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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,266,800 | 2020-06-10 00:59:57 | 630,451,534,402 | fraud_Stracke-Lemke | grocery_pos | 114.4 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | 04e55de7f5e22645f57b9f531f2c8f7e | 1,370,825,997 | 46.159639 | -87.306822 | 0 |
1,266,801 | 2020-06-10 01:00:27 | 4,671,727,014,157,745 | fraud_Bauch-Raynor | grocery_pos | 125.97 | Kenneth | Edwards | M | 3653 Ryan Crossroad | Andrews | IN | 46,702 | 40.8618 | -85.6067 | 2,304 | Retail banker | 1955-07-25 | 15d0ba6e5689e2d84df6cc6a3f693867 | 1,370,826,027 | 40.869733 | -84.821496 | 0 |
1,266,802 | 2020-06-10 01:02:05 | 4,446,368,897,795,790 | fraud_Vandervort-Funk | grocery_pos | 98.12 | Ryan | Joseph | M | 8850 Jessica Center | Atlantic | VA | 23,303 | 37.9073 | -75.5089 | 741 | Geologist, engineering | 1986-08-17 | db7580da1e459f3f5e086dfd59b8e849 | 1,370,826,125 | 38.573465 | -75.944413 | 0 |
1,266,803 | 2020-06-10 01:03:01 | 3,527,536,963,490,470 | fraud_Kutch and Sons | grocery_pos | 72.33 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | 164c0f33ef4ff3e2ec286aaa6bcc039a | 1,370,826,181 | 32.28565 | -81.478779 | 0 |
1,266,804 | 2020-06-10 01:04:34 | 3,583,635,130,604,947 | fraud_Koepp-Witting | grocery_pos | 214.49 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | dc0d7cc60fe23db35a723cd241ee9875 | 1,370,826,274 | 40.01919 | -75.453776 | 0 |
1,266,805 | 2020-06-10 01:05:58 | 3,540,210,836,308,425 | fraud_Koepp-Witting | grocery_pos | 106.07 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | b668c2b9621ef08161ff8b5e43797c5d | 1,370,826,358 | 35.124048 | -101.826882 | 0 |
1,266,806 | 2020-06-10 01:06:34 | 213,193,596,103,206 | fraud_Stamm-Rodriguez | misc_pos | 31.16 | James | Hunt | M | 7369 Gabriel Tunnel | Pointe Aux Pins | MI | 49,775 | 45.7549 | -84.447 | 95 | Electrical engineer | 1994-02-09 | 44cdde069215e716bd398eaa1d265e70 | 1,370,826,394 | 46.67705 | -85.117462 | 0 |
1,266,807 | 2020-06-10 01:06:50 | 180,049,032,966,888 | fraud_Kemmer-Buckridge | misc_pos | 29.52 | Michael | Flores | M | 70761 Fitzpatrick Brooks Suite 631 | Saxon | WI | 54,559 | 46.4959 | -90.4383 | 795 | Television/film/video producer | 1986-04-15 | c4dc05b3777a10f74e7b72fc3c4db25f | 1,370,826,410 | 45.96361 | -90.658604 | 0 |
1,266,808 | 2020-06-10 01:06:57 | 573,283,817,795 | fraud_Sawayn PLC | shopping_pos | 10.2 | Amy | Flynn | F | 46095 Tara Fords | Jaffrey | NH | 3,452 | 42.8178 | -72.0275 | 5,457 | Surveyor, hydrographic | 1950-04-17 | b45b5c1db7d1b459b57a65538ac75221 | 1,370,826,417 | 42.803886 | -71.488511 | 0 |
1,266,809 | 2020-06-10 01:08:12 | 6,597,888,193,422,452 | fraud_Vandervort-Funk | grocery_pos | 147.78 | Bill | Lane | M | 4725 Hurst Curve Apt. 634 | Holliday | TX | 76,366 | 33.6751 | -98.6576 | 2,317 | Chief Technology Officer | 1964-08-23 | 8523eecc795acc60ff9b882b6ffadfa4 | 1,370,826,492 | 33.324596 | -98.769344 | 0 |
