Unnamed: 0 int64 | trans_date_trans_time string | cc_num int64 | merchant string | category string | amt float64 | first string | last string | gender string | street string | city string | state string | zip int64 | lat float64 | long float64 | city_pop int64 | job string | dob string | trans_num string | unix_time int64 | merch_lat float64 | merch_long float64 | is_fraud int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
12,500 | 2020-06-25 09:06:16 | 3,549,202,406,645,667 | fraud_Koepp-Witting | grocery_pos | 98.71 | Larry | Williams | M | 6274 David Oval Suite 725 | Scarborough | ME | 4,074 | 43.5835 | -70.3457 | 18,760 | Make | 1933-04-02 | 0ea12e04e87249393972fb020df0eb7f | 1,372,151,176 | 43.628895 | -69.855811 | 0 |
12,501 | 2020-06-25 09:07:06 | 180,067,784,565,096 | fraud_Lind, Huel and McClure | gas_transport | 41.11 | Mary | Juarez | F | 35440 Ryan Islands | North Prairie | WI | 53,153 | 42.9385 | -88.395 | 2,328 | Applications developer | 1942-01-06 | 177c26ae3c686e3fe04ca135e36f91da | 1,372,151,226 | 43.439612 | -88.669438 | 0 |
12,502 | 2020-06-25 09:10:11 | 2,712,209,726,293,386 | fraud_Kiehn Inc | grocery_pos | 198.46 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | 6e3e1e2febb130d3c6d42163f717916e | 1,372,151,411 | 29.461257 | -90.675877 | 0 |
12,503 | 2020-06-25 09:10:30 | 4,990,494,243,023 | fraud_Heller-Langosh | gas_transport | 72.72 | Martin | Ford | M | 56812 Francis Courts | Corriganville | MD | 21,524 | 39.6967 | -78.8031 | 626 | Energy engineer | 1960-12-13 | 31b6f8f80508459fe4e6473771b065cd | 1,372,151,430 | 40.174477 | -79.568994 | 0 |
12,504 | 2020-06-25 09:11:30 | 3,581,130,339,108,561 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 52.14 | Gregory | Wood | M | 622 Robert Summit | Akron | OH | 44,307 | 41.0695 | -81.5488 | 272,134 | Call centre manager | 1964-03-15 | bd928fb61116798a4a1036abd19cede8 | 1,372,151,490 | 41.861211 | -82.089783 | 0 |
12,505 | 2020-06-25 09:12:04 | 4,642,894,980,163 | fraud_Bins-Rice | gas_transport | 69.09 | Eddie | Mendez | M | 1831 Faith View Suite 653 | Clarinda | IA | 51,632 | 40.7491 | -95.038 | 7,297 | IT trainer | 1990-07-13 | 2fdf363d74974d621f721ea80071522b | 1,372,151,524 | 40.507418 | -95.314298 | 0 |
12,506 | 2020-06-25 09:14:55 | 4,239,552,724,014,407 | fraud_Schmeler Inc | misc_pos | 2.1 | Carl | Hernandez | M | 9134 Darryl Flat Suite 916 | Paulding | OH | 45,879 | 41.141 | -84.5722 | 6,284 | Secondary school teacher | 1936-03-27 | 1dfa5eff4a0432c327bf7c13431ee9f6 | 1,372,151,695 | 41.948058 | -85.184134 | 0 |
12,507 | 2020-06-25 09:16:14 | 630,441,765,090 | fraud_Morissette PLC | shopping_pos | 109.44 | Susan | Washington | F | 759 Erin Mount Suite 956 | May | TX | 76,857 | 31.9571 | -98.9656 | 1,791 | Corporate investment banker | 1965-07-26 | 24b63895c366915c51ddcc37c3159d22 | 1,372,151,774 | 32.065631 | -98.750867 | 0 |
12,508 | 2020-06-25 09:16:35 | 501,831,082,224 | fraud_Schamberger-O'Keefe | grocery_pos | 117.02 | Corey | Jones | M | 709 George Underpass Apt. 080 | West Decatur | PA | 16,878 | 40.9493 | -78.3129 | 1,762 | Armed forces logistics/support/administrative officer | 1962-05-04 | 4e4ea8470f1b39a804de8a9f907dba29 | 1,372,151,795 | 41.103628 | -78.454117 | 0 |
12,509 | 2020-06-25 09:16:45 | 3,560,697,798,177,746 | fraud_Schultz, Simonis and Little | grocery_pos | 67.23 | Matthew | Young | M | 8840 Miller Port Suite 645 | Indian Wells | CA | 92,210 | 33.7163 | -116.3381 | 4,677 | Learning mentor | 1955-05-06 | 1b0422071b7ba43b54a6398307070211 | 1,372,151,805 | 33.218247 | -115.812096 | 0 |
12,510 | 2020-06-25 09:17:16 | 2,254,917,871,818,484 | fraud_Berge LLC | gas_transport | 67.69 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | 2686ea90f869775ea4d64611ed9331f0 | 1,372,151,836 | 37.26914 | -76.087157 | 0 |
