,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",47,GA45QR6789,Not Fraud +4366,8/18/2023 19:38,Truck,FTG-149-GHI-999,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",51,MH34AB5678,Not Fraud +4367,9/6/2023 11:03,Van,FTG-150-HIJ-000,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",44,TN09CD1234,Not Fraud +4368,9/21/2023 2:28,Sedan,FTG-151-IJK-111,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",59,DL56EF7890,Not Fraud +4369,10/10/2023 17:53,SUV,FTG-152-JKL-222,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,TS45UV6789,Not Fraud +4370,10/25/2023 9:18,Bus ,FTG-153-KLM-333,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",43,MH89WX2345,Not Fraud +4371,11/13/2023 0:44,Car,FTG-154-LMN-444,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",56,UP45KL8901,Not Fraud +4372,11/28/2023 16:09,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",50,KL12YZ3456,Not Fraud +4373,12/17/2023 7:34,Truck,FTG-156-NOP-666,C-103,Express,Large,300,60,"12.936687032945434, 77.53113977439017",45,GJ45MN2345,Fraud +4374,1/2/2023 22:59,Van,FTG-157-OPQ-777,B-102,Regular,Medium,120,110,"12.936687032945434, 77.53113977439017",55,TN23CD5678,Fraud +4375,1/20/2023 14:24,Sedan,FTG-158-PQR-888,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",48,RJ78EF6789,Not Fraud +4376,2/4/2023 5:49,SUV,FTG-159-QRS-999,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",60,DL09GH7890,Not Fraud +4377,2/23/2023 21:15,Bus ,FTG-160-RST-000,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",42,UP56IJ8901,Not Fraud +4378,3/10/2023 12:40,Car,FTG-161-STU-111,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",57,WB34KL9012,Not Fraud +4379,3/25/2023 4:05,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",49,MP12MN0123,Not Fraud +4380,4/12/2023 19:30,Truck,FTG-163-UVW-333,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",52,HR78OP1234,Not Fraud +4381,4/28/2023 10:55,Van,FTG-164-VWX-444,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",46,BR45QR2345,Not Fraud +4382,5/17/2023 2:20,Sedan,FTG-165-WXY-555,A-101,Regular,Medium,110,60,"12.936687032945434, 77.53113977439017",58,KA89ST3456,Fraud +4383,6/1/2023 17:46,SUV,FTG-166-XYZ-666,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",53,AP23UV4567,Not Fraud +4384,6/20/2023 9:11,Bus ,FTG-167-YZA-777,C-103,Regular,Large,300,70,"12.936687032945434, 77.53113977439017",47,TS67WX5678,Fraud +4385,7/5/2023 0:36,Car,FTG-168-ZAB-888,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",51,MH89YZ6789,Not Fraud +4386,7/24/2023 16:01,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",44,KL12AB7890,Not Fraud +4387,8/8/2023 7:26,Truck,FTG-170-CDE-000,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,GJ45CD8901,Not Fraud +4388,8/27/2023 22:51,Van,FTG-171-DEF-111,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",54,TN23EF9012,Not Fraud +4389,9/12/2023 14:17,Sedan,FTG-172-EFG-222,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",43,RJ78GH0123,Not Fraud +4390,10/1/2023 5:42,SUV,FTG-173-FGH-333,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",56,DL09IJ1234,Not Fraud +4391,10/16/2023 21:07,Bus ,FTG-174-GHI-444,C-103,Express,Large,300,90,"12.936687032945434, 77.53113977439017",50,UP56KL2345,Fraud +4392,11/5/2023 12:32,Car,FTG-175-HIJ-555,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",45,WB34MN3456,Not Fraud +4393,11/20/2023 3:57,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",55,MP12OP4567,Not Fraud +4394,12/9/2023 19:22,Truck,FTG-177-JKL-777,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",48,HR78QR5678,Not Fraud +4395,12/25/2023 10:48,Van,FTG-178-KLM-888,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",60,BR45ST6789,Not Fraud +4396,1/10/2023 2:13,Sedan,FTG-179-LMN-999,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",42,KA89UV7890,Not Fraud +4397,1/27/2023 17:38,SUV,FTG-180-MNO-000,B-102,Express,Large,140,90,"12.936687032945434, 77.53113977439017",57,AP23WX8901,Fraud +4398,2/12/2023 9:03,Bus ,FTG-387-HYT-109,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",49,TS67YZ9012,Not Fraud +4399,3/3/2023 0:28,Car,FTG-388-YSX-876,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",52,MH89AB0123,Not Fraud +4400,3/18/2023 15:53,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",46,KL12CD1234,Not Fraud +4401,4/6/2023 7:19,Truck,FTG-390-RFD-110,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",58,GJ45EF2345,Not Fraud +4402,4/21/2023 22:44,Van,FTG-391-YUI-187,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",53,TN23GH3456,Not Fraud +4403,5/11/2023 14:09,Sedan,FTG-392-BVC-614,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",47,RJ78IJ4567,Fraud +4404,5/26/2023 5:34,SUV,FTG-393-NBH-121,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",51,DL09KL5678,Not Fraud +4405,6/14/2023 20:59,Bus ,FTG-394-KJH-198,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",44,UP56MN6789,Not Fraud +4406,6/30/2023 12:24,Car,FTG-395-EDC-165,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",59,WB34OP7890,Not Fraud +4407,7/19/2023 3:50,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",54,MP12QR8901,Not Fraud +4408,8/3/2023 19:15,Truck,FTG-397-PLN-209,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",43,HR78ST9012,Not Fraud +4409,8/22/2023 10:40,Van,FTG-398-VFR-276,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",56,BR45UV0123,Not Fraud +4410,9/6/2023 2:05,Sedan,FTG-399-WSX-443,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",50,KA89WX1234,Not Fraud +4411,9/25/2023 17:30,SUV,FTG-400-QAZ-240,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",45,TN23OP3456,Not Fraud +4412,10/10/2023 8:55,Bus ,FTG-401-XYZ-487,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",55,TS67AB3456,Not Fraud +4413,10/29/2023 0:21,Car,FTG-402-ABC-454,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",48,MH89CD4567,Not Fraud +4414,11/13/2023 15:46,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",60,KL12EF5678,Not Fraud +4415,12/2/2023 7:11,Truck,FTG-404-DEF-498,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",65,GJ45GH6789,Not Fraud +4416,12/17/2023 22:36,Van,FTG-405-LMN-745,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",78,TN23IJ7890,Not Fraud +4417,1/5/2023 14:01,Sedan,FTG-406-GHI-422,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",53,RJ78KL8901,Not Fraud +4418,1/20/2023 5:26,SUV,FTG-407-JKL-179,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",92,DL09MN9012,Not Fraud +4419,2/8/2023 20:52,Bus ,FTG-408-UVW-776,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",60,UP56OP0123,Not Fraud +4420,2/24/2023 12:17,Car,FTG-409-RST-533,A-101,Regular,Small,70,0,"12.936687032945434, 77.53113977439017",105,WB34QR1234,Fraud +4421,3/15/2023 3:42,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",70,MP12ST2345,Not Fraud +4422,3/30/2023 19:07,Truck,FTG-411-QWE-287,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",88,HR78UV3456,Fraud +4423,4/18/2023 10:32,Van,FTG-412-ZXC-254,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",45,BR45WX4567,Not Fraud +4424,5/3/2023 1:57,Sedan,FTG-413-POI-421,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",72,RJ78QR4567,Not Fraud +4425,5/22/2023 17:23,SUV,FTG-414-KJH-698,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",58,AP23AB6789,Not Fraud +4426,6/6/2023 8:48,Bus ,FTG-415-DCV-665,C-103,Regular,Large,300,110,"12.936687032945434, 77.53113977439017",81,TS67CD7890,Fraud +4427,6/25/2023 0:13,Car,FTG-416-NTH-432,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",67,MH89EF8901,Not Fraud +4428,7/10/2023 15:38,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",98,KL12GH9012,Not Fraud +4429,7/29/2023 7:03,Truck,FTG-418-UYT-776,C-103,Express,Large,300,100,"12.936687032945434, 77.53113977439017",50,GJ45IJ0123,Fraud +4430,8/13/2023 22:28,Van,FTG-419-FFD-543,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",75,TN23KL1234,Not Fraud +4431,9/1/2023 14:54,Sedan,FTG-420-TFU-210,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",62,RJ78MN2345,Not Fraud +4432,9/16/2023 6:19,SUV,FTG-421-BFC-987,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",84,DL09OP3456,Not Fraud +4433,10/5/2023 21:44,Bus ,FTG-422-XFW-654,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",55,UP56QR4567,Not Fraud +4434,10/21/2023 13:09,Car,FTG-423-NFK-321,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",80,WB34ST5678,Not Fraud +4435,11/9/2023 4:34,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",68,MP12UV6789,Not Fraud +4436,11/24/2023 19:59,Truck,FTG-425-VFN-765,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",90,HR78WX7890,Fraud +4437,12/14/2023 11:25,Van,FTG-426-PFM-432,B-102,Express,Medium,120,100,"12.936687032945434, 77.53113977439017",48,BR45YZ8901,Fraud +4438,12/29/2023 2:50,Sedan,FTG-427-HFT-109,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",77,KA89AB9012,Not Fraud +4439,1/15/2023 18:15,SUV,FTG-428-WFX-876,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",63,AP23CD0123,Not Fraud +4440,1/30/2023 9:40,Bus ,FTG-429-QFZ-543,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",87,TS67EF1234,Not Fraud +4441,2/18/2023 1:05,Car,FTG-430-LFO-210,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",52,MH89GH2345,Not Fraud +4442,3/5/2023 16:30,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",95,KL12IJ3456,Not Fraud +4443,3/20/2023 7:56,Truck,FTG-432-IFC-654,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",73,GJ45KL4567,Not Fraud +4444,4/8/2023 23:21,Van,FTG-433-JFP-321,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",82,TN23MN5678,Not Fraud +4445,4/24/2023 14:46,Sedan,FTG-434-RSV-098,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",57,RJ78OP6789,Not Fraud +4446,5/13/2023 6:11,SUV,FTG-435-ESC-765,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",96,DL09QR7890,Not Fraud +4447,5/28/2023 21:36,Bus ,FTG-436-OSM-432,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",66,UP56ST8901,Not Fraud +4448,6/16/2023 13:01,Car,FTG-437-NSI-109,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",89,WB34UV9012,Not Fraud +4449,7/1/2023 4:27,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",51,MP12WX0123,Not Fraud +4450,7/20/2023 19:52,Truck,FTG-439-UTY-541,C-103,Regular,Large,300,100,"12.936687032945434, 77.53113977439017",76,HR78YZ1234,Fraud +4451,8/4/2023 11:17,Van,FTG-440-POU-211,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",61,BR45AB2345,Not Fraud +4452,8/23/2023 2:42,Sedan,FTG-441-ZXC-981,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",85,KA89CD3456,Not Fraud +4453,9/7/2023 18:07,SUV,FTG-442-VTN-654,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",74,AP23EF4567,Not Fraud +4454,9/26/2023 9:32,Bus ,FTG-443-QWE-322,C-103,Regular,Large,300,120,"12.936687032945434, 77.53113977439017",93,TS67GH5678,Fraud +4455,10/11/2023 0:58,Car,FTG-444-MUH-098,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",49,DL09ST5678,Not Fraud +4456,10/30/2023 16:23,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",83,KL12KL7890,Not Fraud +4457,11/14/2023 7:48,Truck,FTG-446-POI-431,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",59,GJ45MN8901,Not Fraud +4458,12/3/2023 23:13,Van,FTG-447-XCV-101,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",91,TN23OP0123,Not Fraud +4459,12/19/2023 14:38,Sedan,FTG-448-JTL-876,A-101,Express,Medium,110,70,"12.936687032945434, 77.53113977439017",71,RJ78QR1234,Fraud +4460,1/5/2023 6:03,SUV,FTG-449-RFD-5431,B-102,Regular,Large,140,120,"12.936687032945434, 77.53113977439017",86,DL09ST2345,Fraud +4461,1/22/2023 21:29,Bus ,FTG-450-HGT-211,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",56,UP56UV3456,Not Fraud +4462,2/7/2023 12:54,Car,FTG-451-YUI-981,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",79,WB34WX4567,Not Fraud +4463,2/26/2023 4:19,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",64,MP12YZ5678,Not Fraud +4464,3/13/2023 19:44,Truck,FTG-453-NBH-327,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",97,HR78AB6789,Not Fraud +4465,3/29/2023 11:09,Van,FTG-454-KJH-097,B-102,Express,Medium,120,90,"12.936687032945434, 77.53113977439017",69,BR45CD7890,Fraud +4466,4/17/2023 2:34,Sedan,FTG-455-EDC-767,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",94,UP56UV6789,Not Fraud +4467,5/2/2023 18:00,SUV,FTG-456-LMK-437,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",54,AP23GH9012,Not Fraud +4468,5/22/2023 9:25,Bus ,FTG-457-PLN-107,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",81,TS67IJ0123,Not Fraud +4469,6/6/2023 0:50,Car,FTG-458-VFR-856,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",65,MH89KL1234,Not Fraud +4470,6/25/2023 16:15,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",92,WB34WX7890,Not Fraud +4471,7/11/2023 7:40,Truck,FTG-460-QAZ-210,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",50,MP12YZ9012,Not Fraud +4472,7/30/2023 23:05,Van,FTG-461-POU-987,B-102,Regular,Medium,120,70,"12.936687032945434, 77.53113977439017",75,HR78AB0123,Fraud +4473,8/15/2023 14:31,Sedan,FTG-462-NJH-654,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",58,BR45CD1234,Not Fraud +4474,9/3/2023 5:56,SUV,FTG-463-ZXC-321,B-102,Regular,Large,140,140,"12.936687032945434, 77.53113977439017",89,RJ78OP2345,Not Fraud +4475,9/18/2023 21:21,Bus ,FTG-464-OKM-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",44,DL09QR3456,Not Fraud +4476,10/8/2023 12:46,Car,FTG-465-LKJ-765,A-101,Regular,Small,70,90,"12.936687032945434, 77.53113977439017",78,TS67IJ4567,Fraud +4477,10/23/2023 4:11,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",67,MH89KL5678,Not Fraud +4478,11/11/2023 19:36,Truck,FTG-467-MKF-109,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",95,KL12MN6789,Not Fraud +4479,11/27/2023 11:02,Van,FTG-468-DCV-876,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",55,GJ45OP7890,Not Fraud +4480,12/16/2023 2:27,Sedan,FTG-469-NBH-543,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",80,TN23QR8901,Not Fraud +4481,12/31/2023 17:52,SUV,FTG-470-POI-210,B-102,Express,Large,140,140,"12.936687032945434, 77.53113977439017",62,RJ78ST0123,Not Fraud +4482,1/17/2023 9:17,Bus ,FTG-471-WSX-987,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",87,DL09UV1234,Not Fraud +4483,2/1/2023 0:42,Car,FTG-472-QAZ-654,A-101,Express,Small,70,0,"12.936687032945434, 77.53113977439017",47,UP56WX2345,Fraud +4484,2/20/2023 16:07,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",73,WB34YZ3456,Not Fraud +4485,3/7/2023 7:33,Truck,FTG-474-VFR-098,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",68,MP12AB4567,Not Fraud +4486,3/22/2023 22:58,Van,FTG-475-YUI-765,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",91,HR78CD5678,Not Fraud +4487,4/10/2023 14:23,Sedan,FTG-476-CDE-432,A-101,Express,Medium,110,110,"12.936687032945434, 77.53113977439017",53,BR45EF6789,Not Fraud +4488,4/25/2023 5:48,SUV,FTG-477-LMK-109,B-102,Regular,Large,140,90,"12.936687032945434, 77.53113977439017",82,KA89GH7890,Fraud +4489,5/14/2023 21:13,Bus ,FTG-478-NJH-876,C-103,Express,Large,300,300,"12.936687032945434, 77.53113977439017",56,AP23IJ8901,Not Fraud +4490,5/30/2023 12:38,Car,FTG-479-RFD-543,A-101,Regular,Small,70,70,"12.936687032945434, 77.53113977439017",84,TS67KL0123,Not Fraud +4491,6/18/2023 4:04,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",69,MH89MN1234,Not Fraud +4492,7/3/2023 19:29,Truck,FTG-481-BVC-987,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",94,KL12OP2345,Not Fraud +4493,7/22/2023 10:54,Van,FTG-482-XCV-654,B-102,Express,Medium,120,120,"12.936687032945434, 77.53113977439017",49,GJ45QR3456,Not Fraud +4494,8/6/2023 2:19,Sedan,FTG-483-LKJ-321,A-101,Regular,Medium,110,110,"12.936687032945434, 77.53113977439017",76,TN23ST4567,Not Fraud +4495,8/25/2023 17:44,SUV,FTG-484-POU-098,B-102,Express,Large,140,90,"12.936687032945434, 77.53113977439017",63,RJ78UV5678,Fraud +4496,9/9/2023 9:09,Bus ,FTG-485-ZXC-765,C-103,Regular,Large,300,300,"12.936687032945434, 77.53113977439017",88,DL09WX6789,Not Fraud +4497,9/28/2023 0:35,Car,FTG-486-PLM-432,A-101,Express,Small,70,70,"12.936687032945434, 77.53113977439017",74,UP56YZ7890,Not Fraud +4498,10/13/2023 15:00,Motorcycle,,D-106,Regular,Small,0,0,"12.936687032945434, 77.53113977439017",96,WB34AB8901,Not Fraud +4499,11/1/2023 6:25,Truck,FTG-488-WSX-876,C-103,Express,Large,300,110,"12.936687032945434, 77.53113977439017",61,MP12CD0123,Fraud +4500,11/16/2023 21:50,Van,FTG-489-QAZ-543,B-102,Regular,Medium,120,120,"12.936687032945434, 77.53113977439017",85,HR78EF1234,Not Fraud +4501,12/6/2023 13:15,Sedan,FTG-490-RFD-210,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",52,BR45GH2345,Fraud +4502,12/21/2023 4:40,SUV,FTG-491-YUI-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",79,KA89IJ3456,Not Fraud +4503,1/7/2023 20:06,Bus ,FTG-492-BVC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,AP23KL4567,Not Fraud +4504,1/24/2023 11:31,Car,FTG-493-NBH-321,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",90,TS67MN5678,Fraud +4505,2/8/2023 3:56,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",48,UP56ST4567,Not Fraud +4506,2/27/2023 19:21,Truck,FTG-495-EDC-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",77,KL12QR7890,Not Fraud +4507,3/15/2023 10:46,Van,FTG-496-LMK-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",60,GJ45ST8901,Not Fraud +4508,3/30/2023 2:11,Sedan,FTG-497-PLN-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",83,TN23UV0123,Not Fraud +4509,4/18/2023 17:37,SUV,FTG-498-VFR-876,B-102,Express,Large,145,100,"13.21331620748757, 77.55413526894684",71,RJ78WX1234,Fraud +4510,5/3/2023 9:02,Bus ,FTG-499-WSX-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",97,DL09YZ2345,Not Fraud +4511,5/22/2023 0:27,Car,FTG-500-QAZ-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",46,UP56AB3456,Not Fraud +4512,6/6/2023 15:52,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",81,WB34CD4567,Not Fraud +4513,6/25/2023 7:17,Truck,FTG-502-ABC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,MP12EF5678,Not Fraud +4514,7/10/2023 22:42,Van,FTG-503-PQR-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",93,HR78GH6789,Not Fraud +4515,7/30/2023 14:08,Sedan,FTG-504-DEF-098,A-101,Express,Medium,115,0,"13.21331620748757, 77.55413526894684",57,BR45IJ7890,Fraud +4516,8/14/2023 5:33,SUV,FTG-505-LMN-765,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",86,KA89KL8901,Not Fraud +4517,9/2/2023 20:58,Bus ,FTG-506-GHI-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",55,AP23MN0123,Not Fraud +4518,9/17/2023 12:23,Car,FTG-507-JKL-109,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,TS67OP1234,Not Fraud +4519,10/6/2023 3:48,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",63,MH89QR2345,Not Fraud +4520,10/21/2023 19:13,Truck,FTG-509-RST-543,C-103,Regular,Large,330,90,"13.21331620748757, 77.55413526894684",90,KL12ST3456,Fraud +4521,11/9/2023 10:39,Van,FTG-510-MNO-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",48,WB34UV5678,Not Fraud +4522,11/24/2023 2:04,Sedan,FTG-511-QWE-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",76,TN23WX5678,Not Fraud +4523,12/13/2023 17:29,SUV,FTG-512-ZXC-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",58,RJ78YZ6789,Not Fraud +4524,12/28/2023 8:54,Bus ,FTG-513-POI-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",87,DL09AB7890,Not Fraud +4525,1/14/2023 0:19,Car,FTG-514-KJH-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",67,UP56CD8901,Not Fraud +4526,1/29/2023 15:44,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",94,WB34EF0123,Not Fraud +4527,2/17/2023 7:10,Truck,FTG-516-NBH-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,MP12GH1234,Not Fraud +4528,3/4/2023 22:35,Van,FTG-517-LKI-109,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",89,HR78IJ2345,Fraud +4529,3/20/2023 14:00,Sedan,FTG-518-UYT-876,A-101,Express,Medium,115,100,"13.21331620748757, 77.55413526894684",52,BR45KL3456,Fraud +4530,4/8/2023 5:25,SUV,FTG-519-FRD-543,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",79,MP12WX6789,Not Fraud +4531,4/23/2023 20:50,Bus ,FTG-520-TYU-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,AP23OP5678,Not Fraud +4532,5/13/2023 12:15,Car,FTG-601-XYZ-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",95,TS67QR6789,Not Fraud +4533,5/28/2023 3:41,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",44,MH89ST7890,Not Fraud +4534,6/16/2023 19:06,Truck,FTG-603-PQR-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,KL12UV8901,Not Fraud +4535,7/1/2023 10:31,Van,FTG-604-DEF-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,HR78YZ7890,Not Fraud +4536,7/20/2023 2:56,Sedan,FTG-605-LMN-765,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",85,TN23YZ1234,Not Fraud +4537,8/4/2023 18:21,SUV,FTG-606-GHI-432,B-102,Express,Large,145,125,"13.21331620748757, 77.55413526894684",49,RJ78AB2345,Fraud +4538,8/23/2023 9:46,Bus ,FTG-607-JKL-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",74,DL09CD3456,Not Fraud +4539,9/7/2023 1:12,Car,FTG-608-UVW-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",69,UP56EF4567,Not Fraud +4540,9/26/2023 16:37,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",92,WB34GH5678,Not Fraud +4541,10/11/2023 8:02,Truck,FTG-610-MNO-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",57,MP12IJ6789,Not Fraud +4542,10/30/2023 23:27,Van,FTG-611-QWE-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",83,HR78KL7890,Not Fraud +4543,11/15/2023 14:52,Sedan,FTG-612-ZXC-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",68,BR45MN8901,Not Fraud +4544,12/4/2023 6:17,SUV,FTG-613-POI-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",96,KA89OP0123,Not Fraud +4545,12/19/2023 21:43,Bus ,FTG-614-KJH-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",46,AP23QR1234,Not Fraud +4546,1/5/2023 13:08,Car,FTG-615-DCV-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,TS67ST2345,Not Fraud +4547,1/22/2023 4:33,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",60,MH89UV3456,Not Fraud +4548,2/6/2023 19:58,Truck,FTG-617-LKI-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",88,KL12WX4567,Not Fraud +4549,2/25/2023 11:23,Van,FTG-618-UYT-876,B-102,Express,Medium,125,115,"13.21331620748757, 77.55413526894684",53,GJ45YZ5678,Fraud +4550,3/12/2023 2:48,Sedan,FTG-619-FRD-543,A-101,Regular,Medium,115,100,"13.21331620748757, 77.55413526894684",77,TN23AB6789,Fraud +4551,3/27/2023 18:14,SUV,FTG-620-TYU-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",64,RJ78CD7890,Not Fraud +4552,4/15/2023 9:39,Bus ,FTG-621-BVC-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",91,DL09EF8901,Not Fraud +4553,4/30/2023 1:04,Car,FTG-622-XSW-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",50,UP56GH9012,Not Fraud +4554,5/19/2023 16:29,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",75,WB34IJ0123,Not Fraud +4555,6/3/2023 7:54,Truck,FTG-624-CDE-098,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",59,MP12KL1234,Fraud +4556,6/22/2023 23:19,Van,FTG-625-VBN-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",84,HR78MN2345,Not Fraud +4557,7/8/2023 14:45,Sedan,FTG-626-PLM-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,BR45OP3456,Not Fraud +4558,7/27/2023 6:10,SUV,FTG-627-HGT-109,B-102,Regular,Large,145,115,"13.21331620748757, 77.55413526894684",93,BR45AB9012,Fraud +4559,8/11/2023 21:35,Bus ,FTG-628-WSX-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",45,AP23ST5678,Not Fraud +4560,8/31/2023 13:00,Car,FTG-629-QAZ-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",80,TS67UV6789,Not Fraud +4561,9/15/2023 4:25,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",62,MH89WX7890,Not Fraud +4562,10/4/2023 19:50,Truck,FTG-631-ZAS-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,KL12YZ9012,Not Fraud +4563,10/20/2023 11:16,Van,FTG-632-IXC-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",51,GJ45AB0123,Not Fraud +4564,11/8/2023 2:41,Sedan,FTG-633-JOP-321,A-101,Regular,Medium,115,90,"13.21331620748757, 77.55413526894684",73,TN23CD1234,Fraud +4565,11/23/2023 18:06,SUV,FTG-634-RFV-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",56,KA89CT0123,Not Fraud +4566,12/13/2023 9:31,Bus ,FTG-635-EDC-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,AP23EF1234,Not Fraud +4567,12/28/2023 0:56,Car,FTG-636-OKM-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",70,TS67GH2345,Not Fraud +4568,1/13/2023 16:21,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",97,MH89IJ3456,Not Fraud +4569,1/28/2023 7:47,Truck,FTG-638-LKJ-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",47,KL12TL4567,Not Fraud +4570,2/16/2023 23:12,Van,FTG-639-UTY-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",84,GJ45MN5678,Not Fraud +4571,3/4/2023 14:37,Sedan,FTG-640-POU-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",65,TN23OP6789,Not Fraud +4572,3/19/2023 6:02,SUV,FTG-641-ZXC-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",92,RJ78QR7890,Not Fraud +4573,4/7/2023 21:27,Bus ,FTG-642-VBN-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",53,DL09ST8901,Not Fraud +4574,4/23/2023 12:52,Car,FTG-643-QWE-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",79,UP56UV0123,Not Fraud +4575,5/12/2023 4:18,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",61,WB34WX1234,Not Fraud +4576,5/27/2023 19:43,Truck,FTG-645-DGF-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",89,MP12YZ2345,Not Fraud +4577,6/15/2023 11:08,Van,FTG-646-PGI-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",44,HR78AB3456,Not Fraud +4578,6/30/2023 2:33,Sedan,FTG-037-NGI-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",78,BR45CD4567,Not Fraud +4579,7/19/2023 17:58,SUV,FTG-038-LKJ-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",67,KA89TF5678,Not Fraud +4580,8/3/2023 9:23,Bus ,FTG-039-UGY-321,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",95,AP23GH6789,Fraud +4581,8/22/2023 0:49,Car,FTG-040-POU-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",55,TS67IJ7890,Not Fraud +4582,9/6/2023 16:14,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,MH89KL8901,Not Fraud +4583,9/25/2023 7:39,Truck,FTG-042-VBN-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,KL12JN0123,Not Fraud +4584,10/10/2023 23:04,Van,FTG-043-QWE-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",87,GJ45OP1234,Not Fraud +4585,10/30/2023 14:29,Sedan,FTG-044-MKH-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",47,TN23JR2345,Not Fraud +4586,11/14/2023 5:54,SUV,FTG-045-DCF-543,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",73,RJ78ST3456,Fraud +4587,12/3/2023 21:20,Bus ,FTG-046-POI-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",68,DL09UV4567,Not Fraud +4588,12/19/2023 12:45,Car,FTG-047-XCV-987,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",91,UP56WX5678,Fraud +4589,1/4/2023 4:10,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,WB34YZ6789,Not Fraud +4590,1/21/2023 19:35,Truck,FTG-049-RFD-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,MP12AB7890,Not Fraud +4591,2/6/2023 11:00,Van,FTG-050-HGT-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",56,HR78CD9012,Not Fraud +4592,2/25/2023 2:25,Sedan,FTG-051-YUI-765,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,BR45EF0123,Not Fraud +4593,3/12/2023 17:51,SUV,FTG-052-BVC-432,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",69,KA89JH1234,Fraud +4594,3/27/2023 9:16,Bus ,FTG-053-NBH-109,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",94,AP23OJ2345,Fraud +4595,4/15/2023 0:41,Car,FTG-054-KJH-876,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",49,TS67KL3456,Fraud +4596,4/30/2023 16:06,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",76,MH89MN4567,Not Fraud +4597,5/19/2023 7:31,Truck,FTG-056-LMK-211,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,KA23QR2345,Not Fraud +4598,6/3/2023 22:56,Van,FTG-057-PLN-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",88,KA34ST6789,Not Fraud +4599,6/22/2023 14:22,Sedan,FTG-058-VFR-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",74,KA45UV0123,Not Fraud +4600,7/7/2023 5:47,SUV,FTG-059-WSX-327,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",96,KA56WX4567,Not Fraud +4601,7/26/2023 21:12,Bus ,FTG-060-QAZ-095,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",61,KA67YZ8901,Not Fraud +4602,8/10/2023 12:37,Car,FTG-061-POU-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",85,KA78AB2345,Not Fraud +4603,8/29/2023 4:02,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,KA89CD6789,Not Fraud +4604,9/13/2023 19:27,Truck,FTG-063-ZXC-102,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,KA90EF0123,Not Fraud +4605,10/2/2023 10:53,Van,FTG-064-OKM-876,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",66,KA01GH4567,Fraud +4606,10/17/2023 2:18,Sedan,FTG-065-LKJ-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",90,KA12IJ8901,Not Fraud +4607,11/5/2023 17:43,SUV,FTG-066-HGT-211,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",48,KA23KL2345,Not Fraud +4608,11/21/2023 9:08,Bus ,FTG-067-MKF-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",77,KA34MN6789,Not Fraud +4609,12/10/2023 0:33,Car,FTG-068-DCV-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",60,KA45OP0123,Not Fraud +4610,12/25/2023 16:58,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",83,KA56QR4567,Not Fraud +4611,1/12/2023 8:24,Truck,FTG-070-POI-092,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,KA67ST8901,Not Fraud +4612,1/27/2023 23:49,Van,FTG-071-WSX-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",97,KA78UV2345,Not Fraud +4613,2/15/2023 15:14,Sedan,FTG-072-QAZ-432,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",46,KA89WX6789,Fraud +4614,3/2/2023 6:39,SUV,FTG-073-KJH-109,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",81,KA90YZ0123,Not Fraud +4615,3/17/2023 22:04,Bus ,FTG-074-VFR-870,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,KA01AB4567,Not Fraud +4616,4/5/2023 13:29,Car,FTG-075-YUI-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",93,KA12CD8901,Not Fraud +4617,4/20/2023 4:55,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",57,KA23EF2345,Not Fraud +4618,5/9/2023 20:20,Truck,FTG-077-LMK-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,KA34GH6789,Not Fraud +4619,5/25/2023 11:45,Van,FTG-078-NJH-651,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",55,KA45IJ0123,Not Fraud +4620,6/13/2023 3:10,Sedan,FTG-079-RFD-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",82,KA56KL4567,Not Fraud +4621,6/28/2023 18:35,SUV,FTG-080-TGB-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",63,KA67MN8901,Not Fraud +4622,7/17/2023 10:00,Bus ,FTG-081-BVC-764,C-103,Regular,Large,330,100,"13.21331620748757, 77.55413526894684",90,KA78OP2345,Fraud +4623,8/1/2023 1:26,Car,FTG-082-XCV-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",48,KA89QR6789,Not Fraud +4624,8/20/2023 16:51,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",76,KA90ST0123,Not Fraud +4625,9/4/2023 8:16,Truck,FTG-084-POU-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",58,KA01UV4567,Not Fraud +4626,9/23/2023 23:41,Van,FTG-085-ZXC-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",87,KA12WX8901,Not Fraud +4627,10/9/2023 15:06,Sedan,FTG-086-PLM-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",67,KA23YZ2345,Not Fraud +4628,10/28/2023 6:31,SUV,FTG-087-HGT-985,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",94,KA34AB6789,Not Fraud +4629,11/12/2023 21:57,Bus ,FTG-088-WSX-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,KA45CD0123,Not Fraud +4630,12/1/2023 13:22,Car,FTG-089-QAZ-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",89,KA56EF4567,Not Fraud +4631,12/16/2023 4:47,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,KA67GH8901,Not Fraud +4632,1/2/2023 20:12,Truck,FTG-091-YUI-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,KA78IJ2345,Not Fraud +4633,1/21/2023 11:37,Van,FTG-092-BVC-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",66,KA89KL6789,Not Fraud +4634,2/5/2023 3:02,Sedan,FTG-093-NBH-110,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",95,KA90MN0123,Not Fraud +4635,2/24/2023 18:28,SUV,FTG-094-KJH-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",44,KA01OP4567,Not Fraud +4636,3/11/2023 9:53,Bus ,FTG-095-EDC-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,KA12QR8901,Not Fraud +4637,3/26/2023 1:18,Car,FTG-096-LMK-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",61,KA23UV2345,Not Fraud +4638,4/14/2023 16:43,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",85,KA34WX6789,Not Fraud +4639,4/29/2023 8:08,Truck,FTG-098-VFR-658,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",49,KA45YZ0123,Not Fraud +4640,5/18/2023 23:33,Van,FTG-099-WSX-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",74,KA56AB4567,Not Fraud +4641,6/3/2023 15:59,Sedan,FTG-100-QAZ-098,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",69,KA67CD8901,Fraud +4642,6/22/2023 7:24,SUV,FTG-101-XYZ-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",92,KA78EF2345,Not Fraud +4643,7/7/2023 22:49,Bus ,FTG-102-ABC-655,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",57,KA89GH6789,Not Fraud +4644,7/27/2023 14:14,Car,FTG-103-PQR-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",83,KA90IJ0123,Not Fraud +4645,8/11/2023 5:39,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",68,KA01KL4567,Not Fraud +4646,8/30/2023 21:04,Truck,FTG-105-LMN-765,C-103,Regular,Large,330,115,"13.21331620748757, 77.55413526894684",96,KA12MN8901,Fraud +4647,9/15/2023 12:30,Van,FTG-106-GHI-431,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",46,KA23OP2345,Not Fraud +4648,10/4/2023 3:55,Sedan,FTG-107-JKL-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",81,KA34QR6789,Not Fraud +4649,10/19/2023 19:20,SUV,FTG-108-UVW-876,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",60,KA45ST0123,Fraud +4650,11/7/2023 10:45,Bus ,FTG-109-RST-548,C-103,Regular,Large,330,90,"13.21331620748757, 77.55413526894684",88,KA56UV4567,Fraud +4651,11/22/2023 2:10,Car,FTG-110-MNO-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",53,KA67WX8901,Not Fraud +4652,12/11/2023 17:35,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",77,KA78YZ2345,Not Fraud +4653,12/26/2023 9:01,Truck,FTG-112-ZXC-556,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,KA89AB6789,Not Fraud +4654,1/12/2023 0:26,Van,FTG-113-POI-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",91,KA90CD0123,Not Fraud +4655,1/27/2023 15:51,Sedan,FTG-114-KJH-098,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",50,KL12OP5678,Not Fraud +4656,2/11/2023 7:16,SUV,FTG-115-DCV-767,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",75,GJ45PR6789,Not Fraud +4657,3/2/2023 22:41,Bus ,FTG-116-NBH-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",59,TN23ST7890,Not Fraud +4658,3/18/2023 14:06,Car,FTG-117-LKI-101,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",84,RJ78UV9012,Not Fraud +4659,4/6/2023 5:32,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",66,DL09WX0123,Not Fraud +4660,4/21/2023 20:57,Truck,FTG-119-FRD-532,C-103,Regular,Large,330,100,"13.21331620748757, 77.55413526894684",93,UP56YZ1234,Fraud +4661,5/11/2023 12:22,Van,FTG-120-TYU-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",45,WB34AB2345,Not Fraud +4662,5/26/2023 3:47,Sedan,FTG-121-BVC-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",80,MP12CD3456,Not Fraud +4663,6/14/2023 19:12,SUV,FTG-122-XSW-656,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",62,HR78EF4567,Not Fraud +4664,6/30/2023 10:37,Bus ,FTG-123-NMK-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,BR45GH5678,Not Fraud +4665,7/19/2023 2:03,Car,FTG-124-CDE-898,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",51,KA89IJ6789,Not Fraud +4666,8/3/2023 17:28,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",73,AP23KL7890,Not Fraud +4667,8/22/2023 8:53,Truck,FTG-126-PLM-431,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",56,TS67MN9012,Not Fraud +4668,9/6/2023 0:18,Van,FTG-127-HGT-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",82,MH89OP0123,Not Fraud +4669,9/25/2023 15:43,Sedan,FTG-128-WSX-871,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",70,KL12QR1234,Not Fraud +4670,10/10/2023 7:08,SUV,FTG-129-QAZ-543,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",97,GJ45ST2345,Not Fraud +4671,10/29/2023 22:34,Bus ,FTG-130-LPO-211,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",47,TN23UV3456,Not Fraud +4672,11/14/2023 14:59,Car,FTG-131-ZAS-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",84,RJ78WX4567,Not Fraud +4673,12/3/2023 6:24,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",65,DL09YZ5678,Not Fraud +4674,12/18/2023 21:49,Truck,FTG-133-JOP-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,UP56AB6789,Not Fraud +4675,1/5/2023 13:14,Van,FTG-134-RFV-098,B-102,Express,Medium,125,115,"13.21331620748757, 77.55413526894684",53,WB34CD7890,Fraud +4676,1/20/2023 4:39,Sedan,FTG-135-EDC-768,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",79,MP12EF8901,Not Fraud +4677,2/8/2023 20:05,SUV,FTG-136-OKM-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",61,HR78GH9012,Not Fraud +4678,2/23/2023 11:30,Bus ,FTG-137-NJI-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",89,BR45IJ0123,Not Fraud +4679,3/14/2023 2:55,Car,FTG-138-LKJ-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",44,KA89WL1234,Not Fraud +4680,3/29/2023 18:20,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",78,AP23MN2345,Not Fraud +4681,4/17/2023 9:45,Truck,FTG-140-POU-210,C-103,Express,Large,330,100,"13.21331620748757, 