1,266,810 | 2020-06-10 01:11:39 | 4,400,011,257,587,662,000 | fraud_Kiehn-Emmerich | grocery_pos | 102.81 | Marissa | Powell | F | 474 Allen Haven | North Loup | NE | 68,859 | 41.4972 | -98.7858 | 509 | Nurse, children's | 1980-09-15 | b01546d056458b77ea8f04a871ce6012 | 1,370,826,699 | 40.535457 | -98.010174 | 0 |
1,266,811 | 2020-06-10 01:11:59 | 4,198,470,814,557 | fraud_Greenfelder, Bartoletti and Davis | misc_net | 48.76 | Christie | Williamson | F | 519 Jerry Views | Avoca | IA | 51,521 | 41.4768 | -95.3509 | 2,036 | Engineering geologist | 1971-08-20 | df30631281064b571e3217e8ab43077e | 1,370,826,719 | 42.133261 | -95.9563 | 0 |
1,266,812 | 2020-06-10 01:12:56 | 4,807,552,641,361 | fraud_Rempel Inc | shopping_net | 5.47 | Kimberly | Castro | F | 588 Smith Lights Suite 786 | Rosewood | OH | 43,070 | 40.2158 | -83.9579 | 133 | Professor Emeritus | 1954-01-29 | 1d816a3790f42e6db1b498885b298bed | 1,370,826,776 | 39.593775 | -84.282681 | 0 |
1,266,813 | 2020-06-10 01:12:59 | 561,942,763,351 | fraud_Turner, Ruecker and Parisian | misc_pos | 168.02 | Melissa | Brown | F | 330 Montoya Ramp | Washington | DC | 20,036 | 38.9087 | -77.0414 | 601,723 | Prison officer | 1986-03-14 | 4f63220eb7486c5597d48492bb72e365 | 1,370,826,779 | 39.863329 | -76.745444 | 0 |
1,266,814 | 2020-06-10 01:13:00 | 6,011,366,578,560,244 | fraud_Emmerich-Luettgen | grocery_net | 122.1 | Adam | Stark | M | 0912 Mark Fields Apt. 080 | Mc Veytown | PA | 17,051 | 40.5046 | -77.7186 | 4,653 | Nutritional therapist | 1997-07-01 | 75c41f4a2277f6d2158591454d3960d4 | 1,370,826,780 | 40.202871 | -78.579878 | 0 |
1,266,815 | 2020-06-10 01:13:23 | 3,540,210,836,308,425 | fraud_Torp-Lemke | misc_pos | 34.18 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | 2f973936bdeb48c5e3176319fb1fef63 | 1,370,826,803 | 35.516978 | -103.107245 | 0 |
1,266,816 | 2020-06-10 01:13:52 | 4,745,996,322,265 | fraud_Dicki Ltd | grocery_net | 20.97 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | 0df40fd4ee348b9ea9af0fc19a527969 | 1,370,826,832 | 40.878547 | -87.444708 | 0 |
1,266,817 | 2020-06-10 01:13:59 | 4,149,238,353,975,790 | fraud_Gislason Group | misc_pos | 41.15 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 3ff74e04bfc2e1a6d16b7c809e934007 | 1,370,826,839 | 40.511184 | -80.12926 | 0 |
1,266,818 | 2020-06-10 01:15:09 | 4,890,424,426,862,857,000 | fraud_Bednar Group | misc_net | 5.22 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | ef25a87f5d990365c18c499018d64af0 | 1,370,826,909 | 38.786672 | -121.387705 | 0 |
1,266,819 | 2020-06-10 01:15:31 | 675,990,301,623 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 108.49 | Amanda | Spencer | F | 6682 Green Forks | Ogdensburg | NJ | 7,439 | 41.0767 | -74.5982 | 2,456 | Senior tax professional/tax inspector | 1994-03-13 | 9bc12bc221eb93120542a0b754f831a0 | 1,370,826,931 | 40.540007 | -74.645763 | 0 |