12,511 | 2020-06-25 09:17:19 | 3,560,318,482,131,952 | fraud_Sporer Inc | gas_transport | 49.53 | William | Skinner | M | 524 Wu Spurs Suite 894 | Mount Hope | AL | 35,651 | 34.4793 | -87.4769 | 1,312 | Librarian, academic | 1955-02-01 | 2b5b1b4eef0f09b566ed0a10ef274122 | 1,372,151,839 | 35.31579 | -88.365804 | 0 |
12,512 | 2020-06-25 09:17:59 | 3,540,210,836,308,425 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 97.79 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | 34ac45597bdff1753f813979bb8c5b1a | 1,372,151,879 | 34.273242 | -102.765506 | 0 |
12,513 | 2020-06-25 09:18:07 | 3,565,196,229,855,512 | fraud_Weber and Sons | food_dining | 71.11 | Adriana | Harvey | F | 715 Joy Prairie | Unionville | MO | 63,565 | 40.4815 | -92.9951 | 3,805 | Investment banker, corporate | 1950-09-15 | cfc709b79784f84a4a440bc967490d68 | 1,372,151,887 | 40.482826 | -93.76821 | 0 |
12,514 | 2020-06-25 09:21:04 | 4,874,017,206,859,125 | fraud_Williamson LLC | misc_pos | 95.05 | Lauren | Williams | F | 065 Jones Stravenue | Lake Oswego | OR | 97,034 | 45.4093 | -122.6847 | 42,817 | Planning and development surveyor | 1982-05-28 | 000ac853442e0a9b91552d7e27040903 | 1,372,152,064 | 45.924675 | -121.714848 | 0 |
12,515 | 2020-06-25 09:21:18 | 4,457,732,997,086,323,700 | fraud_Dooley Inc | shopping_pos | 122.97 | Stanley | Mayo | M | 3433 Jones Branch | Fiddletown | CA | 95,629 | 38.5234 | -120.6763 | 832 | Immigration officer | 1987-05-19 | daeff90f14276543a208212a98dbec51 | 1,372,152,078 | 39.19503 | -121.468685 | 0 |
12,516 | 2020-06-25 09:22:05 | 676,248,282,243 | fraud_Lynch Ltd | shopping_pos | 35.37 | Amanda | Wheeler | F | 329 Emily Cape | Cape Coral | FL | 33,909 | 26.6939 | -81.9452 | 156,391 | Higher education careers adviser | 1968-02-09 | fbe5c76b29046d4437ff1297a0562235 | 1,372,152,125 | 25.698692 | -82.47746 | 0 |
12,517 | 2020-06-25 09:22:19 | 4,989,847,570,577,635,000 | fraud_Kunze Inc | grocery_pos | 219.56 | Vanessa | Anderson | F | 21178 Brittney Locks | Prosperity | SC | 29,127 | 34.1832 | -81.5324 | 8,333 | Archaeologist | 1994-07-09 | e63fe0e6c0b1b4b4f63a64bbfd0cf7b4 | 1,372,152,139 | 33.999204 | -82.139792 | 0 |
12,518 | 2020-06-25 09:23:43 | 3,583,293,909,206,278 | fraud_Auer-Mosciski | grocery_pos | 68.37 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | 80e78a3775b7da0a3e6b1ee0edf41a70 | 1,372,152,223 | 34.68633 | -105.674374 | 0 |
12,519 | 2020-06-25 09:24:38 | 180,036,456,789,979 | fraud_Auer-Mosciski | grocery_pos | 105.93 | Mackenzie | Salazar | F | 982 Melissa Lock | Bagley | WI | 53,801 | 42.9207 | -91.0685 | 878 | Risk analyst | 1974-11-20 | ffbfe345c87e06f5d30cd7bfc0daf0d6 | 1,372,152,278 | 43.413715 | -90.930467 | 0 |
12,520 | 2020-06-25 09:27:36 | 583,699,482,621 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 49.9 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | 9455a2a848fc100b2e5ec8792015fa02 | 1,372,152,456 | 44.398267 | -89.481156 | 0 |
12,521 | 2020-06-25 09:27:45 | 6,011,148,190,095,209 | fraud_Lockman, West and Runte | grocery_pos | 175.19 | Terri | Bailey | F | 508 Erin Mount | Daly City | CA | 94,015 | 37.6787 | -122.478 | 107,941 | Buyer, industrial | 1991-10-04 | 740fd5367ecff6ba63f03031a26e93b1 | 1,372,152,465 | 38.428379 | -122.537809 | 0 |
12,522 | 2020-06-25 09:34:50 | 4,497,913,965,512,794,000 | fraud_Nicolas, Hills and McGlynn | entertainment | 9.41 | Scott | Edwards | M | 838 Amy Street Suite 107 | Pembroke | NC | 28,372 | 34.6902 | -79.1834 | 14,783 | Hospital doctor | 1955-11-07 | 337b9b5d8cd90a0a7bc461ae4d334d31 | 1,372,152,890 | 33.992216 | -79.517426 | 0 |
12,523 | 2020-06-25 09:34:57 | 3,537,797,820,923,602 | fraud_Pouros-Conroy | shopping_pos | 1.4 | Christie | Mendoza | F | 53142 Katrina Roads Suite 889 | Monitor | WA | 98,836 | 47.4852 | -120.4158 | 584 | Medical technical officer | 1969-03-20 | f6830c84183d6162578fbb4f4ee439e6 | 1,372,152,897 | 48.376732 | -120.148185 | 0 |