77.55413526894684",67,TS67OP3456,Fraud +4682,5/2/2023 1:10,Van,FTG-141-ZXC-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",95,MH89QR4567,Not Fraud +4683,5/21/2023 16:36,Sedan,FTG-142-VBN-656,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",55,KL12ST5678,Not Fraud +4684,6/5/2023 8:01,SUV,FTG-143-QWE-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,GJ45UV6789,Not Fraud +4685,6/24/2023 23:26,Bus ,FTG-144-MKH-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,TN23WX7890,Not Fraud +4686,7/10/2023 14:51,Car,FTG-145-DCF-767,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,RJ78YZ9012,Not Fraud +4687,7/29/2023 6:16,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",47,GA34KL6789,Not Fraud +4688,8/13/2023 21:41,Truck,FTG-147-XCV-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,GA45MN0123,Not Fraud +4689,9/1/2023 13:07,Van,FTG-148-JKL-877,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",68,GA56OP4567,Not Fraud +4690,9/16/2023 4:32,Sedan,FTG-149-RFD-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,GA67QR8901,Not Fraud +4691,10/5/2023 19:57,SUV,FTG-150-HGT-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",52,GA78ST2345,Not Fraud +4692,10/21/2023 11:22,Bus ,FTG-151-YUI-983,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,GA89UV6789,Not Fraud +4693,11/9/2023 2:47,Car,FTG-152-BVC-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,GA90WX0123,Not Fraud +4694,11/24/2023 18:12,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,GA01YZ4567,Not Fraud +4695,12/14/2023 9:38,Truck,FTG-154-KJH-098,C-103,Express,Large,330,125,"13.21331620748757, 77.55413526894684",69,GA12AB8901,Fraud +4696,12/29/2023 1:03,Van,FTG-155-EDC-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",94,GA23CD2345,Not Fraud +4697,1/15/2023 16:28,Sedan,FTG-156-LMK-431,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",49,GA34EF6789,Fraud +4698,1/30/2023 7:53,SUV,FTG-157-PLN-109,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,DL09AB0123,Not Fraud +4699,2/18/2023 23:18,Bus ,FTG-158-VFR-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,UP56CD1234,Not Fraud +4700,3/6/2023 14:43,Car,FTG-159-WSX-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,WB34EF2345,Not Fraud +4701,3/21/2023 6:09,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",74,MP12GH3456,Not Fraud +4702,4/9/2023 21:34,Truck,FTG-161-POU-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,HR78IJ4567,Not Fraud +4703,4/25/2023 13:59,Van,FTG-162-NJH-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,BR45KL5678,Not Fraud +4704,5/14/2023 5:24,Sedan,FTG-163-ZXC-328,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",85,KA89MN6789,Not Fraud +4705,5/29/2023 20:49,SUV,FTG-164-OKM-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",52,AP23OP7890,Not Fraud +4706,6/17/2023 12:14,Bus ,FTG-165-LKJ-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,TS67QR8901,Not Fraud +4707,7/2/2023 3:40,Car,FTG-166-HGT-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,TN23IJ2345,Not Fraud +4708,7/21/2023 19:05,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",90,TN34KL6789,Not Fraud +4709,8/5/2023 10:30,Truck,FTG-168-DCV-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,TN45MN0123,Not Fraud +4710,8/24/2023 1:55,Van,FTG-169-NBH-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",77,TN56OP4567,Not Fraud +4711,9/8/2023 17:20,Sedan,FTG-170-POI-211,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",60,TN67QR8901,Not Fraud +4712,9/27/2023 8:45,SUV,FTG-171-WSX-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",83,TN78ST2345,Not Fraud +4713,10/12/2023 0:11,Bus ,FTG-172-QAZ-654,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",71,TN89UV6789,Fraud +4714,10/31/2023 15:36,Car,FTG-173-KJH-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",97,TN90WX0123,Not Fraud +4715,11/15/2023 7:01,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",46,TN01YZ4567,Not Fraud +4716,12/4/2023 22:26,Truck,FTG-175-YUI-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",81,TN12AB8901,Not Fraud +4717,12/20/2023 13:51,Van,FTG-176-CDE-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,TN23CD2345,Not Fraud +4718,1/5/2023 5:16,Sedan,FTG-177-LMK-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",93,TN34EF6789,Not Fraud +4719,1/22/2023 20:42,SUV,FTG-178-NJH-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",57,TN45GH0123,Not Fraud +4720,2/7/2023 12:07,Bus ,FTG-179-RFD-547,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,TN56IJ4567,Not Fraud +4721,2/26/2023 3:32,Car,FTG-180-TGB-210,A-101,Express,Small,90,100,"13.21331620748757, 77.55413526894684",55,TN67KL8901,Fraud +4722,3/13/2023 18:57,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",82,TN78MN2345,Not Fraud +4723,3/28/2023 10:22,Truck,FTG-182-XCV-655,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,TN89OP6789,Not Fraud +4724,4/16/2023 1:47,Van,FTG-183-LKJ-321,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",90,TN90QR0123,Fraud +4725,5/1/2023 17:13,Sedan,FTG-184-POU-098,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",48,TN01ST4567,Not Fraud +4726,5/20/2023 8:38,SUV,FTG-185-ZXC-765,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,TN12UV8901,Not Fraud +4727,6/4/2023 0:03,Bus ,FTG-186-PLM-436,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",58,TN23WX2345,Not Fraud +4728,6/23/2023 15:28,Car,FTG-187-HGT-109,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",87,TN34YZ6789,Fraud +4729,7/8/2023 6:53,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",67,TN45AB0123,Not Fraud +4730,7/27/2023 22:18,Truck,FTG-189-QAZ-542,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",94,TN56CD4567,Not Fraud +4731,8/12/2023 13:44,Van,FTG-190-RFD-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",71,TN67EF8901,Not Fraud +4732,8/31/2023 5:09,Sedan,FTG-191-YUI-987,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",89,TN78GH2345,Not Fraud +4733,9/15/2023 20:34,SUV,FTG-192-BVC-657,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",52,TN89IJ6789,Fraud +4734,10/4/2023 12:59,Bus ,FTG-193-NBH-322,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,TN90KL0123,Not Fraud +4735,10/19/2023 4:24,Car,FTG-194-KJH-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,TN01MN4567,Not Fraud +4736,11/7/2023 19:49,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",95,TN12OP8901,Not Fraud +4737,11/23/2023 11:15,Truck,FTG-196-LMK-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",44,TN23QR2345,Not Fraud +4738,12/12/2023 2:40,Van,FTG-197-PLN-109,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",78,TN34ST6789,Not Fraud +4739,12/27/2023 18:05,Sedan,FTG-198-VFR-877,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",61,TN45UV0123,Not Fraud +4740,1/13/2023 9:30,SUV,FTG-199-WSX-545,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",85,TN56WX4567,Not Fraud +4741,1/28/2023 0:55,Bus ,FTG-200-QAZ-210,C-103,Express,Large,330,100,"13.21331620748757, 77.55413526894684",49,TN67YZ8901,Fraud +4742,2/16/2023 16:20,Car,FTG-201-XYZ-989,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",74,TN78AB2345,Not Fraud +4743,3/3/2023 7:46,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",69,TN89CD6789,Not Fraud +4744,3/18/2023 23:11,Truck,FTG-203-PQR-325,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,TN90EF0123,Not Fraud +4745,4/6/2023 14:36,Van,FTG-204-DEF-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",57,TN01GH4567,Not Fraud +4746,7/6/2023 23:55,Sedan,FTG-205-LMN-767,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",83,TN12IJ8901,Not Fraud +4747,5/10/2023 21:26,SUV,FTG-206-GHI-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",68,TN23KL2345,Not Fraud +4748,5/26/2023 12:51,Bus ,FTG-207-JKL-107,C-103,Regular,Large,330,90,"13.21331620748757, 77.55413526894684",96,TN34MN6789,Fraud +4749,6/14/2023 4:17,Car,FTG-208-UVW-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",46,TN45OP0123,Not Fraud +4750,6/29/2023 19:42,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",81,TN56QR4567,Not Fraud +4751,7/18/2023 11:07,Truck,FTG-210-MNO-212,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",60,TN67ST8901,Not Fraud +4752,8/2/2023 2:32,Van,FTG-211-QWE-987,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",88,TN78UV2345,Fraud +4753,8/21/2023 17:57,Sedan,FTG-212-ZXC-654,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",53,TN89WX6789,Not Fraud +4754,9/5/2023 9:22,SUV,FTG-213-POI-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",77,TN90YZ0123,Not Fraud +4755,9/24/2023 0:48,Bus ,FTG-214-KJH-099,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,TN01AB4567,Not Fraud +4756,10/9/2023 16:13,Car,FTG-215-DCV-767,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",91,TN12CD8901,Not Fraud +4757,10/28/2023 7:38,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",50,TN23EF2345,Not Fraud +4758,11/12/2023 23:03,Truck,FTG-217-LKI-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",75,TN34GH6789,Not Fraud +4759,12/1/2023 14:28,Van,FTG-218-UYT-877,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",59,TN45IJ0123,Not Fraud +4760,12/16/2023 5:53,Sedan,FTG-219-FRD-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,TN56KL4567,Not Fraud +4761,1/3/2023 21:19,SUV,FTG-220-TYU-211,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",66,TN67MN8901,Not Fraud +4762,1/22/2023 12:44,Bus ,FTG-221-BVC-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",93,TN78OP2345,Not Fraud +4763,2/6/2023 4:09,Car,FTG-222-XSW-656,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",45,TN89QR6789,Not Fraud +4764,2/25/2023 19:34,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,TN90ST0123,Not Fraud +4765,3/12/2023 11:59,Truck,FTG-224-CDE-099,C-103,Express,Large,330,90,"13.21331620748757, 77.55413526894684",62,TN01UV4567,Fraud +4766,3/27/2023 3:24,Van,FTG-225-VBN-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",86,TN12WX8901,Not Fraud +4767,4/14/2023 18:50,Sedan,FTG-226-PLM-431,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",51,TN23YZ2345,Not Fraud +4768,4/29/2023 10:15,SUV,FTG-227-HGT-109,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",73,TN34AB6789,Fraud +4769,5/18/2023 1:40,Bus ,FTG-228-WSX-877,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",56,TN45CD0123,Not Fraud +4770,6/2/2023 17:05,Car,FTG-229-QAZ-543,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,TN56EF4567,Not Fraud +4771,6/21/2023 8:30,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",70,TN67GH8901,Not Fraud +4772,7/26/2023 15:21,Truck,FTG-231-ZAS-985,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",97,TN78IJ2345,Not Fraud +4773,8/10/2023 6:46,Van,FTG-232-IXC-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",47,TN89KL6789,Not Fraud +4774,8/29/2023 22:11,Sedan,FTG-233-JOP-322,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",84,TN90MN0123,Not Fraud +4775,9/14/2023 13:36,SUV,FTG-234-RFV-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",65,TN01OP4567,Not Fraud +4776,10/3/2023 5:01,Bus ,FTG-235-EDC-761,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,TN12QR8901,Not Fraud +4777,10/18/2023 20:26,Car,FTG-236-OKM-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",53,TN23UV2345,Not Fraud +4778,11/6/2023 11:52,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",79,TN34WX6789,Not Fraud +4779,11/21/2023 3:17,Truck,FTG-238-LKJ-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",61,TN45YZ0123,Not Fraud +4780,12/10/2023 18:42,Van,FTG-239-UTY-541,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",89,TN56AB4567,Not Fraud +4781,12/26/2023 10:07,Sedan,FTG-240-POU-219,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",44,TN67CD8901,Fraud +4782,1/12/2023 1:32,SUV,FTG-241-ZXC-987,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",78,TN78EF2345,Fraud +4783,1/27/2023 16:57,Bus ,FTG-242-VBN-657,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",67,TN89GH6789,Not Fraud +4784,2/15/2023 8:23,Car,FTG-243-QWE-321,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",95,TN90IJ0123,Fraud +4785,3/2/2023 23:48,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",55,TN01KL4567,Not Fraud +4786,3/18/2023 15:13,Truck,FTG-245-DCF-766,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",80,TN12MN8901,Not Fraud +4787,4/6/2023 6:38,Van,FTG-246-POI-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",62,TN23OP2345,Not Fraud +4788,4/21/2023 22:03,Sedan,FTG-247-XCV-101,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",87,MH89ST0123,Not Fraud +4789,5/11/2023 13:28,SUV,FTG-248-JKL-876,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",47,KL12UV1234,Fraud +4790,5/26/2023 4:54,Bus ,FTG-249-RFD-544,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,GJ45WX2345,Not Fraud +4791,6/14/2023 20:19,Car,FTG-250-HGT-210,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",68,TN23YZ3456,Not Fraud +4792,6/30/2023 11:44,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",91,RJ78AB4567,Not Fraud +4793,7/19/2023 3:09,Truck,FTG-252-BVC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,DL09CD5678,Not Fraud +4794,8/3/2023 18:34,Van,FTG-253-NBH-329,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",82,UP56EF6789,Not Fraud +4795,8/22/2023 9:59,Sedan,FTG-254-KJH-098,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",56,WB34GH7890,Not Fraud +4796,9/6/2023 1:25,SUV,FTG-255-EDC-764,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",84,MP12IJ8901,Not Fraud +4797,9/25/2023 16:50,Bus ,FTG-256-LMK-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",69,HR78KL0123,Not Fraud +4798,10/10/2023 8:15,Car,FTG-257-PLN-100,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",94,BR45MN1234,Not Fraud +4799,10/29/2023 23:40,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",49,KA89QP2345,Not Fraud +4800,11/14/2023 15:05,Truck,FTG-259-WSX-546,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",76,AP23QR3456,Not Fraud +4801,12/3/2023 6:30,Van,FTG-260-QAZ-210,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",63,TS67ST4567,Fraud +4802,12/18/2023 21:56,Sedan,FTG-261-POU-982,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",88,MH89UV5678,Not Fraud +4803,1/5/2023 13:21,SUV,FTG-262-NJH-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",74,KL12WX6789,Not Fraud +4804,1/20/2023 4:46,Bus ,FTG-263-ZXC-322,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",96,GJ45YZ7890,Fraud +4805,2/8/2023 20:11,Car,FTG-264-OKM-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",61,TN23AB9012,Not Fraud +4806,2/24/2023 11:36,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",85,MH23OP2345,Not Fraud +4807,3/15/2023 3:01,Truck,FTG-266-HGT-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH34QR6789,Not Fraud +4808,3/30/2023 18:27,Van,FTG-267-MKF-101,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",79,MH45ST0123,Fraud +4809,4/18/2023 9:52,Sedan,FTG-268-DCV-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,MH56UV4567,Not Fraud +4810,5/3/2023 1:17,SUV,FTG-269-NBH-544,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",90,MH67WX8901,Not Fraud +4811,5/22/2023 16:42,Bus ,FTG-270-POI-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,MH78YZ2345,Not Fraud +4812,6/6/2023 8:07,Car,FTG-271-WSX-988,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",77,MH89AB6789,Not Fraud +4813,6/25/2023 23:32,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",60,MH90CD0123,Not Fraud +4814,7/11/2023 15:58,Truck,FTG-273-KJH-322,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",83,MH01EF4567,Not Fraud +4815,7/30/2023 7:23,Van,FTG-274-VFR-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",71,MH12GH8901,Not Fraud +4816,8/14/2023 22:48,Sedan,FTG-275-YUI-766,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",97,MH23IJ2345,Not Fraud +4817,9/3/2023 14:13,SUV,FTG-276-CDE-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",46,MH34KL6789,Not Fraud +4818,9/18/2023 5:38,Bus ,FTG-277-LMK-101,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",81,MH45MN0123,Not Fraud +4819,10/6/2023 21:03,Car,FTG-278-NJH-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",64,MH56OP4567,Not Fraud +4820,10/22/2023 12:29,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",93,MH67QR8901,Not Fraud +4821,11/10/2023 3:54,Truck,FTG-280-TGB-211,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",57,MH78ST2345,Not Fraud +4822,11/25/2023 19:19,Van,FTG-281-BVC-987,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",86,MH89UV6789,Not Fraud +4823,12/15/2023 10:44,Sedan,FTG-282-XCV-653,A-101,Express,Medium,115,0,"13.21331620748757, 77.55413526894684",55,MH90WX0123,Fraud +4824,12/30/2023 2:09,SUV,FTG-283-LKJ-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",82,MH01YZ4567,Not Fraud +4825,1/16/2023 17:34,Bus ,FTG-284-POU-099,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,MH12AB8901,Not Fraud +4826,1/31/2023 9:00,Car,FTG-285-ZXC-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",90,MH23CD2345,Not Fraud +4827,2/19/2023 0:25,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",48,MH34EF6789,Not Fraud +4828,3/6/2023 15:50,Truck,FTG-287-HGT-101,C-103,Regular,Large,330,60,"13.21331620748757, 77.55413526894684",76,MH45GH0123,Fraud +4829,3/21/2023 7:15,Van,FTG-288-WSX-876,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",58,MH56IJ4567,Not Fraud +4830,4/9/2023 22:40,Sedan,FTG-289-QAZ-545,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",87,MH67KL8901,Not Fraud +4831,4/25/2023 14:05,SUV,FTG-290-RFD-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",67,MH78MN2345,Not Fraud +4832,5/14/2023 5:31,Bus ,FTG-291-YUI-982,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",94,MH89OP6789,Not Fraud +4833,5/29/2023 20:56,Car,FTG-292-BVC-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",71,MH90QR0123,Not Fraud +4834,6/17/2023 12:21,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",89,MH01ST4567,Not Fraud +4835,7/2/2023 3:46,Truck,FTG-294-KJH-092,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH12UV8901,Not Fraud +4836,7/21/2023 19:11,Van,FTG-295-EDC-765,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",79,MH23WX2345,Not Fraud +4837,8/5/2023 10:36,Sedan,FTG-296-LMK-435,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",66,MH34YZ6789,Not Fraud +4838,8/24/2023 2:02,SUV,FTG-297-PLN-102,B-102,Regular,Large,145,90,"13.21331620748757, 77.55413526894684",95,MH45AB0123,Fraud +4839,9/8/2023 17:27,Bus ,FTG-298-VFR-876,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",44,MH56CD4567,Fraud +4840,9/27/2023 8:52,Car,FTG-299-WSX-545,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",78,MH67EF8901,Not Fraud +4841,10/12/2023 0:17,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",61,MH78GH2345,Not Fraud +4842,10/31/2023 15:42,Truck,FTG-301-XYZ-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",85,MH89IJ6789,Not Fraud +4843,11/15/2023 7:07,Van,FTG-302-ABC-651,B-102,Express,Medium,125,60,"13.21331620748757, 77.55413526894684",49,MH90KL0123,Fraud +4844,12/4/2023 22:33,Sedan,FTG-303-PQR-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",74,MH01MN4567,Not Fraud +4845,12/20/2023 14:58,SUV,FTG-304-DEF-090,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",69,MH12OP8901,Not Fraud +4846,1/6/2023 6:23,Bus ,FTG-305-LMN-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,MH23QR2345,Not Fraud +4847,1/21/2023 21:48,Car,FTG-306-GHI-431,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",57,MH34ST6789,Not Fraud +4848,2/9/2023 13:13,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",83,MH45UV0123,Not Fraud +4849,2/24/2023 4:38,Truck,FTG-308-UVW-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",68,MH56WX4567,Not Fraud +4850,3/15/2023 20:04,Van,FTG-309-RST-540,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",96,MH67YZ8901,Not Fraud +4851,3/30/2023 11:29,Sedan,FTG-310-MNO-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",46,MH78AB2345,Not Fraud +4852,4/18/2023 2:54,SUV,FTG-311-QWE-981,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",81,MH89CD6789,Not Fraud +4853,5/3/2023 18:19,Bus ,FTG-312-ZXC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",60,MH90EF0123,Not Fraud +4854,5/22/2023 9:44,Car,FTG-313-POI-324,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,MH01GH4567,Not Fraud +4855,6/6/2023 1:09,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",53,MH12IJ8901,Not Fraud +4856,6/25/2023 16:35,Truck,FTG-315-DCV-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",77,MH23KL2345,Not Fraud +4857,7/10/2023 8:00,Van,FTG-316-NBH-435,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,MH34MN6789,Not Fraud +4858,7/29/2023 23:25,Sedan,FTG-317-LKI-100,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,MH45OP0123,Not Fraud +4859,8/14/2023 14:50,SUV,FTG-318-UYT-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",50,MH56QR4567,Not Fraud +4860,9/2/2023 6:15,Bus ,FTG-319-FRD-541,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",75,MH67ST8901,Not Fraud +4861,9/17/2023 21:40,Car,FTG-320-TYU-210,A-101,Express,Small,90,0,"13.21331620748757, 77.55413526894684",59,MH78UV2345,Fraud +4862,10/6/2023 13:06,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,MH89WX6789,Not Fraud +4863,10/21/2023 4:31,Truck,FTG-322-XSW-652,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",66,MH90YZ0123,Not Fraud +4864,11/9/2023 19:56,Van,FTG-323-NMK-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",93,MH01AB4567,Not Fraud +4865,11/25/2023 11:21,Sedan,FTG-324-CDE-099,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",45,MH12CD8901,Not Fraud +4866,12/15/2023 2:46,SUV,FTG-325-VBN-765,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,MH23EF2345,Not Fraud +4867,12/30/2023 18:11,Bus ,FTG-326-PLM-436,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,MH34GH6789,Not Fraud +4868,1/16/2023 9:37,Car,FTG-327-HGT-109,A-101,Regular,Small,90,60,"13.21331620748757, 77.55413526894684",86,MH45IJ0123,Fraud +4869,1/31/2023 1:02,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",51,MH56KL4567,Not Fraud +4870,2/18/2023 16:27,Truck,FTG-329-QAZ-543,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,MH67MN8901,Not Fraud +4871,3/7/2023 7:52,Van,FTG-330-LPO-211,B-102,Express,Medium,125,90,"13.21331620748757, 77.55413526894684",56,MH78OP2345,Fraud +4872,3/22/2023 23:17,Sedan,FTG-331-ZAS-980,A-101,Regular,Medium,115,100,"13.21331620748757, 77.55413526894684",82,MH89QR6789,Fraud +4873,4/10/2023 14:42,SUV,FTG-332-IXC-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",70,MH90ST0123,Not Fraud +4874,4/25/2023 6:08,Bus ,FTG-333-JOP-322,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",97,MH01UV4567,Fraud +4875,5/14/2023 21:33,Car,FTG-334-RFV-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",47,MH12WX8901,Not Fraud +4876,5/30/2023 13:58,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,MH23YZ2345,Not Fraud +4877,6/18/2023 5:23,Truck,FTG-336-OKM-432,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",65,MH34AB6789,Not Fraud +4878,7/3/2023 20:48,Van,FTG-337-NJI-100,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",92,MH45CD0123,Not Fraud +4879,7/22/2023 12:13,Sedan,FTG-338-LKJ-876,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",53,MH56EF4567,Not Fraud +4880,8/6/2023 3:39,SUV,FTG-339-UTY-545,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",79,MH67GH8901,Not Fraud +4881,8/25/2023 19:04,Bus ,FTG-340-POU-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",61,MH78IJ2345,Not Fraud +4882,9/9/2023 10:29,Car,FTG-341-ZXC-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",89,MH89KL6789,Not Fraud +4883,9/28/2023 1:54,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",44,MH90MN0123,Not Fraud +4884,10/13/2023 17:19,Truck,FTG-343-QWE-322,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",78,MH01OP4567,Not Fraud +4885,11/1/2023 8:44,Van,FTG-344-MKH-098,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",67,MH12QR8901,Not Fraud +4886,11/16/2023 0:10,Sedan,FTG-345-DCF-760,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",95,MH23UV2345,Not Fraud +4887,12/5/2023 15:35,SUV,FTG-346-POI-432,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",55,RJ78CD0123,Fraud +4888,12/20/2023 7:00,Bus ,FTG-347-XCV-100,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",80,DL09EF1234,Not Fraud +4889,1/6/2023 22:25,Car,FTG-348-JKL-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",62,MH56AB4567,Not Fraud +4890,1/22/2023 13:50,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",87,MH67CD8901,Not Fraud +4891,2/10/2023 5:15,Truck,FTG-350-HGT-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",47,MH78EF2345,Not Fraud +4892,2/25/2023 20:41,Van,FTG-351-YUI-981,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",73,MH89GH6789,Not Fraud +4893,3/17/2023 12:06,Sedan,FTG-352-BVC-654,A-101,Express,Medium,115,90,"13.21331620748757, 77.55413526894684",68,MH90IJ0123,Fraud +4894,4/1/2023 3:31,SUV,FTG-353-NBH-325,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",91,MH01KL4567,Not Fraud +4895,4/19/2023 19:56,Bus ,FTG-354-KJH-090,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",52,MH12MN8901,Not Fraud +4896,5/5/2023 11:21,Car,FTG-355-EDC-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",82,AP12AB3456,Not Fraud +4897,5/24/2023 2:46,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",56,AP23CD6789,Not Fraud +4898,6/8/2023 18:12,Truck,FTG-357-PLN-109,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",84,AP34EF0123,Not Fraud +4899,6/27/2023 9:37,Van,FTG-358-VFR-871,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",65,AP45GH4567,Not Fraud +4900,7/12/2023 1:02,Sedan,FTG-359-WSX-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",78,AP56IJ8901,Not Fraud +4901,7/31/2023 16:27,SUV,FTG-360-QAZ-210,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",53,AP67KL2345,Not Fraud +4902,8/15/2023 7:52,Bus ,FTG-361-POU-981,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,AP78MN6789,Not Fraud +4903,9/3/2023 23:17,Car,FTG-362-NJH-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",60,AP89OP0123,Not Fraud +4904,9/19/2023 14:43,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",105,AP90QR4567,Not Fraud +4905,10/8/2023 6:08,Truck,FTG-364-OKM-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",70,AP01ST8901,Not Fraud +4906,10/23/2023 21:33,Van,FTG-365-LKJ-760,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",88,AP23UV2345,Not Fraud +4907,11/11/2023 13:58,Sedan,FTG-366-HGT-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",45,AP34WX6789,Not Fraud +4908,11/26/2023 5:23,SUV,FTG-367-MKF-101,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",72,AP45YZ0123,Not Fraud +4909,12/15/2023 20:48,Bus ,FTG-368-DCV-876,C-103,Express,Large,330,115,"13.21331620748757, 77.55413526894684",58,AP56AB4567,Fraud +4910,12/31/2023 12:14,Car,FTG-369-NBH-541,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,AP67CD8901,Not Fraud +4911,1/18/2023 3:39,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",67,AP78EF2345,Not Fraud +4912,2/2/2023 19:04,Truck,FTG-371-WSX-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",98,AP89GH6789,Not Fraud +4913,2/21/2023 10:29,Van,FTG-372-QAZ-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",50,AP90IJ0123,Not Fraud +4914,3/8/2023 1:54,Sedan,FTG-373-KJH-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",75,AP01KL4567,Not Fraud +4915,3/23/2023 17:20,SUV,FTG-374-VFR-092,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",62,AP12MN8901,Not Fraud +4916,4/11/2023 8:45,Bus ,FTG-375-YUI-761,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",84,AP23OP2345,Not Fraud +4917,4/26/2023 0:10,Car,FTG-376-CDE-431,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",55,AP34QR6789,Not Fraud +4918,5/15/2023 15:35,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",80,AP45ST0123,Not Fraud +4919,5/30/2023 7:00,Truck,FTG-378-NJH-872,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",68,AP56UV4567,Not Fraud +4920,6/18/2023 22:25,Van,FTG-379-RFD-542,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",90,AP67WX8901,Fraud +4921,7/4/2023 13:51,Sedan,FTG-380-TGB-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",48,AP78YZ2345,Not Fraud +4922,7/23/2023 5:16,SUV,FTG-381-BVC-981,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",77,AP89AB6789,Not Fraud +4923,8/7/2023 20:41,Bus ,FTG-382-XCV-651,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,AP90CD0123,Not Fraud +4924,8/26/2023 12:06,Car,FTG-383-LKJ-321,A-101,Regular,Small,90,0,"13.21331620748757, 77.55413526894684",87,AP01EF4567,Fraud +4925,9/10/2023 3:31,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",52,AP12GH8901,Not Fraud +4926,9/29/2023 19:56,Truck,FTG-385-ZXC-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",95,AP23IJ2345,Not Fraud +4927,10/15/2023 11:22,Van,FTG-386-PLM-431,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",73,AP34KL6789,Not Fraud +4928,11/3/2023 2:47,Sedan,FTG-387-HGT-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",82,AP45MN0123,Not Fraud +4929,11/18/2023 18:12,SUV,FTG-388-WSX-871,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",57,AP56OP4567,Not Fraud +4930,12/7/2023 9:37,Bus ,FTG-389-QAZ-545,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,AP67QR8901,Not Fraud +4931,12/22/2023 1:02,Car,FTG-390-RFD-216,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,AP78ST2345,Not Fraud +4932,1/8/2023 16:27,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",89,AP89UV6789,Not Fraud +4933,1/23/2023 7:53,Truck,FTG-392-BVC-653,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",51,AP90WX0123,Not Fraud +4934,2/11/2023 23:18,Van,FTG-393-NBH-321,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",76,AP01YZ4567,Not Fraud +4935,2/27/2023 14:43,Sedan,FTG-394-KJH-093,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",61,AP12AB8901,Not Fraud +4936,3/18/2023 6:08,SUV,FTG-395-EDC-765,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",85,AP23CD2345,Not Fraud +4937,4/3/2023 21:33,Bus ,FTG-396-LMK-439,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",74,AP34EF6789,Not Fraud +4938,4/22/2023 13:58,Car,FTG-397-PLN-109,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",93,AP45GH0123,Not Fraud +4939,5/7/2023 5:24,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",49,AP56IJ4567,Not Fraud +4940,5/26/2023 20:49,Truck,FTG-399-WSX-547,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",83,AP67KL8901,Not Fraud +4941,6/11/2023 12:14,Van,FTG-400-QAZ-210,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",59,AP78MN2345,Not Fraud +4942,6/30/2023 3:39,Sedan,FTG-401-XYZ-980,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,AP89OP6789,Not Fraud +4943,7/15/2023 19:04,SUV,FTG-402-ABC-654,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",71,AP90QR0123,Not Fraud +4944,8/3/2023 10:29,Bus ,FTG-403-PQR-323,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",86,AP01ST4567,Not Fraud +4945,8/22/2023 1:55,Car,FTG-404-DEF-098,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,AP12UV8901,Not Fraud +4946,9/6/2023 17:20,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",79,AP23WX2345,Not Fraud +4947,9/25/2023 8:45,Truck,FTG-406-GHI-430,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",64,AP34YZ6789,Not Fraud +4948,10/10/2023 0:10,Van,FTG-407-JKL-101,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",97,AP45AB0123,Not Fraud +4949,10/29/2023 15:35,Sedan,FTG-408-UVW-871,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",69,AP56CD4567,Not Fraud +4950,11/13/2023 7:00,SUV,FTG-409-RST-541,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",94,AP67EF8901,Not Fraud +4951,12/2/2023 22:26,Bus ,FTG-410-MNO-211,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",54,AP78GH2345,Not Fraud +4952,12/18/2023 13:51,Car,FTG-411-QWE-987,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",81,AP89IJ6789,Not Fraud +4953,1/3/2023 5:16,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",65,AP90KL0123,Not Fraud +4954,1/18/2023 20:41,Truck,FTG-413-POI-321,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",92,AP01MN4567,Not Fraud +4955,2/6/2023 12:06,Van,FTG-414-KJH-018,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",50,AP12OP8901,Not Fraud +4956,2/21/2023 3:31,Sedan,FTG-415-DCV-762,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",75,AP23QR2345,Not Fraud +4957,3/12/2023 19:57,SUV,FTG-416-NBH-432,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",58,AP34ST6789,Not Fraud +4958,3/28/2023 11:22,Bus ,FTG-417-LKI-109,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",89,AP45UV0123,Fraud +4959,4/16/2023 2:47,Car,FTG-418-UYT-876,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",44,AP56WX4567,Not Fraud +4960,5/1/2023 18:12,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",78,AP67YZ8901,Not Fraud +4961,5/20/2023 9:37,Truck,FTG-420-TYU-210,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",67,AP78AB2345,Not Fraud +4962,6/4/2023 1:02,Van,FTG-421-BVC-988,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",95,AP89CD6789,Not Fraud +4963,6/23/2023 16:28,Sedan,FTG-422-XSW-655,A-101,Express,Medium,115,0,"13.21331620748757, 77.55413526894684",55,AP90EF0123,Fraud +4964,7/8/2023 7:53,SUV,FTG-423-NMK-321,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",80,AP01GH4567,Not Fraud +4965,7/27/2023 23:18,Bus ,FTG-424-CDE-090,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",62,AP12IJ8901,Not Fraud +4966,8/12/2023 14:43,Car,FTG-425-VBN-765,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",87,AP23KL2345,Not Fraud +4967,8/31/2023 6:08,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",47,AP34MN6789,Not Fraud +4968,9/15/2023 21:33,Truck,FTG-427-HGT-100,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",73,AP45OP0123,Not Fraud +4969,10/4/2023 13:59,Van,FTG-428-WSX-870,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",68,AP56QR4567,Not Fraud +4970,10/19/2023 5:24,Sedan,FTG-429-QAZ-543,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",91,AP67ST8901,Not Fraud +4971,11/7/2023 20:49,SUV,FTG-430-LPO-211,B-102,Express,Large,145,90,"13.21331620748757, 77.55413526894684",53,AP78UV2345,Fraud +4972,11/23/2023 12:14,Bus ,FTG-431-ZAS-989,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",82,AP89WX6789,Not Fraud +4973,12/12/2023 3:39,Car,FTG-432-IXC-654,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",56,AP90YZ0123,Not Fraud +4974,12/27/2023 19:04,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",84,AP01AB4567,Not Fraud +4975,1/13/2023 10:30,Truck,FTG-434-RFV-098,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",69,AP12CD8901,Not Fraud +4976,1/28/2023 1:55,Van,FTG-435-EDC-765,B-102,Regular,Medium,125,90,"13.21331620748757, 77.55413526894684",94,AP23EF2345,Fraud +4977,2/15/2023 17:20,Sedan,FTG-436-OKM-432,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",49,AP34GH6789,Not Fraud +4978,3/2/2023 8:45,SUV,FTG-437-NJI-109,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",76,AP45IJ0123,Not Fraud +4979,3/17/2023 0:10,Bus ,FTG-438-LKJ-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",63,AP56KL4567,Not Fraud +4980,4/5/2023 15:35,Car,FTG-439-UTY-544,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",88,AP67MN8901,Not Fraud +4981,4/20/2023 6:01,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",74,AP78OP2345,Not Fraud +4982,5/9/2023 21:26,Truck,FTG-221-ZXC-987,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",96,AP89QR6789,Not Fraud +4983,5/25/2023 12:51,Van,FTG-412-VBN-654,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",61,AP90ST0123,Not Fraud +4984,6/13/2023 4:16,Sedan,FTG-413-QWE-321,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",85,AP01UV4567,Not Fraud +4985,6/28/2023 19:41,SUV,FTG-444-NKH-098,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",52,AP12WX8901,Not Fraud +4986,7/17/2023 11:06,Bus ,FTG-445-NCF-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",79,AP23YZ2345,Not Fraud +4987,7/31/2023 2:32,Car,FTG-446-PNI-432,A-101,Express,Small,90,90,"13.21331620748757, 77.55413526894684",66,AP34AB6789,Not Fraud +4988,8/19/2023 18:57,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",90,AP45CD0123,Not Fraud +4989,9/3/2023 10:22,Truck,FTG-418-JKL-876,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",48,AP56EF4567,Not Fraud +4990,9/22/2023 1:47,Van,FTG-419-RFD-543,B-102,Regular,Medium,125,125,"13.21331620748757, 77.55413526894684",77,AP67GH8901,Not Fraud +4991,10/7/2023 17:12,Sedan,FTG-410-HGT-210,A-101,Express,Medium,115,115,"13.21331620748757, 77.55413526894684",60,AP78IJ2345,Not Fraud +4992,10/26/2023 8:37,SUV,FTG-411-YUI-987,B-102,Regular,Large,145,145,"13.21331620748757, 77.55413526894684",83,AP89KL6789,Not Fraud +4993,11/10/2023 0:03,Bus ,FTG-412-BVC-654,C-103,Express,Large,330,330,"13.21331620748757, 77.55413526894684",71,AP90MN0123,Not Fraud +4994,11/29/2023 15:28,Car,FTG-453-NBH-321,A-101,Regular,Small,90,90,"13.21331620748757, 77.55413526894684",97,AP01OP4567,Not Fraud +4995,12/14/2023 6:53,Motorcycle,,D-106,Regular,Small,0,0,"13.21331620748757, 77.55413526894684",46,AP12QR8901,Not Fraud +4996,1/1/2023 22:18,Truck,FTG-445-EDC-765,C-103,Regular,Large,330,330,"13.21331620748757, 77.55413526894684",81,KA74ST0123,Not Fraud +4997,1/17/2023 13:43,Van,FTG-446-LMK-432,B-102,Express,Medium,125,125,"13.21331620748757, 77.55413526894684",64,KA38UV3456,Not Fraud +4998,2/5/2023 5:08,Sedan,FTG-447-PLN-109,A-101,Regular,Medium,115,115,"13.21331620748757, 77.55413526894684",93,KA33WX6789,Not Fraud +4999,2/20/2023 20:34,SUV,FTG-458-VFR-876,B-102,Express,Large,145,145,"13.21331620748757, 77.55413526894684",57,KA35YZ0123,Not Fraud +5000,3/10/2023 0:59,Bus ,FTG-459-WSX-543,C-103,Regular,Large,330,125,"13.21331620748757, 77.55413526894684",86,KA37AB3456,Fraud diff --git a/Fastag Fraud Detection System/Model/projectfile.ipynb b/Fastag Fraud Detection System/Model/projectfile.ipynb new file mode 100644 index 000000000..1aa0edf3f --- /dev/null +++ b/Fastag Fraud Detection System/Model/projectfile.ipynb @@ -0,0 +1,7186 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "code", + "outputs": [], + "execution_count": null, + "source": [ + "# Import necessary libraries\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.model_selection import train_test_split,cross_val_score\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.preprocessing import OneHotEncoder, OrdinalEncoder, LabelEncoder\n", + "import pickle\n" + ], + "id": "c6df3e61bf720245" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:12.580341Z", + "start_time": "2024-06-14T11:25:12.561367Z" + } + }, + "cell_type": "code", + "source": [ + "# Load the dataset\n", + "df = pd.read_csv(\"dataset.csv\")\n" + ], + "id": "78c5563697e0b6b3", + "outputs": [], + "execution_count": 2 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "# 1.EXPLORATORY DATA ANALYSIS(EDA)", + "id": "842350e26c248beb" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:12.594373Z", + "start_time": "2024-06-14T11:25:12.581811Z" + } + }, + "cell_type": "code", + "source": "df.nunique()", + "id": "76f6ac3a613fb07c", + "outputs": [ + { + "data": { + "text/plain": [ + "Transaction_ID 5000\n", + "Timestamp 4423\n", + "Vehicle_Type 7\n", + "FastagID 4451\n", + "TollBoothID 6\n", + "Lane_Type 2\n", + "Vehicle_Dimensions 3\n", + "Transaction_Amount 20\n", + "Amount_paid 23\n", + "Geographical_Location 5\n", + "Vehicle_Speed 85\n", + "Vehicle_Plate_Number 5000\n", + "Fraud_indicator 2\n", + "dtype: int64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 3 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:12.606484Z", + "start_time": "2024-06-14T11:25:12.596065Z" + } + }, + "cell_type": "code", + "source": "df.head()", + "id": "bda3874f5142b5c8", + "outputs": [ + { + "data": { + "text/plain": [ + " Transaction_ID Timestamp Vehicle_Type FastagID TollBoothID \\\n", + "0 1 1/6/2023 11:20 Bus FTG-001-ABC-121 A-101 \n", + "1 2 1/7/2023 14:55 Car FTG-002-XYZ-451 B-102 \n", + "2 3 1/8/2023 18:25 Motorcycle NaN D-104 \n", + "3 4 1/9/2023 2:05 Truck FTG-044-LMN-322 C-103 \n", + "4 5 1/10/2023 6:35 Van FTG-505-DEF-652 B-102 \n", + "\n", + " Lane_Type Vehicle_Dimensions Transaction_Amount Amount_paid \\\n", + "0 Express Large 350 120 \n", + "1 Regular Small 120 100 \n", + "2 Regular Small 0 0 \n", + "3 Regular Large 350 120 \n", + "4 Express Medium 140 100 \n", + "\n", + " Geographical_Location Vehicle_Speed Vehicle_Plate_Number \\\n", + "0 13.059816123454882, 77.77068662374292 65 KA11AB1234 \n", + "1 13.059816123454882, 77.77068662374292 78 KA66CD5678 \n", + "2 13.059816123454882, 77.77068662374292 53 KA88EF9012 \n", + "3 13.059816123454882, 77.77068662374292 92 KA11GH3456 \n", + "4 13.059816123454882, 77.77068662374292 60 KA44IJ6789 \n", + "\n", + " Fraud_indicator \n", + "0 Fraud \n", + "1 Fraud \n", + "2 Not Fraud \n", + "3 Fraud \n", + "4 Fraud " + ], + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Transaction_IDTimestampVehicle_TypeFastagIDTollBoothIDLane_TypeVehicle_DimensionsTransaction_AmountAmount_paidGeographical_LocationVehicle_SpeedVehicle_Plate_NumberFraud_indicator