1,266,820 | 2020-06-10 01:17:52 | 379,141,394,109,214 | fraud_Bauch-Raynor | grocery_pos | 137.05 | Gerald | Anthony | M | 252 Melissa Rapids Suite 944 | Monetta | SC | 29,105 | 33.8084 | -81.5956 | 1,514 | Chief Strategy Officer | 1966-12-15 | a0dbedc45738f02eb9bbe34ac8442e20 | 1,370,827,072 | 33.130977 | -82.467041 | 0 |
1,266,821 | 2020-06-10 01:19:01 | 36,078,114,201,167 | fraud_Bruen-Yost | misc_pos | 55.32 | Christopher | Horn | M | 956 Sanchez Highway | Mallie | KY | 41,836 | 37.2692 | -82.9161 | 798 | Facilities manager | 1926-06-26 | ce1a17b6ab790da01b20ba8e16815264 | 1,370,827,141 | 36.811008 | -83.261018 | 0 |
1,266,822 | 2020-06-10 01:21:39 | 213,173,753,804,333 | fraud_Kuhn LLC | shopping_pos | 7.88 | Joseph | Wagner | M | 822 Austin Spur | North Judson | IN | 46,366 | 41.2244 | -86.6966 | 5,791 | Doctor, general practice | 1959-10-07 | 9a1becebf483bf98a34606da1f824ea1 | 1,370,827,299 | 40.99843 | -87.421291 | 0 |
1,266,823 | 2020-06-10 01:22:36 | 343,472,729,187,663 | fraud_Heidenreich PLC | grocery_pos | 108.87 | Gloria | Wallace | F | 234 Bridges Wells Apt. 389 | Center Tuftonboro | NH | 3,816 | 43.6849 | -71.2551 | 1,368 | Optician, dispensing | 1971-08-05 | 65c17963e1508c313b5dfa78891e59d8 | 1,370,827,356 | 43.216323 | -71.483058 | 0 |
1,266,824 | 2020-06-10 01:23:12 | 4,761,403,817,546,679,000 | fraud_Heller, Gutmann and Zieme | grocery_pos | 103.86 | Diana | Jacobs | F | 69608 Perez Mountain Apt. 006 | Viola | AR | 72,583 | 36.3924 | -91.9932 | 1,679 | Psychiatric nurse | 1986-05-02 | af0da2f5d26db2fe3b350d5cbcfe4326 | 1,370,827,392 | 36.337576 | -92.544652 | 0 |
1,266,825 | 2020-06-10 01:23:23 | 3,559,679,414,981,506 | fraud_Halvorson Group | misc_pos | 10.52 | Olivia | Stephenson | F | 292 Cassidy Oval | Lowville | NY | 13,367 | 43.7893 | -75.4156 | 8,830 | Theme park manager | 1991-03-29 | cfa0fed771b34938de7214491236ff29 | 1,370,827,403 | 44.565276 | -74.511722 | 0 |
1,266,826 | 2020-06-10 01:24:40 | 3,525,590,521,269,779 | fraud_Parisian, Schiller and Altenwerth | misc_net | 233.98 | Scott | Fuller | M | 861 Karen Common | Haw River | NC | 27,258 | 36.0424 | -79.3242 | 6,006 | Paramedic | 1984-07-20 | 2b33845ae37fc0fc160dbabbace2ca33 | 1,370,827,480 | 36.238575 | -78.449688 | 0 |
1,266,827 | 2020-06-10 01:25:49 | 4,469,777,115,158,235,000 | fraud_Streich, Hansen and Veum | gas_transport | 82.74 | Gregory | Graham | M | 4005 Dana Glens | Methuen | MA | 1,844 | 42.728 | -71.181 | 47,249 | Market researcher | 1980-11-22 | cfc944bca0319da460540b19ee269103 | 1,370,827,549 | 43.286948 | -70.520218 | 0 |
1,266,828 | 2020-06-10 01:25:49 | 30,273,037,698,427 | fraud_Koepp-Witting | grocery_pos | 56.22 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | 0f0a5b2eb2adca4f791245386f968d48 | 1,370,827,549 | 36.429843 | -91.113524 | 0 |