12,524 | 2020-06-25 09:35:52 | 2,383,461,948,823,908 | fraud_O'Keefe-Hudson | grocery_pos | 142.67 | Patrick | Vaughan | M | 651 Miller Common | Parsonsfield | ME | 4,047 | 43.745 | -70.9092 | 1,892 | Audiological scientist | 1956-03-02 | 1f460564733ebfdd88a56223d165c222 | 1,372,152,952 | 44.03621 | -71.726236 | 0 |
12,525 | 2020-06-25 09:36:26 | 341,283,058,448,499 | fraud_Goodwin-Nitzsche | grocery_pos | 114.86 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | 13a2545fae40cd95434804323ea28207 | 1,372,152,986 | 30.01117 | -84.664886 | 0 |
12,526 | 2020-06-25 09:36:35 | 3,559,723,917,628,303 | fraud_Schultz, Simonis and Little | grocery_pos | 95.71 | Matthew | Huerta | M | 622 Williams Trafficway | Ringwood | IL | 60,072 | 42.4048 | -88.3054 | 928 | Outdoor activities/education manager | 1985-05-13 | 86f3ddac17bfb232b0552c7375269856 | 1,372,152,995 | 42.904148 | -88.925423 | 0 |
12,527 | 2020-06-25 09:38:13 | 213,113,338,379,864 | fraud_Gislason Group | misc_pos | 1.06 | Larry | Vaughan | M | 83555 Melinda Spurs | Kingsville | MD | 21,087 | 39.4558 | -76.4147 | 5,451 | Science writer | 1961-12-05 | 1b74b53a3832b5248c3f93d1447e4aae | 1,372,153,093 | 39.607028 | -75.677451 | 0 |
12,528 | 2020-06-25 09:38:17 | 4,384,910,379,661,778 | fraud_Reichel Inc | entertainment | 1.53 | Michelle | Russell | F | 55505 Christy Via | Hawley | MN | 56,549 | 46.9777 | -96.4092 | 4,508 | Naval architect | 1949-04-24 | 2b3fec7804a5e3c899fa13f7317b96fc | 1,372,153,097 | 47.518469 | -96.104113 | 0 |
12,529 | 2020-06-25 09:38:56 | 213,193,596,103,206 | fraud_Schmeler, Bashirian and Price | shopping_net | 95.95 | James | Hunt | M | 7369 Gabriel Tunnel | Pointe Aux Pins | MI | 49,775 | 45.7549 | -84.447 | 95 | Electrical engineer | 1994-02-09 | 9b0537fc6bbce7215623b691e2b108ad | 1,372,153,136 | 45.512957 | -84.316151 | 0 |
12,530 | 2020-06-25 09:39:34 | 36,360,452,125,889 | fraud_Kiehn-Emmerich | grocery_pos | 62.76 | Christopher | Raymond | M | 766 Potter Well | West Chazy | NY | 12,992 | 44.797 | -73.5112 | 4,778 | Engineering geologist | 1954-06-14 | 74a9132b53a8ba16e48fff4784187306 | 1,372,153,174 | 43.999109 | -73.735846 | 0 |
12,531 | 2020-06-25 09:40:43 | 30,328,384,440,870 | fraud_Stamm-Witting | shopping_net | 5.66 | Helen | Campbell | F | 182 Sergio Summit Apt. 129 | Browning | MO | 64,630 | 40.029 | -93.1607 | 602 | Cytogeneticist | 1954-07-14 | 3dce9d0d3636ab123bf1eb9703a99aa7 | 1,372,153,243 | 40.39951 | -93.240407 | 0 |
12,532 | 2020-06-25 09:40:47 | 213,120,463,918,358 | fraud_Bogisich-Homenick | misc_net | 19.03 | Willie | Jordan | M | 529 West Key | Spearsville | LA | 71,277 | 32.955 | -92.587 | 1,758 | Psychologist, forensic | 1957-08-08 | e7bd3ec8a47ab8281495d149679fe5a9 | 1,372,153,247 | 32.652613 | -92.786373 | 0 |
12,533 | 2020-06-25 09:41:22 | 30,551,643,947,183 | fraud_Moore, Dibbert and Koepp | misc_net | 91.26 | Morgan | Smith | F | 1441 Bradley Place | Grover | NC | 28,073 | 35.1836 | -81.4552 | 5,621 | Toxicologist | 1973-11-14 | 7edd9040d72edc7b6e0327d3c1e935ea | 1,372,153,282 | 35.647195 | -82.327449 | 0 |
12,534 | 2020-06-25 09:41:29 | 3,513,618,443,244,549 | fraud_Torphy-Goyette | shopping_pos | 166.65 | Amber | Perez | F | 954 Reyes Ways | Fulton | SD | 57,340 | 43.7588 | -97.8712 | 355 | Financial adviser | 1955-06-26 | 62ce7c7ca4a31dc860d012c8bc8beed1 | 1,372,153,289 | 43.215739 | -98.598295 | 0 |
12,535 | 2020-06-25 09:41:51 | 2,229,824,890,647,120 | fraud_Luettgen PLC | gas_transport | 79.92 | Walter | Blair | M | 44951 Williams Brooks | Pearlington | MS | 39,572 | 30.2508 | -89.6011 | 1,414 | Therapist, occupational | 1958-02-17 | fbd539dc8dff55de4fdfbae711e79a4b | 1,372,153,311 | 29.831218 | -90.031952 | 0 |
12,536 | 2020-06-25 09:42:32 | 38,530,489,946,071 | fraud_Sporer Inc | gas_transport | 95.2 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | eea3ceb7170fe83684bb5fba5440f9dc | 1,372,153,352 | 34.151717 | -82.777042 | 0 |