011/6/2023 11:20BusFTG-001-ABC-121A-101ExpressLarge35012013.059816123454882, 77.7706866237429265KA11AB1234Fraud
121/7/2023 14:55CarFTG-002-XYZ-451B-102RegularSmall12010013.059816123454882, 77.7706866237429278KA66CD5678Fraud
231/8/2023 18:25MotorcycleNaND-104RegularSmall0013.059816123454882, 77.7706866237429253KA88EF9012Not Fraud
341/9/2023 2:05TruckFTG-044-LMN-322C-103RegularLarge35012013.059816123454882, 77.7706866237429292KA11GH3456Fraud
451/10/2023 6:35VanFTG-505-DEF-652B-102ExpressMedium14010013.059816123454882, 77.7706866237429260KA44IJ6789Fraud
\n", + "
" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 4 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:12.617318Z", + "start_time": "2024-06-14T11:25:12.607521Z" + } + }, + "cell_type": "code", + "source": "df.info()", + "id": "506afda420292cb3", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 5000 entries, 0 to 4999\n", + "Data columns (total 13 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Transaction_ID 5000 non-null int64 \n", + " 1 Timestamp 5000 non-null object\n", + " 2 Vehicle_Type 5000 non-null object\n", + " 3 FastagID 4451 non-null object\n", + " 4 TollBoothID 5000 non-null object\n", + " 5 Lane_Type 5000 non-null object\n", + " 6 Vehicle_Dimensions 5000 non-null object\n", + " 7 Transaction_Amount 5000 non-null int64 \n", + " 8 Amount_paid 5000 non-null int64 \n", + " 9 Geographical_Location 5000 non-null object\n", + " 10 Vehicle_Speed 5000 non-null int64 \n", + " 11 Vehicle_Plate_Number 5000 non-null object\n", + " 12 Fraud_indicator 5000 non-null object\n", + "dtypes: int64(4), object(9)\n", + "memory usage: 507.9+ KB\n" + ] + } + ], + "execution_count": 5 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:12.631117Z", + "start_time": "2024-06-14T11:25:12.618307Z" + } + }, + "cell_type": "code", + "source": "df.describe()", + "id": "ab23038a42ffb9b1", + "outputs": [ + { + "data": { + "text/plain": [ + " Transaction_ID Transaction_Amount Amount_paid Vehicle_Speed\n", + "count 5000.000000 5000.00000 5000.000000 5000.000000\n", + "mean 2500.500000 161.06200 141.261000 67.851200\n", + "std 1443.520003 112.44995 106.480996 16.597547\n", + "min 1.000000 0.00000 0.000000 10.000000\n", + "25% 1250.750000 100.00000 90.000000 54.000000\n", + "50% 2500.500000 130.00000 120.000000 67.000000\n", + "75% 3750.250000 290.00000 160.000000 82.000000\n", + "max 5000.000000 350.00000 350.000000 118.000000" + ], + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Transaction_IDTransaction_AmountAmount_paidVehicle_Speed
count5000.0000005000.000005000.0000005000.000000
mean2500.500000161.06200141.26100067.851200
std1443.520003112.44995106.48099616.597547
min1.0000000.000000.00000010.000000
25%1250.750000100.0000090.00000054.000000
50%2500.500000130.00000120.00000067.000000
75%3750.250000290.00000160.00000082.000000
max5000.000000350.00000350.000000118.000000
\n", + "
" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 6 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:12.638002Z", + "start_time": "2024-06-14T11:25:12.632179Z" + } + }, + "cell_type": "code", + "source": "df.dtypes", + "id": "228b385a2781ba66", + "outputs": [ + { + "data": { + "text/plain": [ + "Transaction_ID int64\n", + "Timestamp object\n", + "Vehicle_Type object\n", + "FastagID object\n", + "TollBoothID object\n", + "Lane_Type object\n", + "Vehicle_Dimensions object\n", + "Transaction_Amount int64\n", + "Amount_paid int64\n", + "Geographical_Location object\n", + "Vehicle_Speed int64\n", + "Vehicle_Plate_Number object\n", + "Fraud_indicator object\n", + "dtype: object" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 7 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:12.648474Z", + "start_time": "2024-06-14T11:25:12.639221Z" + } + }, + "cell_type": "code", + "source": [ + "# Check for missing values\n", + "print(df.isnull().sum())" + ], + "id": "1ddea370b9985e22", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Transaction_ID 0\n", + "Timestamp 0\n", + "Vehicle_Type 0\n", + "FastagID 549\n", + "TollBoothID 0\n", + "Lane_Type 0\n", + "Vehicle_Dimensions 0\n", + "Transaction_Amount 0\n", + "Amount_paid 0\n", + "Geographical_Location 0\n", + "Vehicle_Speed 0\n", + "Vehicle_Plate_Number 0\n", + "Fraud_indicator 0\n", + "dtype: int64\n" + ] + } + ], + "execution_count": 8 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:12.670945Z", + "start_time": "2024-06-14T11:25:12.650866Z" + } + }, + "cell_type": "code", + "source": [ + "# Drop duplicates and missing values\n", + "df = df.drop_duplicates().dropna()" + ], + "id": "e85c29e09f611489", + "outputs": [], + "execution_count": 9 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:13.437838Z", + "start_time": "2024-06-14T11:25:12.675474Z" + } + }, + "cell_type": "code", + "source": [ + "# Analyze feature distributions (histograms)\n", + "df.hist(figsize=(12, 8))\n", + "plt.show()" + ], + "id": "a765c979145d498", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 10 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Investigate correlations with the target variable (fraud indicator)**", + "id": "952029f966830199" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:13.477779Z", + "start_time": "2024-06-14T11:25:13.439151Z" + } + }, + "cell_type": "code", + "source": [ + "# Convert date/time columns to numeric representation before calculating correlations\n", + "df['Timestamp'] = pd.to_datetime(df['Timestamp']) # Convert to datetime\n", + "df['Date_Column_Numeric'] = df['Timestamp'].astype(int) # Convert to numeric timestamp\n", + "\n", + "# Select only numeric columns for correlation calculation\n", + "numeric_df = df.select_dtypes(include=['number'])\n", + "correlation_matrix = numeric_df.corr(method=\"spearman\") # Now calculate correlations\n", + "\n", + "print(correlation_matrix)" + ], + "id": "7cc6677bfedd7a6f", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Transaction_ID Transaction_Amount Amount_paid \\\n", + "Transaction_ID 1.000000 -0.024137 0.087752 \n", + "Transaction_Amount -0.024137 1.000000 0.792911 \n", + "Amount_paid 0.087752 0.792911 1.000000 \n", + "Vehicle_Speed 0.010776 0.098390 0.075090 \n", + "Date_Column_Numeric 0.257582 -0.049760 0.009707 \n", + "\n", + " Vehicle_Speed Date_Column_Numeric \n", + "Transaction_ID 0.010776 0.257582 \n", + "Transaction_Amount 0.098390 -0.049760 \n", + "Amount_paid 0.075090 0.009707 \n", + "Vehicle_Speed 1.000000 0.016562 \n", + "Date_Column_Numeric 0.016562 1.000000 \n" + ] + } + ], + "execution_count": 11 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Visualize categorical feature relationships (boxplots)**", + "id": "596619d896537ea6" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:13.675930Z", + "start_time": "2024-06-14T11:25:13.479756Z" + } + }, + "cell_type": "code", + "source": [ + "df.boxplot(by=\"Vehicle_Type\", column=\"Transaction_Amount\")\n", + "plt.show()" + ], + "id": "5f1f211d378919cb", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 12 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:14.670351Z", + "start_time": "2024-06-14T11:25:13.677590Z" + } + }, + "cell_type": "code", + "source": [ + "numerical_features = ['Transaction_Amount', 'Amount_paid', 'Vehicle_Speed']\n", + "df[numerical_features].hist(bins=30, figsize=(10, 7))\n", + "plt.show()" + ], + "id": "36a93561182aea03", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 13 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Box plots for numerical features**", + "id": "ef6982ebb1d4b9de" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:14.973176Z", + "start_time": "2024-06-14T11:25:14.671417Z" + } + }, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(10, 7))\n", + "for i, feature in enumerate(numerical_features, 1):\n", + " plt.subplot(1, 3, i)\n", + " sns.boxplot(y=feature, data=df)\n", + "plt.show()" + ], + "id": "64aa915c1c6474f3", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 14 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Bar plots for categorical features**", + "id": "fba898f2189f3e6b" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:15.451824Z", + "start_time": "2024-06-14T11:25:14.974522Z" + } + }, + "cell_type": "code", + "source": [ + "categorical_features = ['Vehicle_Type', 'Lane_Type', 'TollBoothID']\n", + "plt.figure(figsize=(15, 7))\n", + "for i, feature in enumerate(categorical_features, 1):\n", + " plt.subplot(1, 3, i)\n", + " df[feature].value_counts().plot(kind='bar')\n", + " plt.title(feature)\n", + "plt.show()" + ], + "id": "ae7fbfd22588d685", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 15 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Count of Fraud and Non_Fraud Indicators bold text**", + "id": "2abc849e0ab03018" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:15.591629Z", + "start_time": "2024-06-14T11:25:15.453232Z" + } + }, + "cell_type": "code", + "source": [ + "sns.countplot(x='Fraud_indicator', data=df, palette=['red', 'green'])\n", + "plt.xlabel('Fraud Indicator')\n", + "plt.ylabel('Count')\n", + "plt.title('Count of Fraud and Non-Fraud Indicators')\n", + "plt.show()" + ], + "id": "1568757384ef5e16", + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_141731/2535894053.py:2: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.countplot(x='Fraud_indicator', data=df, palette=['red', 'green'])\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 16 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:15.840602Z", + "start_time": "2024-06-14T11:25:15.592729Z" + } + }, + "cell_type": "code", + "source": [ + "# Correlation matrix\n", + "plt.figure(figsize=(12, 10))\n", + "corr_matrix = df.select_dtypes(include=['number']).corr()\n", + "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm')\n", + "plt.show()" + ], + "id": "9fb124cd2ed7a4b5", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 17 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Distribution of Transaction Amount by Fraud Indicator**", + "id": "6f9bdab30fbef023" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:16.054711Z", + "start_time": "2024-06-14T11:25:15.841792Z" + } + }, + "cell_type": "code", + "source": [ + "\n", + "sns.boxplot(\n", + " x = \"Fraud_indicator\",\n", + " y = \"Transaction_Amount\",\n", + " showmeans=True,\n", + " data=df,\n", + " palette=[\"red\", \"green\"]\n", + ")\n", + "\n", + "plt.xlabel(\"Fraud Indicator\")\n", + "plt.ylabel(\"Transaction Amount\")\n", + "plt.title(\"Distribution of Transaction Amount by Fraud Indicator\")\n", + "plt.xticks(rotation=45)\n", + "plt.show()" + ], + "id": "6f0fc5c0825466df", + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_141731/1729941162.py:2: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 18 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Uniqueness**", + "id": "9d5f22542942986c" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:21.070605Z", + "start_time": "2024-06-14T11:25:16.055932Z" + } + }, + "cell_type": "code", + "source": [ + "print(\"\\nUnique values in categorical columns:\")\n", + "for col in df.select_dtypes(include='object').columns:\n", + " print(f\"{col}: {df[col].unique()}\")\n", + "sns.pairplot(df)\n", + "plt.show()" + ], + "id": "9d613a33f3c348c7", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Unique values in categorical columns:\n", + "Vehicle_Type: ['Bus ' 'Car' 'Truck' 'Van' 'Sedan' 'SUV' 'Motorcycle']\n", + "FastagID: ['FTG-001-ABC-121' 'FTG-002-XYZ-451' 'FTG-044-LMN-322' ...\n", + " 'FTG-447-PLN-109' 'FTG-458-VFR-876' 'FTG-459-WSX-543']\n", + "TollBoothID: ['A-101' 'B-102' 'C-103' 'D-106']\n", + "Lane_Type: ['Express' 'Regular']\n", + "Vehicle_Dimensions: ['Large' 'Small' 'Medium']\n", + "Geographical_Location: ['13.059816123454882, 77.77068662374292'\n", + " '13.042660878688794, 77.47580097259879'\n", + " '12.84197701525119, 77.67547528176169'\n", + " '12.936687032945434, 77.53113977439017'\n", + " '13.21331620748757, 77.55413526894684']\n", + "Vehicle_Plate_Number: ['KA11AB1234' 'KA66CD5678' 'KA11GH3456' ... 'KA33WX6789' 'KA35YZ0123'\n", + " 'KA37AB3456']\n", + "Fraud_indicator: ['Fraud' 'Not Fraud']\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 19 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "# 2.Feature Engineering:", + "id": "e3430c93e3e03b6e" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:21.086234Z", + "start_time": "2024-06-14T11:25:21.074314Z" + } + }, + "cell_type": "code", + "source": [ + "# Extract time-based features\n", + "df['Timestamp'] = pd.to_datetime(df['Timestamp'])\n", + "df['Month'] = df['Timestamp'].dt.month\n", + "df['Week'] = df['Timestamp'].dt.isocalendar().week" + ], + "id": "48fa571e2721560b", + "outputs": [], + "execution_count": 20 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:21.098373Z", + "start_time": "2024-06-14T11:25:21.087518Z" + } + }, + "cell_type": "code", + "source": [ + "# Drop unnecessary columns\n", + "df = df.drop(columns=['Transaction_ID', 'FastagID', 'Vehicle_Plate_Number', 'Timestamp'])\n" + ], + "id": "5d3c531d848cd19d", + "outputs": [], + "execution_count": 21 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:21.106732Z", + "start_time": "2024-06-14T11:25:21.102094Z" + } + }, + "cell_type": "code", + "source": [ + "# Define feature columns\n", + "features = ['Transaction_Amount', 'Amount_paid', 'Vehicle_Type', 'TollBoothID',\n", + " 'Lane_Type', 'Vehicle_Dimensions', 'Geographical_Location',\n", + " 'Month', 'Week']" + ], + "id": "d6ab074a2ff2d11", + "outputs": [], + "execution_count": 22 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:21.115949Z", + "start_time": "2024-06-14T11:25:21.111533Z" + } + }, + "cell_type": "code", + "source": [ + "# Encode target variable\n", + "le = LabelEncoder()\n", + "df['Fraud_indicator'] = le.fit_transform(df['Fraud_indicator'])\n" + ], + "id": "7cc87188d42d7a94", + "outputs": [], + "execution_count": 23 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:21.120558Z", + "start_time": "2024-06-14T11:25:21.116827Z" + } + }, + "cell_type": "code", + "source": [ + "# Define X and y\n", + "X = df[features]\n", + "y = df['Fraud_indicator']\n" + ], + "id": "c9e5ae348281f090", + "outputs": [], + "execution_count": 24 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:21.125473Z", + "start_time": "2024-06-14T11:25:21.121697Z" + } + }, + "cell_type": "code", + "source": [ + "# Define ColumnTransformer\n", + "column_trans = ColumnTransformer(transformers=[\n", + " ('onehot', OneHotEncoder(drop='first'), ['Vehicle_Type', 'TollBoothID', 'Lane_Type', 'Geographical_Location']),\n", + " ('ordinal', OrdinalEncoder(), ['Vehicle_Dimensions'])\n", + "], remainder='passthrough')\n" + ], + "id": "a39bfe028b4e1a45", + "outputs": [], + "execution_count": 25 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:21.131051Z", + "start_time": "2024-06-14T11:25:21.126534Z" + } + }, + "cell_type": "code", + "source": [ + "# Split data into train and test sets\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=45)\n" + ], + "id": "9b7209fab10ed757", + "outputs": [], + "execution_count": 26 + }, + { + "metadata": {}, + "cell_type": "code", + "source": "df.columns", + "id": "cd30b803201d19e5", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "# 3.Model Development", + "id": "f10b11f1b500d976" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:21.214076Z", + "start_time": "2024-06-14T11:25:21.140533Z" + } + }, + "cell_type": "code", + "source": [ + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n", + "from xgboost import XGBClassifier\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn import svm\n", + "from sklearn.metrics import classification_report, confusion_matrix, f1_score, accuracy_score, roc_auc_score, roc_curve, \\\n", + " precision_score, recall_score\n", + "from sklearn.model_selection import GridSearchCV" + ], + "id": "2c385028b050a092", + "outputs": [], + "execution_count": 28 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:21.239242Z", + "start_time": "2024-06-14T11:25:21.215265Z" + } + }, + "cell_type": "code", + "source": [ + "# Transform the features\n", + "X_train_transformed = column_trans.fit_transform(X_train)\n", + "X_test_transformed = column_trans.transform(X_test)" + ], + "id": "a15ffddcc48f7f3f", + "outputs": [], + "execution_count": 29 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Define models and their hyperparameters**", + "id": "9c09e638615fbf9b" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:25:21.246490Z", + "start_time": "2024-06-14T11:25:21.240583Z" + } + }, + "cell_type": "code", + "source": [ + "models = {\n", + " 'DecisionTreeClassifier': {\n", + " 'model': DecisionTreeClassifier(),\n", + " 'params': {'max_depth': [1, 3, 5, 7], 'criterion': ['gini', 'entropy']}\n", + " },\n", + " 'RandomForestClassifier': {\n", + " 'model': RandomForestClassifier(),\n", + " 'params': {'max_depth': [2, 3, 5, 7], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300]}\n", + " },\n", + " 'AdaBoostClassifier': {\n", + " 'model': AdaBoostClassifier(),\n", + " 'params': {'n_estimators': [100, 200, 300], 'learning_rate': [0.1, 0.01, 0.001]}\n", + " },\n", + " 'XGBClassifier': {\n", + " 'model': XGBClassifier(),\n", + " 'params': {'max_depth': [2, 3, 5, 7], 'n_estimators': [100, 200, 300], 'learning_rate': [0.01, 0.1, 0.001]}\n", + " },\n", + " 'KNeighborsClassifier': {\n", + " 'model': KNeighborsClassifier(),\n", + " 'params': {'n_neighbors': [2, 3, 5, 7]}\n", + " },\n", + " 'SVM': {\n", + " 'model': svm.SVC(probability=True),\n", + " 'params': {'C': [5, 10, 20, 30], 'kernel': ['rbf', 'linear', 'poly', 'sigmoid']}\n", + " }\n", + "}" + ], + "id": "df7eb297589983e", + "outputs": [], + "execution_count": 30 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:39:59.092775Z", + "start_time": "2024-06-14T11:25:21.247659Z" + } + }, + "cell_type": "code", + "source": [ + "# Evaluate each model using GridSearchCV\n", + "best_models = {}\n", + "for model_name in models:\n", + " print(f\"Training {model_name}...\")\n", + " grid_search = GridSearchCV(models[model_name]['model'], models[model_name]['params'], cv=5, n_jobs=-1, scoring='f1_weighted')\n", + " grid_search.fit(X_train_transformed, y_train)\n", + " best_models[model_name] = grid_search.best_estimator_\n", + " print(f\"Best Parameters for {model_name}: {grid_search.best_params_}\")\n", + " print(f\"Best Cross-validation score for {model_name}: {grid_search.best_score_}\")\n" + ], + "id": "94c47f9075f58286", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training DecisionTreeClassifier...\n", + "Best Parameters for DecisionTreeClassifier: {'criterion': 'gini', 'max_depth': 7}\n", + "Best Cross-validation score for DecisionTreeClassifier: 0.9925669264978341\n", + "Training RandomForestClassifier...\n", + "Best Parameters for RandomForestClassifier: {'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 200}\n", + "Best Cross-validation score for RandomForestClassifier: 0.9590740385469838\n", + "Training AdaBoostClassifier...\n", + "Best Parameters for AdaBoostClassifier: {'learning_rate': 0.1, 'n_estimators': 300}\n", + "Best Cross-validation score for AdaBoostClassifier: 0.9639573170890389\n", + "Training XGBClassifier...\n", + "Best Parameters for XGBClassifier: {'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 300}\n", + "Best Cross-validation score for XGBClassifier: 0.9967805592764452\n", + "Training KNeighborsClassifier...\n", + "Best Parameters for KNeighborsClassifier: {'n_neighbors': 2}\n", + "Best Cross-validation score for KNeighborsClassifier: 0.9974242737273201\n", + "Training SVM...\n", + "Best Parameters for SVM: {'C': 20, 'kernel': 'linear'}\n", + "Best Cross-validation score for SVM: 0.9932167077153986\n" + ] + } + ], + "execution_count": 31 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Model Evaluation**", + "id": "a04c47006b1bbd71" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:40:00.612039Z", + "start_time": "2024-06-14T11:39:59.093978Z" + } + }, + "cell_type": "code", + "source": [ + "\n", + "for model_name, model in best_models.items():\n", + " print(f\"\\nEvaluating {model_name}...\")\n", + " y_pred = model.predict(X_test_transformed)\n", + " print(classification_report(y_test, y_pred))\n", + " print(confusion_matrix(y_test, y_pred))\n", + " f1 = f1_score(y_test, y_pred, average='weighted')\n", + " accuracy = accuracy_score(y_test, y_pred)\n", + " roc_auc = roc_auc_score(y_test, model.predict_proba(X_test_transformed)[:, 1])\n", + " print(f'F1 Score: {f1}')\n", + " print(f'Accuracy: {accuracy}')\n", + " print(f'ROC AUC Score: {roc_auc}')\n", + " # Plot ROC Curve\n", + " fpr, tpr, _ = roc_curve(y_test, model.predict_proba(X_test_transformed)[:, 1])\n", + " plt.plot(fpr, tpr, label=f'{model_name} (area = {roc_auc:.2f})')\n" + ], + "id": "c9b259e24ab7ab89", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Evaluating DecisionTreeClassifier...\n", + " precision recall f1-score support\n", + "\n", + " 0 0.99 0.96 0.98 287\n", + " 1 0.99 1.00 0.99 1049\n", + "\n", + " accuracy 0.99 1336\n", + " macro avg 0.99 0.98 0.98 1336\n", + "weighted avg 0.99 0.99 0.99 1336\n", + "\n", + "[[ 275 12]\n", + " [ 2 1047]]\n", + "F1 Score: 0.9894529141885796\n", + "Accuracy: 0.9895209580838323\n", + "ROC AUC Score: 0.9939630575660244\n", + "\n", + "Evaluating RandomForestClassifier...\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 0.78 0.87 287\n", + " 1 0.94 1.00 0.97 1049\n", + "\n", + " accuracy 0.95 1336\n", + " macro avg 0.97 0.89 0.92 1336\n", + "weighted avg 0.95 0.95 0.95 1336\n", + "\n", + "[[ 223 64]\n", + " [ 0 1049]]\n", + "F1 Score: 0.9497990903973192\n", + "Accuracy: 0.9520958083832335\n", + "ROC AUC Score: 0.9955391396485122\n", + "\n", + "Evaluating AdaBoostClassifier...\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 0.80 0.89 287\n", + " 1 0.95 1.00 0.97 1049\n", + "\n", + " accuracy 0.96 1336\n", + " macro avg 0.97 0.90 0.93 1336\n", + "weighted avg 0.96 0.96 0.96 1336\n", + "\n", + "[[ 231 56]\n", + " [ 0 1049]]\n", + "F1 Score: 0.9563629648029095\n", + "Accuracy: 0.9580838323353293\n", + "ROC AUC Score: 0.9761445278895116\n", + "\n", + "Evaluating XGBClassifier...\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 0.98 0.99 287\n", + " 1 0.99 1.00 1.00 1049\n", + "\n", + " accuracy 0.99 1336\n", + " macro avg 1.00 0.99 0.99 1336\n", + "weighted avg 0.99 0.99 0.99 1336\n", + "\n", + "[[ 280 7]\n", + " [ 0 1049]]\n", + "F1 Score: 0.9947368481125196\n", + "Accuracy: 0.9947604790419161\n", + "ROC AUC Score: 0.9972929254009958\n", + "\n", + "Evaluating KNeighborsClassifier...\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 0.99 0.99 287\n", + " 1 1.00 1.00 1.00 1049\n", + "\n", + " accuracy 1.00 1336\n", + " macro avg 1.00 0.99 1.00 1336\n", + "weighted avg 1.00 1.00 1.00 1336\n", + "\n", + "[[ 284 3]\n", + " [ 0 1049]]\n", + "F1 Score: 0.9977501953042945\n", + "Accuracy: 0.9977544910179641\n", + "ROC AUC Score: 0.994773519163763\n", + "\n", + "Evaluating SVM...\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 0.97 0.98 287\n", + " 1 0.99 1.00 1.00 1049\n", + "\n", + " accuracy 0.99 1336\n", + " macro avg 1.00 0.98 0.99 1336\n", + "weighted avg 0.99 0.99 0.99 1336\n", + "\n", + "[[ 278 9]\n", + " [ 0 1049]]\n", + "F1 Score: 0.9932242067561498\n", + "Accuracy: 0.9932634730538922\n", + "ROC AUC Score: 0.9686411149825784\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 32 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:49:58.173600Z", + "start_time": "2024-06-14T11:40:00.615249Z" + } + }, + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "\n", + "# Initialize an empty list to store the results\n", + "results = []\n", + "\n", + "# Iterate over the best_models dictionary\n", + "for model_name, model in best_models.items():\n", + " # Get the best cross-validation score\n", + " best_score = cross_val_score(model, X_train_transformed, y_train, cv=5).mean()\n", + " # Get the best parameters\n", + " best_params = model.get_params()\n", + " # Append the results to the list\n", + " results.append({\n", + " 'Model': model_name,\n", + " 'Best Parameters': best_params,\n", + " 'Best Score': best_score\n", + " })\n", + "\n", + "# Convert the results list to a DataFrame\n", + "results_df = pd.DataFrame(results)\n", + "\n", + "# Display the DataFrame\n", + "print(results_df)" + ], + "id": "fb2641490ca181ca", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Model Best Parameters \\\n", + "0 DecisionTreeClassifier {'ccp_alpha': 0.0, 'class_weight': None, 'crit... \n", + "1 RandomForestClassifier {'bootstrap': True, 'ccp_alpha': 0.0, 'class_w... \n", + "2 AdaBoostClassifier {'algorithm': 'SAMME.R', 'base_estimator': 'de... \n", + "3 XGBClassifier {'objective': 'binary:logistic', 'base_score':... \n", + "4 KNeighborsClassifier {'algorithm': 'auto', 'leaf_size': 30, 'metric... \n", + "5 SVM {'C': 20, 'break_ties': False, 'cache_size': 2... \n", + "\n", + " Best Score \n", + "0 0.993258 \n", + "1 0.960835 \n", + "2 0.965008 \n", + "3 0.996790 \n", + "4 0.997432 \n", + "5 0.993258 \n" + ] + } + ], + "execution_count": 33 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:49:58.347832Z", + "start_time": "2024-06-14T11:49:58.174681Z" + } + }, + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Set the figure size\n", + "plt.figure(figsize=(10, 5))\n", + "\n", + "# Create a bar plot of the best scores\n", + "plt.bar(results_df['Model'], results_df['Best Score'])\n", + "\n", + "# Add labels and title\n", + "plt.xlabel('Model')\n", + "plt.ylabel('Best Cross-validation Score')\n", + "plt.title('Model Performance')\n", + "# Tilt the x-axis labels\n", + "plt.xticks(rotation=45)\n", + "\n", + "# Display the plot\n", + "plt.show()" + ], + "id": "a78a7ab038b37dce", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 34 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:49:58.526188Z", + "start_time": "2024-06-14T11:49:58.348947Z" + } + }, + "cell_type": "code", + "source": [ + "plt.plot([0, 1], [0, 1], 'k--')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('ROC Curve')\n", + "plt.legend()\n", + "plt.show()" + ], + "id": "a6e390130bad17e5", + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 35 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:49:58.749507Z", + "start_time": "2024-06-14T11:49:58.527427Z" + } + }, + "cell_type": "code", + "source": [ + "# Visualization: Predicted vs Actual\n", + "best_model = best_models['SVM']\n", + "y_pred_final = best_model.predict(X_test_transformed)\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.countplot(x=y_test, label='Actual', color='blue', alpha=0.6)\n", + "sns.countplot(x=y_pred_final, label='Predicted', color='red', alpha=0.4)\n", + "plt.legend()\n", + "plt.title('Actual vs Predicted Fraud Indicators')\n", + "plt.show()" + ], + "id": "d45e40fac2f9676d", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 36 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:00.182774Z", + "start_time": "2024-06-14T11:49:58.750600Z" + } + }, + "cell_type": "code", + "source": [ + "# Iterate over each model in the best_models dictionary\n", + "for model_name, model in best_models.items():\n", + " # Generate predictions\n", + " y_pred_final = model.predict(X_test_transformed)\n", + "\n", + " # Create a new figure for each model\n", + " plt.figure(figsize=(10, 6))\n", + "\n", + " # Create countplots for actual and predicted values\n", + " sns.countplot(x=y_test, label='Actual', color='blue', alpha=0.6)\n", + " sns.countplot(x=y_pred_final, label='Predicted', color='red', alpha=0.4)\n", + "\n", + " # Add legend and title\n", + " plt.legend()\n", + " plt.title(f'Actual vs Predicted Fraud Indicators for {model_name}')\n", + "\n", + " # Display the plot\n", + " plt.show()" + ], + "id": "6d492e79b9fe66c4", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 37 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:00.186349Z", + "start_time": "2024-06-14T11:50:00.184049Z" + } + }, + "cell_type": "code", + "source": [ + "# Define the model\n", + "model = svm.SVC(gamma='auto', C=5, kernel='poly')\n" + ], + "id": "9f120ea28e75005c", + "outputs": [], + "execution_count": 38 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:00.193028Z", + "start_time": "2024-06-14T11:50:00.187102Z" + } + }, + "cell_type": "code", + "source": [ + "# Create pipeline\n", + "pipe = make_pipeline(column_trans, model)" + ], + "id": "78ec5bf93ccf759", + "outputs": [], + "execution_count": 39 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:00.812808Z", + "start_time": "2024-06-14T11:50:00.194051Z" + } + }, + "cell_type": "code", + "source": [ + "# Fit the model\n", + "pipe.fit(X_train, y_train)" + ], + "id": "b5e2da6c1346a1ea", + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('columntransformer',\n", + " ColumnTransformer(remainder='passthrough',\n", + " transformers=[('onehot',\n", + " OneHotEncoder(drop='first'),\n", + " ['Vehicle_Type',\n", + " 'TollBoothID', 'Lane_Type',\n", + " 'Geographical_Location']),\n", + " ('ordinal', OrdinalEncoder(),\n", + " ['Vehicle_Dimensions'])])),\n", + " ('svc', SVC(C=5, gamma='auto', kernel='poly'))])" + ], + "text/html": [ + "
Pipeline(steps=[('columntransformer',\n",
+       "                 ColumnTransformer(remainder='passthrough',\n",
+       "                                   transformers=[('onehot',\n",
+       "                                                  OneHotEncoder(drop='first'),\n",
+       "                                                  ['Vehicle_Type',\n",
+       "                                                   'TollBoothID', 'Lane_Type',\n",
+       "                                                   'Geographical_Location']),\n",
+       "                                                 ('ordinal', OrdinalEncoder(),\n",
+       "                                                  ['Vehicle_Dimensions'])])),\n",