1,266,829 | 2020-06-10 01:25:59 | 3,511,378,610,369,890 | fraud_Smitham-Schiller | grocery_net | 39.95 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | 3387cf040dc073eb5bde30a1d6fbbf0d | 1,370,827,559 | 35.096947 | -86.680082 | 0 |
1,266,830 | 2020-06-10 01:27:06 | 3,501,509,250,702,469 | fraud_Corwin-Gorczany | misc_net | 854.38 | Frank | Anderson | M | 0611 Stafford Valley Suite 504 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Programme researcher, broadcasting/film/video | 1979-01-02 | cede84d031035ff2d4fbc6d027d86d62 | 1,370,827,626 | 26.156773 | -81.354537 | 0 |
1,266,831 | 2020-06-10 01:31:10 | 4,561,892,980,175 | fraud_Kutch LLC | gas_transport | 92.04 | Jacqueline | Allen | F | 166 Lisa Fords | Greenwood | IN | 46,143 | 39.596 | -86.1309 | 78,968 | Financial adviser | 1968-02-10 | 61a035653f046d6e3a97998b1b4501d4 | 1,370,827,870 | 40.488597 | -85.503273 | 0 |
1,266,832 | 2020-06-10 01:31:49 | 4,956,828,990,005,111,000 | fraud_Emmerich-Luettgen | grocery_net | 46.52 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | 73444faf2e69bb09829cdba96771b748 | 1,370,827,909 | 41.072186 | -73.824941 | 0 |
1,266,833 | 2020-06-10 01:33:10 | 3,553,629,419,254,918 | fraud_Koss and Sons | gas_transport | 53.06 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | b5493571dd3bfa29f03c21a1e149525e | 1,370,827,990 | 48.643698 | -122.227351 | 0 |
1,266,834 | 2020-06-10 01:34:34 | 4,149,238,353,975,790 | fraud_Willms, Kris and Bergnaum | shopping_pos | 137.84 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 98bf06ed8dc235e5edbf2bca9cc10713 | 1,370,828,074 | 40.559567 | -79.089937 | 0 |
1,266,835 | 2020-06-10 01:36:59 | 630,451,534,402 | fraud_Mante Group | misc_net | 28.07 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | 9fc7a9af69b12d9050996557c5142540 | 1,370,828,219 | 46.439447 | -86.358309 | 0 |
1,266,836 | 2020-06-10 01:38:20 | 4,914,700,582,394,237 | fraud_Bauch-Raynor | grocery_pos | 296.06 | John | Williams | M | 8929 Phillips Corners Suite 259 | Harmony | PA | 16,037 | 40.8496 | -80.1381 | 4,589 | Bookseller | 1956-05-01 | 0aa870c07ef865ed15d3ebe7b840a4b8 | 1,370,828,300 | 40.739342 | -80.681505 | 1 |
1,266,837 | 2020-06-10 01:38:50 | 6,011,860,238,257,910 | fraud_Harris, Gusikowski and Heaney | grocery_net | 35.3 | Lisa | Mendez | F | 44259 Beth Station Suite 215 | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Programme researcher, broadcasting/film/video | 1952-07-06 | 1cc111bacd2357342858ebc577a13b11 | 1,370,828,330 | 37.03543 | -97.948223 | 0 |
1,266,838 | 2020-06-10 01:39:39 | 213,180,742,685,905 | fraud_Rau and Sons | grocery_pos | 113.99 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | 53b230cb7a2ebf45e15abb6f26bc3ea2 | 1,370,828,379 | 41.079412 | -124.312399 | 0 |
1,266,839 | 2020-06-10 01:42:51 | 3,543,299,015,720,986 | fraud_Durgan-Auer | misc_net | 5.72 | Angela | White | F | 137 Adam Dale | Lebanon | VA | 24,266 | 36.8809 | -82.0956 | 9,521 | Teacher, English as a foreign language | 1977-10-19 | 22f77337e25e477ddef3f2fa5da4f4c5 | 1,370,828,571 | 36.917803 | -82.857336 | 0 |