12,537 | 2020-06-25 09:42:37 | 213,163,860,545,705 | fraud_Bernhard, Grant and Langworth | shopping_pos | 147.45 | Mark | Tyler | M | 82201 Bradley Radial Suite 703 | Avera | GA | 30,803 | 33.141 | -82.515 | 741 | Claims inspector/assessor | 1986-04-28 | 7054dd0410650e14423b39146efb9388 | 1,372,153,357 | 33.213407 | -83.249246 | 0 |
12,538 | 2020-06-25 09:43:55 | 4,716,561,796,955,522 | fraud_Smitham-Schiller | grocery_net | 35.64 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | 74f2fcd2239e6ddb19d66e8f9e051dfc | 1,372,153,435 | 48.685307 | -112.177373 | 0 |
12,539 | 2020-06-25 09:46:55 | 6,597,888,193,422,452 | fraud_Harris Inc | gas_transport | 69.3 | Bill | Lane | M | 4725 Hurst Curve Apt. 634 | Holliday | TX | 76,366 | 33.6751 | -98.6576 | 2,317 | Chief Technology Officer | 1964-08-23 | 0a5947731be8e2432b163873b4021558 | 1,372,153,615 | 34.593028 | -98.124167 | 0 |
12,540 | 2020-06-25 09:47:16 | 4,069,975,342,931,683 | fraud_Dicki Ltd | grocery_net | 42.44 | Kimberly | Martin | F | 1943 Dennis Inlet Suite 145 | Hurricane | WV | 25,526 | 38.4257 | -81.9943 | 21,902 | Sub | 1980-09-18 | 11db8201394db66df3ef2a6197309b0d | 1,372,153,636 | 38.063101 | -81.726724 | 0 |
12,541 | 2020-06-25 09:48:38 | 3,558,652,751,678,952 | fraud_DuBuque LLC | grocery_pos | 104.84 | Teresa | Blankenship | F | 6638 Lucero Mill Suite 952 | Karnack | TX | 75,661 | 32.6205 | -94.2 | 2,807 | Chiropodist | 1931-01-26 | cd94cd498ae3d9ce81300c957de72bd6 | 1,372,153,718 | 32.439198 | -93.922778 | 0 |
12,542 | 2020-06-25 09:51:01 | 4,134,456,652,433,447 | fraud_Douglas, Schneider and Turner | shopping_pos | 6.3 | Lawrence | Ellis | M | 1471 Alicia Flat Apt. 993 | Springfield Gardens | NY | 11,413 | 40.6645 | -73.7559 | 38,912 | Production manager | 1961-11-07 | cbb3c7945c8aa673bc5930c7ceb5afd5 | 1,372,153,861 | 39.718496 | -73.027826 | 0 |
12,543 | 2020-06-25 09:51:36 | 3,518,758,680,062,249 | fraud_Cummings Group | grocery_net | 48.24 | Antonio | Koch | M | 8738 Richard Brooks | Moab | UT | 84,532 | 38.5677 | -109.5271 | 9,772 | Location manager | 1989-11-24 | 3d167e10e73cbbe3a4c00cf363076cae | 1,372,153,896 | 38.668641 | -109.167102 | 0 |
12,544 | 2020-06-25 09:52:07 | 6,011,706,277,606,006 | fraud_Eichmann-Russel | misc_pos | 6.37 | Scott | Sullivan | M | 776 Martin Ridge | Newton | NH | 3,858 | 42.8678 | -71.042 | 4,603 | Therapist, music | 1952-12-07 | dde954d5f94e4fa0ea7a04d05d90a8bb | 1,372,153,927 | 42.943803 | -70.780031 | 0 |
12,545 | 2020-06-25 09:52:43 | 6,554,245,334,757,802 | fraud_Kris-Padberg | shopping_pos | 1.1 | Monique | Robinson | F | 07712 Marcus Divide Apt. 831 | Laguna Hills | CA | 92,637 | 33.615 | -117.7114 | 45,303 | Sales executive | 1969-12-22 | 3c63a5688f12f488c1d9bf0160eb40b5 | 1,372,153,963 | 32.690625 | -118.081904 | 0 |
12,546 | 2020-06-25 09:53:39 | 4,134,456,652,433,447 | fraud_Terry-Huel | shopping_net | 4.03 | Lawrence | Ellis | M | 1471 Alicia Flat Apt. 993 | Springfield Gardens | NY | 11,413 | 40.6645 | -73.7559 | 38,912 | Production manager | 1961-11-07 | ed990b72cfd43fe1ec9be1b172e6f084 | 1,372,154,019 | 40.699605 | -73.039641 | 0 |
12,547 | 2020-06-25 09:55:01 | 4,642,894,980,163 | fraud_Rippin, Kub and Mann | misc_net | 4.67 | Eddie | Mendez | M | 1831 Faith View Suite 653 | Clarinda | IA | 51,632 | 40.7491 | -95.038 | 7,297 | IT trainer | 1990-07-13 | 1909068cfe496730fd289494ab5fbf91 | 1,372,154,101 | 41.130402 | -95.089452 | 0 |
12,548 | 2020-06-25 09:55:14 | 3,559,723,917,628,303 | fraud_Kutch and Sons | grocery_pos | 78.81 | Matthew | Huerta | M | 622 Williams Trafficway | Ringwood | IL | 60,072 | 42.4048 | -88.3054 | 928 | Outdoor activities/education manager | 1985-05-13 | c9db24aa17b5693271c78991cb751bc5 | 1,372,154,114 | 42.307481 | -88.800935 | 0 |
12,549 | 2020-06-25 09:55:20 | 30,235,438,713,303 | fraud_Mraz-Herzog | gas_transport | 44.8 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | 277afa5581cf836a1b73575d72303c59 | 1,372,154,120 | 38.867293 | -81.167263 | 0 |