+       "                ('svc', SVC(C=5, gamma='auto', kernel='poly'))])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 40 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:00.831972Z", + "start_time": "2024-06-14T11:50:00.814182Z" + } + }, + "cell_type": "code", + "source": [ + "from sklearn.metrics import confusion_matrix, classification_report\n", + "import pandas as pd\n", + "\n", + "# Predict the test set results\n", + "y_pred = pipe.predict(X_test)\n", + "\n", + "# Create a DataFrame from the confusion matrix\n", + "cm = confusion_matrix(y_test, y_pred)\n", + "cm_df = pd.DataFrame(cm, \n", + " index = ['Actual Negative', 'Actual Positive'], \n", + " columns = ['Predicted Negative', 'Predicted Positive'])\n", + "\n", + "# Print the confusion matrix in tabular format\n", + "print(\"Confusion Matrix:\")\n", + "print(cm_df)\n", + "\n", + "# Print the classification report\n", + "print(\"\\nClassification Report:\")\n", + "print(classification_report(y_test, y_pred, target_names=['Negative', 'Positive']))" + ], + "id": "c10365b541d08a3", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Confusion Matrix:\n", + " Predicted Negative Predicted Positive\n", + "Actual Negative 287 0\n", + "Actual Positive 0 1049\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " Negative 1.00 1.00 1.00 287\n", + " Positive 1.00 1.00 1.00 1049\n", + "\n", + " accuracy 1.00 1336\n", + " macro avg 1.00 1.00 1.00 1336\n", + "weighted avg 1.00 1.00 1.00 1336\n", + "\n" + ] + } + ], + "execution_count": 41 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:00.836804Z", + "start_time": "2024-06-14T11:50:00.833199Z" + } + }, + "cell_type": "code", + "source": [ + "# Save the model\n", + "with open('SVM_Fast.pkl', 'wb') as f:\n", + " pickle.dump(pipe, f)" + ], + "id": "1d2dd72f1dd0642a", + "outputs": [], + "execution_count": 42 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:00.840528Z", + "start_time": "2024-06-14T11:50:00.837804Z" + } + }, + "cell_type": "code", + "source": [ + "# Load the model and make a prediction\n", + "def predict_fraud(input_data):\n", + " with open('SVM_Fast.pkl', 'rb') as f:\n", + " model = pickle.load(f)\n", + " return model.predict(input_data)" + ], + "id": "4b2b4bc7770a9662", + "outputs": [], + "execution_count": 43 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:00.846167Z", + "start_time": "2024-06-14T11:50:00.841785Z" + } + }, + "cell_type": "code", + "source": [ + "# Example prediction\n", + "example_data = pd.DataFrame([[150, 100, 'Car', 'B-102', 'Regular', 'Small', '13.059816123454882, 77.77068662374292', 1, 1]],\n", + " columns=features)" + ], + "id": "979a6fc8a6b096c1", + "outputs": [], + "execution_count": 44 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:00.856850Z", + "start_time": "2024-06-14T11:50:00.847186Z" + } + }, + "cell_type": "code", + "source": "print(predict_fraud(example_data))", + "id": "ff5a3c621ac0a016", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\n" + ] + } + ], + "execution_count": 45 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:13.549929Z", + "start_time": "2024-06-14T11:50:00.863188Z" + } + }, + "cell_type": "code", + "source": [ + "# Visualize the data\n", + "sns.pairplot(df, hue='Fraud_indicator')\n", + "plt.show()\n" + ], + "id": "47ad5785900d214", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 46 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:13.848344Z", + "start_time": "2024-06-14T11:50:13.551447Z" + } + }, + "cell_type": "code", + "source": [ + "import numpy as np\n", + "\n", + "# Select only numeric columns\n", + "df_numeric = df.select_dtypes(include=[np.number])\n", + "\n", + "# Correlation heatmap\n", + "sns.heatmap(df_numeric.corr(), annot=True)\n", + "plt.show()" + ], + "id": "cccc8fd2fe627ffe", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 47 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:50:14.728506Z", + "start_time": "2024-06-14T11:50:13.849627Z" + } + }, + "cell_type": "code", + "source": [ + "# Cross-validation\n", + "scores = cross_val_score(pipe, X, y, cv=5)\n", + "print(scores)\n" + ], + "id": "214dcf070cce50da", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1. 1. 1. 1. 1.]\n" + ] + } + ], + "execution_count": 48 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:59:40.271317Z", + "start_time": "2024-06-14T11:50:14.729923Z" + } + }, + "cell_type": "code", + "source": [ + "# Hyperparameter tuning\n", + "param_grid = {\n", + " 'svc__C': [0.1, 1, 10, 100],\n", + " 'svc__kernel': ['linear', 'poly', 'rbf', 'sigmoid'],\n", + " 'svc__gamma': ['scale', 'auto']\n", + "}\n", + "grid = GridSearchCV(pipe, param_grid, cv=5)\n", + "grid.fit(X, y)\n", + "print(grid.best_params_)\n", + "print(grid.best_score_)\n" + ], + "id": "adff83fcb6fcc1cb", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'svc__C': 0.1, 'svc__gamma': 'auto', 'svc__kernel': 'poly'}\n", + "1.0\n" + ] + } + ], + "execution_count": 49 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:59:40.274560Z", + "start_time": "2024-06-14T11:59:40.272028Z" + } + }, + "cell_type": "code", + "source": [ + "# Save the best model\n", + "with open('SVM_Fast_best.pkl', 'wb') as f:\n", + " pickle.dump(grid.best_estimator_, f)" + ], + "id": "59f246a4105435a0", + "outputs": [], + "execution_count": 50 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "# 4.Model Deployment", + "id": "8b62c4a129b678da" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T11:59:40.280693Z", + "start_time": "2024-06-14T11:59:40.275414Z" + } + }, + "cell_type": "code", + "source": [ + "# Load the best model and make a prediction\n", + "def predict_fraud_best(input_data):\n", + " with open('SVM_Fast_best.pkl', 'rb') as f:\n", + " model = pickle.load(f)\n", + " return model.predict(input_data)" + ], + "id": "a54d9427c82e2438", + "outputs": [], + "execution_count": 51 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:13.114958Z", + "start_time": "2024-06-14T12:03:13.102651Z" + } + }, + "cell_type": "code", + "source": [ + "import numpy as np\n", + "\n", + "# Transform the test data\n", + "X_test_transformed = column_trans.transform(X_test)\n", + "\n", + "# Make predictions\n", + "y_pred_prob = model.predict(X_test_transformed)\n", + "\n", + "# Convert probabilities to binary predictions\n", + "y_pred = np.round(y_pred_prob)\n", + "\n", + "# Print accuracy metrics\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "precision = precision_score(y_test, y_pred)\n", + "recall = recall_score(y_test, y_pred)\n", + "f1 = f1_score(y_test, y_pred)\n", + "\n", + "# Print accuracy metrics\n", + "print(\"Accuracy: {:.2f}%\".format(accuracy * 100))\n", + "print(\"Precision: {:.2f}\".format(precision))\n", + "print(\"Recall: {:.2f}\".format(recall))\n", + "print(\"F1 Score: {:.2f}\".format(f1))" + ], + "id": "32d8e8afd3c5d1f", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 100.00%\n", + "Precision: 1.00\n", + "Recall: 1.00\n", + "F1 Score: 1.00\n" + ] + } + ], + "execution_count": 53 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:17.045701Z", + "start_time": "2024-06-14T12:03:16.960376Z" + } + }, + "cell_type": "code", + "source": [ + "#Accuracy metrics\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "metrics = ['Accuracy', 'Precision', 'Recall', 'F1 Score']\n", + "values = [accuracy, precision, recall, f1]\n", + "\n", + "plt.bar(metrics, values, color=['blue', 'green', 'orange', 'red'])\n", + "plt.ylabel('Score')\n", + "plt.title('Model Metrics')\n", + "plt.ylim(0, 1) \n", + "plt.show()" + ], + "id": "d6c4c4f45ac010ef", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 54 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:20.605827Z", + "start_time": "2024-06-14T12:03:20.603175Z" + } + }, + "cell_type": "code", + "source": [ + "# Create a sample input where Fraud_indicator is 1\n", + "sample_data = pd.DataFrame([[200, 150, 'Truck', 'C-103', 'Regular', 'Large', '13.059816123454882, 77.77068662374292', 9, 1]],\n", + " columns=features)" + ], + "id": "a2950572b57ef300", + "outputs": [], + "execution_count": 55 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:21.526288Z", + "start_time": "2024-06-14T12:03:21.520163Z" + } + }, + "cell_type": "code", + "source": "print(sample_data)", + "id": "7defa60b9e281084", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Transaction_Amount Amount_paid Vehicle_Type TollBoothID Lane_Type \\\n", + "0 200 150 Truck C-103 Regular \n", + "\n", + " Vehicle_Dimensions Geographical_Location Month Week \n", + "0 Large 13.059816123454882, 77.77068662374292 9 1 \n" + ] + } + ], + "execution_count": 56 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:23.325360Z", + "start_time": "2024-06-14T12:03:23.318214Z" + } + }, + "cell_type": "code", + "source": [ + "# Predict the sample data\n", + "print(predict_fraud(sample_data))\n" + ], + "id": "b6dbfe4ee503b5bd", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\n" + ] + } + ], + "execution_count": 57 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:24.259256Z", + "start_time": "2024-06-14T12:03:24.244941Z" + } + }, + "cell_type": "code", + "source": [ + "# Load the dataset\n", + "testing = pd.read_csv(\"dataset.csv\")\n" + ], + "id": "5655adb93ef5a1c0", + "outputs": [], + "execution_count": 58 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:24.979370Z", + "start_time": "2024-06-14T12:03:24.937598Z" + } + }, + "cell_type": "code", + "source": [ + "\n", + "# Preprocess the data in the same way as it was done while training\n", + "testing = testing.drop_duplicates().dropna()\n", + "testing['Timestamp'] = pd.to_datetime(testing['Timestamp'])\n", + "testing['Month'] = testing['Timestamp'].dt.month\n", + "testing['Week'] = testing['Timestamp'].dt.isocalendar().week\n", + "testing = testing.drop(columns=['Transaction_ID', 'FastagID', 'Vehicle_Plate_Number', 'Timestamp'])\n" + ], + "id": "d4431978a5959948", + "outputs": [], + "execution_count": 59 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:25.534337Z", + "start_time": "2024-06-14T12:03:25.529150Z" + } + }, + "cell_type": "code", + "source": [ + "\n", + "# Define the feature columns\n", + "features = ['Transaction_Amount', 'Amount_paid', 'Vehicle_Type', 'TollBoothID',\n", + " 'Lane_Type', 'Vehicle_Dimensions', 'Geographical_Location',\n", + " 'Month', 'Week']\n", + "\n", + "# Define X\n", + "X = testing[features]\n", + "\n" + ], + "id": "961695e2829c71dd", + "outputs": [], + "execution_count": 60 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:26.026107Z", + "start_time": "2024-06-14T12:03:26.023320Z" + } + }, + "cell_type": "code", + "source": [ + "# Load the model\n", + "with open('SVM_Fast_best.pkl', 'rb') as f:\n", + " model = pickle.load(f)\n", + "\n" + ], + "id": "25677a5d56cda533", + "outputs": [], + "execution_count": 61 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:26.698050Z", + "start_time": "2024-06-14T12:03:26.674233Z" + } + }, + "cell_type": "code", + "source": [ + "# Make predictions\n", + "predictions = model.predict(X)\n" + ], + "id": "33cc5f261d0f925c", + "outputs": [], + "execution_count": 62 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:27.883373Z", + "start_time": "2024-06-14T12:03:27.843862Z" + } + }, + "cell_type": "code", + "source": [ + "\n", + "# Print whether each transaction is a fraud or not\n", + "for i, prediction in enumerate(predictions):\n", + " print(f'Transaction {i+1} is {\"a fraud\" if prediction == 1 else \"not a fraud\"}')" + ], + "id": "5edf3bf6b4da402c", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Transaction 1 is not a fraud\n", + "Transaction 2 is not a fraud\n", + "Transaction 3 is not a fraud\n", + "Transaction 4 is not a fraud\n", + "Transaction 5 is not a fraud\n", + "Transaction 6 is not a fraud\n", + "Transaction 7 is not a fraud\n", + "Transaction 8 is not a fraud\n", + "Transaction 9 is not a fraud\n", + "Transaction 10 is not a fraud\n", + "Transaction 11 is not a fraud\n", + "Transaction 12 is a fraud\n", + "Transaction 13 is not a fraud\n", + "Transaction 14 is not a fraud\n", + "Transaction 15 is not a fraud\n", + "Transaction 16 is not a fraud\n", + "Transaction 17 is a fraud\n", + "Transaction 18 is not a fraud\n", + "Transaction 19 is a fraud\n", + "Transaction 20 is not a fraud\n", + "Transaction 21 is not a fraud\n", + "Transaction 22 is a fraud\n", + "Transaction 23 is not a fraud\n", + "Transaction 24 is not a fraud\n", + "Transaction 25 is a fraud\n", + "Transaction 26 is a fraud\n", + "Transaction 27 is a fraud\n", + "Transaction 28 is not a fraud\n", + "Transaction 29 is a fraud\n", + "Transaction 30 is not a fraud\n", + "Transaction 31 is a fraud\n", + "Transaction 32 is not a fraud\n", + "Transaction 33 is a fraud\n", + "Transaction 34 is not a fraud\n", + "Transaction 35 is not a fraud\n", + "Transaction 36 is a fraud\n", + "Transaction 37 is not a fraud\n", + "Transaction 38 is not a fraud\n", + "Transaction 39 is not a fraud\n", + "Transaction 40 is not a fraud\n", + "Transaction 41 is a fraud\n", + "Transaction 42 is a fraud\n", + "Transaction 43 is not a fraud\n", + "Transaction 44 is a fraud\n", + "Transaction 45 is not a fraud\n", + "Transaction 46 is a fraud\n", + "Transaction 47 is not a fraud\n", + "Transaction 48 is a fraud\n", + "Transaction 49 is a fraud\n", + "Transaction 50 is not a fraud\n", + "Transaction 51 is not a fraud\n", + "Transaction 52 is not a fraud\n", + "Transaction 53 is a fraud\n", + "Transaction 54 is a fraud\n", + "Transaction 55 is a fraud\n", + "Transaction 56 is not a fraud\n", + "Transaction 57 is a fraud\n", + "Transaction 58 is not a fraud\n", + "Transaction 59 is a fraud\n", + "Transaction 60 is not a fraud\n", + "Transaction 61 is a fraud\n", + "Transaction 62 is a fraud\n", + "Transaction 63 is not a fraud\n", + "Transaction 64 is not a fraud\n", + "Transaction 65 is not a fraud\n", + "Transaction 66 is a fraud\n", + "Transaction 67 is a fraud\n", + "Transaction 68 is not a fraud\n", + "Transaction 69 is a fraud\n", + "Transaction 70 is not a fraud\n", + "Transaction 71 is not a fraud\n", + "Transaction 72 is not a fraud\n", + "Transaction 73 is not a fraud\n", + "Transaction 74 is not a fraud\n", + "Transaction 75 is a fraud\n", + "Transaction 76 is a fraud\n", + "Transaction 77 is a fraud\n", + "Transaction 78 is not a fraud\n", + "Transaction 79 is not a fraud\n", + "Transaction 80 is not a fraud\n", + "Transaction 81 is a fraud\n", + "Transaction 82 is not a fraud\n", + "Transaction 83 is a fraud\n", + "Transaction 84 is not a fraud\n", + "Transaction 85 is not a fraud\n", + "Transaction 86 is a fraud\n", + "Transaction 87 is a fraud\n", + "Transaction 88 is not a fraud\n", + "Transaction 89 is a fraud\n", + "Transaction 90 is not a fraud\n", + "Transaction 91 is a fraud\n", + "Transaction 92 is a fraud\n", + "Transaction 93 is not a fraud\n", + "Transaction 94 is a fraud\n", + "Transaction 95 is not a fraud\n", + "Transaction 96 is not a fraud\n", + "Transaction 97 is not a fraud\n", + "Transaction 98 is a fraud\n", + "Transaction 99 is a fraud\n", + "Transaction 100 is not a fraud\n", + "Transaction 101 is a fraud\n", + "Transaction 102 is not a fraud\n", + "Transaction 103 is a fraud\n", + "Transaction 104 is not a fraud\n", + "Transaction 105 is a fraud\n", + "Transaction 106 is not a fraud\n", + "Transaction 107 is not a fraud\n", + "Transaction 108 is a fraud\n", + "Transaction 109 is not a fraud\n", + "Transaction 110 is a fraud\n", + "Transaction 111 is a fraud\n", + "Transaction 112 is not a fraud\n", + "Transaction 113 is not a fraud\n", + "Transaction 114 is not a fraud\n", + "Transaction 115 is not a fraud\n", + "Transaction 116 is not a fraud\n", + "Transaction 117 is a fraud\n", + "Transaction 118 is a fraud\n", + "Transaction 119 is a fraud\n", + "Transaction 120 is a fraud\n", + "Transaction 121 is not a fraud\n", + "Transaction 122 is not a fraud\n", + "Transaction 123 is a fraud\n", + "Transaction 124 is not a fraud\n", + "Transaction 125 is a fraud\n", + "Transaction 126 is a fraud\n", + "Transaction 127 is not a fraud\n", + "Transaction 128 is a fraud\n", + "Transaction 129 is not a fraud\n", + "Transaction 130 is a fraud\n", + "Transaction 131 is not a fraud\n", + "Transaction 132 is a fraud\n", + "Transaction 133 is not a fraud\n", + "Transaction 134 is not a fraud\n", + "Transaction 135 is not a fraud\n", + "Transaction 136 is not a fraud\n", + "Transaction 137 is a fraud\n", + "Transaction 138 is not a fraud\n", + "Transaction 139 is not a fraud\n", + "Transaction 140 is a fraud\n", + "Transaction 141 is not a fraud\n", + "Transaction 142 is not a fraud\n", + "Transaction 143 is a fraud\n", + "Transaction 144 is not a fraud\n", + "Transaction 145 is a fraud\n", + "Transaction 146 is a fraud\n", + "Transaction 147 is not a fraud\n", + "Transaction 148 is not a fraud\n", + "Transaction 149 is not a fraud\n", + "Transaction 150 is not a fraud\n", + "Transaction 151 is not a fraud\n", + "Transaction 152 is a fraud\n", + "Transaction 153 is a fraud\n", + "Transaction 154 is not a fraud\n", + "Transaction 155 is not a fraud\n", + "Transaction 156 is a fraud\n", + "Transaction 157 is a fraud\n", + "Transaction 158 is a fraud\n", + "Transaction 159 is not a fraud\n", + "Transaction 160 is not a fraud\n", + "Transaction 161 is a fraud\n", + "Transaction 162 is a fraud\n", + "Transaction 163 is a fraud\n", + "Transaction 164 is a fraud\n", + "Transaction 165 is a fraud\n", + "Transaction 166 is a fraud\n", + "Transaction 167 is a fraud\n", + "Transaction 168 is not a fraud\n", + "Transaction 169 is not a fraud\n", + "Transaction 170 is a fraud\n", + "Transaction 171 is not a fraud\n", + "Transaction 172 is a fraud\n", + "Transaction 173 is a fraud\n", + "Transaction 174 is not a fraud\n", + "Transaction 175 is not a fraud\n", + "Transaction 176 is a fraud\n", + "Transaction 177 is not a fraud\n", + "Transaction 178 is not a fraud\n", + "Transaction 179 is a fraud\n", + "Transaction 180 is a fraud\n", + "Transaction 181 is a fraud\n", + "Transaction 182 is not a fraud\n", + "Transaction 183 is not a fraud\n", + "Transaction 184 is a fraud\n", + "Transaction 185 is not a fraud\n", + "Transaction 186 is not a fraud\n", + "Transaction 187 is a fraud\n", + "Transaction 188 is a fraud\n", + "Transaction 189 is a fraud\n", + "Transaction 190 is not a fraud\n", + "Transaction 191 is not a fraud\n", + "Transaction 192 is a fraud\n", + "Transaction 193 is not a fraud\n", + "Transaction 194 is a fraud\n", + "Transaction 195 is a fraud\n", + "Transaction 196 is not a fraud\n", + "Transaction 197 is not a fraud\n", + "Transaction 198 is a fraud\n", + "Transaction 199 is a fraud\n", + "Transaction 200 is a fraud\n", + "Transaction 201 is a fraud\n", + "Transaction 202 is a fraud\n", + "Transaction 203 is a fraud\n", + "Transaction 204 is a fraud\n", + "Transaction 205 is a fraud\n", + "Transaction 206 is a fraud\n", + "Transaction 207 is a fraud\n", + "Transaction 208 is a fraud\n", + "Transaction 209 is not a fraud\n", + "Transaction 210 is not a fraud\n", + "Transaction 211 is a fraud\n", + "Transaction 212 is a fraud\n", + "Transaction 213 is not a fraud\n", + "Transaction 214 is not a fraud\n", + "Transaction 215 is a fraud\n", + "Transaction 216 is not a fraud\n", + "Transaction 217 is a fraud\n", + "Transaction 218 is a fraud\n", + "Transaction 219 is a fraud\n", + "Transaction 220 is a fraud\n", + "Transaction 221 is a fraud\n", + "Transaction 222 is not a fraud\n", + "Transaction 223 is a fraud\n", + "Transaction 224 is a fraud\n", + "Transaction 225 is not a fraud\n", + "Transaction 226 is a fraud\n", + "Transaction 227 is a fraud\n", + "Transaction 228 is not a fraud\n", + "Transaction 229 is a fraud\n", + "Transaction 230 is a fraud\n", + "Transaction 231 is a fraud\n", + "Transaction 232 is a fraud\n", + "Transaction 233 is a fraud\n", + "Transaction 234 is a fraud\n", + "Transaction 235 is a fraud\n", + "Transaction 236 is a fraud\n", + "Transaction 237 is a fraud\n", + "Transaction 238 is a fraud\n", + "Transaction 239 is a fraud\n", + "Transaction 240 is a fraud\n", + "Transaction 241 is not a fraud\n", + "Transaction 242 is a fraud\n", + "Transaction 243 is not a fraud\n", + "Transaction 244 is not a fraud\n", + "Transaction 245 is not a fraud\n", + "Transaction 246 is not a fraud\n", + "Transaction 247 is a fraud\n", + "Transaction 248 is a fraud\n", + "Transaction 249 is a fraud\n", + "Transaction 250 is a fraud\n", + "Transaction 251 is not a fraud\n", + "Transaction 252 is not a fraud\n", + "Transaction 253 is a fraud\n", + "Transaction 254 is a fraud\n", + "Transaction 255 is a fraud\n", + "Transaction 256 is a fraud\n", + "Transaction 257 is a fraud\n", + "Transaction 258 is a fraud\n", + "Transaction 259 is a fraud\n", + "Transaction 260 is not a fraud\n", + "Transaction 261 is a fraud\n", + "Transaction 262 is a fraud\n", + "Transaction 263 is a fraud\n", + "Transaction 264 is a fraud\n", + "Transaction 265 is a fraud\n", + "Transaction 266 is not a fraud\n", + "Transaction 267 is a fraud\n", + "Transaction 268 is a fraud\n", + "Transaction 269 is not a fraud\n", + "Transaction 270 is a fraud\n", + "Transaction 271 is a fraud\n", + "Transaction 272 is a fraud\n", + "Transaction 273 is a fraud\n", + "Transaction 274 is a fraud\n", + "Transaction 275 is not a fraud\n", + "Transaction 276 is a fraud\n", + "Transaction 277 is not a fraud\n", + "Transaction 278 is not a fraud\n", + "Transaction 279 is not a fraud\n", + "Transaction 280 is not a fraud\n", + "Transaction 281 is not a fraud\n", + "Transaction 282 is not a fraud\n", + "Transaction 283 is a fraud\n", + "Transaction 284 is a fraud\n", + "Transaction 285 is a fraud\n", + "Transaction 286 is a fraud\n", + "Transaction 287 is a fraud\n", + "Transaction 288 is a fraud\n", + "Transaction 289 is not a fraud\n", + "Transaction 290 is a fraud\n", + "Transaction 291 is not a fraud\n", + "Transaction 292 is a fraud\n", + "Transaction 293 is not a fraud\n", + "Transaction 294 is not a fraud\n", + "Transaction 295 is not a fraud\n", + "Transaction 296 is not a fraud\n", + "Transaction 297 is not a fraud\n", + "Transaction 298 is a fraud\n", + "Transaction 299 is a fraud\n", + "Transaction 300 is not a fraud\n", + "Transaction 301 is a fraud\n", + "Transaction 302 is a fraud\n", + "Transaction 303 is not a fraud\n", + "Transaction 304 is a fraud\n", + "Transaction 305 is a fraud\n", + "Transaction 306 is a fraud\n", + "Transaction 307 is not a fraud\n", + "Transaction 308 is a fraud\n", + "Transaction 309 is a fraud\n", + "Transaction 310 is a fraud\n", + "Transaction 311 is a fraud\n", + "Transaction 312 is not a fraud\n", + "Transaction 313 is a fraud\n", + "Transaction 314 is not a fraud\n", + "Transaction 315 is a fraud\n", + "Transaction 316 is a fraud\n", + "Transaction 317 is not a fraud\n", + "Transaction 318 is a fraud\n", + "Transaction 319 is a fraud\n", + "Transaction 320 is not a fraud\n", + "Transaction 321 is a fraud\n", + "Transaction 322 is not a fraud\n", + "Transaction 323 is a fraud\n", + "Transaction 324 is not a fraud\n", + "Transaction 325 is not a fraud\n", + "Transaction 326 is a fraud\n", + "Transaction 327 is a fraud\n", + "Transaction 328 is a fraud\n", + "Transaction 329 is a fraud\n", + "Transaction 330 is a fraud\n", + "Transaction 331 is a fraud\n", + "Transaction 332 is a fraud\n", + "Transaction 333 is a fraud\n", + "Transaction 334 is a fraud\n", + "Transaction 335 is not a fraud\n", + "Transaction 336 is a fraud\n", + "Transaction 337 is a fraud\n", + "Transaction 338 is a fraud\n", + "Transaction 339 is not a fraud\n", + "Transaction 340 is not a fraud\n", + "Transaction 341 is a fraud\n", + "Transaction 342 is a fraud\n", + "Transaction 343 is a fraud\n", + "Transaction 344 is a fraud\n", + "Transaction 345 is a fraud\n", + "Transaction 346 is a fraud\n", + "Transaction 347 is a fraud\n", + "Transaction 348 is not a fraud\n", + "Transaction 349 is a fraud\n", + "Transaction 350 is a fraud\n", + "Transaction 351 is a fraud\n", + "Transaction 352 is a fraud\n", + "Transaction 353 is a fraud\n", + "Transaction 354 is not a fraud\n", + "Transaction 355 is not a fraud\n", + "Transaction 356 is a fraud\n", + "Transaction 357 is a fraud\n", + "Transaction 358 is not a fraud\n", + "Transaction 359 is a fraud\n", + "Transaction 360 is a fraud\n", + "Transaction 361 is a fraud\n", + "Transaction 362 is not a fraud\n", + "Transaction 363 is a fraud\n", + "Transaction 364 is a fraud\n", + "Transaction 365 is not a fraud\n", + "Transaction 366 is a fraud\n", + "Transaction 367 is a fraud\n", + "Transaction 368 is a fraud\n", + "Transaction 369 is a fraud\n", + "Transaction 370 is a fraud\n", + "Transaction 371 is not a fraud\n", + "Transaction 372 is not a fraud\n", + "Transaction 373 is a fraud\n", + "Transaction 374 is not a fraud\n", + "Transaction 375 is not a fraud\n", + "Transaction 376 is a fraud\n", + "Transaction 377 is a fraud\n", + "Transaction 378 is not a fraud\n", + "Transaction 379 is a fraud\n", + "Transaction 380 is a fraud\n", + "Transaction 381 is a fraud\n", + "Transaction 382 is a fraud\n", + "Transaction 383 is a fraud\n", + "Transaction 384 is a fraud\n", + "Transaction 385 is a fraud\n", + "Transaction 386 is a fraud\n", + "Transaction 387 is not a fraud\n", + "Transaction 388 is a fraud\n", + "Transaction 389 is a fraud\n", + "Transaction 390 is a fraud\n", + "Transaction 391 is not a fraud\n", + "Transaction 392 is a fraud\n", + "Transaction 393 is not a fraud\n", + "Transaction 394 is a fraud\n", + "Transaction 395 is a fraud\n", + "Transaction 396 is a fraud\n", + "Transaction 397 is a fraud\n", + "Transaction 398 is not a fraud\n", + "Transaction 399 is a fraud\n", + "Transaction 400 is a fraud\n", + "Transaction 401 is a fraud\n", + "Transaction 402 is not a fraud\n", + "Transaction 403 is a fraud\n", + "Transaction 404 is a fraud\n", + "Transaction 405 is not a fraud\n", + "Transaction 406 is not a fraud\n", + "Transaction 407 is not a fraud\n", + "Transaction 408 is a fraud\n", + "Transaction 409 is a fraud\n", + "Transaction 410 is a fraud\n", + "Transaction 411 is a fraud\n", + "Transaction 412 is not a fraud\n", + "Transaction 413 is not a fraud\n", + "Transaction 414 is a fraud\n", + "Transaction 415 is a fraud\n", + "Transaction 416 is a fraud\n", + "Transaction 417 is not a fraud\n", + "Transaction 418 is not a fraud\n", + "Transaction 419 is a fraud\n", + "Transaction 420 is not a fraud\n", + "Transaction 421 is a fraud\n", + "Transaction 422 is a fraud\n", + "Transaction 423 is not a fraud\n", + "Transaction 424 is not a fraud\n", + "Transaction 425 is a fraud\n", + "Transaction 426 is a fraud\n", + "Transaction 427 is a fraud\n", + "Transaction 428 is a fraud\n", + "Transaction 429 is a fraud\n", + "Transaction 430 is a fraud\n", + "Transaction 431 is a fraud\n", + "Transaction 432 is not a fraud\n", + "Transaction 433 is not a fraud\n", + "Transaction 434 is a fraud\n", + "Transaction 435 is a fraud\n", + "Transaction 436 is a fraud\n", + "Transaction 437 is a fraud\n", + "Transaction 438 is a fraud\n", + "Transaction 439 is not a fraud\n", + "Transaction 440 is a fraud\n", + "Transaction 441 is a fraud\n", + "Transaction 442 is not a fraud\n", + "Transaction 443 is a fraud\n", + "Transaction 444 is not a fraud\n", + "Transaction 445 is a fraud\n", + "Transaction 446 is a fraud\n", + "Transaction 447 is not a fraud\n", + "Transaction 448 is a fraud\n", + "Transaction 449 is not a fraud\n", + "Transaction 450 is not a fraud\n", + "Transaction 451 is a fraud\n", + "Transaction 452 is a fraud\n", + "Transaction 453 is not a fraud\n", + "Transaction 454 is a fraud\n", + "Transaction 455 is a fraud\n", + "Transaction 456 is a fraud\n", + "Transaction 457 is not a fraud\n", + "Transaction 458 is a fraud\n", + "Transaction 459 is a fraud\n", + "Transaction 460 is not a fraud\n", + "Transaction 461 is a fraud\n", + "Transaction 462 is a fraud\n", + "Transaction 463 is not a fraud\n", + "Transaction 464 is not a fraud\n", + "Transaction 465 is a fraud\n", + "Transaction 466 is a fraud\n", + "Transaction 467 is a fraud\n", + "Transaction 468 is not a fraud\n", + "Transaction 469 is not a fraud\n", + "Transaction 470 is not a fraud\n", + "Transaction 471 is a fraud\n", + "Transaction 472 is not a fraud\n", + "Transaction 473 is a fraud\n", + "Transaction 474 is not a fraud\n", + "Transaction 475 is a fraud\n", + "Transaction 476 is a fraud\n", + "Transaction 477 is a fraud\n", + "Transaction 478 is not a fraud\n", + "Transaction 479 is not a fraud\n", + "Transaction 480 is a fraud\n", + "Transaction 481 is a fraud\n", + "Transaction 482 is a fraud\n", + "Transaction 483 is a fraud\n", + "Transaction 484 is a fraud\n", + "Transaction 485 is not a fraud\n", + "Transaction 486 is not a fraud\n", + "Transaction 487 is not a fraud\n", + "Transaction 488 is a fraud\n", + "Transaction 489 is not a fraud\n", + "Transaction 490 is a fraud\n", + "Transaction 491 is a fraud\n", + "Transaction 492 is a fraud\n", + "Transaction 493 is a fraud\n", + "Transaction 494 is a fraud\n", + "Transaction 495 is a fraud\n", + "Transaction 496 is a fraud\n", + "Transaction 497 is a fraud\n", + "Transaction 498 is a fraud\n", + "Transaction 499 is a fraud\n", + "Transaction 500 is not a fraud\n", + "Transaction 501 is a fraud\n", + "Transaction 502 is a fraud\n", + "Transaction 503 is not a fraud\n", + "Transaction 504 is not a fraud\n", + "Transaction 505 is a fraud\n", + "Transaction 506 is a fraud\n", + "Transaction 507 is a fraud\n", + "Transaction 508 is not a fraud\n", + "Transaction 509 is a fraud\n", + "Transaction 510 is not a fraud\n", + "Transaction 511 is a fraud\n", + "Transaction 512 is not a fraud\n", + "Transaction 513 is not a fraud\n", + "Transaction 514 is a fraud\n", + "Transaction 515 is a fraud\n", + "Transaction 516 is a fraud\n", + "Transaction 517 is a fraud\n", + "Transaction 518 is a fraud\n", + "Transaction 519 is not a fraud\n", + "Transaction 520 is a fraud\n", + "Transaction 521 is a fraud\n", + "Transaction 522 is a fraud\n", + "Transaction 523 is not a fraud\n", + "Transaction 524 is a fraud\n", + "Transaction 525 is a fraud\n", + "Transaction 526 is a fraud\n", + "Transaction 527 is a fraud\n", + "Transaction 528 is a fraud\n", + "Transaction 529 is a fraud\n", + "Transaction 530 is a fraud\n", + "Transaction 531 is a fraud\n", + "Transaction 532 is not a fraud\n", + "Transaction 533 is a fraud\n", + "Transaction 534 is a fraud\n", + "Transaction 535 is a fraud\n", + "Transaction 536 is a fraud\n", + "Transaction 537 is not a fraud\n", + "Transaction 538 is a fraud\n", + "Transaction 539 is a fraud\n", + "Transaction 540 is not a fraud\n", + "Transaction 541 is not a fraud\n", + "Transaction 542 is a fraud\n", + "Transaction 543 is not a fraud\n", + "Transaction 544 is not a fraud\n", + "Transaction 545 is not a fraud\n", + "Transaction 546 is a fraud\n", + "Transaction 547 is not a fraud\n", + "Transaction 548 is a fraud\n", + "Transaction 549 is a fraud\n", + "Transaction 550 is a fraud\n", + "Transaction 551 is a fraud\n", + "Transaction 552 is a fraud\n", + "Transaction 553 is a fraud\n", + "Transaction 554 is a fraud\n", + "Transaction 555 is a fraud\n", + "Transaction 556 is not a fraud\n", + "Transaction 557 is not a fraud\n", + "Transaction 558 is not a fraud\n", + "Transaction 559 is not a fraud\n", + "Transaction 560 is not a fraud\n", + "Transaction 561 is a fraud\n", + "Transaction 562 is a fraud\n", + "Transaction 563 is a fraud\n", + "Transaction 564 is a fraud\n", + "Transaction 565 is a fraud\n", + "Transaction 566 is a fraud\n", + "Transaction 567 is not a fraud\n", + "Transaction 568 is a fraud\n", + "Transaction 569 is a fraud\n", + "Transaction 570 is a fraud\n", + "Transaction 571 is a fraud\n", + "Transaction 572 is a fraud\n", + "Transaction 573 is a fraud\n", + "Transaction 574 is a fraud\n", + "Transaction 575 is not a fraud\n", + "Transaction 576 is a fraud\n", + "Transaction 577 is a fraud\n", + "Transaction 578 is a fraud\n", + "Transaction 579 is a fraud\n", + "Transaction 580 is a fraud\n", + "Transaction 581 is a fraud\n", + "Transaction 582 is not a fraud\n", + "Transaction 583 is not a fraud\n", + "Transaction 584 is a fraud\n", + "Transaction 585 is not a fraud\n", + "Transaction 586 is a fraud\n", + "Transaction 587 is a fraud\n", + "Transaction 588 is a fraud\n", + "Transaction 589 is a fraud\n", + "Transaction 590 is a fraud\n", + "Transaction 591 is a fraud\n", + "Transaction 592 is a fraud\n", + "Transaction 593 is not a fraud\n", + "Transaction 594 is not a fraud\n", + "Transaction 595 is a fraud\n", + "Transaction 596 is a fraud\n", + "Transaction 597 is not a fraud\n", + "Transaction 598 is not a fraud\n", + "Transaction 599 is a fraud\n", + "Transaction 600 is a fraud\n", + "Transaction 601 is not a fraud\n", + "Transaction 602 is a fraud\n", + "Transaction 603 is a fraud\n", + "Transaction 604 is not a fraud\n", + "Transaction 605 is a fraud\n", + "Transaction 606 is a fraud\n", + "Transaction 607 is a fraud\n", + "Transaction 608 is a fraud\n", + "Transaction 609 is not a fraud\n", + "Transaction 610 is a fraud\n", + "Transaction 611 is a fraud\n", + "Transaction 612 is not a fraud\n", + "Transaction 613 is not a fraud\n", + "Transaction 614 is a fraud\n", + "Transaction 615 is a fraud\n", + "Transaction 616 is not a fraud\n", + "Transaction 617 is a fraud\n", + "Transaction 618 is a fraud\n", + "Transaction 619 is not a fraud\n", + "Transaction 620 is not a fraud\n", + "Transaction 621 is a fraud\n", + "Transaction 622 is a fraud\n", + "Transaction 623 is a fraud\n", + "Transaction 624 is a fraud\n", + "Transaction 625 is a fraud\n", + "Transaction 626 is a fraud\n", + "Transaction 627 is not a fraud\n", + "Transaction 628 is a fraud\n", + "Transaction 629 is not a fraud\n", + "Transaction 630 is a fraud\n", + "Transaction 631 is a fraud\n", + "Transaction 632 is a fraud\n", + "Transaction 633 is not a fraud\n", + "Transaction 634 is not a fraud\n", + "Transaction 635 is a fraud\n", + "Transaction 636 is a fraud\n", + "Transaction 637 is not a fraud\n", + "Transaction 638 is a fraud\n", + "Transaction 639 is not a fraud\n", + "Transaction 640 is not a fraud\n", + "Transaction 641 is a fraud\n", + "Transaction 642 is a fraud\n", + "Transaction 643 is not a fraud\n", + "Transaction 644 is a fraud\n", + "Transaction 645 is a fraud\n", + "Transaction 646 is a fraud\n", + "Transaction 647 is a fraud\n", + "Transaction 648 is a fraud\n", + "Transaction 649 is a fraud\n", + "Transaction 650 is a fraud\n", + "Transaction 651 is a fraud\n", + "Transaction 652 is not a fraud\n", + "Transaction 653 is a fraud\n", + "Transaction 654 is a fraud\n", + "Transaction 655 is a fraud\n", + "Transaction 656 is not a fraud\n", + "Transaction 657 is a fraud\n", + "Transaction 658 is not a fraud\n", + "Transaction 659 is a fraud\n", + "Transaction 660 is a fraud\n", + "Transaction 661 is a fraud\n", + "Transaction 662 is a fraud\n", + "Transaction 663 is a fraud\n", + "Transaction 664 is a fraud\n", + "Transaction 665 is a fraud\n", + "Transaction 666 is a fraud\n", + "Transaction 667 is not a fraud\n", + "Transaction 668 is not a fraud\n", + "Transaction 669 is a fraud\n", + "Transaction 670 is a fraud\n", + "Transaction 671 is a fraud\n", + "Transaction 672 is not a fraud\n", + "Transaction 673 is not a fraud\n", + "Transaction 674 is a fraud\n", + "Transaction 675 is a fraud\n", + "Transaction 676 is a fraud\n", + "Transaction 677 is a fraud\n", + "Transaction 678 is not a fraud\n", + "Transaction 679 is a fraud\n", + "Transaction 680 is a fraud\n", + "Transaction 681 is a fraud\n", + "Transaction 682 is not a fraud\n", + "Transaction 683 is not a fraud\n", + "Transaction 684 is a fraud\n", + "Transaction 685 is a fraud\n", + "Transaction 686 is a fraud\n", + "Transaction 687 is a fraud\n", + "Transaction 688 is a fraud\n", + "Transaction 689 is not a fraud\n", + "Transaction 690 is a fraud\n", + "Transaction 691 is not a fraud\n", + "Transaction 692 is a fraud\n", + "Transaction 693 is a fraud\n", + "Transaction 694 is not a fraud\n", + "Transaction 695 is a fraud\n", + "Transaction 696 is a fraud\n", + "Transaction 697 is a fraud\n", + "Transaction 698 is a fraud\n", + "Transaction 699 is a fraud\n", + "Transaction 700 is a fraud\n", + "Transaction 701 is not a fraud\n", + "Transaction 702 is a fraud\n", + "Transaction 703 is a fraud\n", + "Transaction 704 is not a fraud\n", + "Transaction 705 is not a fraud\n", + "Transaction 706 is a fraud\n", + "Transaction 707 is a fraud\n", + "Transaction 708 is a fraud\n", + "Transaction 709 is a fraud\n", + "Transaction 710 is a fraud\n", + "Transaction 711 is a fraud\n", + "Transaction 712 is not a fraud\n", + "Transaction 713 is not a fraud\n", + "Transaction 714 is a fraud\n", + "Transaction 715 is a fraud\n", + "Transaction 716 is a fraud\n", + "Transaction 717 is a fraud\n", + "Transaction 718 is a fraud\n", + "Transaction 719 is not a fraud\n", + "Transaction 720 is not a fraud\n", + "Transaction 721 is a fraud\n", + "Transaction 722 is a fraud\n", + "Transaction 723 is a fraud\n", + "Transaction 724 is a fraud\n", + "Transaction 725 is not a fraud\n", + "Transaction 726 is a fraud\n", + "Transaction 727 is a fraud\n", + "Transaction 728 is not a fraud\n", + "Transaction 729 is a fraud\n", + "Transaction 730 is a fraud\n", + "Transaction 731 is a fraud\n", + "Transaction 732 is a fraud\n", + "Transaction 733 is not a fraud\n", + "Transaction 734 is a fraud\n", + "Transaction 735 is a fraud\n", + "Transaction 736 is a fraud\n", + "Transaction 737 is a fraud\n", + "Transaction 738 is a fraud\n", + "Transaction 739 is a fraud\n", + "Transaction 740 is a fraud\n", + "Transaction 741 is a fraud\n", + "Transaction 742 is a fraud\n", + "Transaction 743 is not a fraud\n", + "Transaction 744 is not a fraud\n", + "Transaction 745 is a fraud\n", + "Transaction 746 is not a fraud\n", + "Transaction 747 is not a fraud\n", + "Transaction 748 is a fraud\n", + "Transaction 749 is a fraud\n", + "Transaction 750 is a fraud\n", + "Transaction 751 is not a fraud\n", + "Transaction 752 is a fraud\n", + "Transaction 753 is a fraud\n", + "Transaction 754 is a fraud\n", + "Transaction 755 is a fraud\n", + "Transaction 756 is not a fraud\n", + "Transaction 757 is a fraud\n", + "Transaction 758 is a fraud\n", + "Transaction 759 is a fraud\n", + "Transaction 760 is not a fraud\n", + "Transaction 761 is a fraud\n", + "Transaction 762 is a fraud\n", + "Transaction 763 is not a fraud\n", + "Transaction 764 is a fraud\n", + "Transaction 765 is a fraud\n", + "Transaction 766 is not a fraud\n", + "Transaction 767 is a fraud\n", + "Transaction 768 is a fraud\n", + "Transaction 769 is not a fraud\n", + "Transaction 770 is a fraud\n", + "Transaction 771 is a fraud\n", + "Transaction 772 is not a fraud\n", + "Transaction 773 is not a fraud\n", + "Transaction 774 is a fraud\n", + "Transaction 775 is a fraud\n", + "Transaction 776 is not a fraud\n", + "Transaction 777 is not a fraud\n", + "Transaction 778 is a fraud\n", + "Transaction 779 is a fraud\n", + "Transaction 780 is not a fraud\n", + "Transaction 781 is a fraud\n", + "Transaction 782 is a fraud\n", + "Transaction 783 is not a fraud\n", + "Transaction 784 is a fraud\n", + "Transaction 785 is a fraud\n", + "Transaction 786 is a fraud\n", + "Transaction 787 is a fraud\n", + "Transaction 788 is not a fraud\n", + "Transaction 789 is a fraud\n", + "Transaction 790 is not a fraud\n", + "Transaction 791 is a fraud\n", + "Transaction 792 is a fraud\n", + "Transaction 793 is not a fraud\n", + "Transaction 794 is a fraud\n", + "Transaction 795 is a fraud\n", + "Transaction 796 is a fraud\n", + "Transaction 797 is not a fraud\n", + "Transaction 798 is not a fraud\n", + "Transaction 799 is not a fraud\n", + "Transaction 800 is a fraud\n", + "Transaction 801 is a fraud\n", + "Transaction 802 is a fraud\n", + "Transaction 803 is not a fraud\n", + "Transaction 804 is a fraud\n", + "Transaction 805 is a fraud\n", + "Transaction 806 is a fraud\n", + "Transaction 807 is a fraud\n", + "Transaction 808 is a fraud\n", + "Transaction 809 is a fraud\n", + "Transaction 810 is a fraud\n", + "Transaction 811 is a fraud\n", + "Transaction 812 is not a fraud\n", + "Transaction 813 is a fraud\n", + "Transaction 814 is not a fraud\n", + "Transaction 815 is not a fraud\n", + "Transaction 816 is a fraud\n", + "Transaction 817 is not a fraud\n", + "Transaction 818 is a fraud\n", + "Transaction 819 is not a fraud\n", + "Transaction 820 is a fraud\n", + "Transaction 821 is a fraud\n", + "Transaction 822 is a fraud\n", + "Transaction 823 is a fraud\n", + "Transaction 824 is a fraud\n", + "Transaction 825 is a fraud\n", + "Transaction 826 is a fraud\n", + "Transaction 827 is a fraud\n", + "Transaction 828 is a fraud\n", + "Transaction 829 is not a fraud\n", + "Transaction 830 is a fraud\n", + "Transaction 831 is not a fraud\n", + "Transaction 832 is a fraud\n", + "Transaction 833 is not a fraud\n", + "Transaction 834 is a fraud\n", + "Transaction 835 is not a fraud\n", + "Transaction 836 is a fraud\n", + "Transaction 837 is a fraud\n", + "Transaction 838 is a fraud\n", + "Transaction 839 is a fraud\n", + "Transaction 840 is a fraud\n", + "Transaction 841 is a fraud\n", + "Transaction 842 is a fraud\n", + "Transaction 843 is a fraud\n", + "Transaction 844 is a fraud\n", + "Transaction 845 is not a fraud\n", + "Transaction 846 is not a fraud\n", + "Transaction 847 is a fraud\n", + "Transaction 848 is not a fraud\n", + "Transaction 849 is