1,266,840 | 2020-06-10 01:43:12 | 374,238,209,524,200 | fraud_Kiehn Inc | grocery_pos | 136.45 | Daniel | Martinez | M | 8510 Acevedo Burgs | Kent | OR | 97,033 | 45.0838 | -120.6649 | 60 | Museum education officer | 1942-04-03 | 60592b6355f6d9ad610e2d102acab7c6 | 1,370,828,592 | 44.210836 | -120.268796 | 0 |
1,266,841 | 2020-06-10 01:43:28 | 3,549,202,406,645,667 | fraud_Schmitt Inc | gas_transport | 8.82 | Larry | Williams | M | 6274 David Oval Suite 725 | Scarborough | ME | 4,074 | 43.5835 | -70.3457 | 18,760 | Make | 1933-04-02 | 75790056500dbad870bd84b6f229f249 | 1,370,828,608 | 43.03336 | -70.878504 | 1 |
1,266,842 | 2020-06-10 01:43:48 | 3,518,234,918,950,662 | fraud_Deckow-O'Conner | grocery_pos | 176.41 | Barbara | Lowe | F | 67210 Lori Creek | Sherman | TX | 75,092 | 33.6372 | -96.6184 | 46,563 | Systems developer | 1970-09-11 | 1462909f5d8d7a49a5424666b6cb2392 | 1,370,828,628 | 34.303659 | -96.971162 | 0 |
1,266,843 | 2020-06-10 01:44:46 | 30,118,423,745,458 | fraud_Schultz, Simonis and Little | grocery_pos | 64.65 | Jared | Velazquez | M | 01479 Murray Circle | Matawan | NJ | 7,747 | 40.4109 | -74.238 | 30,770 | Drilling engineer | 1993-04-29 | 724d8bda72e2e8573c465d7715e09f86 | 1,370,828,686 | 40.841803 | -74.098745 | 0 |
1,266,844 | 2020-06-10 01:44:49 | 30,546,453,310,167 | fraud_Johns-Hoeger | entertainment | 6.75 | Nicholas | Tran | M | 672 Randall Burg Suite 551 | Belmont | NH | 3,220 | 43.4512 | -71.489 | 7,430 | Scientist, research (medical) | 1955-01-13 | 8adce3dc397899607bd1bd8850a0478b | 1,370,828,689 | 44.369601 | -71.238208 | 0 |
1,266,845 | 2020-06-10 01:45:47 | 4,653,879,239,169,997 | fraud_Raynor, Feest and Miller | gas_transport | 53.46 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | c0833ec099a50c824ebf34f100d3116b | 1,370,828,747 | 36.776223 | -87.156204 | 0 |
1,266,846 | 2020-06-10 01:46:43 | 583,699,482,621 | fraud_Abbott-Rogahn | entertainment | 8.55 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | e9459762b67be797c7daed07fb22af69 | 1,370,828,803 | 45.240762 | -89.947028 | 0 |
1,266,847 | 2020-06-10 01:46:44 | 376,944,481,517,097 | fraud_Rohan, White and Aufderhar | misc_net | 17.79 | Tiffany | Stephens | F | 1447 Ryan Lodge | Grand Bay | AL | 36,541 | 30.4983 | -88.3282 | 15,647 | Scientist, physiological | 1957-12-26 | 47104d7361053952631659398804e31a | 1,370,828,804 | 31.052223 | -87.953229 | 0 |
1,266,848 | 2020-06-10 01:47:45 | 3,577,794,103,155,425 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 59.08 | Mary | Humphrey | F | 9853 Flynn Hollow Apt. 602 | Reynolds | ND | 58,275 | 47.7068 | -97.2092 | 733 | Visual merchandiser | 1994-11-12 | 568515061ad9375a6171ab0be86dfaab | 1,370,828,865 | 48.376195 | -96.480104 | 0 |