12,550 | 2020-06-25 09:56:38 | 30,442,439,074,871 | fraud_Welch Inc | misc_net | 6.99 | Linda | Sanchez | F | 6574 William Hill Apt. 375 | Jermyn | PA | 18,433 | 41.5744 | -75.5881 | 6,508 | Training and development officer | 1981-06-22 | 86fea293965eb4e5609d5c4536fbd31a | 1,372,154,198 | 41.537068 | -75.109718 | 0 |
12,551 | 2020-06-25 09:57:00 | 3,551,217,896,304,745 | fraud_Morar Inc | grocery_net | 46 | Sara | Harris | F | 597 Jenny Ford Apt. 543 | Tupper Lake | NY | 12,986 | 44.232 | -74.4905 | 6,120 | Chartered loss adjuster | 1976-10-09 | d9c92830512ec34c24e9d8e807757893 | 1,372,154,220 | 44.22518 | -75.030666 | 0 |
12,552 | 2020-06-25 09:59:07 | 375,082,648,741,747 | fraud_Harber Inc | gas_transport | 53.43 | Shannon | Bell | F | 2918 David Spurs | Georgetown | MN | 56,546 | 47.0999 | -96.727 | 346 | Research officer, trade union | 1976-12-14 | 51a69338583364ff9b20f7afa35dcbc1 | 1,372,154,347 | 46.706871 | -95.977315 | 0 |
12,553 | 2020-06-25 10:00:04 | 5,501,083,170,975,659 | fraud_Kutch LLC | gas_transport | 47.54 | Wayne | Payne | M | 587 Bradley Inlet Suite 281 | Cuyahoga Falls | OH | 44,223 | 41.1464 | -81.5107 | 47,772 | Equities trader | 1966-01-04 | c4f335d6ef90d46c555183bf528390ab | 1,372,154,404 | 42.029337 | -81.633042 | 0 |
12,554 | 2020-06-25 10:01:54 | 30,501,624,614,310 | fraud_Hackett-Lueilwitz | grocery_pos | 86.63 | Amanda | Smith | F | 180 Graves Shore | Scotia | SC | 29,939 | 32.6786 | -81.2455 | 302 | Magazine features editor | 1973-05-04 | 514d741c775489ff9bffb6260ffbfe1c | 1,372,154,514 | 32.266904 | -80.32382 | 0 |
12,555 | 2020-06-25 10:01:59 | 213,114,122,496,591 | fraud_Bartoletti-Wunsch | gas_transport | 53.38 | Jeremy | Perry | M | 797 Jennifer Loop Suite 634 | Minnesota Lake | MN | 56,068 | 43.8295 | -93.8282 | 1,087 | Music tutor | 1963-07-14 | 4a8246b12e359698a3495119182ea72e | 1,372,154,519 | 44.34137 | -93.199942 | 0 |
12,556 | 2020-06-25 10:02:25 | 180,069,253,480,336 | fraud_Turner and Sons | shopping_pos | 78.47 | William | Hunter | M | 5036 Victoria Ports Suite 249 | Emporium | PA | 15,834 | 41.5177 | -78.2536 | 4,533 | Public affairs consultant | 1969-11-01 | e88eacaae4b9043a325fbe3eb6c4594a | 1,372,154,545 | 42.369196 | -78.351158 | 0 |
12,557 | 2020-06-25 10:03:14 | 4,670,613,943,676,271 | fraud_Kilback LLC | grocery_pos | 91.1 | Bianca | Novak | F | 0953 David Skyway | Cuthbert | GA | 39,840 | 31.7706 | -84.7936 | 5,726 | Fitness centre manager | 1947-08-14 | e3a395a1675c0b7791525ed0fdde73c3 | 1,372,154,594 | 32.144528 | -83.972153 | 0 |
12,558 | 2020-06-25 10:03:47 | 2,720,012,583,106,919 | fraud_Schuppe, Nolan and Hoeger | shopping_pos | 140.4 | Joseph | Murray | M | 42933 Ryan Underpass | Manderson | SD | 57,756 | 43.3526 | -102.5411 | 1,126 | Volunteer coordinator | 1980-08-18 | d82ee7912384a5148540ec778f05a718 | 1,372,154,627 | 43.990725 | -102.771582 | 0 |
12,559 | 2020-06-25 10:06:12 | 3,551,512,895,305,309 | fraud_Kihn, Abernathy and Douglas | shopping_net | 5.27 | Erika | Anderson | F | 3786 Hale Corners | Rochester | KY | 42,273 | 37.2048 | -86.8592 | 443 | Development worker, international aid | 1947-07-15 | 02c3888f2c5aabcce9ec08b91ed74009 | 1,372,154,772 | 37.558709 | -87.056778 | 0 |
12,560 | 2020-06-25 10:06:32 | 3,559,723,917,628,303 | fraud_Mohr-Bayer | shopping_net | 103.43 | Matthew | Huerta | M | 622 Williams Trafficway | Ringwood | IL | 60,072 | 42.4048 | -88.3054 | 928 | Outdoor activities/education manager | 1985-05-13 | 5bf67a67df56bdcc1fa285bb854eb5a9 | 1,372,154,792 | 42.053141 | -87.350255 | 0 |
12,561 | 2020-06-25 10:08:41 | 3,576,281,490,078,437 | fraud_Huel Ltd | misc_net | 131.32 | Chris | Dixon | M | 919 Miller Isle | Williams | IN | 47,470 | 38.7735 | -86.6285 | 1,735 | Financial adviser | 1990-06-13 | d7c45eedfc1d203be24a398167f6c46e | 1,372,154,921 | 38.132019 | -87.250214 | 0 |