a fraud\n", + "Transaction 850 is a fraud\n", + "Transaction 851 is not a fraud\n", + "Transaction 852 is a fraud\n", + "Transaction 853 is a fraud\n", + "Transaction 854 is not a fraud\n", + "Transaction 855 is not a fraud\n", + "Transaction 856 is a fraud\n", + "Transaction 857 is a fraud\n", + "Transaction 858 is not a fraud\n", + "Transaction 859 is a fraud\n", + "Transaction 860 is a fraud\n", + "Transaction 861 is a fraud\n", + "Transaction 862 is not a fraud\n", + "Transaction 863 is a fraud\n", + "Transaction 864 is a fraud\n", + "Transaction 865 is a fraud\n", + "Transaction 866 is not a fraud\n", + "Transaction 867 is a fraud\n", + "Transaction 868 is a fraud\n", + "Transaction 869 is not a fraud\n", + "Transaction 870 is not a fraud\n", + "Transaction 871 is a fraud\n", + "Transaction 872 is not a fraud\n", + "Transaction 873 is not a fraud\n", + "Transaction 874 is not a fraud\n", + "Transaction 875 is not a fraud\n", + "Transaction 876 is not a fraud\n", + "Transaction 877 is a fraud\n", + "Transaction 878 is a fraud\n", + "Transaction 879 is not a fraud\n", + "Transaction 880 is not a fraud\n", + "Transaction 881 is not a fraud\n", + "Transaction 882 is not a fraud\n", + "Transaction 883 is not a fraud\n", + "Transaction 884 is a fraud\n", + "Transaction 885 is a fraud\n", + "Transaction 886 is not a fraud\n", + "Transaction 887 is a fraud\n", + "Transaction 888 is a fraud\n", + "Transaction 889 is a fraud\n", + "Transaction 890 is a fraud\n", + "Transaction 891 is not a fraud\n", + "Transaction 892 is a fraud\n", + "Transaction 893 is not a fraud\n", + "Transaction 894 is a fraud\n", + "Transaction 895 is a fraud\n", + "Transaction 896 is a fraud\n", + "Transaction 897 is a fraud\n", + "Transaction 898 is a fraud\n", + "Transaction 899 is a fraud\n", + "Transaction 900 is a fraud\n", + "Transaction 901 is a fraud\n", + "Transaction 902 is not a fraud\n", + "Transaction 903 is a fraud\n", + "Transaction 904 is a fraud\n", + "Transaction 905 is not a fraud\n", + "Transaction 906 is a fraud\n", + "Transaction 907 is a fraud\n", + "Transaction 908 is a fraud\n", + "Transaction 909 is a fraud\n", + "Transaction 910 is not a fraud\n", + "Transaction 911 is not a fraud\n", + "Transaction 912 is a fraud\n", + "Transaction 913 is a fraud\n", + "Transaction 914 is not a fraud\n", + "Transaction 915 is a fraud\n", + "Transaction 916 is a fraud\n", + "Transaction 917 is not a fraud\n", + "Transaction 918 is a fraud\n", + "Transaction 919 is not a fraud\n", + "Transaction 920 is a fraud\n", + "Transaction 921 is a fraud\n", + "Transaction 922 is a fraud\n", + "Transaction 923 is not a fraud\n", + "Transaction 924 is a fraud\n", + "Transaction 925 is not a fraud\n", + "Transaction 926 is a fraud\n", + "Transaction 927 is a fraud\n", + "Transaction 928 is a fraud\n", + "Transaction 929 is not a fraud\n", + "Transaction 930 is a fraud\n", + "Transaction 931 is a fraud\n", + "Transaction 932 is not a fraud\n", + "Transaction 933 is a fraud\n", + "Transaction 934 is a fraud\n", + "Transaction 935 is a fraud\n", + "Transaction 936 is not a fraud\n", + "Transaction 937 is a fraud\n", + "Transaction 938 is not a fraud\n", + "Transaction 939 is a fraud\n", + "Transaction 940 is a fraud\n", + "Transaction 941 is a fraud\n", + "Transaction 942 is a fraud\n", + "Transaction 943 is not a fraud\n", + "Transaction 944 is a fraud\n", + "Transaction 945 is a fraud\n", + "Transaction 946 is not a fraud\n", + "Transaction 947 is not a fraud\n", + "Transaction 948 is a fraud\n", + "Transaction 949 is not a fraud\n", + "Transaction 950 is a fraud\n", + "Transaction 951 is not a fraud\n", + "Transaction 952 is not a fraud\n", + "Transaction 953 is a fraud\n", + "Transaction 954 is a fraud\n", + "Transaction 955 is a fraud\n", + "Transaction 956 is not a fraud\n", + "Transaction 957 is a fraud\n", + "Transaction 958 is not a fraud\n", + "Transaction 959 is not a fraud\n", + "Transaction 960 is not a fraud\n", + "Transaction 961 is a fraud\n", + "Transaction 962 is a fraud\n", + "Transaction 963 is a fraud\n", + "Transaction 964 is a fraud\n", + "Transaction 965 is a fraud\n", + "Transaction 966 is a fraud\n", + "Transaction 967 is a fraud\n", + "Transaction 968 is a fraud\n", + "Transaction 969 is not a fraud\n", + "Transaction 970 is not a fraud\n", + "Transaction 971 is not a fraud\n", + "Transaction 972 is a fraud\n", + "Transaction 973 is not a fraud\n", + "Transaction 974 is a fraud\n", + "Transaction 975 is a fraud\n", + "Transaction 976 is not a fraud\n", + "Transaction 977 is a fraud\n", + "Transaction 978 is a fraud\n", + "Transaction 979 is not a fraud\n", + "Transaction 980 is a fraud\n", + "Transaction 981 is a fraud\n", + "Transaction 982 is a fraud\n", + "Transaction 983 is not a fraud\n", + "Transaction 984 is not a fraud\n", + "Transaction 985 is a fraud\n", + "Transaction 986 is not a fraud\n", + "Transaction 987 is a fraud\n", + "Transaction 988 is a fraud\n", + "Transaction 989 is a fraud\n", + "Transaction 990 is a fraud\n", + "Transaction 991 is a fraud\n", + "Transaction 992 is a fraud\n", + "Transaction 993 is not a fraud\n", + "Transaction 994 is not a fraud\n", + "Transaction 995 is a fraud\n", + "Transaction 996 is a fraud\n", + "Transaction 997 is not a fraud\n", + "Transaction 998 is a fraud\n", + "Transaction 999 is not a fraud\n", + "Transaction 1000 is not a fraud\n", + "Transaction 1001 is not a fraud\n", + "Transaction 1002 is not a fraud\n", + "Transaction 1003 is a fraud\n", + "Transaction 1004 is not a fraud\n", + "Transaction 1005 is a fraud\n", + "Transaction 1006 is a fraud\n", + "Transaction 1007 is a fraud\n", + "Transaction 1008 is not a fraud\n", + "Transaction 1009 is a fraud\n", + "Transaction 1010 is a fraud\n", + "Transaction 1011 is a fraud\n", + "Transaction 1012 is not a fraud\n", + "Transaction 1013 is a fraud\n", + "Transaction 1014 is a fraud\n", + "Transaction 1015 is not a fraud\n", + "Transaction 1016 is a fraud\n", + "Transaction 1017 is a fraud\n", + "Transaction 1018 is a fraud\n", + "Transaction 1019 is a fraud\n", + "Transaction 1020 is not a fraud\n", + "Transaction 1021 is not a fraud\n", + "Transaction 1022 is not a fraud\n", + "Transaction 1023 is a fraud\n", + "Transaction 1024 is a fraud\n", + "Transaction 1025 is a fraud\n", + "Transaction 1026 is not a fraud\n", + "Transaction 1027 is a fraud\n", + "Transaction 1028 is a fraud\n", + "Transaction 1029 is a fraud\n", + "Transaction 1030 is not a fraud\n", + "Transaction 1031 is a fraud\n", + "Transaction 1032 is a fraud\n", + "Transaction 1033 is a fraud\n", + "Transaction 1034 is a fraud\n", + "Transaction 1035 is a fraud\n", + "Transaction 1036 is a fraud\n", + "Transaction 1037 is not a fraud\n", + "Transaction 1038 is a fraud\n", + "Transaction 1039 is a fraud\n", + "Transaction 1040 is a fraud\n", + "Transaction 1041 is a fraud\n", + "Transaction 1042 is a fraud\n", + "Transaction 1043 is a fraud\n", + "Transaction 1044 is a fraud\n", + "Transaction 1045 is a fraud\n", + "Transaction 1046 is not a fraud\n", + "Transaction 1047 is a fraud\n", + "Transaction 1048 is not a fraud\n", + "Transaction 1049 is a fraud\n", + "Transaction 1050 is not a fraud\n", + "Transaction 1051 is a fraud\n", + "Transaction 1052 is a fraud\n", + "Transaction 1053 is a fraud\n", + "Transaction 1054 is not a fraud\n", + "Transaction 1055 is a fraud\n", + "Transaction 1056 is a fraud\n", + "Transaction 1057 is not a fraud\n", + "Transaction 1058 is a fraud\n", + "Transaction 1059 is a fraud\n", + "Transaction 1060 is not a fraud\n", + "Transaction 1061 is not a fraud\n", + "Transaction 1062 is a fraud\n", + "Transaction 1063 is a fraud\n", + "Transaction 1064 is a fraud\n", + "Transaction 1065 is a fraud\n", + "Transaction 1066 is a fraud\n", + "Transaction 1067 is a fraud\n", + "Transaction 1068 is not a fraud\n", + "Transaction 1069 is a fraud\n", + "Transaction 1070 is not a fraud\n", + "Transaction 1071 is a fraud\n", + "Transaction 1072 is a fraud\n", + "Transaction 1073 is a fraud\n", + "Transaction 1074 is a fraud\n", + "Transaction 1075 is not a fraud\n", + "Transaction 1076 is not a fraud\n", + "Transaction 1077 is not a fraud\n", + "Transaction 1078 is a fraud\n", + "Transaction 1079 is a fraud\n", + "Transaction 1080 is a fraud\n", + "Transaction 1081 is a fraud\n", + "Transaction 1082 is a fraud\n", + "Transaction 1083 is a fraud\n", + "Transaction 1084 is not a fraud\n", + "Transaction 1085 is not a fraud\n", + "Transaction 1086 is a fraud\n", + "Transaction 1087 is a fraud\n", + "Transaction 1088 is not a fraud\n", + "Transaction 1089 is not a fraud\n", + "Transaction 1090 is a fraud\n", + "Transaction 1091 is a fraud\n", + "Transaction 1092 is a fraud\n", + "Transaction 1093 is not a fraud\n", + "Transaction 1094 is a fraud\n", + "Transaction 1095 is a fraud\n", + "Transaction 1096 is a fraud\n", + "Transaction 1097 is a fraud\n", + "Transaction 1098 is not a fraud\n", + "Transaction 1099 is a fraud\n", + "Transaction 1100 is a fraud\n", + "Transaction 1101 is a fraud\n", + "Transaction 1102 is a fraud\n", + "Transaction 1103 is a fraud\n", + "Transaction 1104 is a fraud\n", + "Transaction 1105 is a fraud\n", + "Transaction 1106 is a fraud\n", + "Transaction 1107 is a fraud\n", + "Transaction 1108 is a fraud\n", + "Transaction 1109 is a fraud\n", + "Transaction 1110 is a fraud\n", + "Transaction 1111 is a fraud\n", + "Transaction 1112 is a fraud\n", + "Transaction 1113 is a fraud\n", + "Transaction 1114 is a fraud\n", + "Transaction 1115 is a fraud\n", + "Transaction 1116 is not a fraud\n", + "Transaction 1117 is a fraud\n", + "Transaction 1118 is a fraud\n", + "Transaction 1119 is a fraud\n", + "Transaction 1120 is not a fraud\n", + "Transaction 1121 is a fraud\n", + "Transaction 1122 is a fraud\n", + "Transaction 1123 is not a fraud\n", + "Transaction 1124 is a fraud\n", + "Transaction 1125 is a fraud\n", + "Transaction 1126 is a fraud\n", + "Transaction 1127 is a fraud\n", + "Transaction 1128 is a fraud\n", + "Transaction 1129 is a fraud\n", + "Transaction 1130 is a fraud\n", + "Transaction 1131 is a fraud\n", + "Transaction 1132 is not a fraud\n", + "Transaction 1133 is a fraud\n", + "Transaction 1134 is a fraud\n", + "Transaction 1135 is a fraud\n", + "Transaction 1136 is a fraud\n", + "Transaction 1137 is a fraud\n", + "Transaction 1138 is a fraud\n", + "Transaction 1139 is not a fraud\n", + "Transaction 1140 is a fraud\n", + "Transaction 1141 is not a fraud\n", + "Transaction 1142 is a fraud\n", + "Transaction 1143 is a fraud\n", + "Transaction 1144 is a fraud\n", + "Transaction 1145 is a fraud\n", + "Transaction 1146 is a fraud\n", + "Transaction 1147 is a fraud\n", + "Transaction 1148 is a fraud\n", + "Transaction 1149 is not a fraud\n", + "Transaction 1150 is a fraud\n", + "Transaction 1151 is a fraud\n", + "Transaction 1152 is not a fraud\n", + "Transaction 1153 is a fraud\n", + "Transaction 1154 is not a fraud\n", + "Transaction 1155 is a fraud\n", + "Transaction 1156 is a fraud\n", + "Transaction 1157 is a fraud\n", + "Transaction 1158 is a fraud\n", + "Transaction 1159 is a fraud\n", + "Transaction 1160 is a fraud\n", + "Transaction 1161 is not a fraud\n", + "Transaction 1162 is a fraud\n", + "Transaction 1163 is a fraud\n", + "Transaction 1164 is a fraud\n", + "Transaction 1165 is a fraud\n", + "Transaction 1166 is a fraud\n", + "Transaction 1167 is a fraud\n", + "Transaction 1168 is a fraud\n", + "Transaction 1169 is not a fraud\n", + "Transaction 1170 is a fraud\n", + "Transaction 1171 is a fraud\n", + "Transaction 1172 is a fraud\n", + "Transaction 1173 is a fraud\n", + "Transaction 1174 is a fraud\n", + "Transaction 1175 is not a fraud\n", + "Transaction 1176 is a fraud\n", + "Transaction 1177 is a fraud\n", + "Transaction 1178 is a fraud\n", + "Transaction 1179 is a fraud\n", + "Transaction 1180 is a fraud\n", + "Transaction 1181 is a fraud\n", + "Transaction 1182 is a fraud\n", + "Transaction 1183 is a fraud\n", + "Transaction 1184 is a fraud\n", + "Transaction 1185 is a fraud\n", + "Transaction 1186 is a fraud\n", + "Transaction 1187 is a fraud\n", + "Transaction 1188 is a fraud\n", + "Transaction 1189 is a fraud\n", + "Transaction 1190 is a fraud\n", + "Transaction 1191 is a fraud\n", + "Transaction 1192 is a fraud\n", + "Transaction 1193 is a fraud\n", + "Transaction 1194 is a fraud\n", + "Transaction 1195 is a fraud\n", + "Transaction 1196 is a fraud\n", + "Transaction 1197 is a fraud\n", + "Transaction 1198 is a fraud\n", + "Transaction 1199 is a fraud\n", + "Transaction 1200 is a fraud\n", + "Transaction 1201 is not a fraud\n", + "Transaction 1202 is a fraud\n", + "Transaction 1203 is a fraud\n", + "Transaction 1204 is not a fraud\n", + "Transaction 1205 is a fraud\n", + "Transaction 1206 is a fraud\n", + "Transaction 1207 is not a fraud\n", + "Transaction 1208 is a fraud\n", + "Transaction 1209 is a fraud\n", + "Transaction 1210 is not a fraud\n", + "Transaction 1211 is a fraud\n", + "Transaction 1212 is a fraud\n", + "Transaction 1213 is a fraud\n", + "Transaction 1214 is not a fraud\n", + "Transaction 1215 is a fraud\n", + "Transaction 1216 is a fraud\n", + "Transaction 1217 is a fraud\n", + "Transaction 1218 is not a fraud\n", + "Transaction 1219 is not a fraud\n", + "Transaction 1220 is a fraud\n", + "Transaction 1221 is a fraud\n", + "Transaction 1222 is not a fraud\n", + "Transaction 1223 is not a fraud\n", + "Transaction 1224 is a fraud\n", + "Transaction 1225 is a fraud\n", + "Transaction 1226 is a fraud\n", + "Transaction 1227 is a fraud\n", + "Transaction 1228 is a fraud\n", + "Transaction 1229 is not a fraud\n", + "Transaction 1230 is a fraud\n", + "Transaction 1231 is not a fraud\n", + "Transaction 1232 is not a fraud\n", + "Transaction 1233 is a fraud\n", + "Transaction 1234 is a fraud\n", + "Transaction 1235 is a fraud\n", + "Transaction 1236 is a fraud\n", + "Transaction 1237 is not a fraud\n", + "Transaction 1238 is a fraud\n", + "Transaction 1239 is not a fraud\n", + "Transaction 1240 is a fraud\n", + "Transaction 1241 is a fraud\n", + "Transaction 1242 is not a fraud\n", + "Transaction 1243 is a fraud\n", + "Transaction 1244 is a fraud\n", + "Transaction 1245 is a fraud\n", + "Transaction 1246 is not a fraud\n", + "Transaction 1247 is a fraud\n", + "Transaction 1248 is a fraud\n", + "Transaction 1249 is a fraud\n", + "Transaction 1250 is not a fraud\n", + "Transaction 1251 is not a fraud\n", + "Transaction 1252 is a fraud\n", + "Transaction 1253 is not a fraud\n", + "Transaction 1254 is a fraud\n", + "Transaction 1255 is a fraud\n", + "Transaction 1256 is a fraud\n", + "Transaction 1257 is a fraud\n", + "Transaction 1258 is a fraud\n", + "Transaction 1259 is not a fraud\n", + "Transaction 1260 is a fraud\n", + "Transaction 1261 is a fraud\n", + "Transaction 1262 is a fraud\n", + "Transaction 1263 is a fraud\n", + "Transaction 1264 is a fraud\n", + "Transaction 1265 is not a fraud\n", + "Transaction 1266 is a fraud\n", + "Transaction 1267 is not a fraud\n", + "Transaction 1268 is a fraud\n", + "Transaction 1269 is a fraud\n", + "Transaction 1270 is not a fraud\n", + "Transaction 1271 is a fraud\n", + "Transaction 1272 is not a fraud\n", + "Transaction 1273 is a fraud\n", + "Transaction 1274 is not a fraud\n", + "Transaction 1275 is not a fraud\n", + "Transaction 1276 is a fraud\n", + "Transaction 1277 is not a fraud\n", + "Transaction 1278 is a fraud\n", + "Transaction 1279 is not a fraud\n", + "Transaction 1280 is a fraud\n", + "Transaction 1281 is a fraud\n", + "Transaction 1282 is a fraud\n", + "Transaction 1283 is a fraud\n", + "Transaction 1284 is not a fraud\n", + "Transaction 1285 is not a fraud\n", + "Transaction 1286 is a fraud\n", + "Transaction 1287 is a fraud\n", + "Transaction 1288 is a fraud\n", + "Transaction 1289 is a fraud\n", + "Transaction 1290 is a fraud\n", + "Transaction 1291 is not a fraud\n", + "Transaction 1292 is not a fraud\n", + "Transaction 1293 is a fraud\n", + "Transaction 1294 is not a fraud\n", + "Transaction 1295 is a fraud\n", + "Transaction 1296 is a fraud\n", + "Transaction 1297 is a fraud\n", + "Transaction 1298 is a fraud\n", + "Transaction 1299 is a fraud\n", + "Transaction 1300 is not a fraud\n", + "Transaction 1301 is a fraud\n", + "Transaction 1302 is a fraud\n", + "Transaction 1303 is a fraud\n", + "Transaction 1304 is a fraud\n", + "Transaction 1305 is a fraud\n", + "Transaction 1306 is not a fraud\n", + "Transaction 1307 is a fraud\n", + "Transaction 1308 is not a fraud\n", + "Transaction 1309 is not a fraud\n", + "Transaction 1310 is a fraud\n", + "Transaction 1311 is a fraud\n", + "Transaction 1312 is not a fraud\n", + "Transaction 1313 is a fraud\n", + "Transaction 1314 is a fraud\n", + "Transaction 1315 is not a fraud\n", + "Transaction 1316 is a fraud\n", + "Transaction 1317 is a fraud\n", + "Transaction 1318 is a fraud\n", + "Transaction 1319 is a fraud\n", + "Transaction 1320 is a fraud\n", + "Transaction 1321 is a fraud\n", + "Transaction 1322 is not a fraud\n", + "Transaction 1323 is a fraud\n", + "Transaction 1324 is a fraud\n", + "Transaction 1325 is a fraud\n", + "Transaction 1326 is a fraud\n", + "Transaction 1327 is not a fraud\n", + "Transaction 1328 is a fraud\n", + "Transaction 1329 is a fraud\n", + "Transaction 1330 is a fraud\n", + "Transaction 1331 is not a fraud\n", + "Transaction 1332 is a fraud\n", + "Transaction 1333 is a fraud\n", + "Transaction 1334 is a fraud\n", + "Transaction 1335 is a fraud\n", + "Transaction 1336 is not a fraud\n", + "Transaction 1337 is not a fraud\n", + "Transaction 1338 is a fraud\n", + "Transaction 1339 is a fraud\n", + "Transaction 1340 is a fraud\n", + "Transaction 1341 is a fraud\n", + "Transaction 1342 is a fraud\n", + "Transaction 1343 is not a fraud\n", + "Transaction 1344 is not a fraud\n", + "Transaction 1345 is a fraud\n", + "Transaction 1346 is a fraud\n", + "Transaction 1347 is not a fraud\n", + "Transaction 1348 is not a fraud\n", + "Transaction 1349 is a fraud\n", + "Transaction 1350 is not a fraud\n", + "Transaction 1351 is a fraud\n", + "Transaction 1352 is a fraud\n", + "Transaction 1353 is a fraud\n", + "Transaction 1354 is not a fraud\n", + "Transaction 1355 is not a fraud\n", + "Transaction 1356 is a fraud\n", + "Transaction 1357 is a fraud\n", + "Transaction 1358 is not a fraud\n", + "Transaction 1359 is a fraud\n", + "Transaction 1360 is a fraud\n", + "Transaction 1361 is not a fraud\n", + "Transaction 1362 is a fraud\n", + "Transaction 1363 is a fraud\n", + "Transaction 1364 is a fraud\n", + "Transaction 1365 is a fraud\n", + "Transaction 1366 is a fraud\n", + "Transaction 1367 is not a fraud\n", + "Transaction 1368 is a fraud\n", + "Transaction 1369 is not a fraud\n", + "Transaction 1370 is a fraud\n", + "Transaction 1371 is a fraud\n", + "Transaction 1372 is a fraud\n", + "Transaction 1373 is a fraud\n", + "Transaction 1374 is not a fraud\n", + "Transaction 1375 is not a fraud\n", + "Transaction 1376 is a fraud\n", + "Transaction 1377 is a fraud\n", + "Transaction 1378 is not a fraud\n", + "Transaction 1379 is a fraud\n", + "Transaction 1380 is a fraud\n", + "Transaction 1381 is a fraud\n", + "Transaction 1382 is not a fraud\n", + "Transaction 1383 is not a fraud\n", + "Transaction 1384 is a fraud\n", + "Transaction 1385 is not a fraud\n", + "Transaction 1386 is a fraud\n", + "Transaction 1387 is a fraud\n", + "Transaction 1388 is a fraud\n", + "Transaction 1389 is not a fraud\n", + "Transaction 1390 is a fraud\n", + "Transaction 1391 is not a fraud\n", + "Transaction 1392 is a fraud\n", + "Transaction 1393 is a fraud\n", + "Transaction 1394 is a fraud\n", + "Transaction 1395 is not a fraud\n", + "Transaction 1396 is a fraud\n", + "Transaction 1397 is a fraud\n", + "Transaction 1398 is not a fraud\n", + "Transaction 1399 is a fraud\n", + "Transaction 1400 is a fraud\n", + "Transaction 1401 is a fraud\n", + "Transaction 1402 is not a fraud\n", + "Transaction 1403 is a fraud\n", + "Transaction 1404 is not a fraud\n", + "Transaction 1405 is a fraud\n", + "Transaction 1406 is a fraud\n", + "Transaction 1407 is a fraud\n", + "Transaction 1408 is a fraud\n", + "Transaction 1409 is a fraud\n", + "Transaction 1410 is a fraud\n", + "Transaction 1411 is not a fraud\n", + "Transaction 1412 is a fraud\n", + "Transaction 1413 is not a fraud\n", + "Transaction 1414 is a fraud\n", + "Transaction 1415 is a fraud\n", + "Transaction 1416 is a fraud\n", + "Transaction 1417 is a fraud\n", + "Transaction 1418 is a fraud\n", + "Transaction 1419 is a fraud\n", + "Transaction 1420 is a fraud\n", + "Transaction 1421 is a fraud\n", + "Transaction 1422 is a fraud\n", + "Transaction 1423 is a fraud\n", + "Transaction 1424 is not a fraud\n", + "Transaction 1425 is a fraud\n", + "Transaction 1426 is a fraud\n", + "Transaction 1427 is a fraud\n", + "Transaction 1428 is not a fraud\n", + "Transaction 1429 is a fraud\n", + "Transaction 1430 is a fraud\n", + "Transaction 1431 is not a fraud\n", + "Transaction 1432 is a fraud\n", + "Transaction 1433 is a fraud\n", + "Transaction 1434 is a fraud\n", + "Transaction 1435 is not a fraud\n", + "Transaction 1436 is a fraud\n", + "Transaction 1437 is not a fraud\n", + "Transaction 1438 is not a fraud\n", + "Transaction 1439 is a fraud\n", + "Transaction 1440 is not a fraud\n", + "Transaction 1441 is a fraud\n", + "Transaction 1442 is a fraud\n", + "Transaction 1443 is a fraud\n", + "Transaction 1444 is a fraud\n", + "Transaction 1445 is a fraud\n", + "Transaction 1446 is not a fraud\n", + "Transaction 1447 is a fraud\n", + "Transaction 1448 is a fraud\n", + "Transaction 1449 is a fraud\n", + "Transaction 1450 is a fraud\n", + "Transaction 1451 is a fraud\n", + "Transaction 1452 is a fraud\n", + "Transaction 1453 is a fraud\n", + "Transaction 1454 is not a fraud\n", + "Transaction 1455 is a fraud\n", + "Transaction 1456 is a fraud\n", + "Transaction 1457 is a fraud\n", + "Transaction 1458 is a fraud\n", + "Transaction 1459 is a fraud\n", + "Transaction 1460 is not a fraud\n", + "Transaction 1461 is a fraud\n", + "Transaction 1462 is not a fraud\n", + "Transaction 1463 is a fraud\n", + "Transaction 1464 is a fraud\n", + "Transaction 1465 is a fraud\n", + "Transaction 1466 is a fraud\n", + "Transaction 1467 is a fraud\n", + "Transaction 1468 is a fraud\n", + "Transaction 1469 is not a fraud\n", + "Transaction 1470 is a fraud\n", + "Transaction 1471 is a fraud\n", + "Transaction 1472 is a fraud\n", + "Transaction 1473 is a fraud\n", + "Transaction 1474 is a fraud\n", + "Transaction 1475 is a fraud\n", + "Transaction 1476 is a fraud\n", + "Transaction 1477 is a fraud\n", + "Transaction 1478 is a fraud\n", + "Transaction 1479 is not a fraud\n", + "Transaction 1480 is a fraud\n", + "Transaction 1481 is a fraud\n", + "Transaction 1482 is a fraud\n", + "Transaction 1483 is a fraud\n", + "Transaction 1484 is a fraud\n", + "Transaction 1485 is a fraud\n", + "Transaction 1486 is a fraud\n", + "Transaction 1487 is a fraud\n", + "Transaction 1488 is a fraud\n", + "Transaction 1489 is not a fraud\n", + "Transaction 1490 is not a fraud\n", + "Transaction 1491 is a fraud\n", + "Transaction 1492 is a fraud\n", + "Transaction 1493 is a fraud\n", + "Transaction 1494 is a fraud\n", + "Transaction 1495 is a fraud\n", + "Transaction 1496 is a fraud\n", + "Transaction 1497 is a fraud\n", + "Transaction 1498 is a fraud\n", + "Transaction 1499 is a fraud\n", + "Transaction 1500 is not a fraud\n", + "Transaction 1501 is a fraud\n", + "Transaction 1502 is a fraud\n", + "Transaction 1503 is not a fraud\n", + "Transaction 1504 is not a fraud\n", + "Transaction 1505 is a fraud\n", + "Transaction 1506 is a fraud\n", + "Transaction 1507 is a fraud\n", + "Transaction 1508 is a fraud\n", + "Transaction 1509 is not a fraud\n", + "Transaction 1510 is a fraud\n", + "Transaction 1511 is a fraud\n", + "Transaction 1512 is not a fraud\n", + "Transaction 1513 is a fraud\n", + "Transaction 1514 is not a fraud\n", + "Transaction 1515 is a fraud\n", + "Transaction 1516 is a fraud\n", + "Transaction 1517 is a fraud\n", + "Transaction 1518 is a fraud\n", + "Transaction 1519 is a fraud\n", + "Transaction 1520 is a fraud\n", + "Transaction 1521 is a fraud\n", + "Transaction 1522 is a fraud\n", + "Transaction 1523 is a fraud\n", + "Transaction 1524 is a fraud\n", + "Transaction 1525 is a fraud\n", + "Transaction 1526 is a fraud\n", + "Transaction 1527 is a fraud\n", + "Transaction 1528 is not a fraud\n", + "Transaction 1529 is a fraud\n", + "Transaction 1530 is a fraud\n", + "Transaction 1531 is a fraud\n", + "Transaction 1532 is a fraud\n", + "Transaction 1533 is a fraud\n", + "Transaction 1534 is a fraud\n", + "Transaction 1535 is a fraud\n", + "Transaction 1536 is a fraud\n", + "Transaction 1537 is a fraud\n", + "Transaction 1538 is a fraud\n", + "Transaction 1539 is not a fraud\n", + "Transaction 1540 is not a fraud\n", + "Transaction 1541 is a fraud\n", + "Transaction 1542 is a fraud\n", + "Transaction 1543 is not a fraud\n", + "Transaction 1544 is not a fraud\n", + "Transaction 1545 is not a fraud\n", + "Transaction 1546 is a fraud\n", + "Transaction 1547 is a fraud\n", + "Transaction 1548 is a fraud\n", + "Transaction 1549 is a fraud\n", + "Transaction 1550 is a fraud\n", + "Transaction 1551 is a fraud\n", + "Transaction 1552 is a fraud\n", + "Transaction 1553 is a fraud\n", + "Transaction 1554 is a fraud\n", + "Transaction 1555 is a fraud\n", + "Transaction 1556 is not a fraud\n", + "Transaction 1557 is a fraud\n", + "Transaction 1558 is not a fraud\n", + "Transaction 1559 is a fraud\n", + "Transaction 1560 is a fraud\n", + "Transaction 1561 is a fraud\n", + "Transaction 1562 is a fraud\n", + "Transaction 1563 is a fraud\n", + "Transaction 1564 is not a fraud\n", + "Transaction 1565 is a fraud\n", + "Transaction 1566 is a fraud\n", + "Transaction 1567 is a fraud\n", + "Transaction 1568 is a fraud\n", + "Transaction 1569 is a fraud\n", + "Transaction 1570 is a fraud\n", + "Transaction 1571 is a fraud\n", + "Transaction 1572 is a fraud\n", + "Transaction 1573 is a fraud\n", + "Transaction 1574 is not a fraud\n", + "Transaction 1575 is a fraud\n", + "Transaction 1576 is a fraud\n", + "Transaction 1577 is a fraud\n", + "Transaction 1578 is a fraud\n", + "Transaction 1579 is a fraud\n", + "Transaction 1580 is a fraud\n", + "Transaction 1581 is a fraud\n", + "Transaction 1582 is not a fraud\n", + "Transaction 1583 is a fraud\n", + "Transaction 1584 is a fraud\n", + "Transaction 1585 is not a fraud\n", + "Transaction 1586 is a fraud\n", + "Transaction 1587 is a fraud\n", + "Transaction 1588 is a fraud\n", + "Transaction 1589 is a fraud\n", + "Transaction 1590 is a fraud\n", + "Transaction 1591 is a fraud\n", + "Transaction 1592 is a fraud\n", + "Transaction 1593 is a fraud\n", + "Transaction 1594 is a fraud\n", + "Transaction 1595 is a fraud\n", + "Transaction 1596 is a fraud\n", + "Transaction 1597 is a fraud\n", + "Transaction 1598 is a fraud\n", + "Transaction 1599 is a fraud\n", + "Transaction 1600 is not a fraud\n", + "Transaction 1601 is a fraud\n", + "Transaction 1602 is a fraud\n", + "Transaction 1603 is a fraud\n", + "Transaction 1604 is a fraud\n", + "Transaction 1605 is not a fraud\n", + "Transaction 1606 is a fraud\n", + "Transaction 1607 is not a fraud\n", + "Transaction 1608 is a fraud\n", + "Transaction 1609 is a fraud\n", + "Transaction 1610 is a fraud\n", + "Transaction 1611 is a fraud\n", + "Transaction 1612 is a fraud\n", + "Transaction 1613 is not a fraud\n", + "Transaction 1614 is not a fraud\n", + "Transaction 1615 is not a fraud\n", + "Transaction 1616 is a fraud\n", + "Transaction 1617 is a fraud\n", + "Transaction 1618 is a fraud\n", + "Transaction 1619 is a fraud\n", + "Transaction 1620 is a fraud\n", + "Transaction 1621 is a fraud\n", + "Transaction 1622 is not a fraud\n", + "Transaction 1623 is not a fraud\n", + "Transaction 1624 is a fraud\n", + "Transaction 1625 is a fraud\n", + "Transaction 1626 is a fraud\n", + "Transaction 1627 is a fraud\n", + "Transaction 1628 is a fraud\n", + "Transaction 1629 is a fraud\n", + "Transaction 1630 is a fraud\n", + "Transaction 1631 is a fraud\n", + "Transaction 1632 is a fraud\n", + "Transaction 1633 is not a fraud\n", + "Transaction 1634 is not a fraud\n", + "Transaction 1635 is a fraud\n", + "Transaction 1636 is a fraud\n", + "Transaction 1637 is a fraud\n", + "Transaction 1638 is not a fraud\n", + "Transaction 1639 is a fraud\n", + "Transaction 1640 is a fraud\n", + "Transaction 1641 is not a fraud\n", + "Transaction 1642 is a fraud\n", + "Transaction 1643 is a fraud\n", + "Transaction 1644 is a fraud\n", + "Transaction 1645 is a fraud\n", + "Transaction 1646 is a fraud\n", + "Transaction 1647 is not a fraud\n", + "Transaction 1648 is a fraud\n", + "Transaction 1649 is a fraud\n", + "Transaction 1650 is a fraud\n", + "Transaction 1651 is not a fraud\n", + "Transaction 1652 is a fraud\n", + "Transaction 1653 is a fraud\n", + "Transaction 1654 is a fraud\n", + "Transaction 1655 is not a fraud\n", + "Transaction 1656 is a fraud\n", + "Transaction 1657 is not a fraud\n", + "Transaction 1658 is a fraud\n", + "Transaction 1659 is a fraud\n", + "Transaction 1660 is a fraud\n", + "Transaction 1661 is a fraud\n", + "Transaction 1662 is a fraud\n", + "Transaction 1663 is a fraud\n", + "Transaction 1664 is a fraud\n", + "Transaction 1665 is a fraud\n", + "Transaction 1666 is a fraud\n", + "Transaction 1667 is a fraud\n", + "Transaction 1668 is not a fraud\n", + "Transaction 1669 is a fraud\n", + "Transaction 1670 is not a fraud\n", + "Transaction 1671 is a fraud\n", + "Transaction 1672 is not a fraud\n", + "Transaction 1673 is a fraud\n", + "Transaction 1674 is a fraud\n", + "Transaction 1675 is not a fraud\n", + "Transaction 1676 is a fraud\n", + "Transaction 1677 is not a fraud\n", + "Transaction 1678 is a fraud\n", + "Transaction 1679 is a fraud\n", + "Transaction 1680 is a fraud\n", + "Transaction 1681 is a fraud\n", + "Transaction 1682 is a fraud\n", + "Transaction 1683 is a fraud\n", + "Transaction 1684 is a fraud\n", + "Transaction 1685 is a fraud\n", + "Transaction 1686 is a fraud\n", + "Transaction 1687 is a fraud\n", + "Transaction 1688 is a fraud\n", + "Transaction 1689 is a fraud\n", + "Transaction 1690 is not a fraud\n", + "Transaction 1691 is a fraud\n", + "Transaction 1692 is a fraud\n", + "Transaction 1693 is not a fraud\n", + "Transaction 1694 is a fraud\n", + "Transaction 1695 is a fraud\n", + "Transaction 1696 is not a fraud\n", + "Transaction 1697 is a fraud\n", + "Transaction 1698 is a fraud\n", + "Transaction 1699 is a fraud\n", + "Transaction 1700 is a fraud\n", + "Transaction 1701 is a fraud\n", + "Transaction 1702 is not a fraud\n", + "Transaction 1703 is a fraud\n", + "Transaction 1704 is a fraud\n", + "Transaction 1705 is not a fraud\n", + "Transaction 1706 is a fraud\n", + "Transaction 1707 is a fraud\n", + "Transaction 1708 is a fraud\n", + "Transaction 1709 is a fraud\n", + "Transaction 1710 is a fraud\n", + "Transaction 1711 is a fraud\n", + "Transaction 1712 is a fraud\n", + "Transaction 1713 is a fraud\n", + "Transaction 1714 is a fraud\n", + "Transaction 1715 is a fraud\n", + "Transaction 1716 is a fraud\n", + "Transaction 1717 is not a fraud\n", + "Transaction 1718 is a fraud\n", + "Transaction 1719 is a fraud\n", + "Transaction 1720 is a fraud\n", + "Transaction 1721 is a fraud\n", + "Transaction 1722 is a fraud\n", + "Transaction 1723 is a fraud\n", + "Transaction 1724 is a fraud\n", + "Transaction 1725 is a fraud\n", + "Transaction 1726 is a fraud\n", + "Transaction 1727 is a fraud\n", + "Transaction 1728 is a fraud\n", + "Transaction 1729 is a fraud\n", + "Transaction 1730 is a fraud\n", + "Transaction 1731 is a fraud\n", + "Transaction 1732 is not a fraud\n", + "Transaction 1733 is a fraud\n", + "Transaction 1734 is a fraud\n", + "Transaction 1735 is a fraud\n", + "Transaction 1736 is a fraud\n", + "Transaction 1737 is a fraud\n", + "Transaction 1738 is a fraud\n", + "Transaction 1739 is a fraud\n", + "Transaction 1740 is a fraud\n", + "Transaction 1741 is a fraud\n", + "Transaction 1742 is a fraud\n", + "Transaction 1743 is a fraud\n", + "Transaction 1744 is a fraud\n", + "Transaction 1745 is a fraud\n", + "Transaction 1746 is a fraud\n", + "Transaction 1747 is a fraud\n", + "Transaction 1748 is a fraud\n", + "Transaction 1749 is not a fraud\n", + "Transaction 1750 is a fraud\n", + "Transaction 1751 is not a fraud\n", + "Transaction 1752 is not a fraud\n", + "Transaction 1753 is not a fraud\n", + "Transaction 1754 is a fraud\n", + "Transaction 1755 is a fraud\n", + "Transaction 1756 is a fraud\n", + "Transaction 1757 is a fraud\n", + "Transaction 1758 is a fraud\n", + "Transaction 1759 is a fraud\n", + "Transaction 1760 is a fraud\n", + "Transaction 1761 is a fraud\n", + "Transaction 1762 is a fraud\n", + "Transaction 1763 is a fraud\n", + "Transaction 1764 is a fraud\n", + "Transaction 1765 is a fraud\n", + "Transaction 1766 is a fraud\n", + "Transaction 1767 is a fraud\n", + "Transaction 1768 is a fraud\n", + "Transaction 1769 is a fraud\n", + "Transaction 1770 is a fraud\n", + "Transaction 1771 is a fraud\n", + "Transaction 1772 is a fraud\n", + "Transaction 1773 is not a fraud\n", + "Transaction 1774 is a fraud\n", + "Transaction 1775 is not a fraud\n", + "Transaction 1776 is a fraud\n", + "Transaction 1777 is a fraud\n", + "Transaction 1778 is a fraud\n", + "Transaction 1779 is a fraud\n", + "Transaction 1780 is not a fraud\n", + "Transaction 1781 is a fraud\n", + "Transaction 1782 is a fraud\n", + "Transaction 1783 is a fraud\n", + "Transaction 1784 is not a fraud\n", + "Transaction 1785 is a fraud\n", + "Transaction 1786 is a fraud\n", + "Transaction 1787 is a fraud\n", + "Transaction 1788 is a fraud\n", + "Transaction 1789 is a fraud\n", + "Transaction 1790 is a fraud\n", + "Transaction 1791 is a fraud\n", + "Transaction 1792 is a fraud\n", + "Transaction 1793 is not a fraud\n", + "Transaction 1794 is a fraud\n", + "Transaction 1795 is a fraud\n", + "Transaction 1796 is a fraud\n", + "Transaction 1797 is a fraud\n", + "Transaction 1798 is not a fraud\n", + "Transaction 1799 is a fraud\n", + "Transaction 1800 is a fraud\n", + "Transaction 1801 is a fraud\n", + "Transaction 1802 is a fraud\n", + "Transaction 1803 is a fraud\n", + "Transaction 1804 is a fraud\n", + "Transaction 1805 is a fraud\n", + "Transaction 1806 is a fraud\n", + "Transaction 1807 is a fraud\n", + "Transaction 1808 is a fraud\n", + "Transaction 1809 is a fraud\n", + "Transaction 1810 is a fraud\n", + "Transaction 1811 is a fraud\n", + "Transaction 1812 is a fraud\n", + "Transaction 1813 is a fraud\n", + "Transaction 1814 is a fraud\n", + "Transaction 1815 is not a fraud\n", + "Transaction 1816 is a fraud\n", + "Transaction 1817 is not a fraud\n", + "Transaction 1818 is a fraud\n", + "Transaction 1819 is a fraud\n", + "Transaction 1820 is a fraud\n", + "Transaction 1821 is not a fraud\n", + "Transaction 1822 is a fraud\n", + "Transaction 1823 is a fraud\n", + "Transaction 1824 is a fraud\n", + "Transaction 1825 is a fraud\n", + "Transaction 1826 is a fraud\n", + "Transaction 1827 is a fraud\n", + "Transaction 1828 is a fraud\n", + "Transaction 1829 is a fraud\n", + "Transaction 1830 is a fraud\n", + "Transaction 1831 is a fraud\n", + "Transaction 1832 is a fraud\n", + "Transaction 1833 is a fraud\n", + "Transaction 1834 is a fraud\n", + "Transaction 1835 is a fraud\n", + "Transaction 1836 is a fraud\n", + "Transaction 1837 is a fraud\n", + "Transaction 1838 is a fraud\n", + "Transaction 1839 is a fraud\n", + "Transaction 1840 is a fraud\n", + "Transaction 1841 is a fraud\n", + "Transaction 1842 is a fraud\n", + "Transaction 1843 is not a fraud\n", + "Transaction 1844 is a fraud\n", + "Transaction 1845 is a fraud\n", + "Transaction 1846 is a fraud\n", + "Transaction 1847 is a fraud\n", + "Transaction 1848 is a fraud\n", + "Transaction 1849 is a fraud\n", + "Transaction 1850 is a fraud\n", + "Transaction 1851 is a fraud\n", + "Transaction 1852 is not a fraud\n", + "Transaction 1853 is a fraud\n", + "Transaction 1854 is a fraud\n", + "Transaction 1855 is a fraud\n", + "Transaction 1856 is a fraud\n", + "Transaction 1857 is a fraud\n", + "Transaction 1858 is a fraud\n", + "Transaction 1859 is a fraud\n", + "Transaction 1860 is a fraud\n", + "Transaction 1861 is a fraud\n", + "Transaction 1862 is a fraud\n", + "Transaction 1863 is not a fraud\n", + "Transaction 1864 is a fraud\n", + "Transaction 1865 is not a fraud\n", + "Transaction 1866 is a fraud\n", + "Transaction 1867 is a fraud\n", + "Transaction 1868 is a fraud\n", + "Transaction 1869 is a fraud\n", + "Transaction 1870 is a fraud\n", + "Transaction 1871 is a fraud\n", + "Transaction 1872 is a fraud\n", + "Transaction 1873 is not a fraud\n", + "Transaction 1874 is a fraud\n", + "Transaction 1875 is a fraud\n", + "Transaction 1876 is a fraud\n", + "Transaction 1877 is a fraud\n", + "Transaction 1878 is not a fraud\n", + "Transaction 1879 is a fraud\n", + "Transaction 1880 is a fraud\n", + "Transaction 1881 is a fraud\n", + "Transaction 1882 is not a fraud\n", + "Transaction 1883 is a fraud\n", + "Transaction 1884 is a fraud\n", + "Transaction 1885 is a fraud\n", + "Transaction 1886 is not a fraud\n", + "Transaction 1887 is a fraud\n", + "Transaction 1888 is a fraud\n", + "Transaction 1889 is a fraud\n", + "Transaction 1890 is a fraud\n", + "Transaction 1891 is a fraud\n", + "Transaction 1892 is a fraud\n", + "Transaction 1893 is a fraud\n", + "Transaction 1894 is a fraud\n", + "Transaction 1895 is a fraud\n", + "Transaction 1896 is a fraud\n", + "Transaction 1897 is a fraud\n", + "Transaction 1898 is a fraud\n", + "Transaction 1899 is a fraud\n", + "Transaction 1900 is a fraud\n", + "Transaction 1901 is not a fraud\n", + "Transaction 1902 is not a fraud\n", + "Transaction 1903 is a fraud\n", + "Transaction 1904 is a fraud\n", + "Transaction 1905 is a fraud\n", + "Transaction 1906 is not a fraud\n", + "Transaction 1907 is a fraud\n", + "Transaction 1908 is a fraud\n", + "Transaction 1909 is a fraud\n", + "Transaction 1910 is a fraud\n", + "Transaction 1911 is a fraud\n", + "Transaction 1912 is a fraud\n", + "Transaction 1913 is a fraud\n", + "Transaction 1914 is a fraud\n", + "Transaction 1915 is a fraud\n", + "Transaction 1916 is a fraud\n", + "Transaction 1917 is a fraud\n", + "Transaction 1918 is a fraud\n", + "Transaction 1919 is a fraud\n", + "Transaction 1920 is a fraud\n", + "Transaction 1921 is a fraud\n", + "Transaction 1922 is not a fraud\n", + "Transaction 1923 is a fraud\n", + "Transaction 1924 is not a fraud\n", + "Transaction 1925 is a fraud\n", + "Transaction 1926 is not a fraud\n", + "Transaction 1927 is a fraud\n", + "Transaction 1928 is a fraud\n", + "Transaction 1929 is a fraud\n", + "Transaction 1930 is a fraud\n", + "Transaction 1931 is a fraud\n", + "Transaction 1932 is a fraud\n", + "Transaction 1933 is not a fraud\n", + "Transaction 1934 is a fraud\n", + "Transaction 1935 is not a fraud\n", + "Transaction 1936 is a fraud\n", + "Transaction 1937 is a fraud\n", + "Transaction 1938 is a fraud\n", + "Transaction 1939 is a fraud\n", + "Transaction 1940 is a fraud\n", + "Transaction 1941 is a fraud\n", + "Transaction 1942 is a fraud\n", + "Transaction 1943 is a fraud\n", + "Transaction 1944 is not a fraud\n", + "Transaction 1945 is a fraud\n", + "Transaction 1946 is a fraud\n", + "Transaction 1947 is not a fraud\n", + "Transaction 1948 is a fraud\n", + "Transaction 1949 is a fraud\n", + "Transaction 1950 is not a fraud\n", + "Transaction 1951 is a fraud\n", + "Transaction 1952 is a fraud\n", + "Transaction 1953 is a fraud\n", + "Transaction 1954 is not a fraud\n", + "Transaction 1955 is a fraud\n", + "Transaction 1956 is a fraud\n", + "Transaction 1957 is a fraud\n", + "Transaction 1958 is a fraud\n", + "Transaction 1959 is a fraud\n", + "Transaction 1960 is a fraud\n", + "Transaction 1961 is a fraud\n", + "Transaction 1962 is a fraud\n", + "Transaction 1963 is a fraud\n", + "Transaction 1964 is a fraud\n", + "Transaction 1965 is a fraud\n", + "Transaction 1966 is not a fraud\n", + "Transaction 1967 is a fraud\n", + "Transaction 1968 is a fraud\n", + "Transaction 1969 is not a fraud\n", + "Transaction 1970 is a fraud\n", + "Transaction 1971 is a fraud\n", + "Transaction 1972 is a fraud\n", + "Transaction 1973 is a fraud\n", + "Transaction 1974 is a fraud\n", + "Transaction 1975 is a fraud\n", + "Transaction 1976 is a fraud\n", + "Transaction 1977 is a fraud\n", + "Transaction 1978 is a fraud\n", + "Transaction 1979 is not a fraud\n", + "Transaction 1980 is a fraud\n", + "Transaction 1981 is a fraud\n", + "Transaction 1982 is a fraud\n", + "Transaction 1983 is not a fraud\n", + "Transaction 1984 is a fraud\n", + "Transaction 1985 is not a fraud\n", + "Transaction 1986 is a fraud\n", + "Transaction 1987 is a fraud\n", + "Transaction 1988 is a fraud\n", + "Transaction 1989 is a fraud\n", + "Transaction 1990 is a fraud\n", + "Transaction 1991 is not a fraud\n", + "Transaction 1992 is a fraud\n", + "Transaction 1993 is a fraud\n", + "Transaction 1994 is a fraud\n", + "Transaction 1995 is a fraud\n", + "Transaction 1996 is a fraud\n", + "Transaction 1997 is a fraud\n", + "Transaction 1998 is a fraud\n", + "Transaction 1999 is a fraud\n", + "Transaction 2000 is not a fraud\n", + "Transaction 2001 is a fraud\n", + "Transaction 2002 is a fraud\n", + "Transaction 2003 is a fraud\n", + "Transaction 2004 is a fraud\n", + "Transaction 2005 is a fraud\n", + "Transaction 2006 is a fraud\n", + "Transaction 2007 is a fraud\n", + "Transaction 2008 is a fraud\n", + "Transaction 2009 is a fraud\n", + "Transaction 2010 is a fraud\n", + "Transaction 2011 is a fraud\n", + "Transaction 2012 is a fraud\n", + "Transaction 2013 is not a fraud\n", + "Transaction 2014 is a fraud\n", + "Transaction 2015 is a fraud\n", + "Transaction 2016 is a fraud\n", + "Transaction 2017 is a fraud\n", + "Transaction 2018 is a fraud\n", + "Transaction 2019 is a fraud\n", + "Transaction 2020 is a fraud\n", + "Transaction 2021 is a fraud\n", + "Transaction 2022 is a fraud\n", + "Transaction 2023 is a fraud\n", + "Transaction 2024 is a fraud\n", + "Transaction 2025 is a fraud\n", + "Transaction 2026 is a fraud\n", + "Transaction 2027 is not a fraud\n", + "Transaction 2028 is not a fraud\n", + "Transaction 2029 is a fraud\n", + "Transaction 2030 is a fraud\n", + "Transaction 2031 is a fraud\n", + "Transaction 2032 is a fraud\n", + "Transaction 2033 is a fraud\n", + "Transaction 2034 is a fraud\n", + "Transaction 2035 is not a fraud\n", + "Transaction 2036 is a fraud\n", + "Transaction 2037 is a fraud\n", + "Transaction 2038 is not a fraud\n", + "Transaction 2039 is a fraud\n", + "Transaction 2040 is a fraud\n", + "Transaction 2041 is a fraud\n", + "Transaction 2042 is a fraud\n", + "Transaction 2043 is a fraud\n", + "Transaction 2044 is a fraud\n", + "Transaction 2045 is a fraud\n", + "Transaction 2046 is a fraud\n", + "Transaction 2047 is not a fraud\n", + "Transaction 2048 is not a fraud\n", + "Transaction 2049 is a fraud\n", + "Transaction 2050 is a fraud\n", + "Transaction 2051 is a fraud\n", + "Transaction 2052 is a fraud\n", + "Transaction 2053 is a fraud\n", + "Transaction 2054 is a fraud\n", + "Transaction 2055 is not a fraud\n", + "Transaction 2056 is a fraud\n", + "Transaction 2057 is not a fraud\n", + "Transaction 2058 is a fraud\n", + "Transaction 2059 is a fraud\n", + "Transaction 2060 is a fraud\n", + "Transaction 2061 is a fraud\n", + "Transaction 2062 is a fraud\n", + "Transaction 2063 is not a fraud\n", + "Transaction 2064 is not a fraud\n", + "Transaction 2065 is a fraud\n", + "Transaction 2066 is a fraud\n", + "Transaction 2067 is a fraud\n", + "Transaction 2068 is a fraud\n", + "Transaction 2069 is a fraud\n", + "Transaction 2070 is a fraud\n", + "Transaction 2071 is a fraud\n", + "Transaction 2072 is a fraud\n", + "Transaction 2073 is a fraud\n", + "Transaction 2074 is a fraud\n", + "Transaction 2075 is a fraud\n", + "Transaction 2076 is a fraud\n", + "Transaction 2077 is a fraud\n", + "Transaction 2078 is not a fraud\n", + "Transaction 2079 is not a fraud\n", + "Transaction 2080 is a fraud\n", + "Transaction 2081 is a fraud\n", + "Transaction 2082 is a fraud\n", + "Transaction 2083 is a fraud\n", + "Transaction 2084 is a fraud\n", + "Transaction 2085 is a fraud\n", + "Transaction 2086 is not a fraud\n", + "Transaction 2087 is a fraud\n", + "Transaction 2088 is a fraud\n", + "Transaction 2089 is a fraud\n", + "Transaction 2090 is a fraud\n", + "Transaction 2091 is a fraud\n", + "Transaction 2092 is a fraud\n", + "Transaction 2093 is a fraud\n", + "Transaction 2094 is a fraud\n", + "Transaction 2095 is not a fraud\n", + "Transaction 2096 is a fraud\n", + "Transaction 2097 is a fraud\n", + "Transaction 2098 is a fraud\n", + "Transaction 2099 is a fraud\n", + "Transaction 2100 is a fraud\n", + "Transaction 2101 is a fraud\n", + "Transaction 2102 is a fraud\n", + "Transaction 2103 is a fraud\n", + "Transaction 2104 is a fraud\n", + "Transaction 2105 is a fraud\n", + "Transaction 2106 is not a fraud\n", + "Transaction 2107 is a fraud\n", + "Transaction 2108 is a fraud\n", + "Transaction 2109 is a fraud\n", + "Transaction 2110 is a fraud\n", + "Transaction 2111 is a fraud\n", + "Transaction 2112 is a fraud\n", + "Transaction 2113 is a fraud\n", + "Transaction 2114 is a fraud\n", + "Transaction 2115 is not a fraud\n", + "Transaction 2116 is not a fraud\n", + "Transaction 2117 is a fraud\n", + "Transaction 2118 is not a fraud\n", + "Transaction 2119 is a fraud\n", + "Transaction 2120 is a fraud\n", + "Transaction 2121 is a fraud\n", + "Transaction 2122 is a fraud\n", + "Transaction 2123 is a fraud\n", + "Transaction 2124 is a fraud\n", + "Transaction 2125 is a fraud\n", + "Transaction 2126 is a fraud\n", + "Transaction 2127 is a fraud\n", + "Transaction 2128 is a fraud\n", + "Transaction 2129 is a fraud\n", + "Transaction 2130 is a fraud\n", + "Transaction 2131 is a fraud\n", + "Transaction 2132 is a fraud\n", + "Transaction 2133 is not a fraud\n", + "Transaction 2134 is a fraud\n", + "Transaction 2135 is not a fraud\n", + "Transaction 2136 is a fraud\n", + "Transaction 2137 is a fraud\n", + "Transaction 2138 is a fraud\n", + "Transaction 2139 is a fraud\n", + "Transaction 2140 is a fraud\n", + "Transaction 2141 is a fraud\n", + "Transaction 2142 is a fraud\n", + "Transaction 2143 is a fraud\n", + "Transaction 2144 is a fraud\n", + "Transaction 2145 is a fraud\n", + "Transaction 2146 is a fraud\n", + "Transaction 2147 is a fraud\n", + "Transaction 2148 is a fraud\n", + "Transaction 2149 is a fraud\n", + "Transaction 2150 is not a fraud\n", + "Transaction 2151 is a fraud\n", + "Transaction 2152 is not a fraud\n", + "Transaction 2153 is a fraud\n", + "Transaction 2154 is a fraud\n", + "Transaction 2155 is a fraud\n", + "Transaction 2156 is a fraud\n", + "Transaction 2157 is a fraud\n", + "Transaction 2158 is not a fraud\n", + "Transaction 2159 is a fraud\n", + "Transaction 2160 is a fraud\n", + "Transaction 2161 is not a fraud\n", + "Transaction 2162 is a fraud\n", + "Transaction 2163 is a fraud\n", + "Transaction 2164 is a fraud\n", + "Transaction 2165 is a fraud\n", + "Transaction 2166 is a fraud\n", + "Transaction 2167 is a fraud\n", + "Transaction 2168 is a fraud\n", + "Transaction 2169 is not a fraud\n", + "Transaction 2170 is a fraud\n", + "Transaction 2171 is not a fraud\n", + "Transaction 2172 is a fraud\n", + "Transaction 2173 is a fraud\n", + "Transaction 2174 is a fraud\n", + "Transaction 2175 is a fraud\n", + "Transaction 2176 is a fraud\n", + "Transaction 2177 is a fraud\n", + "Transaction 2178 is not a fraud\n", + "Transaction 2179 is a fraud\n", + "Transaction 2180 is a fraud\n", + "Transaction 2181 is a fraud\n", + "Transaction 2182 is a fraud\n", + "Transaction 2183 is a fraud\n", + "Transaction 2184 is a fraud\n", + "Transaction 2185 is a fraud\n", + "Transaction 2186 is not a fraud\n", + "Transaction 2187 is a fraud\n", + "Transaction 2188 is a fraud\n", + "Transaction 2189 is a fraud\n", + "Transaction 2190 is a fraud\n", + "Transaction 2191 is a fraud\n", + "Transaction 2192 is a fraud\n", + "Transaction 2193 is a fraud\n", + "Transaction 2194 is a fraud\n", + "Transaction 2195 is a fraud\n", + "Transaction 2196 is a fraud\n", + "Transaction 2197 is a fraud\n", + "Transaction 2198 is a fraud\n", + "Transaction 2199 is a fraud\n", + "Transaction 2200 is a fraud\n", + "Transaction 2201 is a fraud\n", + "Transaction 2202 is a fraud\n", + "Transaction 2203 is a fraud\n", + "Transaction 2204 is a fraud\n", + "Transaction 2205 is not a fraud\n", + "Transaction 2206 is a fraud\n", + "Transaction 2207 is a fraud\n", + "Transaction 2208 is a fraud\n", + "Transaction 2209 is a fraud\n", + "Transaction 2210 is not a fraud\n", + "Transaction 2211 is a fraud\n", + "Transaction 2212 is not a fraud\n", + "Transaction 2213 is not a fraud\n", + "Transaction 2214 is a fraud\n", + "Transaction 2215 is a fraud\n", + "Transaction 2216 is not a fraud\n", + "Transaction 2217 is a fraud\n", + "Transaction 2218 is a fraud\n", + "Transaction 2219 is a fraud\n", + "Transaction 2220 is a fraud\n", + "Transaction 2221 is a fraud\n", + "Transaction 2222 is a fraud\n", + "Transaction 2223 is a fraud\n", + "Transaction 2224 is a fraud\n", + "Transaction 2225 is a fraud\n", + "Transaction 2226 is a fraud\n", + "Transaction 2227 is not a fraud\n", + "Transaction 2228 is a fraud\n", + "Transaction 2229 is a fraud\n", + "Transaction 2230 is a fraud\n", + "Transaction 2231 is a fraud\n", + "Transaction 2232 is a fraud\n", + "Transaction 2233 is a fraud\n", + "Transaction 2234 is a fraud\n", + "Transaction 2235 is a fraud\n", + "Transaction 2236 is a fraud\n", + "Transaction 2237 is a fraud\n", + "Transaction 2238 is a fraud\n", + "Transaction 2239 is a fraud\n", + "Transaction 2240 is a fraud\n", + "Transaction 2241 is a fraud\n", + "Transaction 2242 is not a fraud\n", + "Transaction 2243 is a fraud\n", + "Transaction 2244 is a fraud\n", + "Transaction 2245 is a fraud\n", + "Transaction 2246 is a fraud\n", + "Transaction 2247 is a fraud\n", + "Transaction 2248 is a fraud\n", + "Transaction 2249 is a fraud\n", + "Transaction 2250 is a fraud\n", + "Transaction 2251 is a fraud\n", + "Transaction 2252 is a fraud\n", + "Transaction 2253 is not a fraud\n", + "Transaction 2254 is a fraud\n", + "Transaction 2255 is not a fraud\n", + "Transaction 2256 is a fraud\n", + "Transaction 2257 is a fraud\n", + "Transaction 2258 is a fraud\n", + "Transaction 2259 is a fraud\n", + "Transaction 2260 is not a fraud\n", + "Transaction 2261 is a fraud\n", + "Transaction 2262 is a fraud\n", + "Transaction 2263 is a fraud\n", + "Transaction 2264 is a fraud\n", + "Transaction 2265 is a fraud\n", + "Transaction 2266 is a fraud\n", + "Transaction 2267 is a fraud\n", + "Transaction 2268 is a fraud\n", + "Transaction 2269 is a fraud\n", + "Transaction 2270 is a fraud\n", + "Transaction 2271 is a fraud\n", + "Transaction 2272 is a fraud\n", + "Transaction 2273 is a fraud\n", + "Transaction 2274 is a fraud\n", + "Transaction 2275 is a fraud\n", + "Transaction 2276 is a fraud\n", + "Transaction 2277 is a fraud\n", + "Transaction 2278 is a fraud\n", + "Transaction 2279 is a fraud\n", + "Transaction 2280 is not a fraud\n", + "Transaction 2281 is not a fraud\n", + "Transaction 2282 is not a fraud\n", + "Transaction 2283 is a fraud\n", + "Transaction 2284 is a fraud\n", + "Transaction 2285 is a fraud\n", + "Transaction 2286 is a fraud\n", + "Transaction 2287 is a fraud\n", + "Transaction 2288 is a fraud\n", + "Transaction 2289 is a fraud\n", + "Transaction 2290 is a fraud\n", + "Transaction 2291 is a fraud\n", + "Transaction 2292 is a fraud\n", + "Transaction 2293 is a fraud\n", + "Transaction 2294 is not a fraud\n", + "Transaction 2295 is a fraud\n", + "Transaction 2296 is a fraud\n", + "Transaction 2297 is a fraud\n", + "Transaction 2298 is a fraud\n", + "Transaction 2299 is a fraud\n", + "Transaction 2300 is a fraud\n", + "Transaction 2301 is a fraud\n", + "Transaction 2302 is a fraud\n", + "Transaction 2303 is a fraud\n", + "Transaction 2304 is not a fraud\n", + "Transaction 2305 is a fraud\n", + "Transaction 2306 is not a fraud\n", + "Transaction 2307 is not a fraud\n", + "Transaction 2308 is a fraud\n", + "Transaction 2309 is a fraud\n", + "Transaction 2310 is a fraud\n", + "Transaction 2311 is a fraud\n", + "Transaction 2312 is a fraud\n", + "Transaction 2313 is a fraud\n", + "Transaction 2314 is a fraud\n", + "Transaction 2315 is not a fraud\n", + "Transaction 2316 is a fraud\n", + "Transaction 2317 is a fraud\n", + "Transaction 2318 is a fraud\n", + "Transaction 2319 is a fraud\n", + "Transaction 2320 is a fraud\n", + "Transaction 2321 is a fraud\n", + "Transaction 2322 is a fraud\n", + "Transaction 2323 is a fraud\n", + "Transaction 2324 is a fraud\n", + "Transaction 2325 is a fraud\n", + "Transaction 2326 is a fraud\n", + "Transaction 2327 is a fraud\n", + "Transaction 2328 is a fraud\n", + "Transaction 2329 is a fraud\n", + "Transaction 2330 is a fraud\n", + "Transaction 2331 is not a fraud\n", + "Transaction 2332 is a fraud\n", + "Transaction 2333 is a fraud\n", + "Transaction 2334 is a fraud\n", + "Transaction 2335 is a fraud\n", + "Transaction 2336 is a fraud\n", + "Transaction 2337 is a fraud\n", + "Transaction 2338 is a fraud\n", + "Transaction 2339 is a fraud\n", + "Transaction 2340 is not a fraud\n", + "Transaction 2341 is a fraud\n", + "Transaction 2342 is a fraud\n", + "Transaction 2343 is a fraud\n", + "Transaction 2344 is a fraud\n", + "Transaction 2345 is not a fraud\n", + "Transaction 2346 is a fraud\n", + "Transaction 2347 is a fraud\n", + "Transaction 2348 is not a fraud\n", + "Transaction 2349 is a fraud\n", + "Transaction 2350 is not a fraud\n", + "Transaction 2351 is a fraud\n", + "Transaction 2352 is a fraud\n", + "Transaction 2353 is a fraud\n", + "Transaction 2354 is a fraud\n", + "Transaction 2355 is a fraud\n", + "Transaction 2356 is a fraud\n", + "Transaction 2357 is a fraud\n", + "Transaction 2358 is a fraud\n", + "Transaction 2359 is a fraud\n", + "Transaction 2360 is a fraud\n", + "Transaction 2361 is a fraud\n", + "Transaction 2362 is a fraud\n", + "Transaction 2363 is a fraud\n", + "Transaction 2364 is a fraud\n", + "Transaction 2365 is a fraud\n", + "Transaction 2366 is not a fraud\n", + "Transaction 2367 is a fraud\n", + "Transaction 2368 is not a fraud\n", + "Transaction 2369 is not a fraud\n", + "Transaction 2370 is a fraud\n", + "Transaction 2371 is a fraud\n", + "Transaction 2372 is a fraud\n", + "Transaction 2373 is a fraud\n", + "Transaction 2374 is a fraud\n", + "Transaction 2375 is a fraud\n", + "Transaction 2376 is a fraud\n", + "Transaction 2377 is a fraud\n", + "Transaction 2378 is a fraud\n", + "Transaction 2379 is a fraud\n", + "Transaction 2380 is a fraud\n", + "Transaction 2381 is a fraud\n", + "Transaction 2382 is not a fraud\n", + "Transaction 2383 is a fraud\n", + "Transaction 2384 is a fraud\n", + "Transaction 2385 is a fraud\n", + "Transaction 2386 is a fraud\n", + "Transaction 2387 is a fraud\n", + "Transaction 2388 is a fraud\n", + "Transaction 2389 is a fraud\n", + "Transaction 2390 is a fraud\n", + "Transaction 2391 is a fraud\n", + "Transaction 2392 is a fraud\n", + "Transaction 2393 is a fraud\n", + "Transaction 2394 is a fraud\n", + "Transaction 2395 is a fraud\n", + "Transaction 2396 is not a fraud\n", + "Transaction 2397 is a fraud\n", + "Transaction 2398 is a fraud\n", + "Transaction 2399 is a fraud\n", + "Transaction 2400 is a fraud\n", + "Transaction 2401 is a fraud\n", + "Transaction 2402 is a fraud\n", + "Transaction 2403 is not a fraud\n", + "Transaction 2404 is not a fraud\n", + "Transaction 2405 is a fraud\n", + "Transaction 2406 is not a fraud\n", + "Transaction 2407 is a fraud\n", + "Transaction 2408 is a fraud\n", + "Transaction 2409 is a fraud\n", + "Transaction 2410 is a fraud\n", + "Transaction 2411 is a fraud\n", + "Transaction 2412 is a fraud\n", + "Transaction 2413 is a fraud\n", + "Transaction 2414 is a fraud\n", + "Transaction 2415 is a fraud\n", + "Transaction 2416 is a fraud\n", + "Transaction 2417 is a fraud\n", + "Transaction 2418 is not a fraud\n", + "Transaction 2419 is a fraud\n", + "Transaction 2420 is not a fraud\n", + "Transaction 2421 is a fraud\n", + "Transaction 2422 is a fraud\n", + "Transaction 2423 is a fraud\n", + "Transaction 2424 is a fraud\n", + "Transaction 2425 is not a fraud\n", + "Transaction 2426 is a fraud\n", + "Transaction 2427 is a fraud\n", + "Transaction 2428 is a fraud\n", + "Transaction 2429 is a fraud\n", + "Transaction 2430 is a fraud\n", + "Transaction 2431 is a fraud\n", + "Transaction 2432 is a fraud\n", + "Transaction 2433 is a fraud\n", + "Transaction 2434 is not a fraud\n", + "Transaction 2435 is a fraud\n", + "Transaction 2436 is a fraud\n", + "Transaction 2437 is a fraud\n", + "Transaction 2438 is a fraud\n", + "Transaction 2439 is a fraud\n", + "Transaction 2440 is a fraud\n", + "Transaction 2441 is a fraud\n", + "Transaction 2442 is not a fraud\n", + "Transaction 2443 is a fraud\n", + "Transaction 2444 is a fraud\n", + "Transaction 2445 is a fraud\n", + "Transaction 2446 is not a fraud\n", + "Transaction 2447 is a fraud\n", + "Transaction 2448 is a fraud\n", + "Transaction 2449 is a fraud\n", + "Transaction 2450 is not a fraud\n", + "Transaction 2451 is a fraud\n", + "Transaction 2452 is a fraud\n", + "Transaction 2453 is a fraud\n", + "Transaction 2454 is a fraud\n", + "Transaction 2455 is a fraud\n", + "Transaction 2456 is a fraud\n", + "Transaction 2457 is a fraud\n", + "Transaction 2458 is not a fraud\n", + "Transaction 2459 is a fraud\n", + "Transaction 2460 is a fraud\n", + "Transaction 2461 is a fraud\n", + "Transaction 2462 is a fraud\n", + "Transaction 2463 is a fraud\n", + "Transaction 2464 is a fraud\n", + "Transaction 2465 is a fraud\n", + "Transaction 2466 is a fraud\n", + "Transaction 2467 is a fraud\n", + "Transaction 2468 is a fraud\n", + "Transaction 2469 is not a fraud\n", + "Transaction 2470 is a fraud\n", + "Transaction 2471 is a fraud\n", + "Transaction 2472 is a fraud\n", + "Transaction 2473 is a fraud\n", + "Transaction 2474 is not a fraud\n", + "Transaction 2475 is a fraud\n", + "Transaction 2476 is a fraud\n", + "Transaction 2477 is a fraud\n", + "Transaction 2478 is a fraud\n", + "Transaction 2479 is a fraud\n", + "Transaction 2480 is a fraud\n", + "Transaction 2481 is a fraud\n", + "Transaction 2482 is a fraud\n", + "Transaction 2483 is a fraud\n", + "Transaction 2484 is a fraud\n", + "Transaction 2485 is a fraud\n", + "Transaction 2486 is not a fraud\n", + "Transaction 2487 is a fraud\n", + "Transaction 2488 is a fraud\n", + "Transaction 2489 is not a fraud\n", + "Transaction 2490 is a fraud\n", + "Transaction 2491 is a fraud\n", + "Transaction 2492 is a fraud\n", + "Transaction 2493 is not a fraud\n", + "Transaction 2494 is a fraud\n", + "Transaction 2495 is a fraud\n", + "Transaction 2496 is a fraud\n", + "Transaction 2497 is a fraud\n", + "Transaction 2498 is a fraud\n", + "Transaction 2499 is a fraud\n", + "Transaction 2500 is a fraud\n", + "Transaction 2501 is a fraud\n", + "Transaction 2502 is not a fraud\n", + "Transaction 2503 is a fraud\n", + "Transaction 2504 is a fraud\n", + "Transaction 2505 is a fraud\n", + "Transaction 2506 is a fraud\n", + "Transaction 2507 is a fraud\n", + "Transaction 2508 is a fraud\n", + "Transaction 2509 is a fraud\n", + "Transaction 2510 is a fraud\n", + "Transaction 2511 is a fraud\n", + "Transaction 2512 is not a fraud\n", + "Transaction 2513 is a fraud\n", + "Transaction 2514 is not a fraud\n", + "Transaction 2515 is a fraud\n", + "Transaction 2516 is a fraud\n", + "Transaction 2517 is a fraud\n", + "Transaction 2518 is a fraud\n", + "Transaction 2519 is a fraud\n", + "Transaction 2520 is a fraud\n", + "Transaction 2521 is a fraud\n", + "Transaction 2522 is a fraud\n", + "Transaction 2523 is a fraud\n", + "Transaction 2524 is not a fraud\n", + "Transaction 2525 is a fraud\n", + "Transaction 2526 is a fraud\n", + "Transaction 2527 is a fraud\n", + "Transaction 2528 is a fraud\n", + "Transaction 2529 is not a fraud\n", + "Transaction 2530 is a fraud\n", + "Transaction 2531 is a fraud\n", + "Transaction 2532 is a fraud\n", + "Transaction 2533 is a fraud\n", + "Transaction 2534 is not a fraud\n", + "Transaction 2535 is a fraud\n", + "Transaction 2536 is a fraud\n", + "Transaction 2537 is a fraud\n", + "Transaction 2538 is a fraud\n", + "Transaction 2539 is a fraud\n", + "Transaction 2540 is a fraud\n", + "Transaction 2541 is a fraud\n", + "Transaction 2542 is a fraud\n", + "Transaction 2543 is a fraud\n", + "Transaction 2544 is a fraud\n", + "Transaction 2545 is a fraud\n", + "Transaction 2546 is a fraud\n", + "Transaction 2547 is a fraud\n", + "Transaction 2548 is not a fraud\n", + "Transaction 2549 is a fraud\n", + "Transaction 2550 is a fraud\n", + "Transaction 2551 is not a fraud\n", + "Transaction 2552 is a fraud\n", + "Transaction 2553 is a fraud\n", + "Transaction 2554 is a fraud\n", + "Transaction 2555 is not a fraud\n", + "Transaction 2556 is a fraud\n", + "Transaction 2557 is a fraud\n", + "Transaction 2558 is a fraud\n", + "Transaction 2559 is a fraud\n", + "Transaction 2560 is a fraud\n", + "Transaction 2561 is a fraud\n", + "Transaction 2562 is a fraud\n", + "Transaction 2563 is a fraud\n", + "Transaction 2564 is a fraud\n", + "Transaction 2565 is a fraud\n", + "Transaction 2566 is a fraud\n", + "Transaction 2567 is a fraud\n", + "Transaction 2568 is a fraud\n", + "Transaction 2569 is a fraud\n", + "Transaction 2570 is a fraud\n", + "Transaction 2571 is a fraud\n", + "Transaction 2572 is not a fraud\n", + "Transaction 2573 is a fraud\n", + "Transaction 2574 is not a fraud\n", + "Transaction 2575 is a fraud\n", + "Transaction 2576 is a fraud\n", + "Transaction 2577 is not a fraud\n", + "Transaction 2578 is a fraud\n", + "Transaction 2579 is a fraud\n", + "Transaction 2580 is a fraud\n", + "Transaction 2581 is a fraud\n", + "Transaction 2582 is not a fraud\n", + "Transaction 2583 is a fraud\n", + "Transaction 2584 is a fraud\n", + "Transaction 2585 is a fraud\n", + "Transaction 2586 is not a fraud\n", + "Transaction 2587 is not a fraud\n", + "Transaction 2588 is a fraud\n", + "Transaction 2589 is a fraud\n", + "Transaction 2590 is not a fraud\n", + "Transaction 2591 is a fraud\n", + "Transaction 2592 is not a fraud\n", + "Transaction 2593 is a fraud\n", + "Transaction 2594 is a fraud\n", + "Transaction 2595 is a fraud\n", + "Transaction 2596 is a fraud\n", + "Transaction 2597 is a fraud\n", + "Transaction 2598 is a fraud\n", + "Transaction 2599 is a fraud\n", + "Transaction 2600 is not a fraud\n", + "Transaction 2601 is a fraud\n", + "Transaction 2602 is a fraud\n", + "Transaction 2603 is not a fraud\n", + "Transaction 2604 is a fraud\n", + "Transaction 2605 is a fraud\n", + "Transaction 2606 is a fraud\n", + "Transaction 2607 is a fraud\n", + "Transaction 2608 is not a fraud\n", + "Transaction 2609 is a fraud\n", + "Transaction 2610 is a fraud\n", + "Transaction 2611 is a fraud\n", + "Transaction 2612 is not a fraud\n", + "Transaction 2613 is a fraud\n", + "Transaction 2614 is a fraud\n", + "Transaction 2615 is a fraud\n", + "Transaction 2616 is a fraud\n", + "Transaction 2617 is a fraud\n", + "Transaction 2618 is a fraud\n", + "Transaction 2619 is not a fraud\n", + "Transaction 2620 is a fraud\n", + "Transaction 2621 is a fraud\n", + "Transaction 2622 is a fraud\n", + "Transaction 2623 is a fraud\n", + "Transaction 2624 is a fraud\n", + "Transaction 2625 is a fraud\n", + "Transaction 2626 is a fraud\n", + "Transaction 2627 is a fraud\n", + "Transaction 2628 is a fraud\n", + "Transaction 2629 is a fraud\n", + "Transaction 2630 is a fraud\n", + "Transaction 2631 is a fraud\n", + "Transaction 2632 is a fraud\n", + "Transaction 2633 is not a fraud\n", + "Transaction 2634 is a fraud\n", + "Transaction 2635 is a fraud\n", + "Transaction 2636 is a fraud\n", + "Transaction 2637 is a fraud\n", + "Transaction 2638 is not a fraud\n", + "Transaction 2639 is a fraud\n", + "Transaction 2640 is a fraud\n", + "Transaction 2641 is a fraud\n", + "Transaction 2642 is a fraud\n", + "Transaction 2643 is a fraud\n", + "Transaction 2644 is a fraud\n", + "Transaction 2645 is not a fraud\n", + "Transaction 2646 is a fraud\n", + "Transaction 2647 is not a fraud\n", + "Transaction 2648 is a fraud\n", + "Transaction 2649 is a fraud\n", + "Transaction 2650 is a fraud\n", + "Transaction 2651 is a fraud\n", + "Transaction 2652 is a fraud\n", + "Transaction 2653 is a fraud\n", + "Transaction 2654 is a fraud\n", + "Transaction 2655 is not a fraud\n", + "Transaction 2656 is a fraud\n", + "Transaction 2657 is a fraud\n", + "Transaction 2658 is a fraud\n", + "Transaction 2659 is a fraud\n", + "Transaction 2660 is a fraud\n", + "Transaction 2661 is a fraud\n", + "Transaction 2662 is not a fraud\n", + "Transaction 2663 is a fraud\n", + "Transaction 2664 is a fraud\n", + "Transaction 2665 is a fraud\n", + "Transaction 2666 is a fraud\n", + "Transaction 2667 is a fraud\n", + "Transaction 2668 is a fraud\n", + "Transaction 2669 is a fraud\n", + "Transaction 2670 is a fraud\n", + "Transaction 2671 is a fraud\n", + "Transaction 2672 is a fraud\n", + "Transaction 2673 is a fraud\n", + "Transaction 2674 is a fraud\n", + "Transaction 2675 is not a fraud\n", + "Transaction 2676 is not a fraud\n", + "Transaction 2677 is a fraud\n", + "Transaction 2678 is not a fraud\n", + "Transaction 2679 is not a fraud\n", + "Transaction 2680 is a fraud\n", + "Transaction 2681 is a fraud\n", + "Transaction 2682 is a fraud\n", + "Transaction 2683 is a fraud\n", + "Transaction 2684 is a fraud\n", + "Transaction 2685 is a fraud\n", + "Transaction 2686 is a fraud\n", + "Transaction 2687 is a fraud\n", + "Transaction 2688 is a fraud\n", + "Transaction 2689 is a fraud\n", + "Transaction 2690 is a fraud\n", + "Transaction 2691 is a fraud\n", + "Transaction 2692 is a fraud\n", + "Transaction 2693 is a fraud\n", + "Transaction 2694 is a fraud\n", + "Transaction 2695 is a fraud\n", + "Transaction 2696 is a fraud\n", + "Transaction 2697 is a fraud\n", + "Transaction 2698 is a fraud\n", + "Transaction 2699 is not a fraud\n", + "Transaction 2700 is a fraud\n", + "Transaction 2701 is a fraud\n", + "Transaction 2702 is a fraud\n", + "Transaction 2703 is a fraud\n", + "Transaction 2704 is not a fraud\n", + "Transaction 2705 is a fraud\n", + "Transaction 2706 is a fraud\n", + "Transaction 2707 is a fraud\n", + "Transaction 2708 is a fraud\n", + "Transaction 2709 is a fraud\n", + "Transaction 2710 is a fraud\n", + "Transaction 2711 is a fraud\n", + "Transaction 2712 is a fraud\n", + "Transaction 2713 is not a fraud\n", + "Transaction 2714 is a fraud\n", + "Transaction 2715 is a fraud\n", + "Transaction 2716 is a fraud\n", + "Transaction 2717 is a fraud\n", + "Transaction 2718 is a fraud\n", + "Transaction 2719 is a fraud\n", + "Transaction 2720 is a fraud\n", + "Transaction 2721 is a fraud\n", + "Transaction 2722 is not a fraud\n", + "Transaction 2723 is a fraud\n", + "Transaction 2724 is a fraud\n", + "Transaction 2725 is a fraud\n", + "Transaction 2726 is a fraud\n", + "Transaction 2727 is a fraud\n", + "Transaction 2728 is a fraud\n", + "Transaction 2729 is a fraud\n", + "Transaction 2730 is a fraud\n", + "Transaction 2731 is not a fraud\n", + "Transaction 2732 is a fraud\n", + "Transaction 2733 is not a fraud\n", + "Transaction 2734 is a fraud\n", + "Transaction 2735 is a fraud\n", + "Transaction 2736 is a fraud\n", + "Transaction 2737 is a fraud\n", + "Transaction 2738 is a fraud\n", + "Transaction 2739 is not a fraud\n", + "Transaction 2740 is a fraud\n", + "Transaction 2741 is a fraud\n", + "Transaction 2742 is a fraud\n", + "Transaction 2743 is a fraud\n", + "Transaction 2744 is not a fraud\n", + "Transaction 2745 is a fraud\n", + "Transaction 2746 is a fraud\n", + "Transaction 2747 is a fraud\n", + "Transaction 2748 is not a fraud\n", + "Transaction 2749 is not a fraud\n", + "Transaction 2750 is a fraud\n", + "Transaction 2751 is a fraud\n", + "Transaction 2752 is a fraud\n", + "Transaction 2753 is a fraud\n", + "Transaction 2754 is not a fraud\n", + "Transaction 2755 is a fraud\n", + "Transaction 2756 is a fraud\n", + "Transaction 2757 is a fraud\n", + "Transaction 2758 is a fraud\n", + "Transaction 2759 is not a fraud\n", + "Transaction 2760 is a fraud\n", + "Transaction 2761 is a fraud\n", + "Transaction 2762 is not a fraud\n", + "Transaction 2763 is a fraud\n", + "Transaction 2764 is a fraud\n", + "Transaction 2765 is a fraud\n", + "Transaction 2766 is a fraud\n", + "Transaction 2767 is a fraud\n", + "Transaction 2768 is a fraud\n", + "Transaction 2769 is a fraud\n", + "Transaction 2770 is a fraud\n", + "Transaction 2771 is a fraud\n", + "Transaction 2772 is not a fraud\n", + "Transaction 2773 is a fraud\n", + "Transaction 2774 is a fraud\n", + "Transaction 2775 is a fraud\n", + "Transaction 2776 is a fraud\n", + "Transaction 2777 is a fraud\n", + "Transaction 2778 is a fraud\n", + "Transaction 2779 is a fraud\n", + "Transaction 2780 is not a fraud\n", + "Transaction 2781 is a fraud\n", + "Transaction 2782 is a fraud\n", + "Transaction 2783 is a fraud\n", + "Transaction 2784 is a fraud\n", + "Transaction 2785 is a fraud\n", + "Transaction 2786 is a fraud\n", + "Transaction 2787 is a fraud\n", + "Transaction 2788 is a fraud\n", + "Transaction 2789 is a fraud\n", + "Transaction 2790 is a fraud\n", + "Transaction 2791 is a fraud\n", + "Transaction 2792 is a fraud\n", + "Transaction 2793 is a fraud\n", + "Transaction 2794 is a fraud\n", + "Transaction 2795 is a fraud\n", + "Transaction 2796 is a fraud\n", + "Transaction 2797 is a fraud\n", + "Transaction 2798 is a fraud\n", + "Transaction 2799 is a fraud\n", + "Transaction 2800 is a fraud\n", + "Transaction 2801 is not a fraud\n", + "Transaction 2802 is not a fraud\n", + "Transaction 2803 is a fraud\n", + "Transaction 2804 is a fraud\n", + "Transaction 2805 is not a fraud\n", + "Transaction 2806 is a fraud\n", + "Transaction 2807 is a fraud\n", + "Transaction 2808 is a fraud\n", + "Transaction 2809 is a fraud\n", + "Transaction 2810 is not a fraud\n", + "Transaction 2811 is a fraud\n", + "Transaction 2812 is a fraud\n", + "Transaction 2813 is a fraud\n", + "Transaction 2814 is a fraud\n", + "Transaction 2815 is a fraud\n", + "Transaction 2816 is a fraud\n", + "Transaction 2817 is a fraud\n", + "Transaction 2818 is not a fraud\n", + "Transaction 2819 is a fraud\n", + "Transaction 2820 is a fraud\n", + "Transaction 2821 is a fraud\n", + "Transaction 2822 is a fraud\n", + "Transaction 2823 is a fraud\n", + "Transaction 2824 is a fraud\n", + "Transaction 2825 is a fraud\n", + "Transaction 2826 is not a fraud\n", + "Transaction 2827 is a fraud\n", + "Transaction 2828 is a fraud\n", + "Transaction 2829 is a fraud\n", + "Transaction 2830 is a fraud\n", + "Transaction 2831 is a fraud\n", + "Transaction 2832 is a fraud\n", + "Transaction 2833 is a fraud\n", + "Transaction 2834 is a fraud\n", + "Transaction 2835 is not a fraud\n", + "Transaction 2836 is a fraud\n", + "Transaction 2837 is a fraud\n", + "Transaction 2838 is a fraud\n", + "Transaction 2839 is not a fraud\n", + "Transaction 2840 is a fraud\n", + "Transaction 2841 is a fraud\n", + "Transaction 2842 is a fraud\n", + "Transaction 2843 is not a fraud\n", + "Transaction 2844 is a fraud\n", + "Transaction 2845 is a fraud\n", + "Transaction 2846 is a fraud\n", + "Transaction 2847 is a fraud\n", + "Transaction 2848 is a fraud\n", + "Transaction 2849 is a fraud\n", + "Transaction 2850 is not a fraud\n", + "Transaction 2851 is a fraud\n", + "Transaction 2852 is a fraud\n", + "Transaction 2853 is a fraud\n", + "Transaction 2854 is a fraud\n", + "Transaction 2855 is not a fraud\n", + "Transaction 2856 is a fraud\n", + "Transaction 2857 is a fraud\n", + "Transaction 2858 is a fraud\n", + "Transaction 2859 is a fraud\n", + "Transaction 2860 is a fraud\n", + "Transaction 2861 is a fraud\n", + "Transaction 2862 is a fraud\n", + "Transaction 2863 is a fraud\n", + "Transaction 2864 is a fraud\n", + "Transaction 2865 is a fraud\n", + "Transaction 2866 is a fraud\n", + "Transaction 2867 is a fraud\n", + "Transaction 2868 is not a fraud\n", + "Transaction 2869 is a fraud\n", + "Transaction 2870 is a fraud\n", + "Transaction 2871 is a fraud\n", + "Transaction 2872 is a fraud\n", + "Transaction 2873 is a fraud\n", + "Transaction 2874 is a fraud\n", + "Transaction 2875 is a fraud\n", + "Transaction 2876 is a fraud\n", + "Transaction 2877 is a fraud\n", + "Transaction 2878 is a fraud\n", + "Transaction 2879 is a fraud\n", + "Transaction 2880 is not a fraud\n", + "Transaction 2881 is not a fraud\n", + "Transaction 2882 is a fraud\n", + "Transaction 2883 is not a fraud\n", + "Transaction 2884 is a fraud\n", + "Transaction 2885 is a fraud\n", + "Transaction 2886 is a fraud\n", + "Transaction 2887 is a fraud\n", + "Transaction 2888 is a fraud\n", + "Transaction 2889 is a fraud\n", + "Transaction 2890 is not a fraud\n", + "Transaction 2891 is a fraud\n", + "Transaction 2892 is a fraud\n", + "Transaction 2893 is a fraud\n", + "Transaction 2894 is a fraud\n", + "Transaction 2895 is a fraud\n", + "Transaction 2896 is a fraud\n", + "Transaction 2897 is not a fraud\n", + "Transaction 2898 is a fraud\n", + "Transaction 2899 is a fraud\n", + "Transaction 2900 is a fraud\n", + "Transaction 2901 is a fraud\n", + "Transaction 2902 is not a fraud\n", + "Transaction 2903 is a fraud\n", + "Transaction 2904 is a fraud\n", + "Transaction 2905 is a fraud\n", + "Transaction 2906 is a fraud\n", + "Transaction 2907 is a fraud\n", + "Transaction 2908 is a fraud\n", + "Transaction 2909 is a fraud\n", + "Transaction 2910 is a fraud\n", + "Transaction 2911 is a fraud\n", + "Transaction 2912 is a fraud\n", + "Transaction 2913 is a fraud\n", + "Transaction 2914 is a fraud\n", + "Transaction 2915 is not a fraud\n", + "Transaction 2916 is a fraud\n", + "Transaction 2917 is a fraud\n", + "Transaction 2918 is a fraud\n", + "Transaction 2919 is a fraud\n", + "Transaction 2920 is not a fraud\n", + "Transaction 2921 is a fraud\n", + "Transaction 2922 is a fraud\n", + "Transaction 2923 is a fraud\n", + "Transaction 2924 is not a fraud\n", + "Transaction 2925 is a fraud\n", + "Transaction 2926 is a fraud\n", + "Transaction 2927 is a fraud\n", + "Transaction 2928 is a fraud\n", + "Transaction 2929 is a fraud\n", + "Transaction 2930 is a fraud\n", + "Transaction 2931 is a fraud\n", + "Transaction 2932 is not a fraud\n", + "Transaction 2933 is a fraud\n", + "Transaction 2934 is a fraud\n", + "Transaction 2935 is a fraud\n", + "Transaction 2936 is a fraud\n", + "Transaction 2937 is a fraud\n", + "Transaction 2938 is not a fraud\n", + "Transaction 2939 is a fraud\n", + "Transaction 2940 is a