12,562 | 2020-06-25 10:09:02 | 3,552,581,383,553,463 | fraud_Gutmann-Upton | misc_pos | 59.87 | Jonathan | Castro | M | 200 Christie Mills Apt. 307 | Andrews | NC | 28,901 | 35.1959 | -83.8228 | 5,354 | Retail buyer | 1965-04-13 | a814b166cea8fa3f62a8712ef19fdc9c | 1,372,154,942 | 35.159884 | -84.44095 | 0 |
12,563 | 2020-06-25 10:09:29 | 4,561,546,772,499 | fraud_Tillman, Fritsch and Schmitt | misc_net | 227.8 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | f96c322fbc5ffa50bbd076ac6b6fb6e4 | 1,372,154,969 | 35.690882 | -107.02847 | 0 |
12,564 | 2020-06-25 10:09:35 | 501,828,204,849 | fraud_Dach-Nader | misc_net | 1.54 | Sandra | Davies | F | 31954 Eugene Lane Suite 572 | Dexter | KS | 67,038 | 37.1641 | -96.6917 | 602 | Buyer, industrial | 1958-10-26 | ef4b5c893bebb0a07ef3df1a2f8641b6 | 1,372,154,975 | 36.325753 | -96.739825 | 0 |
12,565 | 2020-06-25 10:09:45 | 213,124,978,348,176 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 70.05 | Steven | Arnold | M | 079 Chelsea Rest | Belfast | NY | 14,711 | 42.32 | -78.0943 | 1,766 | Mechanical engineer | 1962-06-04 | cbedf853e4c9e2b559fedf2a22c83c3e | 1,372,154,985 | 42.206061 | -77.297334 | 0 |
12,566 | 2020-06-25 10:09:50 | 571,365,235,126 | fraud_Kutch LLC | gas_transport | 53.86 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | e6f0b5092dbdd16c7a9a3b6713c90ea4 | 1,372,154,990 | 45.337004 | -85.549627 | 0 |
12,567 | 2020-06-25 10:09:59 | 3,589,255,887,819,806 | fraud_Bins-Rice | gas_transport | 65.11 | David | Miller | M | 622 Bradley Knoll Apt. 758 | Hancock | MD | 21,750 | 39.6991 | -78.1762 | 3,766 | Press photographer | 1984-02-14 | c845838667acfb48924bf9d1548036df | 1,372,154,999 | 39.962501 | -78.106618 | 0 |
12,568 | 2020-06-25 10:10:43 | 583,699,482,621 | fraud_Schulist Ltd | food_dining | 160.68 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | 1d0d7a949b5c118504d99a0bc0e201ac | 1,372,155,043 | 44.391024 | -89.647981 | 0 |
12,569 | 2020-06-25 10:10:53 | 6,011,552,879,910,390 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 86.33 | Robert | Long | M | 529 Joshua Knoll Apt. 511 | Lonetree | WY | 82,936 | 41.0552 | -110.1603 | 49 | Research scientist (physical sciences) | 1981-07-05 | 26eddf7ce7de677286693cb3290c3d24 | 1,372,155,053 | 41.536356 | -110.122421 | 0 |
12,570 | 2020-06-25 10:12:03 | 6,011,504,998,544,485 | fraud_Erdman-Kertzmann | gas_transport | 66.81 | Ashley | Whitney | F | 4038 Smith Avenue | Jones | AL | 36,749 | 32.5104 | -86.8138 | 1,089 | Materials engineer | 1971-11-02 | 5809eacf5616c792159829cac11f09c3 | 1,372,155,123 | 32.8997 | -86.411222 | 0 |
12,571 | 2020-06-25 10:12:45 | 376,262,134,119,629 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 95.97 | Christopher | Carr | M | 62931 Ralph Court | Lakeland | FL | 33,813 | 27.9611 | -81.9398 | 237,282 | Radiographer, therapeutic | 1961-09-28 | 2dc6365a82f101eade646a3b42b80a7c | 1,372,155,165 | 28.867647 | -82.016696 | 0 |
12,572 | 2020-06-25 10:13:47 | 4,069,975,342,931,683 | fraud_Herman Inc | misc_pos | 4.15 | Kimberly | Martin | F | 1943 Dennis Inlet Suite 145 | Hurricane | WV | 25,526 | 38.4257 | -81.9943 | 21,902 | Sub | 1980-09-18 | f44ac10969a88d370593915061c9039e | 1,372,155,227 | 38.613176 | -81.949591 | 0 |
12,573 | 2020-06-25 10:14:11 | 348,789,608,637,806 | fraud_Wisozk and Sons | misc_pos | 3.78 | Megan | Murphy | F | 53696 Laura Radial | Holstein | NE | 68,950 | 40.4542 | -98.6538 | 331 | Telecommunications researcher | 1950-08-19 | 6e9291b0f54a1bf150aac853c17dceb6 | 1,372,155,251 | 39.813268 | -98.972948 | 0 |
12,574 | 2020-06-25 10:14:26 | 3,598,304,579,370,089 | fraud_Harris, Gusikowski and Heaney | grocery_net | 27.04 | Vincent | Flowers | M | 0189 Emily Prairie | Wichita | KS | 67,232 | 37.6395 | -97.1714 | 409,656 | Heritage manager | 1985-12-27 | 83e9cdb7b3aab308e248f8bb4280b5d9 | 1,372,155,266 | 38.560067 | -97.479059 | 0 |
12,575 | 2020-06-25 10:14:32 | 4,900,628,639,996 | fraud_Schumm, Bauch and Ondricka | grocery_pos | 68.53 | Michael | Johnson | M | 094 Owens Underpass | Norwalk | CA | 90,650 | 33.9056 | -118.0818 | 105,549 | Firefighter | 1973-09-22 | ed58ac30cc3eac0240ac2b43f604659b | 1,372,155,272 | 34.501735 | -118.330662 | 0 |
12,576 | 2020-06-25 10:15:31 | 30,428,204,673,351 | fraud_O'Keefe-Hudson | grocery_pos | 126.23 | Greg | Villarreal | M | 2851 Foster Shoals | Schaefferstown | PA | 17,088 | 40.3087 | -76.2963 | 823 | Gaffer | 1982-07-02 | 160b221d995b3f716476b4e5f196efb6 | 1,372,155,331 | 40.716962 | -75.387438 | 0 |
12,577 | 2020-06-25 10:17:18 | 345,060,451,158,891 | fraud_Romaguera, Cruickshank and Greenholt | shopping_net | 51.31 | Brian | Perez | M | 78652 Scott Ports | Ashfield | MA | 1,330 | 42.5232 | -72.811 | 1,506 | Production assistant, radio | 1960-04-03 | 5133c05222b7c6bf0c50dabea47e5d43 | 1,372,155,438 | 41.995781 | -72.381096 | 0 |
12,578 | 2020-06-25 10:17:26 | 570,273,151,375 | fraud_Rippin, Kub and Mann | misc_net | 3.03 | Peter | Edwards | M | 96122 Steven Flat | Allentown | GA | 31,003 | 32.6064 | -83.2095 | 112 | Lecturer, higher education | 1965-02-03 | 6c1921db5f819715d97160ad52a0c453 | 1,372,155,446 | 31.927634 | -84.073729 | 0 |
12,579 | 2020-06-25 10:17:45 | 3,566,094,707,272,327 | fraud_Doyle Ltd | grocery_pos | 171.88 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | b51a58defbd5993f1ca90032a5386fd6 | 1,372,155,465 | 33.404718 | -117.571706 | 0 |
12,580 | 2020-06-25 10:18:28 | 4,377,338,765,909,719 | fraud_Kiehn Inc | grocery_pos | 24.2 | Nicholas | Mcmahon | M | 2123 Jonathan Falls Suite 753 | Heiskell | TN | 37,754 | 36.115 | -84.0438 | 4,729 | Geologist, wellsite | 1982-04-19 | 404ae3f03bd93d914325c439dd6c1b67 | 1,372,155,508 | 35.867366 | -84.424306 | 0 |
12,581 | 2020-06-25 10:18:36 | 371,226,440,126,102 | fraud_Lockman Ltd | grocery_pos | 113.92 | Stacy | Lambert | F | 85430 Julie Trafficway Suite 792 | Mulberry Grove | IL | 62,262 | 38.9311 | -89.2463 | 1,810 | Race relations officer | 1974-12-24 | ce8289b7d367bc1c2832bf732b2b5b79 | 1,372,155,516 | 39.120311 | -88.98642 | 0 |
12,582 | 2020-06-25 10:18:58 | 4,424,338,559,877,976 | fraud_Botsford Ltd | shopping_pos | 54.33 | Denise | Barnett | F | 23220 Eaton Harbors | Kirby | OH | 43,330 | 40.813 | -83.4196 | 118 | Private music teacher | 1957-11-12 | 3cf22159c3ec3db8d28fcaeef68ea467 | 1,372,155,538 | 41.054279 | -83.410447 | 0 |
12,583 | 2020-06-25 10:19:00 | 180,069,253,480,336 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 2.97 | William | Hunter | M | 5036 Victoria Ports Suite 249 | Emporium | PA | 15,834 | 41.5177 | -78.2536 | 4,533 | Public affairs consultant | 1969-11-01 | 0d264617d5902e5575cb4fb5a4663125 | 1,372,155,540 | 41.149627 | -78.256509 | 0 |
12,584 | 2020-06-25 10:19:27 | 3,513,285,035,244,624 | fraud_Leannon-Ward | food_dining | 58.14 | Ariana | Campbell | F | 50932 Neal Valley | Daniels | WV | 25,832 | 37.7256 | -81.1087 | 3,994 | Biochemist, clinical | 1936-11-05 | b27042e26328b63d8724b84f3fc27b27 | 1,372,155,567 | 37.162442 | -81.278983 | 0 |
12,585 | 2020-06-25 10:19:27 | 213,186,880,359,195 | fraud_Bailey-Morar | grocery_pos | 110.62 | Craig | Franco | M | 9242 Vanessa Ramp Apt. 525 | Smithfield | IL | 61,477 | 40.4855 | -90.2856 | 631 | Futures trader | 1973-02-14 | 1d811a3f3fc8f8da18277b4c85e25dd8 | 1,372,155,567 | 41.006518 | -91.260358 | 0 |
12,586 | 2020-06-25 10:22:14 | 30,510,856,607,165 | fraud_Fadel, Mertz and Rippin | entertainment | 129.32 | Frederick | Robinson | M | 1125 Ray Track | Livonia | MI | 48,154 | 42.3958 | -83.3772 | 96,942 | Horticultural consultant | 1965-04-01 | af3321028099ce450f6d570ff058d3a1 | 1,372,155,734 | 41.692846 | -84.324861 | 0 |