fraud\n", + "Transaction 2941 is a fraud\n", + "Transaction 2942 is a fraud\n", + "Transaction 2943 is a fraud\n", + "Transaction 2944 is a fraud\n", + "Transaction 2945 is a fraud\n", + "Transaction 2946 is a fraud\n", + "Transaction 2947 is a fraud\n", + "Transaction 2948 is a fraud\n", + "Transaction 2949 is a fraud\n", + "Transaction 2950 is a fraud\n", + "Transaction 2951 is not a fraud\n", + "Transaction 2952 is a fraud\n", + "Transaction 2953 is a fraud\n", + "Transaction 2954 is a fraud\n", + "Transaction 2955 is not a fraud\n", + "Transaction 2956 is not a fraud\n", + "Transaction 2957 is a fraud\n", + "Transaction 2958 is a fraud\n", + "Transaction 2959 is a fraud\n", + "Transaction 2960 is a fraud\n", + "Transaction 2961 is a fraud\n", + "Transaction 2962 is a fraud\n", + "Transaction 2963 is a fraud\n", + "Transaction 2964 is a fraud\n", + "Transaction 2965 is a fraud\n", + "Transaction 2966 is a fraud\n", + "Transaction 2967 is a fraud\n", + "Transaction 2968 is a fraud\n", + "Transaction 2969 is a fraud\n", + "Transaction 2970 is a fraud\n", + "Transaction 2971 is a fraud\n", + "Transaction 2972 is a fraud\n", + "Transaction 2973 is a fraud\n", + "Transaction 2974 is a fraud\n", + "Transaction 2975 is a fraud\n", + "Transaction 2976 is not a fraud\n", + "Transaction 2977 is a fraud\n", + "Transaction 2978 is a fraud\n", + "Transaction 2979 is a fraud\n", + "Transaction 2980 is a fraud\n", + "Transaction 2981 is not a fraud\n", + "Transaction 2982 is a fraud\n", + "Transaction 2983 is a fraud\n", + "Transaction 2984 is not a fraud\n", + "Transaction 2985 is a fraud\n", + "Transaction 2986 is a fraud\n", + "Transaction 2987 is a fraud\n", + "Transaction 2988 is a fraud\n", + "Transaction 2989 is a fraud\n", + "Transaction 2990 is a fraud\n", + "Transaction 2991 is a fraud\n", + "Transaction 2992 is a fraud\n", + "Transaction 2993 is a fraud\n", + "Transaction 2994 is a fraud\n", + "Transaction 2995 is not a fraud\n", + "Transaction 2996 is a fraud\n", + "Transaction 2997 is a fraud\n", + "Transaction 2998 is a fraud\n", + "Transaction 2999 is a fraud\n", + "Transaction 3000 is not a fraud\n", + "Transaction 3001 is a fraud\n", + "Transaction 3002 is a fraud\n", + "Transaction 3003 is a fraud\n", + "Transaction 3004 is a fraud\n", + "Transaction 3005 is a fraud\n", + "Transaction 3006 is a fraud\n", + "Transaction 3007 is not a fraud\n", + "Transaction 3008 is a fraud\n", + "Transaction 3009 is not a fraud\n", + "Transaction 3010 is a fraud\n", + "Transaction 3011 is a fraud\n", + "Transaction 3012 is a fraud\n", + "Transaction 3013 is a fraud\n", + "Transaction 3014 is a fraud\n", + "Transaction 3015 is a fraud\n", + "Transaction 3016 is not a fraud\n", + "Transaction 3017 is a fraud\n", + "Transaction 3018 is a fraud\n", + "Transaction 3019 is a fraud\n", + "Transaction 3020 is a fraud\n", + "Transaction 3021 is a fraud\n", + "Transaction 3022 is a fraud\n", + "Transaction 3023 is not a fraud\n", + "Transaction 3024 is a fraud\n", + "Transaction 3025 is not a fraud\n", + "Transaction 3026 is a fraud\n", + "Transaction 3027 is not a fraud\n", + "Transaction 3028 is a fraud\n", + "Transaction 3029 is a fraud\n", + "Transaction 3030 is a fraud\n", + "Transaction 3031 is a fraud\n", + "Transaction 3032 is a fraud\n", + "Transaction 3033 is a fraud\n", + "Transaction 3034 is not a fraud\n", + "Transaction 3035 is a fraud\n", + "Transaction 3036 is a fraud\n", + "Transaction 3037 is a fraud\n", + "Transaction 3038 is a fraud\n", + "Transaction 3039 is a fraud\n", + "Transaction 3040 is not a fraud\n", + "Transaction 3041 is a fraud\n", + "Transaction 3042 is a fraud\n", + "Transaction 3043 is a fraud\n", + "Transaction 3044 is a fraud\n", + "Transaction 3045 is a fraud\n", + "Transaction 3046 is a fraud\n", + "Transaction 3047 is a fraud\n", + "Transaction 3048 is not a fraud\n", + "Transaction 3049 is a fraud\n", + "Transaction 3050 is not a fraud\n", + "Transaction 3051 is a fraud\n", + "Transaction 3052 is a fraud\n", + "Transaction 3053 is a fraud\n", + "Transaction 3054 is a fraud\n", + "Transaction 3055 is a fraud\n", + "Transaction 3056 is a fraud\n", + "Transaction 3057 is a fraud\n", + "Transaction 3058 is a fraud\n", + "Transaction 3059 is a fraud\n", + "Transaction 3060 is a fraud\n", + "Transaction 3061 is a fraud\n", + "Transaction 3062 is a fraud\n", + "Transaction 3063 is a fraud\n", + "Transaction 3064 is a fraud\n", + "Transaction 3065 is a fraud\n", + "Transaction 3066 is a fraud\n", + "Transaction 3067 is a fraud\n", + "Transaction 3068 is a fraud\n", + "Transaction 3069 is a fraud\n", + "Transaction 3070 is not a fraud\n", + "Transaction 3071 is a fraud\n", + "Transaction 3072 is a fraud\n", + "Transaction 3073 is a fraud\n", + "Transaction 3074 is a fraud\n", + "Transaction 3075 is a fraud\n", + "Transaction 3076 is a fraud\n", + "Transaction 3077 is not a fraud\n", + "Transaction 3078 is a fraud\n", + "Transaction 3079 is a fraud\n", + "Transaction 3080 is not a fraud\n", + "Transaction 3081 is a fraud\n", + "Transaction 3082 is not a fraud\n", + "Transaction 3083 is a fraud\n", + "Transaction 3084 is a fraud\n", + "Transaction 3085 is a fraud\n", + "Transaction 3086 is not a fraud\n", + "Transaction 3087 is not a fraud\n", + "Transaction 3088 is a fraud\n", + "Transaction 3089 is a fraud\n", + "Transaction 3090 is a fraud\n", + "Transaction 3091 is a fraud\n", + "Transaction 3092 is a fraud\n", + "Transaction 3093 is a fraud\n", + "Transaction 3094 is a fraud\n", + "Transaction 3095 is a fraud\n", + "Transaction 3096 is a fraud\n", + "Transaction 3097 is a fraud\n", + "Transaction 3098 is a fraud\n", + "Transaction 3099 is a fraud\n", + "Transaction 3100 is a fraud\n", + "Transaction 3101 is a fraud\n", + "Transaction 3102 is not a fraud\n", + "Transaction 3103 is a fraud\n", + "Transaction 3104 is a fraud\n", + "Transaction 3105 is a fraud\n", + "Transaction 3106 is not a fraud\n", + "Transaction 3107 is a fraud\n", + "Transaction 3108 is a fraud\n", + "Transaction 3109 is a fraud\n", + "Transaction 3110 is a fraud\n", + "Transaction 3111 is a fraud\n", + "Transaction 3112 is a fraud\n", + "Transaction 3113 is not a fraud\n", + "Transaction 3114 is a fraud\n", + "Transaction 3115 is a fraud\n", + "Transaction 3116 is a fraud\n", + "Transaction 3117 is a fraud\n", + "Transaction 3118 is a fraud\n", + "Transaction 3119 is a fraud\n", + "Transaction 3120 is a fraud\n", + "Transaction 3121 is a fraud\n", + "Transaction 3122 is a fraud\n", + "Transaction 3123 is a fraud\n", + "Transaction 3124 is a fraud\n", + "Transaction 3125 is not a fraud\n", + "Transaction 3126 is a fraud\n", + "Transaction 3127 is a fraud\n", + "Transaction 3128 is not a fraud\n", + "Transaction 3129 is a fraud\n", + "Transaction 3130 is a fraud\n", + "Transaction 3131 is not a fraud\n", + "Transaction 3132 is a fraud\n", + "Transaction 3133 is a fraud\n", + "Transaction 3134 is a fraud\n", + "Transaction 3135 is a fraud\n", + "Transaction 3136 is a fraud\n", + "Transaction 3137 is a fraud\n", + "Transaction 3138 is a fraud\n", + "Transaction 3139 is a fraud\n", + "Transaction 3140 is a fraud\n", + "Transaction 3141 is a fraud\n", + "Transaction 3142 is a fraud\n", + "Transaction 3143 is a fraud\n", + "Transaction 3144 is a fraud\n", + "Transaction 3145 is a fraud\n", + "Transaction 3146 is a fraud\n", + "Transaction 3147 is not a fraud\n", + "Transaction 3148 is not a fraud\n", + "Transaction 3149 is a fraud\n", + "Transaction 3150 is not a fraud\n", + "Transaction 3151 is a fraud\n", + "Transaction 3152 is a fraud\n", + "Transaction 3153 is not a fraud\n", + "Transaction 3154 is a fraud\n", + "Transaction 3155 is a fraud\n", + "Transaction 3156 is a fraud\n", + "Transaction 3157 is a fraud\n", + "Transaction 3158 is a fraud\n", + "Transaction 3159 is a fraud\n", + "Transaction 3160 is a fraud\n", + "Transaction 3161 is a fraud\n", + "Transaction 3162 is a fraud\n", + "Transaction 3163 is a fraud\n", + "Transaction 3164 is a fraud\n", + "Transaction 3165 is a fraud\n", + "Transaction 3166 is a fraud\n", + "Transaction 3167 is a fraud\n", + "Transaction 3168 is a fraud\n", + "Transaction 3169 is not a fraud\n", + "Transaction 3170 is not a fraud\n", + "Transaction 3171 is a fraud\n", + "Transaction 3172 is a fraud\n", + "Transaction 3173 is a fraud\n", + "Transaction 3174 is a fraud\n", + "Transaction 3175 is a fraud\n", + "Transaction 3176 is a fraud\n", + "Transaction 3177 is a fraud\n", + "Transaction 3178 is a fraud\n", + "Transaction 3179 is not a fraud\n", + "Transaction 3180 is a fraud\n", + "Transaction 3181 is a fraud\n", + "Transaction 3182 is not a fraud\n", + "Transaction 3183 is a fraud\n", + "Transaction 3184 is a fraud\n", + "Transaction 3185 is not a fraud\n", + "Transaction 3186 is not a fraud\n", + "Transaction 3187 is a fraud\n", + "Transaction 3188 is a fraud\n", + "Transaction 3189 is a fraud\n", + "Transaction 3190 is not a fraud\n", + "Transaction 3191 is a fraud\n", + "Transaction 3192 is a fraud\n", + "Transaction 3193 is a fraud\n", + "Transaction 3194 is a fraud\n", + "Transaction 3195 is a fraud\n", + "Transaction 3196 is a fraud\n", + "Transaction 3197 is a fraud\n", + "Transaction 3198 is a fraud\n", + "Transaction 3199 is a fraud\n", + "Transaction 3200 is not a fraud\n", + "Transaction 3201 is a fraud\n", + "Transaction 3202 is a fraud\n", + "Transaction 3203 is not a fraud\n", + "Transaction 3204 is a fraud\n", + "Transaction 3205 is a fraud\n", + "Transaction 3206 is a fraud\n", + "Transaction 3207 is not a fraud\n", + "Transaction 3208 is a fraud\n", + "Transaction 3209 is a fraud\n", + "Transaction 3210 is a fraud\n", + "Transaction 3211 is a fraud\n", + "Transaction 3212 is a fraud\n", + "Transaction 3213 is not a fraud\n", + "Transaction 3214 is not a fraud\n", + "Transaction 3215 is a fraud\n", + "Transaction 3216 is a fraud\n", + "Transaction 3217 is a fraud\n", + "Transaction 3218 is a fraud\n", + "Transaction 3219 is a fraud\n", + "Transaction 3220 is a fraud\n", + "Transaction 3221 is a fraud\n", + "Transaction 3222 is a fraud\n", + "Transaction 3223 is a fraud\n", + "Transaction 3224 is a fraud\n", + "Transaction 3225 is a fraud\n", + "Transaction 3226 is a fraud\n", + "Transaction 3227 is not a fraud\n", + "Transaction 3228 is not a fraud\n", + "Transaction 3229 is a fraud\n", + "Transaction 3230 is not a fraud\n", + "Transaction 3231 is not a fraud\n", + "Transaction 3232 is a fraud\n", + "Transaction 3233 is a fraud\n", + "Transaction 3234 is a fraud\n", + "Transaction 3235 is a fraud\n", + "Transaction 3236 is a fraud\n", + "Transaction 3237 is a fraud\n", + "Transaction 3238 is a fraud\n", + "Transaction 3239 is a fraud\n", + "Transaction 3240 is a fraud\n", + "Transaction 3241 is a fraud\n", + "Transaction 3242 is a fraud\n", + "Transaction 3243 is a fraud\n", + "Transaction 3244 is a fraud\n", + "Transaction 3245 is a fraud\n", + "Transaction 3246 is a fraud\n", + "Transaction 3247 is not a fraud\n", + "Transaction 3248 is a fraud\n", + "Transaction 3249 is a fraud\n", + "Transaction 3250 is a fraud\n", + "Transaction 3251 is not a fraud\n", + "Transaction 3252 is a fraud\n", + "Transaction 3253 is a fraud\n", + "Transaction 3254 is a fraud\n", + "Transaction 3255 is a fraud\n", + "Transaction 3256 is a fraud\n", + "Transaction 3257 is a fraud\n", + "Transaction 3258 is a fraud\n", + "Transaction 3259 is a fraud\n", + "Transaction 3260 is not a fraud\n", + "Transaction 3261 is a fraud\n", + "Transaction 3262 is a fraud\n", + "Transaction 3263 is a fraud\n", + "Transaction 3264 is a fraud\n", + "Transaction 3265 is a fraud\n", + "Transaction 3266 is a fraud\n", + "Transaction 3267 is a fraud\n", + "Transaction 3268 is a fraud\n", + "Transaction 3269 is not a fraud\n", + "Transaction 3270 is a fraud\n", + "Transaction 3271 is a fraud\n", + "Transaction 3272 is a fraud\n", + "Transaction 3273 is a fraud\n", + "Transaction 3274 is not a fraud\n", + "Transaction 3275 is not a fraud\n", + "Transaction 3276 is a fraud\n", + "Transaction 3277 is a fraud\n", + "Transaction 3278 is a fraud\n", + "Transaction 3279 is a fraud\n", + "Transaction 3280 is a fraud\n", + "Transaction 3281 is a fraud\n", + "Transaction 3282 is a fraud\n", + "Transaction 3283 is not a fraud\n", + "Transaction 3284 is not a fraud\n", + "Transaction 3285 is a fraud\n", + "Transaction 3286 is a fraud\n", + "Transaction 3287 is a fraud\n", + "Transaction 3288 is not a fraud\n", + "Transaction 3289 is a fraud\n", + "Transaction 3290 is not a fraud\n", + "Transaction 3291 is a fraud\n", + "Transaction 3292 is a fraud\n", + "Transaction 3293 is a fraud\n", + "Transaction 3294 is a fraud\n", + "Transaction 3295 is a fraud\n", + "Transaction 3296 is a fraud\n", + "Transaction 3297 is a fraud\n", + "Transaction 3298 is a fraud\n", + "Transaction 3299 is a fraud\n", + "Transaction 3300 is a fraud\n", + "Transaction 3301 is a fraud\n", + "Transaction 3302 is not a fraud\n", + "Transaction 3303 is a fraud\n", + "Transaction 3304 is a fraud\n", + "Transaction 3305 is a fraud\n", + "Transaction 3306 is a fraud\n", + "Transaction 3307 is a fraud\n", + "Transaction 3308 is a fraud\n", + "Transaction 3309 is not a fraud\n", + "Transaction 3310 is a fraud\n", + "Transaction 3311 is not a fraud\n", + "Transaction 3312 is a fraud\n", + "Transaction 3313 is a fraud\n", + "Transaction 3314 is a fraud\n", + "Transaction 3315 is a fraud\n", + "Transaction 3316 is a fraud\n", + "Transaction 3317 is a fraud\n", + "Transaction 3318 is a fraud\n", + "Transaction 3319 is a fraud\n", + "Transaction 3320 is a fraud\n", + "Transaction 3321 is a fraud\n", + "Transaction 3322 is a fraud\n", + "Transaction 3323 is a fraud\n", + "Transaction 3324 is a fraud\n", + "Transaction 3325 is a fraud\n", + "Transaction 3326 is a fraud\n", + "Transaction 3327 is not a fraud\n", + "Transaction 3328 is a fraud\n", + "Transaction 3329 is not a fraud\n", + "Transaction 3330 is a fraud\n", + "Transaction 3331 is a fraud\n", + "Transaction 3332 is a fraud\n", + "Transaction 3333 is a fraud\n", + "Transaction 3334 is not a fraud\n", + "Transaction 3335 is a fraud\n", + "Transaction 3336 is a fraud\n", + "Transaction 3337 is a fraud\n", + "Transaction 3338 is a fraud\n", + "Transaction 3339 is not a fraud\n", + "Transaction 3340 is a fraud\n", + "Transaction 3341 is a fraud\n", + "Transaction 3342 is a fraud\n", + "Transaction 3343 is a fraud\n", + "Transaction 3344 is a fraud\n", + "Transaction 3345 is a fraud\n", + "Transaction 3346 is a fraud\n", + "Transaction 3347 is not a fraud\n", + "Transaction 3348 is a fraud\n", + "Transaction 3349 is not a fraud\n", + "Transaction 3350 is a fraud\n", + "Transaction 3351 is a fraud\n", + "Transaction 3352 is a fraud\n", + "Transaction 3353 is a fraud\n", + "Transaction 3354 is a fraud\n", + "Transaction 3355 is not a fraud\n", + "Transaction 3356 is a fraud\n", + "Transaction 3357 is a fraud\n", + "Transaction 3358 is a fraud\n", + "Transaction 3359 is a fraud\n", + "Transaction 3360 is a fraud\n", + "Transaction 3361 is a fraud\n", + "Transaction 3362 is a fraud\n", + "Transaction 3363 is a fraud\n", + "Transaction 3364 is a fraud\n", + "Transaction 3365 is a fraud\n", + "Transaction 3366 is a fraud\n", + "Transaction 3367 is a fraud\n", + "Transaction 3368 is a fraud\n", + "Transaction 3369 is a fraud\n", + "Transaction 3370 is a fraud\n", + "Transaction 3371 is a fraud\n", + "Transaction 3372 is a fraud\n", + "Transaction 3373 is a fraud\n", + "Transaction 3374 is not a fraud\n", + "Transaction 3375 is a fraud\n", + "Transaction 3376 is a fraud\n", + "Transaction 3377 is not a fraud\n", + "Transaction 3378 is a fraud\n", + "Transaction 3379 is a fraud\n", + "Transaction 3380 is a fraud\n", + "Transaction 3381 is a fraud\n", + "Transaction 3382 is not a fraud\n", + "Transaction 3383 is a fraud\n", + "Transaction 3384 is a fraud\n", + "Transaction 3385 is not a fraud\n", + "Transaction 3386 is a fraud\n", + "Transaction 3387 is not a fraud\n", + "Transaction 3388 is a fraud\n", + "Transaction 3389 is a fraud\n", + "Transaction 3390 is a fraud\n", + "Transaction 3391 is not a fraud\n", + "Transaction 3392 is a fraud\n", + "Transaction 3393 is a fraud\n", + "Transaction 3394 is a fraud\n", + "Transaction 3395 is a fraud\n", + "Transaction 3396 is a fraud\n", + "Transaction 3397 is a fraud\n", + "Transaction 3398 is a fraud\n", + "Transaction 3399 is not a fraud\n", + "Transaction 3400 is a fraud\n", + "Transaction 3401 is not a fraud\n", + "Transaction 3402 is a fraud\n", + "Transaction 3403 is a fraud\n", + "Transaction 3404 is a fraud\n", + "Transaction 3405 is a fraud\n", + "Transaction 3406 is a fraud\n", + "Transaction 3407 is a fraud\n", + "Transaction 3408 is a fraud\n", + "Transaction 3409 is not a fraud\n", + "Transaction 3410 is not a fraud\n", + "Transaction 3411 is a fraud\n", + "Transaction 3412 is a fraud\n", + "Transaction 3413 is a fraud\n", + "Transaction 3414 is a fraud\n", + "Transaction 3415 is a fraud\n", + "Transaction 3416 is a fraud\n", + "Transaction 3417 is a fraud\n", + "Transaction 3418 is a fraud\n", + "Transaction 3419 is not a fraud\n", + "Transaction 3420 is a fraud\n", + "Transaction 3421 is a fraud\n", + "Transaction 3422 is a fraud\n", + "Transaction 3423 is a fraud\n", + "Transaction 3424 is a fraud\n", + "Transaction 3425 is not a fraud\n", + "Transaction 3426 is a fraud\n", + "Transaction 3427 is a fraud\n", + "Transaction 3428 is a fraud\n", + "Transaction 3429 is a fraud\n", + "Transaction 3430 is not a fraud\n", + "Transaction 3431 is a fraud\n", + "Transaction 3432 is a fraud\n", + "Transaction 3433 is a fraud\n", + "Transaction 3434 is a fraud\n", + "Transaction 3435 is not a fraud\n", + "Transaction 3436 is a fraud\n", + "Transaction 3437 is a fraud\n", + "Transaction 3438 is a fraud\n", + "Transaction 3439 is a fraud\n", + "Transaction 3440 is a fraud\n", + "Transaction 3441 is a fraud\n", + "Transaction 3442 is not a fraud\n", + "Transaction 3443 is a fraud\n", + "Transaction 3444 is a fraud\n", + "Transaction 3445 is not a fraud\n", + "Transaction 3446 is a fraud\n", + "Transaction 3447 is not a fraud\n", + "Transaction 3448 is a fraud\n", + "Transaction 3449 is a fraud\n", + "Transaction 3450 is not a fraud\n", + "Transaction 3451 is a fraud\n", + "Transaction 3452 is a fraud\n", + "Transaction 3453 is a fraud\n", + "Transaction 3454 is a fraud\n", + "Transaction 3455 is a fraud\n", + "Transaction 3456 is a fraud\n", + "Transaction 3457 is a fraud\n", + "Transaction 3458 is a fraud\n", + "Transaction 3459 is a fraud\n", + "Transaction 3460 is a fraud\n", + "Transaction 3461 is not a fraud\n", + "Transaction 3462 is a fraud\n", + "Transaction 3463 is a fraud\n", + "Transaction 3464 is a fraud\n", + "Transaction 3465 is a fraud\n", + "Transaction 3466 is a fraud\n", + "Transaction 3467 is a fraud\n", + "Transaction 3468 is a fraud\n", + "Transaction 3469 is a fraud\n", + "Transaction 3470 is a fraud\n", + "Transaction 3471 is not a fraud\n", + "Transaction 3472 is a fraud\n", + "Transaction 3473 is a fraud\n", + "Transaction 3474 is a fraud\n", + "Transaction 3475 is not a fraud\n", + "Transaction 3476 is a fraud\n", + "Transaction 3477 is a fraud\n", + "Transaction 3478 is not a fraud\n", + "Transaction 3479 is a fraud\n", + "Transaction 3480 is a fraud\n", + "Transaction 3481 is a fraud\n", + "Transaction 3482 is not a fraud\n", + "Transaction 3483 is a fraud\n", + "Transaction 3484 is a fraud\n", + "Transaction 3485 is a fraud\n", + "Transaction 3486 is a fraud\n", + "Transaction 3487 is not a fraud\n", + "Transaction 3488 is a fraud\n", + "Transaction 3489 is a fraud\n", + "Transaction 3490 is a fraud\n", + "Transaction 3491 is a fraud\n", + "Transaction 3492 is a fraud\n", + "Transaction 3493 is a fraud\n", + "Transaction 3494 is a fraud\n", + "Transaction 3495 is not a fraud\n", + "Transaction 3496 is a fraud\n", + "Transaction 3497 is not a fraud\n", + "Transaction 3498 is a fraud\n", + "Transaction 3499 is a fraud\n", + "Transaction 3500 is not a fraud\n", + "Transaction 3501 is a fraud\n", + "Transaction 3502 is a fraud\n", + "Transaction 3503 is a fraud\n", + "Transaction 3504 is a fraud\n", + "Transaction 3505 is not a fraud\n", + "Transaction 3506 is a fraud\n", + "Transaction 3507 is a fraud\n", + "Transaction 3508 is a fraud\n", + "Transaction 3509 is a fraud\n", + "Transaction 3510 is a fraud\n", + "Transaction 3511 is a fraud\n", + "Transaction 3512 is a fraud\n", + "Transaction 3513 is a fraud\n", + "Transaction 3514 is not a fraud\n", + "Transaction 3515 is not a fraud\n", + "Transaction 3516 is a fraud\n", + "Transaction 3517 is a fraud\n", + "Transaction 3518 is a fraud\n", + "Transaction 3519 is a fraud\n", + "Transaction 3520 is a fraud\n", + "Transaction 3521 is a fraud\n", + "Transaction 3522 is a fraud\n", + "Transaction 3523 is a fraud\n", + "Transaction 3524 is a fraud\n", + "Transaction 3525 is a fraud\n", + "Transaction 3526 is a fraud\n", + "Transaction 3527 is a fraud\n", + "Transaction 3528 is not a fraud\n", + "Transaction 3529 is a fraud\n", + "Transaction 3530 is a fraud\n", + "Transaction 3531 is a fraud\n", + "Transaction 3532 is a fraud\n", + "Transaction 3533 is a fraud\n", + "Transaction 3534 is a fraud\n", + "Transaction 3535 is not a fraud\n", + "Transaction 3536 is a fraud\n", + "Transaction 3537 is not a fraud\n", + "Transaction 3538 is a fraud\n", + "Transaction 3539 is a fraud\n", + "Transaction 3540 is a fraud\n", + "Transaction 3541 is a fraud\n", + "Transaction 3542 is a fraud\n", + "Transaction 3543 is a fraud\n", + "Transaction 3544 is a fraud\n", + "Transaction 3545 is a fraud\n", + "Transaction 3546 is a fraud\n", + "Transaction 3547 is not a fraud\n", + "Transaction 3548 is a fraud\n", + "Transaction 3549 is a fraud\n", + "Transaction 3550 is a fraud\n", + "Transaction 3551 is a fraud\n", + "Transaction 3552 is not a fraud\n", + "Transaction 3553 is a fraud\n", + "Transaction 3554 is a fraud\n", + "Transaction 3555 is a fraud\n", + "Transaction 3556 is not a fraud\n", + "Transaction 3557 is a fraud\n", + "Transaction 3558 is a fraud\n", + "Transaction 3559 is a fraud\n", + "Transaction 3560 is not a fraud\n", + "Transaction 3561 is a fraud\n", + "Transaction 3562 is a fraud\n", + "Transaction 3563 is a fraud\n", + "Transaction 3564 is a fraud\n", + "Transaction 3565 is a fraud\n", + "Transaction 3566 is not a fraud\n", + "Transaction 3567 is not a fraud\n", + "Transaction 3568 is a fraud\n", + "Transaction 3569 is not a fraud\n", + "Transaction 3570 is a fraud\n", + "Transaction 3571 is not a fraud\n", + "Transaction 3572 is a fraud\n", + "Transaction 3573 is not a fraud\n", + "Transaction 3574 is a fraud\n", + "Transaction 3575 is a fraud\n", + "Transaction 3576 is not a fraud\n", + "Transaction 3577 is a fraud\n", + "Transaction 3578 is not a fraud\n", + "Transaction 3579 is a fraud\n", + "Transaction 3580 is a fraud\n", + "Transaction 3581 is a fraud\n", + "Transaction 3582 is a fraud\n", + "Transaction 3583 is not a fraud\n", + "Transaction 3584 is a fraud\n", + "Transaction 3585 is a fraud\n", + "Transaction 3586 is a fraud\n", + "Transaction 3587 is a fraud\n", + "Transaction 3588 is a fraud\n", + "Transaction 3589 is a fraud\n", + "Transaction 3590 is a fraud\n", + "Transaction 3591 is a fraud\n", + "Transaction 3592 is not a fraud\n", + "Transaction 3593 is not a fraud\n", + "Transaction 3594 is a fraud\n", + "Transaction 3595 is not a fraud\n", + "Transaction 3596 is a fraud\n", + "Transaction 3597 is a fraud\n", + "Transaction 3598 is a fraud\n", + "Transaction 3599 is a fraud\n", + "Transaction 3600 is a fraud\n", + "Transaction 3601 is not a fraud\n", + "Transaction 3602 is a fraud\n", + "Transaction 3603 is a fraud\n", + "Transaction 3604 is a fraud\n", + "Transaction 3605 is a fraud\n", + "Transaction 3606 is a fraud\n", + "Transaction 3607 is a fraud\n", + "Transaction 3608 is a fraud\n", + "Transaction 3609 is a fraud\n", + "Transaction 3610 is not a fraud\n", + "Transaction 3611 is a fraud\n", + "Transaction 3612 is a fraud\n", + "Transaction 3613 is a fraud\n", + "Transaction 3614 is a fraud\n", + "Transaction 3615 is a fraud\n", + "Transaction 3616 is not a fraud\n", + "Transaction 3617 is a fraud\n", + "Transaction 3618 is a fraud\n", + "Transaction 3619 is a fraud\n", + "Transaction 3620 is a fraud\n", + "Transaction 3621 is not a fraud\n", + "Transaction 3622 is a fraud\n", + "Transaction 3623 is not a fraud\n", + "Transaction 3624 is a fraud\n", + "Transaction 3625 is a fraud\n", + "Transaction 3626 is a fraud\n", + "Transaction 3627 is not a fraud\n", + "Transaction 3628 is a fraud\n", + "Transaction 3629 is a fraud\n", + "Transaction 3630 is a fraud\n", + "Transaction 3631 is a fraud\n", + "Transaction 3632 is a fraud\n", + "Transaction 3633 is a fraud\n", + "Transaction 3634 is a fraud\n", + "Transaction 3635 is a fraud\n", + "Transaction 3636 is a fraud\n", + "Transaction 3637 is a fraud\n", + "Transaction 3638 is not a fraud\n", + "Transaction 3639 is a fraud\n", + "Transaction 3640 is a fraud\n", + "Transaction 3641 is a fraud\n", + "Transaction 3642 is a fraud\n", + "Transaction 3643 is a fraud\n", + "Transaction 3644 is a fraud\n", + "Transaction 3645 is a fraud\n", + "Transaction 3646 is a fraud\n", + "Transaction 3647 is a fraud\n", + "Transaction 3648 is a fraud\n", + "Transaction 3649 is a fraud\n", + "Transaction 3650 is a fraud\n", + "Transaction 3651 is a fraud\n", + "Transaction 3652 is not a fraud\n", + "Transaction 3653 is not a fraud\n", + "Transaction 3654 is a fraud\n", + "Transaction 3655 is not a fraud\n", + "Transaction 3656 is a fraud\n", + "Transaction 3657 is not a fraud\n", + "Transaction 3658 is not a fraud\n", + "Transaction 3659 is a fraud\n", + "Transaction 3660 is a fraud\n", + "Transaction 3661 is a fraud\n", + "Transaction 3662 is a fraud\n", + "Transaction 3663 is a fraud\n", + "Transaction 3664 is a fraud\n", + "Transaction 3665 is a fraud\n", + "Transaction 3666 is a fraud\n", + "Transaction 3667 is a fraud\n", + "Transaction 3668 is not a fraud\n", + "Transaction 3669 is a fraud\n", + "Transaction 3670 is a fraud\n", + "Transaction 3671 is a fraud\n", + "Transaction 3672 is a fraud\n", + "Transaction 3673 is a fraud\n", + "Transaction 3674 is a fraud\n", + "Transaction 3675 is not a fraud\n", + "Transaction 3676 is a fraud\n", + "Transaction 3677 is a fraud\n", + "Transaction 3678 is a fraud\n", + "Transaction 3679 is a fraud\n", + "Transaction 3680 is a fraud\n", + "Transaction 3681 is a fraud\n", + "Transaction 3682 is a fraud\n", + "Transaction 3683 is a fraud\n", + "Transaction 3684 is a fraud\n", + "Transaction 3685 is a fraud\n", + "Transaction 3686 is a fraud\n", + "Transaction 3687 is a fraud\n", + "Transaction 3688 is a fraud\n", + "Transaction 3689 is a fraud\n", + "Transaction 3690 is not a fraud\n", + "Transaction 3691 is a fraud\n", + "Transaction 3692 is a fraud\n", + "Transaction 3693 is a fraud\n", + "Transaction 3694 is not a fraud\n", + "Transaction 3695 is not a fraud\n", + "Transaction 3696 is a fraud\n", + "Transaction 3697 is a fraud\n", + "Transaction 3698 is a fraud\n", + "Transaction 3699 is a fraud\n", + "Transaction 3700 is a fraud\n", + "Transaction 3701 is a fraud\n", + "Transaction 3702 is a fraud\n", + "Transaction 3703 is a fraud\n", + "Transaction 3704 is a fraud\n", + "Transaction 3705 is a fraud\n", + "Transaction 3706 is not a fraud\n", + "Transaction 3707 is a fraud\n", + "Transaction 3708 is a fraud\n", + "Transaction 3709 is a fraud\n", + "Transaction 3710 is a fraud\n", + "Transaction 3711 is a fraud\n", + "Transaction 3712 is a fraud\n", + "Transaction 3713 is a fraud\n", + "Transaction 3714 is a fraud\n", + "Transaction 3715 is a fraud\n", + "Transaction 3716 is not a fraud\n", + "Transaction 3717 is not a fraud\n", + "Transaction 3718 is a fraud\n", + "Transaction 3719 is a fraud\n", + "Transaction 3720 is a fraud\n", + "Transaction 3721 is a fraud\n", + "Transaction 3722 is a fraud\n", + "Transaction 3723 is not a fraud\n", + "Transaction 3724 is not a fraud\n", + "Transaction 3725 is a fraud\n", + "Transaction 3726 is a fraud\n", + "Transaction 3727 is a fraud\n", + "Transaction 3728 is a fraud\n", + "Transaction 3729 is a fraud\n", + "Transaction 3730 is a fraud\n", + "Transaction 3731 is a fraud\n", + "Transaction 3732 is a fraud\n", + "Transaction 3733 is not a fraud\n", + "Transaction 3734 is a fraud\n", + "Transaction 3735 is a fraud\n", + "Transaction 3736 is a fraud\n", + "Transaction 3737 is a fraud\n", + "Transaction 3738 is a fraud\n", + "Transaction 3739 is a fraud\n", + "Transaction 3740 is a fraud\n", + "Transaction 3741 is a fraud\n", + "Transaction 3742 is a fraud\n", + "Transaction 3743 is a fraud\n", + "Transaction 3744 is a fraud\n", + "Transaction 3745 is not a fraud\n", + "Transaction 3746 is a fraud\n", + "Transaction 3747 is a fraud\n", + "Transaction 3748 is a fraud\n", + "Transaction 3749 is a fraud\n", + "Transaction 3750 is a fraud\n", + "Transaction 3751 is a fraud\n", + "Transaction 3752 is not a fraud\n", + "Transaction 3753 is a fraud\n", + "Transaction 3754 is a fraud\n", + "Transaction 3755 is a fraud\n", + "Transaction 3756 is a fraud\n", + "Transaction 3757 is a fraud\n", + "Transaction 3758 is a fraud\n", + "Transaction 3759 is a fraud\n", + "Transaction 3760 is a fraud\n", + "Transaction 3761 is a fraud\n", + "Transaction 3762 is a fraud\n", + "Transaction 3763 is a fraud\n", + "Transaction 3764 is a fraud\n", + "Transaction 3765 is a fraud\n", + "Transaction 3766 is a fraud\n", + "Transaction 3767 is a fraud\n", + "Transaction 3768 is a fraud\n", + "Transaction 3769 is a fraud\n", + "Transaction 3770 is a fraud\n", + "Transaction 3771 is a fraud\n", + "Transaction 3772 is not a fraud\n", + "Transaction 3773 is a fraud\n", + "Transaction 3774 is not a fraud\n", + "Transaction 3775 is a fraud\n", + "Transaction 3776 is a fraud\n", + "Transaction 3777 is a fraud\n", + "Transaction 3778 is a fraud\n", + "Transaction 3779 is a fraud\n", + "Transaction 3780 is a fraud\n", + "Transaction 3781 is a fraud\n", + "Transaction 3782 is not a fraud\n", + "Transaction 3783 is a fraud\n", + "Transaction 3784 is a fraud\n", + "Transaction 3785 is a fraud\n", + "Transaction 3786 is a fraud\n", + "Transaction 3787 is not a fraud\n", + "Transaction 3788 is a fraud\n", + "Transaction 3789 is a fraud\n", + "Transaction 3790 is a fraud\n", + "Transaction 3791 is a fraud\n", + "Transaction 3792 is a fraud\n", + "Transaction 3793 is a fraud\n", + "Transaction 3794 is not a fraud\n", + "Transaction 3795 is a fraud\n", + "Transaction 3796 is not a fraud\n", + "Transaction 3797 is a fraud\n", + "Transaction 3798 is a fraud\n", + "Transaction 3799 is a fraud\n", + "Transaction 3800 is a fraud\n", + "Transaction 3801 is not a fraud\n", + "Transaction 3802 is a fraud\n", + "Transaction 3803 is a fraud\n", + "Transaction 3804 is a fraud\n", + "Transaction 3805 is a fraud\n", + "Transaction 3806 is not a fraud\n", + "Transaction 3807 is a fraud\n", + "Transaction 3808 is a fraud\n", + "Transaction 3809 is a fraud\n", + "Transaction 3810 is a fraud\n", + "Transaction 3811 is a fraud\n", + "Transaction 3812 is a fraud\n", + "Transaction 3813 is a fraud\n", + "Transaction 3814 is not a fraud\n", + "Transaction 3815 is a fraud\n", + "Transaction 3816 is a fraud\n", + "Transaction 3817 is a fraud\n", + "Transaction 3818 is a fraud\n", + "Transaction 3819 is a fraud\n", + "Transaction 3820 is not a fraud\n", + "Transaction 3821 is a fraud\n", + "Transaction 3822 is a fraud\n", + "Transaction 3823 is a fraud\n", + "Transaction 3824 is a fraud\n", + "Transaction 3825 is a fraud\n", + "Transaction 3826 is a fraud\n", + "Transaction 3827 is a fraud\n", + "Transaction 3828 is a fraud\n", + "Transaction 3829 is a fraud\n", + "Transaction 3830 is a fraud\n", + "Transaction 3831 is not a fraud\n", + "Transaction 3832 is a fraud\n", + "Transaction 3833 is a fraud\n", + "Transaction 3834 is a fraud\n", + "Transaction 3835 is not a fraud\n", + "Transaction 3836 is not a fraud\n", + "Transaction 3837 is a fraud\n", + "Transaction 3838 is a fraud\n", + "Transaction 3839 is a fraud\n", + "Transaction 3840 is not a fraud\n", + "Transaction 3841 is not a fraud\n", + "Transaction 3842 is a fraud\n", + "Transaction 3843 is a fraud\n", + "Transaction 3844 is a fraud\n", + "Transaction 3845 is a fraud\n", + "Transaction 3846 is a fraud\n", + "Transaction 3847 is a fraud\n", + "Transaction 3848 is a fraud\n", + "Transaction 3849 is a fraud\n", + "Transaction 3850 is a fraud\n", + "Transaction 3851 is not a fraud\n", + "Transaction 3852 is a fraud\n", + "Transaction 3853 is a fraud\n", + "Transaction 3854 is not a fraud\n", + "Transaction 3855 is a fraud\n", + "Transaction 3856 is a fraud\n", + "Transaction 3857 is a fraud\n", + "Transaction 3858 is a fraud\n", + "Transaction 3859 is a fraud\n", + "Transaction 3860 is a fraud\n", + "Transaction 3861 is a fraud\n", + "Transaction 3862 is a fraud\n", + "Transaction 3863 is a fraud\n", + "Transaction 3864 is a fraud\n", + "Transaction 3865 is not a fraud\n", + "Transaction 3866 is a fraud\n", + "Transaction 3867 is a fraud\n", + "Transaction 3868 is a fraud\n", + "Transaction 3869 is a fraud\n", + "Transaction 3870 is a fraud\n", + "Transaction 3871 is a fraud\n", + "Transaction 3872 is not a fraud\n", + "Transaction 3873 is a fraud\n", + "Transaction 3874 is a fraud\n", + "Transaction 3875 is a fraud\n", + "Transaction 3876 is a fraud\n", + "Transaction 3877 is a fraud\n", + "Transaction 3878 is a fraud\n", + "Transaction 3879 is not a fraud\n", + "Transaction 3880 is not a fraud\n", + "Transaction 3881 is a fraud\n", + "Transaction 3882 is a fraud\n", + "Transaction 3883 is not a fraud\n", + "Transaction 3884 is a fraud\n", + "Transaction 3885 is not a fraud\n", + "Transaction 3886 is a fraud\n", + "Transaction 3887 is a fraud\n", + "Transaction 3888 is a fraud\n", + "Transaction 3889 is a fraud\n", + "Transaction 3890 is a fraud\n", + "Transaction 3891 is a fraud\n", + "Transaction 3892 is a fraud\n", + "Transaction 3893 is a fraud\n", + "Transaction 3894 is not a fraud\n", + "Transaction 3895 is a fraud\n", + "Transaction 3896 is a fraud\n", + "Transaction 3897 is a fraud\n", + "Transaction 3898 is a fraud\n", + "Transaction 3899 is a fraud\n", + "Transaction 3900 is a fraud\n", + "Transaction 3901 is a fraud\n", + "Transaction 3902 is a fraud\n", + "Transaction 3903 is not a fraud\n", + "Transaction 3904 is a fraud\n", + "Transaction 3905 is a fraud\n", + "Transaction 3906 is a fraud\n", + "Transaction 3907 is a fraud\n", + "Transaction 3908 is a fraud\n", + "Transaction 3909 is a fraud\n", + "Transaction 3910 is a fraud\n", + "Transaction 3911 is a fraud\n", + "Transaction 3912 is a fraud\n", + "Transaction 3913 is not a fraud\n", + "Transaction 3914 is not a fraud\n", + "Transaction 3915 is a fraud\n", + "Transaction 3916 is a fraud\n", + "Transaction 3917 is a fraud\n", + "Transaction 3918 is a fraud\n", + "Transaction 3919 is a fraud\n", + "Transaction 3920 is a fraud\n", + "Transaction 3921 is not a fraud\n", + "Transaction 3922 is a fraud\n", + "Transaction 3923 is not a fraud\n", + "Transaction 3924 is a fraud\n", + "Transaction 3925 is a fraud\n", + "Transaction 3926 is a fraud\n", + "Transaction 3927 is a fraud\n", + "Transaction 3928 is a fraud\n", + "Transaction 3929 is not a fraud\n", + "Transaction 3930 is a fraud\n", + "Transaction 3931 is a fraud\n", + "Transaction 3932 is a fraud\n", + "Transaction 3933 is a fraud\n", + "Transaction 3934 is not a fraud\n", + "Transaction 3935 is a fraud\n", + "Transaction 3936 is a fraud\n", + "Transaction 3937 is a fraud\n", + "Transaction 3938 is a fraud\n", + "Transaction 3939 is not a fraud\n", + "Transaction 3940 is a fraud\n", + "Transaction 3941 is a fraud\n", + "Transaction 3942 is a fraud\n", + "Transaction 3943 is a fraud\n", + "Transaction 3944 is a fraud\n", + "Transaction 3945 is a fraud\n", + "Transaction 3946 is a fraud\n", + "Transaction 3947 is a fraud\n", + "Transaction 3948 is a fraud\n", + "Transaction 3949 is a fraud\n", + "Transaction 3950 is a fraud\n", + "Transaction 3951 is a fraud\n", + "Transaction 3952 is a fraud\n", + "Transaction 3953 is a fraud\n", + "Transaction 3954 is not a fraud\n", + "Transaction 3955 is not a fraud\n", + "Transaction 3956 is a fraud\n", + "Transaction 3957 is a fraud\n", + "Transaction 3958 is a fraud\n", + "Transaction 3959 is not a fraud\n", + "Transaction 3960 is a fraud\n", + "Transaction 3961 is not a fraud\n", + "Transaction 3962 is a fraud\n", + "Transaction 3963 is a fraud\n", + "Transaction 3964 is a fraud\n", + "Transaction 3965 is a fraud\n", + "Transaction 3966 is a fraud\n", + "Transaction 3967 is not a fraud\n", + "Transaction 3968 is not a fraud\n", + "Transaction 3969 is a fraud\n", + "Transaction 3970 is a fraud\n", + "Transaction 3971 is a fraud\n", + "Transaction 3972 is a fraud\n", + "Transaction 3973 is a fraud\n", + "Transaction 3974 is a fraud\n", + "Transaction 3975 is a fraud\n", + "Transaction 3976 is a fraud\n", + "Transaction 3977 is a fraud\n", + "Transaction 3978 is a fraud\n", + "Transaction 3979 is not a fraud\n", + "Transaction 3980 is a fraud\n", + "Transaction 3981 is a fraud\n", + "Transaction 3982 is a fraud\n", + "Transaction 3983 is not a fraud\n", + "Transaction 3984 is a fraud\n", + "Transaction 3985 is a fraud\n", + "Transaction 3986 is a