12,587 | 2020-06-25 10:23:01 | 4,500,002,361,389 | fraud_Torp-Labadie | gas_transport | 56.05 | Joseph | Nixon | M | 86882 Desiree Camp Suite 047 | Tyaskin | MD | 21,865 | 38.2833 | -75.8465 | 470 | Music tutor | 1965-04-07 | 0bcc27083a4e81cae91b7bc62a756d55 | 1,372,155,781 | 37.587187 | -76.661214 | 0 |
12,588 | 2020-06-25 10:23:22 | 4,653,178,848,915,023,000 | fraud_McGlynn-Heathcote | misc_net | 7.76 | Robert | Hall | M | 371 Anthony Trail Suite 354 | Glade Spring | VA | 24,340 | 36.7779 | -81.7676 | 5,657 | Clinical psychologist | 1987-04-29 | 76e189be17647d2fcc7800b40cdeb520 | 1,372,155,802 | 37.22121 | -82.74668 | 0 |
12,589 | 2020-06-25 10:24:05 | 3,573,030,041,201,292 | fraud_Lockman Ltd | grocery_pos | 98.26 | Joanne | Williams | F | 3638 Marsh Union | Altonah | UT | 84,002 | 40.3207 | -110.436 | 302 | Sales professional, IT | 1990-01-17 | 1274e3caddd8101be2cf824eeb5d0849 | 1,372,155,845 | 40.492653 | -110.114356 | 0 |
12,590 | 2020-06-25 10:24:50 | 4,969,856,774,088,583 | fraud_Turner and Sons | shopping_pos | 4.6 | Jacqueline | Prince | F | 27823 Andrew Underpass Suite 948 | Metairie | LA | 70,003 | 29.9975 | -90.2146 | 137,067 | Advertising account planner | 1951-12-04 | 144c712620b6996e1d5767a224c2394e | 1,372,155,890 | 29.860902 | -89.999583 | 0 |
12,591 | 2020-06-25 10:25:45 | 3,583,635,130,604,947 | fraud_Collier Inc | grocery_net | 42.05 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | f34c4df01bcd0de1e839bfdb7a676fc5 | 1,372,155,945 | 39.41223 | -74.758404 | 0 |
12,592 | 2020-06-25 10:26:16 | 2,576,709,887,791,552 | fraud_Jenkins, Hauck and Friesen | gas_transport | 54.89 | Joseph | Morgan | M | 126 Underwood Drive | San Diego | CA | 92,128 | 33.0067 | -117.069 | 1,241,364 | Chartered public finance accountant | 1959-08-05 | 7c63a7c487bfca5aa5828a9b537b80b4 | 1,372,155,976 | 33.470688 | -117.500752 | 0 |
12,593 | 2020-06-25 10:27:42 | 30,131,826,429,364 | fraud_Bednar Group | misc_net | 87.41 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | 35fa9f7b664e9ef5e76dacec8e7404c1 | 1,372,156,062 | 35.661765 | -83.60197 | 0 |
12,594 | 2020-06-25 10:27:55 | 3,514,865,930,894,695 | fraud_Sporer Inc | gas_transport | 34.71 | Christopher | Castaneda | M | 1632 Cohen Drive Suite 639 | High Rolls Mountain Park | NM | 88,325 | 32.9396 | -105.8189 | 899 | Naval architect | 1967-08-30 | 73335fe247b24d2abac3a2cd0e804629 | 1,372,156,075 | 33.028815 | -106.616415 | 0 |
12,595 | 2020-06-25 10:28:48 | 2,254,917,871,818,484 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 125.16 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | 21ac1c18b70ace99ad4bd8d595a3f323 | 1,372,156,128 | 37.980047 | -76.490698 | 0 |
12,596 | 2020-06-25 10:28:52 | 4,003,771,737,807,706 | fraud_Huels-Hahn | gas_transport | 29.87 | Danielle | Hayden | F | 03368 Michelle Trail | Gregory | AR | 72,059 | 35.1791 | -91.2594 | 37 | Lecturer, further education | 1958-01-01 | 151445aeb4ebd511222b5c62bfb9e100 | 1,372,156,132 | 34.693021 | -90.925052 | 0 |
12,597 | 2020-06-25 10:29:43 | 4,302,480,582,202,074 | fraud_Mraz-Herzog | gas_transport | 49.61 | David | Rodriguez | M | 821 Solis Points | Muskegon | MI | 49,440 | 43.2326 | -86.2492 | 128,715 | Historic buildings inspector/conservation officer | 1995-05-25 | e7e4b37d493df749c76e4701d7a27fd2 | 1,372,156,183 | 43.651944 | -87.141764 | 0 |
12,598 | 2020-06-25 10:30:01 | 344,709,867,813,900 | fraud_Stokes, Christiansen and Sipes | grocery_net | 25.05 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | 67b21d52100743b2317f0cfdf5956794 | 1,372,156,201 | 28.459144 | -82.242992 | 0 |
12,599 | 2020-06-25 10:30:14 | 639,030,014,711 | fraud_McDermott-Weimann | grocery_pos | 111.08 | Stephen | Lopez | M | 696 Matthew Ford Suite 157 | Olmsted | IL | 62,970 | 37.1935 | -89.0933 | 639 | Mechanical engineer | 1982-08-01 | 018a65d81fc711db9f72805d81ec3025 | 1,372,156,214 | 36.791431 | -89.184062 | 0 |
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