fraud\n", + "Transaction 3987 is not a fraud\n", + "Transaction 3988 is not a fraud\n", + "Transaction 3989 is a fraud\n", + "Transaction 3990 is a fraud\n", + "Transaction 3991 is a fraud\n", + "Transaction 3992 is not a fraud\n", + "Transaction 3993 is a fraud\n", + "Transaction 3994 is a fraud\n", + "Transaction 3995 is a fraud\n", + "Transaction 3996 is a fraud\n", + "Transaction 3997 is a fraud\n", + "Transaction 3998 is not a fraud\n", + "Transaction 3999 is a fraud\n", + "Transaction 4000 is a fraud\n", + "Transaction 4001 is a fraud\n", + "Transaction 4002 is not a fraud\n", + "Transaction 4003 is a fraud\n", + "Transaction 4004 is a fraud\n", + "Transaction 4005 is a fraud\n", + "Transaction 4006 is a fraud\n", + "Transaction 4007 is a fraud\n", + "Transaction 4008 is not a fraud\n", + "Transaction 4009 is a fraud\n", + "Transaction 4010 is a fraud\n", + "Transaction 4011 is a fraud\n", + "Transaction 4012 is not a fraud\n", + "Transaction 4013 is a fraud\n", + "Transaction 4014 is a fraud\n", + "Transaction 4015 is a fraud\n", + "Transaction 4016 is a fraud\n", + "Transaction 4017 is a fraud\n", + "Transaction 4018 is not a fraud\n", + "Transaction 4019 is a fraud\n", + "Transaction 4020 is a fraud\n", + "Transaction 4021 is not a fraud\n", + "Transaction 4022 is a fraud\n", + "Transaction 4023 is not a fraud\n", + "Transaction 4024 is a fraud\n", + "Transaction 4025 is a fraud\n", + "Transaction 4026 is not a fraud\n", + "Transaction 4027 is a fraud\n", + "Transaction 4028 is a fraud\n", + "Transaction 4029 is a fraud\n", + "Transaction 4030 is not a fraud\n", + "Transaction 4031 is a fraud\n", + "Transaction 4032 is a fraud\n", + "Transaction 4033 is a fraud\n", + "Transaction 4034 is a fraud\n", + "Transaction 4035 is not a fraud\n", + "Transaction 4036 is a fraud\n", + "Transaction 4037 is a fraud\n", + "Transaction 4038 is a fraud\n", + "Transaction 4039 is not a fraud\n", + "Transaction 4040 is a fraud\n", + "Transaction 4041 is a fraud\n", + "Transaction 4042 is a fraud\n", + "Transaction 4043 is a fraud\n", + "Transaction 4044 is a fraud\n", + "Transaction 4045 is a fraud\n", + "Transaction 4046 is not a fraud\n", + "Transaction 4047 is not a fraud\n", + "Transaction 4048 is a fraud\n", + "Transaction 4049 is a fraud\n", + "Transaction 4050 is a fraud\n", + "Transaction 4051 is a fraud\n", + "Transaction 4052 is a fraud\n", + "Transaction 4053 is a fraud\n", + "Transaction 4054 is not a fraud\n", + "Transaction 4055 is a fraud\n", + "Transaction 4056 is a fraud\n", + "Transaction 4057 is a fraud\n", + "Transaction 4058 is a fraud\n", + "Transaction 4059 is a fraud\n", + "Transaction 4060 is a fraud\n", + "Transaction 4061 is a fraud\n", + "Transaction 4062 is a fraud\n", + "Transaction 4063 is a fraud\n", + "Transaction 4064 is not a fraud\n", + "Transaction 4065 is not a fraud\n", + "Transaction 4066 is a fraud\n", + "Transaction 4067 is a fraud\n", + "Transaction 4068 is a fraud\n", + "Transaction 4069 is not a fraud\n", + "Transaction 4070 is a fraud\n", + "Transaction 4071 is a fraud\n", + "Transaction 4072 is not a fraud\n", + "Transaction 4073 is a fraud\n", + "Transaction 4074 is a fraud\n", + "Transaction 4075 is a fraud\n", + "Transaction 4076 is a fraud\n", + "Transaction 4077 is not a fraud\n", + "Transaction 4078 is a fraud\n", + "Transaction 4079 is a fraud\n", + "Transaction 4080 is a fraud\n", + "Transaction 4081 is a fraud\n", + "Transaction 4082 is a fraud\n", + "Transaction 4083 is a fraud\n", + "Transaction 4084 is a fraud\n", + "Transaction 4085 is a fraud\n", + "Transaction 4086 is a fraud\n", + "Transaction 4087 is a fraud\n", + "Transaction 4088 is a fraud\n", + "Transaction 4089 is a fraud\n", + "Transaction 4090 is a fraud\n", + "Transaction 4091 is not a fraud\n", + "Transaction 4092 is a fraud\n", + "Transaction 4093 is a fraud\n", + "Transaction 4094 is a fraud\n", + "Transaction 4095 is a fraud\n", + "Transaction 4096 is not a fraud\n", + "Transaction 4097 is a fraud\n", + "Transaction 4098 is not a fraud\n", + "Transaction 4099 is a fraud\n", + "Transaction 4100 is a fraud\n", + "Transaction 4101 is a fraud\n", + "Transaction 4102 is not a fraud\n", + "Transaction 4103 is not a fraud\n", + "Transaction 4104 is not a fraud\n", + "Transaction 4105 is a fraud\n", + "Transaction 4106 is a fraud\n", + "Transaction 4107 is a fraud\n", + "Transaction 4108 is a fraud\n", + "Transaction 4109 is a fraud\n", + "Transaction 4110 is a fraud\n", + "Transaction 4111 is a fraud\n", + "Transaction 4112 is not a fraud\n", + "Transaction 4113 is a fraud\n", + "Transaction 4114 is a fraud\n", + "Transaction 4115 is a fraud\n", + "Transaction 4116 is a fraud\n", + "Transaction 4117 is a fraud\n", + "Transaction 4118 is a fraud\n", + "Transaction 4119 is not a fraud\n", + "Transaction 4120 is a fraud\n", + "Transaction 4121 is a fraud\n", + "Transaction 4122 is a fraud\n", + "Transaction 4123 is a fraud\n", + "Transaction 4124 is a fraud\n", + "Transaction 4125 is a fraud\n", + "Transaction 4126 is a fraud\n", + "Transaction 4127 is not a fraud\n", + "Transaction 4128 is a fraud\n", + "Transaction 4129 is a fraud\n", + "Transaction 4130 is a fraud\n", + "Transaction 4131 is a fraud\n", + "Transaction 4132 is a fraud\n", + "Transaction 4133 is a fraud\n", + "Transaction 4134 is a fraud\n", + "Transaction 4135 is a fraud\n", + "Transaction 4136 is a fraud\n", + "Transaction 4137 is a fraud\n", + "Transaction 4138 is a fraud\n", + "Transaction 4139 is a fraud\n", + "Transaction 4140 is a fraud\n", + "Transaction 4141 is a fraud\n", + "Transaction 4142 is a fraud\n", + "Transaction 4143 is not a fraud\n", + "Transaction 4144 is a fraud\n", + "Transaction 4145 is a fraud\n", + "Transaction 4146 is a fraud\n", + "Transaction 4147 is not a fraud\n", + "Transaction 4148 is a fraud\n", + "Transaction 4149 is a fraud\n", + "Transaction 4150 is not a fraud\n", + "Transaction 4151 is not a fraud\n", + "Transaction 4152 is a fraud\n", + "Transaction 4153 is a fraud\n", + "Transaction 4154 is a fraud\n", + "Transaction 4155 is a fraud\n", + "Transaction 4156 is a fraud\n", + "Transaction 4157 is a fraud\n", + "Transaction 4158 is a fraud\n", + "Transaction 4159 is not a fraud\n", + "Transaction 4160 is a fraud\n", + "Transaction 4161 is a fraud\n", + "Transaction 4162 is a fraud\n", + "Transaction 4163 is a fraud\n", + "Transaction 4164 is a fraud\n", + "Transaction 4165 is a fraud\n", + "Transaction 4166 is a fraud\n", + "Transaction 4167 is a fraud\n", + "Transaction 4168 is a fraud\n", + "Transaction 4169 is a fraud\n", + "Transaction 4170 is a fraud\n", + "Transaction 4171 is a fraud\n", + "Transaction 4172 is not a fraud\n", + "Transaction 4173 is a fraud\n", + "Transaction 4174 is a fraud\n", + "Transaction 4175 is a fraud\n", + "Transaction 4176 is a fraud\n", + "Transaction 4177 is not a fraud\n", + "Transaction 4178 is a fraud\n", + "Transaction 4179 is a fraud\n", + "Transaction 4180 is a fraud\n", + "Transaction 4181 is a fraud\n", + "Transaction 4182 is a fraud\n", + "Transaction 4183 is a fraud\n", + "Transaction 4184 is a fraud\n", + "Transaction 4185 is a fraud\n", + "Transaction 4186 is a fraud\n", + "Transaction 4187 is a fraud\n", + "Transaction 4188 is a fraud\n", + "Transaction 4189 is not a fraud\n", + "Transaction 4190 is a fraud\n", + "Transaction 4191 is not a fraud\n", + "Transaction 4192 is a fraud\n", + "Transaction 4193 is a fraud\n", + "Transaction 4194 is a fraud\n", + "Transaction 4195 is a fraud\n", + "Transaction 4196 is a fraud\n", + "Transaction 4197 is a fraud\n", + "Transaction 4198 is a fraud\n", + "Transaction 4199 is a fraud\n", + "Transaction 4200 is a fraud\n", + "Transaction 4201 is a fraud\n", + "Transaction 4202 is a fraud\n", + "Transaction 4203 is a fraud\n", + "Transaction 4204 is a fraud\n", + "Transaction 4205 is not a fraud\n", + "Transaction 4206 is a fraud\n", + "Transaction 4207 is a fraud\n", + "Transaction 4208 is a fraud\n", + "Transaction 4209 is a fraud\n", + "Transaction 4210 is a fraud\n", + "Transaction 4211 is a fraud\n", + "Transaction 4212 is not a fraud\n", + "Transaction 4213 is a fraud\n", + "Transaction 4214 is not a fraud\n", + "Transaction 4215 is a fraud\n", + "Transaction 4216 is a fraud\n", + "Transaction 4217 is a fraud\n", + "Transaction 4218 is not a fraud\n", + "Transaction 4219 is a fraud\n", + "Transaction 4220 is a fraud\n", + "Transaction 4221 is a fraud\n", + "Transaction 4222 is not a fraud\n", + "Transaction 4223 is a fraud\n", + "Transaction 4224 is a fraud\n", + "Transaction 4225 is a fraud\n", + "Transaction 4226 is a fraud\n", + "Transaction 4227 is a fraud\n", + "Transaction 4228 is a fraud\n", + "Transaction 4229 is not a fraud\n", + "Transaction 4230 is a fraud\n", + "Transaction 4231 is a fraud\n", + "Transaction 4232 is a fraud\n", + "Transaction 4233 is a fraud\n", + "Transaction 4234 is a fraud\n", + "Transaction 4235 is not a fraud\n", + "Transaction 4236 is a fraud\n", + "Transaction 4237 is a fraud\n", + "Transaction 4238 is not a fraud\n", + "Transaction 4239 is a fraud\n", + "Transaction 4240 is a fraud\n", + "Transaction 4241 is a fraud\n", + "Transaction 4242 is a fraud\n", + "Transaction 4243 is a fraud\n", + "Transaction 4244 is a fraud\n", + "Transaction 4245 is a fraud\n", + "Transaction 4246 is a fraud\n", + "Transaction 4247 is a fraud\n", + "Transaction 4248 is a fraud\n", + "Transaction 4249 is not a fraud\n", + "Transaction 4250 is a fraud\n", + "Transaction 4251 is a fraud\n", + "Transaction 4252 is not a fraud\n", + "Transaction 4253 is a fraud\n", + "Transaction 4254 is a fraud\n", + "Transaction 4255 is a fraud\n", + "Transaction 4256 is a fraud\n", + "Transaction 4257 is a fraud\n", + "Transaction 4258 is a fraud\n", + "Transaction 4259 is a fraud\n", + "Transaction 4260 is a fraud\n", + "Transaction 4261 is a fraud\n", + "Transaction 4262 is a fraud\n", + "Transaction 4263 is not a fraud\n", + "Transaction 4264 is not a fraud\n", + "Transaction 4265 is a fraud\n", + "Transaction 4266 is not a fraud\n", + "Transaction 4267 is a fraud\n", + "Transaction 4268 is a fraud\n", + "Transaction 4269 is a fraud\n", + "Transaction 4270 is not a fraud\n", + "Transaction 4271 is a fraud\n", + "Transaction 4272 is a fraud\n", + "Transaction 4273 is a fraud\n", + "Transaction 4274 is a fraud\n", + "Transaction 4275 is a fraud\n", + "Transaction 4276 is a fraud\n", + "Transaction 4277 is a fraud\n", + "Transaction 4278 is a fraud\n", + "Transaction 4279 is a fraud\n", + "Transaction 4280 is not a fraud\n", + "Transaction 4281 is a fraud\n", + "Transaction 4282 is a fraud\n", + "Transaction 4283 is not a fraud\n", + "Transaction 4284 is a fraud\n", + "Transaction 4285 is a fraud\n", + "Transaction 4286 is not a fraud\n", + "Transaction 4287 is a fraud\n", + "Transaction 4288 is a fraud\n", + "Transaction 4289 is a fraud\n", + "Transaction 4290 is a fraud\n", + "Transaction 4291 is a fraud\n", + "Transaction 4292 is a fraud\n", + "Transaction 4293 is a fraud\n", + "Transaction 4294 is a fraud\n", + "Transaction 4295 is a fraud\n", + "Transaction 4296 is a fraud\n", + "Transaction 4297 is a fraud\n", + "Transaction 4298 is a fraud\n", + "Transaction 4299 is not a fraud\n", + "Transaction 4300 is a fraud\n", + "Transaction 4301 is a fraud\n", + "Transaction 4302 is a fraud\n", + "Transaction 4303 is not a fraud\n", + "Transaction 4304 is a fraud\n", + "Transaction 4305 is a fraud\n", + "Transaction 4306 is a fraud\n", + "Transaction 4307 is a fraud\n", + "Transaction 4308 is a fraud\n", + "Transaction 4309 is a fraud\n", + "Transaction 4310 is a fraud\n", + "Transaction 4311 is a fraud\n", + "Transaction 4312 is not a fraud\n", + "Transaction 4313 is not a fraud\n", + "Transaction 4314 is a fraud\n", + "Transaction 4315 is a fraud\n", + "Transaction 4316 is not a fraud\n", + "Transaction 4317 is a fraud\n", + "Transaction 4318 is a fraud\n", + "Transaction 4319 is a fraud\n", + "Transaction 4320 is a fraud\n", + "Transaction 4321 is a fraud\n", + "Transaction 4322 is a fraud\n", + "Transaction 4323 is a fraud\n", + "Transaction 4324 is a fraud\n", + "Transaction 4325 is a fraud\n", + "Transaction 4326 is a fraud\n", + "Transaction 4327 is a fraud\n", + "Transaction 4328 is a fraud\n", + "Transaction 4329 is a fraud\n", + "Transaction 4330 is a fraud\n", + "Transaction 4331 is a fraud\n", + "Transaction 4332 is not a fraud\n", + "Transaction 4333 is a fraud\n", + "Transaction 4334 is a fraud\n", + "Transaction 4335 is a fraud\n", + "Transaction 4336 is a fraud\n", + "Transaction 4337 is a fraud\n", + "Transaction 4338 is not a fraud\n", + "Transaction 4339 is a fraud\n", + "Transaction 4340 is not a fraud\n", + "Transaction 4341 is not a fraud\n", + "Transaction 4342 is a fraud\n", + "Transaction 4343 is not a fraud\n", + "Transaction 4344 is a fraud\n", + "Transaction 4345 is a fraud\n", + "Transaction 4346 is a fraud\n", + "Transaction 4347 is a fraud\n", + "Transaction 4348 is a fraud\n", + "Transaction 4349 is a fraud\n", + "Transaction 4350 is a fraud\n", + "Transaction 4351 is a fraud\n", + "Transaction 4352 is a fraud\n", + "Transaction 4353 is a fraud\n", + "Transaction 4354 is not a fraud\n", + "Transaction 4355 is a fraud\n", + "Transaction 4356 is a fraud\n", + "Transaction 4357 is a fraud\n", + "Transaction 4358 is a fraud\n", + "Transaction 4359 is not a fraud\n", + "Transaction 4360 is a fraud\n", + "Transaction 4361 is a fraud\n", + "Transaction 4362 is a fraud\n", + "Transaction 4363 is a fraud\n", + "Transaction 4364 is a fraud\n", + "Transaction 4365 is a fraud\n", + "Transaction 4366 is a fraud\n", + "Transaction 4367 is a fraud\n", + "Transaction 4368 is a fraud\n", + "Transaction 4369 is a fraud\n", + "Transaction 4370 is a fraud\n", + "Transaction 4371 is a fraud\n", + "Transaction 4372 is a fraud\n", + "Transaction 4373 is not a fraud\n", + "Transaction 4374 is a fraud\n", + "Transaction 4375 is a fraud\n", + "Transaction 4376 is a fraud\n", + "Transaction 4377 is a fraud\n", + "Transaction 4378 is a fraud\n", + "Transaction 4379 is a fraud\n", + "Transaction 4380 is a fraud\n", + "Transaction 4381 is a fraud\n", + "Transaction 4382 is not a fraud\n", + "Transaction 4383 is a fraud\n", + "Transaction 4384 is a fraud\n", + "Transaction 4385 is a fraud\n", + "Transaction 4386 is not a fraud\n", + "Transaction 4387 is a fraud\n", + "Transaction 4388 is a fraud\n", + "Transaction 4389 is a fraud\n", + "Transaction 4390 is a fraud\n", + "Transaction 4391 is a fraud\n", + "Transaction 4392 is a fraud\n", + "Transaction 4393 is a fraud\n", + "Transaction 4394 is a fraud\n", + "Transaction 4395 is a fraud\n", + "Transaction 4396 is a fraud\n", + "Transaction 4397 is a fraud\n", + "Transaction 4398 is a fraud\n", + "Transaction 4399 is a fraud\n", + "Transaction 4400 is a fraud\n", + "Transaction 4401 is a fraud\n", + "Transaction 4402 is a fraud\n", + "Transaction 4403 is a fraud\n", + "Transaction 4404 is a fraud\n", + "Transaction 4405 is a fraud\n", + "Transaction 4406 is a fraud\n", + "Transaction 4407 is a fraud\n", + "Transaction 4408 is a fraud\n", + "Transaction 4409 is a fraud\n", + "Transaction 4410 is a fraud\n", + "Transaction 4411 is a fraud\n", + "Transaction 4412 is a fraud\n", + "Transaction 4413 is a fraud\n", + "Transaction 4414 is a fraud\n", + "Transaction 4415 is not a fraud\n", + "Transaction 4416 is a fraud\n", + "Transaction 4417 is a fraud\n", + "Transaction 4418 is a fraud\n", + "Transaction 4419 is not a fraud\n", + "Transaction 4420 is a fraud\n", + "Transaction 4421 is a fraud\n", + "Transaction 4422 is a fraud\n", + "Transaction 4423 is a fraud\n", + "Transaction 4424 is a fraud\n", + "Transaction 4425 is a fraud\n", + "Transaction 4426 is not a fraud\n", + "Transaction 4427 is a fraud\n", + "Transaction 4428 is a fraud\n", + "Transaction 4429 is a fraud\n", + "Transaction 4430 is not a fraud\n", + "Transaction 4431 is a fraud\n", + "Transaction 4432 is a fraud\n", + "Transaction 4433 is a fraud\n", + "Transaction 4434 is a fraud\n", + "Transaction 4435 is a fraud\n", + "Transaction 4436 is a fraud\n", + "Transaction 4437 is a fraud\n", + "Transaction 4438 is a fraud\n", + "Transaction 4439 is a fraud\n", + "Transaction 4440 is a fraud\n", + "Transaction 4441 is a fraud\n", + "Transaction 4442 is a fraud\n", + "Transaction 4443 is a fraud\n", + "Transaction 4444 is a fraud\n", + "Transaction 4445 is a fraud\n", + "Transaction 4446 is a fraud\n", + "Transaction 4447 is a fraud\n", + "Transaction 4448 is a fraud\n", + "Transaction 4449 is a fraud\n", + "Transaction 4450 is a fraud\n", + "Transaction 4451 is not a fraud\n" + ] + } + ], + "execution_count": 63 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:28.285302Z", + "start_time": "2024-06-14T12:03:28.257828Z" + } + }, + "cell_type": "code", + "source": [ + "# Save the predictions to a CSV file\n", + "testing['Fraud_indicator'] = predictions\n", + "\n", + "testing.to_csv('predictions.csv', index=False)" + ], + "id": "b32d65205e878f3e", + "outputs": [], + "execution_count": 64 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:29.346360Z", + "start_time": "2024-06-14T12:03:29.327913Z" + } + }, + "cell_type": "code", + "source": [ + "# Load the original dataset\n", + "original_df = pd.read_csv(\"dataset.csv\")\n" + ], + "id": "1eb5a5811a66bfbe", + "outputs": [], + "execution_count": 65 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:29.764666Z", + "start_time": "2024-06-14T12:03:29.719177Z" + } + }, + "cell_type": "code", + "source": [ + "# Preprocess the original dataset in the same way as it was done while training\n", + "original_df = original_df.drop_duplicates().dropna()\n", + "original_df['Timestamp'] = pd.to_datetime(original_df['Timestamp'])\n", + "original_df['Month'] = original_df['Timestamp'].dt.month\n", + "original_df['Week'] = original_df['Timestamp'].dt.isocalendar().week" + ], + "id": "28d6c73fb28a2b00", + "outputs": [], + "execution_count": 66 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:30.182624Z", + "start_time": "2024-06-14T12:03:30.177618Z" + } + }, + "cell_type": "code", + "source": "original_df = original_df.drop(columns=['Transaction_ID', 'FastagID', 'Vehicle_Plate_Number', 'Timestamp'])\n", + "id": "131a7e9cefa0a7d9", + "outputs": [], + "execution_count": 67 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:30.886284Z", + "start_time": "2024-06-14T12:03:30.875961Z" + } + }, + "cell_type": "code", + "source": [ + "# Load the predicted results\n", + "predicted_df = pd.read_csv('predictions.csv')" + ], + "id": "ef689dbc75cd7597", + "outputs": [], + "execution_count": 68 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:31.178597Z", + "start_time": "2024-06-14T12:03:31.173343Z" + } + }, + "cell_type": "code", + "source": [ + "# Compare the 'Fraud_indicator' column in the original dataset with the 'Fraud_indicator' column in the predicted results\n", + "comparison_df = pd.DataFrame({\n", + " 'Actual': original_df['Fraud_indicator'],\n", + " 'Predicted': predicted_df['Fraud_indicator']\n", + "})" + ], + "id": "746f1be51fac9731", + "outputs": [], + "execution_count": 69 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:03:31.533567Z", + "start_time": "2024-06-14T12:03:31.525462Z" + } + }, + "cell_type": "code", + "source": [ + "# Display the comparison DataFrame\n", + "print(comparison_df.head(50))" + ], + "id": "27d41e68e085df3c", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Actual Predicted\n", + "0 Fraud 0.0\n", + "1 Fraud 0.0\n", + "2 NaN 0.0\n", + "3 Fraud 0.0\n", + "4 Fraud 0.0\n", + "5 Fraud 0.0\n", + "6 Fraud 0.0\n", + "7 Fraud 0.0\n", + "8 Fraud 0.0\n", + "9 NaN 0.0\n", + "10 Fraud 0.0\n", + "11 Fraud 1.0\n", + "12 Fraud 0.0\n", + "13 Not Fraud 0.0\n", + "14 Fraud 0.0\n", + "15 Fraud 0.0\n", + "16 NaN 1.0\n", + "17 Fraud 0.0\n", + "18 Fraud 1.0\n", + "19 Not Fraud 0.0\n", + "20 Fraud 0.0\n", + "21 Not Fraud 1.0\n", + "22 Fraud 0.0\n", + "23 NaN 0.0\n", + "24 Fraud 1.0\n", + "25 Not Fraud 1.0\n", + "26 Fraud 1.0\n", + "27 Fraud 0.0\n", + "28 Not Fraud 1.0\n", + "29 Not Fraud 0.0\n", + "30 NaN 1.0\n", + "31 Not Fraud 0.0\n", + "32 Fraud 1.0\n", + "33 Not Fraud 0.0\n", + "34 Fraud 0.0\n", + "35 Not Fraud 1.0\n", + "36 Fraud 0.0\n", + "37 NaN 0.0\n", + "38 Not Fraud 0.0\n", + "39 Fraud 0.0\n", + "40 Fraud 1.0\n", + "41 Not Fraud 1.0\n", + "42 Fraud 0.0\n", + "43 Fraud 1.0\n", + "44 NaN 0.0\n", + "45 Fraud 1.0\n", + "46 Fraud 0.0\n", + "47 Not Fraud 1.0\n", + "48 Not Fraud 1.0\n", + "49 Fraud 0.0\n" + ] + } + ], + "execution_count": 70 + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "# Calculate the accuracy of the model\n", + "accuracy = (comparison_df['Actual'] == comparison_df['Predicted']).mean()\n", + "print(f'Accuracy: {accuracy:.2f}')\n" + ], + "id": "f3a74aa752f3a589", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "from sklearn.metrics import confusion_matrix as cm\n", + "\n", + "# Map 'Fraud' to 1 and 'Not Fraud' to 0 in 'Actual' column\n", + "comparison_df['Actual'] = comparison_df['Actual'].map({'Fraud': 1, 'Not Fraud': 0})\n", + "\n", + "# Calculate the confusion matrix\n", + "confusion_mat = cm(comparison_df['Actual'], comparison_df['Predicted'])\n", + "cm_df = pd.DataFrame(confusion_mat, index=['Actual Negative', 'Actual Positive'], columns=['Predicted Negative', 'Predicted Positive'])\n", + "print(cm_df)" + ], + "id": "96a8d654c6871344", + "outputs": [], + "execution_count": null + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:11:17.013295Z", + "start_time": "2024-06-14T12:11:17.010626Z" + } + }, + "cell_type": "code", + "source": "print(original_df['Vehicle_Type'].unique())", + "id": "3a3d9b3cac6382e8", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Bus ' 'Car' 'Truck' 'Van' 'Sedan' 'SUV' 'Motorcycle']\n" + ] + } + ], + "execution_count": 77 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "# 5. Explanatory Analysis", + "id": "1918480bb0b1311a" + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Feature Importance Using SHAP Values**", + "id": "43224de4de507fdd" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T13:32:04.238846Z", + "start_time": "2024-06-14T12:23:05.277735Z" + } + }, + "cell_type": "code", + "source": [ + "import shap\n", + "import pickle\n", + "\n", + "# Load the best model\n", + "with open('SVM_Fast_best.pkl', 'rb') as f:\n", + " model = pickle.load(f)\n", + "\n", + "# Prepare the data\n", + "X_transformed = model.named_steps['columntransformer'].transform(X)\n", + "\n", + "# Use a sample of the data for the SHAP KernelExplainer initialization\n", + "# Typically, 100 samples are sufficient; adjust this based on your data size\n", + "sample_size = min(100, X_transformed.shape[0])\n", + "X_sample = shap.sample(X_transformed, sample_size, random_state=42)\n", + "\n", + "# Initialize the SHAP KernelExplainer\n", + "explainer = shap.KernelExplainer(model.named_steps['svc'].predict, X_sample)\n", + "\n", + "# Calculate SHAP values\n", + "shap_values = explainer.shap_values(X_transformed)\n", + "\n", + "# Plot feature importance\n", + "shap.summary_plot(shap_values, X_transformed, feature_names=features)\n" + ], + "id": "784e8f0beffff63a", + "outputs": [ + { + "data": { + "text/plain": [ + " 0%| | 0/4451 [00:00 24\u001B[0m \u001B[43mshap\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43msummary_plot\u001B[49m\u001B[43m(\u001B[49m\u001B[43mshap_values\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mX_transformed\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mfeature_names\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mfeatures\u001B[49m\u001B[43m)\u001B[49m\n", + "File \u001B[0;32m~/Desktop/Coding/Python/.venv/lib/python3.12/site-packages/shap/plots/_beeswarm.py:953\u001B[0m, in \u001B[0;36msummary_legacy\u001B[0;34m(shap_values, features, feature_names, max_display, plot_type, color, axis_color, title, alpha, show, sort, color_bar, plot_size, layered_violin_max_num_bins, class_names, class_inds, color_bar_label, cmap, show_values_in_legend, auto_size_plot, use_log_scale)\u001B[0m\n\u001B[1;32m 951\u001B[0m pl\u001B[38;5;241m.\u001B[39mgca()\u001B[38;5;241m.\u001B[39mspines[\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mleft\u001B[39m\u001B[38;5;124m'\u001B[39m]\u001B[38;5;241m.\u001B[39mset_visible(\u001B[38;5;28;01mFalse\u001B[39;00m)\n\u001B[1;32m 952\u001B[0m pl\u001B[38;5;241m.\u001B[39mgca()\u001B[38;5;241m.\u001B[39mtick_params(color\u001B[38;5;241m=\u001B[39maxis_color, labelcolor\u001B[38;5;241m=\u001B[39maxis_color)\n\u001B[0;32m--> 953\u001B[0m pl\u001B[38;5;241m.\u001B[39myticks(\u001B[38;5;28mrange\u001B[39m(\u001B[38;5;28mlen\u001B[39m(feature_order)), [\u001B[43mfeature_names\u001B[49m\u001B[43m[\u001B[49m\u001B[43mi\u001B[49m\u001B[43m]\u001B[49m \u001B[38;5;28;01mfor\u001B[39;00m i \u001B[38;5;129;01min\u001B[39;00m feature_order], fontsize\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m13\u001B[39m)\n\u001B[1;32m 954\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m plot_type \u001B[38;5;241m!=\u001B[39m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mbar\u001B[39m\u001B[38;5;124m\"\u001B[39m:\n\u001B[1;32m 955\u001B[0m pl\u001B[38;5;241m.\u001B[39mgca()\u001B[38;5;241m.\u001B[39mtick_params(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124my\u001B[39m\u001B[38;5;124m'\u001B[39m, length\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m20\u001B[39m, width\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m0.5\u001B[39m, which\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mmajor\u001B[39m\u001B[38;5;124m'\u001B[39m)\n", + "\u001B[0;31mIndexError\u001B[0m: list index out of range" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 89 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T13:37:24.228132Z", + "start_time": "2024-06-14T13:37:24.224089Z" + } + }, + "cell_type": "code", + "source": [ + "print(\"Length of SHAP values: \", len(shap_values[0]))\n", + "print(\"Number of features in transformed data: \", X_transformed.shape[1])\n", + "print(\"Number of feature names: \", len(features))" + ], + "id": "8838bce9f8f3e702", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Length of SHAP values: 19\n", + "Number of features in transformed data: 19\n", + "Number of feature names: 9\n" + ] + } + ], + "execution_count": 92 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T13:37:49.234816Z", + "start_time": "2024-06-14T13:37:47.960478Z" + } + }, + "cell_type": "code", + "source": [ + "# Get feature names after transformation\n", + "feature_names_after_transform = column_trans.get_feature_names_out()\n", + "\n", + "# Plot feature importance\n", + "shap.summary_plot(shap_values, X_transformed, feature_names=feature_names_after_transform)" + ], + "id": "988790599b599ff5", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 93 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Correlation Analysis**", + "id": "327edf3a43de9d52" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T13:39:47.602486Z", + "start_time": "2024-06-14T13:39:46.611837Z" + } + }, + "cell_type": "code", + "source": [ + "# Get feature names after transformation\n", + "feature_names_after_transform = column_trans.get_feature_names_out()\n", + "# Convert the transformed data back to a DataFrame if necessary\n", + "import pandas as pd\n", + "\n", + "# Convert the transformed data back to a DataFrame\n", + "X_transformed_df = pd.DataFrame(X_transformed, columns=feature_names_after_transform)\n", + "\n", + "# Calculate the correlation matrix\n", + "correlation_matrix = X_transformed_df.corr()\n", + "\n", + "# Plot the heatmap`\n", + "plt.figure(figsize=(12, 10))\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n", + "plt.title('Feature Correlation Matrix')\n", + "plt.show()" + ], + "id": "9f335a6c60254f81", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 94 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "**Pairplot Analysis**", + "id": "49f59a9bfee87ecb" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-14T12:16:22.794699Z", + "start_time": "2024-06-14T12:16:13.040825Z" + } + }, + "cell_type": "code", + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Load the dataset\n", + "df = pd.read_csv(\"dataset.csv\")\n", + "\n", + "# Preprocess the data\n", + "df = df.drop_duplicates().dropna()\n", + "df['Timestamp'] = pd.to_datetime(df['Timestamp'])\n", + "df['Month'] = df['Timestamp'].dt.month\n", + "df['Week'] = df['Timestamp'].dt.isocalendar().week\n", + "df = df.drop(columns=['Transaction_ID', 'FastagID', 'Vehicle_Plate_Number', 'Timestamp'])\n", + "\n", + "# Pairplot analysis\n", + "sns.pairplot(df, hue='Fraud_indicator')\n", + "plt.show()\n" + ], + "id": "fb310e8e9d2548b2", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 82 + }, + { + "metadata": {}, + "cell_type": "code", + "outputs": [], + "execution_count": null, + "source": "", + "id": "f852145a0e1cec90" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Fastag Fraud Detection System/README.MD b/Fastag Fraud Detection System/README.MD new file mode 100644 index 000000000..5d6fd0825 --- /dev/null +++ b/Fastag Fraud Detection System/README.MD @@ -0,0 +1,83 @@ +## **FASTag Fraud Detection** + +### ๐ŸŽฏ **Goal** + +The primary goal of this project is to detect fraudulent transactions in the FASTag system. By analyzing transaction patterns, we aim to build a robust model that identifies anomalies and potential fraud, ensuring the integrity of electronic toll collection. + +### ๐Ÿงต **Dataset** + +The dataset is sourced from [Dataset Link](https://www.kaggle.com/datasets/krishujeniya/fastag-frauds-records) and contains detailed transaction data, including timestamps, amounts, and vehicle information. + +### ๐Ÿงพ **Description** + +This project involves analyzing transaction data to detect patterns of fraud. We implemented machine learning models and deployed the best-performing model as a web application. + +### ๐Ÿงฎ **What I Had Done!** + +- **Data Exploration and Analysis**: + - Explored the data distribution and identified potential fraud indicators. +- **Feature Engineering**: + - Created new features to enhance fraud detection capabilities. +- **Model Development**: + - Trained and evaluated multiple machine learning models. +- **Model Deployment**: + - Developed a user-friendly Streamlit web app for real-time fraud predictions. + +### ๐Ÿš€ **Models Implemented** + +- **Decision Tree Classifier**: Chosen for its interpretability and ability to handle categorical data. +- **Random Forest Classifier**: Used for its robustness and ensemble learning capability. +- **AdaBoost Classifier**: Implemented to improve the model's performance through boosting. +- **XGBClassifier**: Selected for its high performance and ability to handle imbalanced data. +- **KNeighborsClassifier**: Chosen for its simplicity and effectiveness in capturing complex relationships. +- **Support Vector Machine (SVM)**: Selected for its high accuracy and F1-Score, making it ideal for fraud detection. + +### ๐Ÿ“š **Libraries Needed** + +```plaintext +pandas +scikit-learn +seaborn +matplotlib +xgboost +streamlit +``` +### ๐Ÿ“Š **Exploratory Data Analysis Results** + +### Correlation Heatmap +- **Correlation Heatmap**: Identified correlations between features. + + ![Correlation Heatmap](Images/eda/corelationmatrix2.png) + +### Distribution of Transactions +- **Distribution of Transactions**: Visualized the distribution to spot anomalies. + +![amount distribution of fraud]() + +### Fraud Indicators +- **Fraud Indicators**: Analysis of potential fraud indicators. + +![fraud vs non-fraud]() + +### ๐Ÿ“ˆ **Performance of the Models Based on Accuracy Scores** + +| Model | F1 Score | Accuracy | ROC AUC Score | +|------------------------|----------|----------|---------------| +| DecisionTreeClassifier | 0.9895 | 0.9895 | 0.9939 | +| RandomForestClassifier | 0.9498 | 0.9521 | 0.9955 | +| AdaBoostClassifier | 0.9564 | 0.9581 | 0.9761 | +| XGBClassifier | 0.9947 | 0.9948 | 0.9973 | +| KNeighborsClassifier | 0.9978 | 0.9978 | 0.9948 | +| SVM | **0.9932** | **0.9933** | 0.9686 | + +### ๐Ÿ“ข **Conclusion** + +The **SVM** model was chosen as the best model due to its high `F1-Score (0.9932)` and `Accuracy (0.9933)`, indicating a good balance between precision and recall. Despite a slightly lower ROC AUC Score, its robust performance and generalization capability make it suitable for real-world applications. + +FastTag fraud detection is crucial for maintaining the integrity of electronic toll collection systems. Our approach leverages machine learning to effectively identify and prevent fraudulent transactions. Ongoing monitoring and model updates will ensure sustained performance and adaptability to new fraud patterns. Together, we can create a safer and more efficient toll collection experience for all stakeholders. + +### โœ’๏ธ **Your Name** + +[ **Harshit Ghosh** ] +- GitHub: [Harshit-code-tech](https://github.com/Harshit-code-tech) +- LinkedIn: [Harshit Ghosh](www.linkedin.com/in/harshit-ghosh-026622272) diff --git a/Fastag Fraud Detection System/Web App/README.MD b/Fastag Fraud Detection System/Web App/README.MD new file mode 100644 index 000000000..b006be739 --- /dev/null +++ b/Fastag Fraud Detection System/Web App/README.MD @@ -0,0 +1,44 @@ +# Web App + +## Overview +This folder contains the web application built to deploy the best model from the ` Fast Tag Fraud Detection project` . + + +## Contents +This folder contains the files for the web application built with Streamlit. + +- **File**: `app.py` + - Streamlit application script for real-time fraud detection. + +- **File**: `SVM_Fast_best.pkl` + - Serialized model file used for predictions in the app. + +- **File**: `demo.mp4` + - A demo video showing the usage of the web application. + +- **File**: `readme.md` + - This readme file. + +## Instructions +1. Make sure to have Streamlit installed. +2. Run `streamlit run app.py` to start the Streamlit web application. +3. Open your web browser and navigate to `http://localhost:8501` to access the application. + +- **Usage**: + To run the app, use the following command: + ```bash + streamlit run app.py + ``` + The application will open in your default web browser. + - **Prediction**: + - Enter the required information such as the Transaction Amount, Amount Paid, Geographical Location, etc. + - Click the "Predict" button to see the prediction. + - The application will display the prediction based on the input provided. + +## Demo +Check out the demo video to see the web application in action. + +- [Demo Video](https://github.com/abhisheks008/ML-Crate/assets/128123681/3b3ed39a-7963-4315-97ff-f38b3e785d9d) + +[demo.webm](https://github.com/abhisheks008/ML-Crate/assets/128123681/3b3ed39a-7963-4315-97ff-f38b3e785d9d) + diff --git a/Fastag Fraud Detection System/Web App/SVM_Fast_best.pkl b/Fastag Fraud Detection System/Web App/SVM_Fast_best.pkl new file mode 100644 index 000000000..98e59fd42 Binary files /dev/null and b/Fastag Fraud Detection System/Web App/SVM_Fast_best.pkl differ diff --git a/Fastag Fraud Detection System/Web App/app.py b/Fastag Fraud Detection System/Web App/app.py new file mode 100644 index 000000000..da4394570 --- /dev/null +++ b/Fastag Fraud Detection System/Web App/app.py @@ -0,0 +1,42 @@ +import streamlit as st +import pandas as pd +import pickle + +# Load the model +with open('SVM_Fast_best.pkl', 'rb') as f: + model = pickle.load(f) + +# Define feature columns +features = ['Transaction_Amount', 'Amount_paid', 'Vehicle_Type', 'TollBoothID', + 'Lane_Type', 'Vehicle_Dimensions', 'Geographical_Location', + 'Month', 'Week'] + +# Streamlit app +st.title('Fastag Fraud Detection System') + +st.write(""" +# Detecting Fraudulent Transactions +Fill in the details of the transaction to predict if it's fraudulent. +""") + +# Get user input +transaction_amount = st.number_input('Transaction Amount', min_value=0.0, format="%.2f") +amount_paid = st.number_input('Amount Paid', min_value=0.0, format="%.2f") +vehicle_type = st.selectbox('Vehicle Type', ['Bus ','Car' ,'Truck', 'Van' ,'Sedan' ,'SUV' ,'Motorcycle']) +tollbooth_id = st.text_input('TollBooth ID') +lane_type = st.selectbox('Lane Type', ['Regular', 'Express']) +vehicle_dimensions = st.selectbox('Vehicle Dimensions', ['Small', 'Medium', 'Large']) +geographical_location = st.text_input('Geographical Location') +month = st.number_input('Month', min_value=1, max_value=12) +week = st.number_input('Week', min_value=1, max_value=52) + +# Create input data frame +input_data = pd.DataFrame([[transaction_amount, amount_paid, vehicle_type, tollbooth_id, + lane_type, vehicle_dimensions, geographical_location, + month, week]], columns=features) + +# Prediction +if st.button('Predict'): + prediction = model.predict(input_data) + result = 'Fraud' if prediction[0] == 1 else 'Not Fraud' + st.write(f'The transaction is predicted to be: {result}') diff --git a/Fastag Fraud Detection System/Web App/demo.webm b/Fastag Fraud Detection System/Web App/demo.webm new file mode 100644 index 000000000..54b875eb8 Binary files /dev/null and b/Fastag Fraud Detection System/Web App/demo.webm differ diff --git a/Fastag Fraud Detection System/requirements b/Fastag Fraud Detection System/requirements new file mode 100644 index 000000000..3b0a87423 --- /dev/null +++ b/Fastag Fraud Detection System/requirements @@ -0,0 +1,4 @@ +streamlit==1.0.0 +joblib==1.0.1 +pandas==1.2.4 +scikit-learn==0.24.2