1,266,849 | 2020-06-10 01:47:53 | 6,011,652,924,285,713 | fraud_Lockman Ltd | grocery_pos | 94.86 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | c7050d1edef36e3c10a7102c6b018094 | 1,370,828,873 | 38.830786 | -91.856572 | 0 |
1,266,850 | 2020-06-10 01:49:03 | 4,745,996,322,265 | fraud_Raynor, Reinger and Hagenes | gas_transport | 50.99 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | 9d6f1504e495ad3f0c9d05fe7dfeebd9 | 1,370,828,943 | 42.417893 | -86.209691 | 0 |
1,266,851 | 2020-06-10 01:52:03 | 4,988,304,376,504 | fraud_Dooley-Thompson | misc_net | 74.49 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | 045a94fac003b759ea14eb327ef5b3b6 | 1,370,829,123 | 40.974383 | -74.790386 | 0 |
1,266,852 | 2020-06-10 01:54:10 | 4,089,096,483,689,733,600 | fraud_Jenkins, Hauck and Friesen | gas_transport | 57.15 | Debra | Stark | F | 686 Linda Rest | Kilgore | TX | 75,662 | 32.3836 | -94.8653 | 24,536 | Multimedia programmer | 1983-10-14 | bec6ce82a690024a711317d2cc22b74b | 1,370,829,250 | 32.161483 | -93.891228 | 0 |
1,266,853 | 2020-06-10 01:55:12 | 180,069,253,480,336 | fraud_McCullough, Hudson and Schuster | food_dining | 101.46 | William | Hunter | M | 5036 Victoria Ports Suite 249 | Emporium | PA | 15,834 | 41.5177 | -78.2536 | 4,533 | Public affairs consultant | 1969-11-01 | c130b242a8c83e8439315f67dde979f0 | 1,370,829,312 | 41.825085 | -79.243495 | 0 |
1,266,854 | 2020-06-10 01:56:31 | 6,011,492,816,282,597 | fraud_Gutmann Ltd | grocery_net | 46.18 | Gary | Barnes | M | 2970 Flores Brooks | Smackover | AR | 71,762 | 33.3398 | -92.7442 | 2,501 | Financial adviser | 1986-06-11 | d949683aa3c6b43e7dfbfe743591899f | 1,370,829,391 | 34.230389 | -92.458521 | 0 |
1,266,855 | 2020-06-10 01:56:51 | 180,065,479,077,096 | fraud_Brown-Greenholt | entertainment | 1.37 | Krystal | Gamble | F | 47152 Clayton Burg | Manchester | MD | 21,102 | 39.6747 | -76.8941 | 11,751 | Clinical research associate | 1964-02-15 | f369f1d5491fdc9eee8d14ad76ab8895 | 1,370,829,411 | 39.276897 | -76.879291 | 0 |
1,266,856 | 2020-06-10 01:57:27 | 4,509,142,395,811,241 | fraud_Jast-McDermott | shopping_pos | 214.45 | Margaret | Williams | F | 165 Jerry Meadows Suite 460 | Surrency | GA | 31,563 | 31.6489 | -82.1982 | 1,324 | Engineer, technical sales | 1926-07-12 | 7ee2ab5c0fdd5921e7250e49438f3cd7 | 1,370,829,447 | 30.876732 | -83.136582 | 0 |
1,266,857 | 2020-06-10 01:58:53 | 583,699,482,621 | fraud_Wiza, Schaden and Stark | misc_pos | 6.62 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | 90967033ec7b88af1d23dcf6b7a0f9fb | 1,370,829,533 | 44.324238 | -89.255136 | 0 |
1,266,858 | 2020-06-10 01:59:19 | 347,073,228,412,010 | fraud_Weimann, Kuhic and Beahan | shopping_pos | 117.72 | Ryan | Johnson | M | 40178 Lisa Mission | Alva | WY | 82,711 | 44.6873 | -104.4414 | 110 | Administrator, local government | 1973-05-16 | ddbdfbebb91f7766023f50ce504554cc | 1,370,829,559 | 45.25578 | -104.206819 | 0 |
1,266,859 | 2020-06-10 01:59:38 | 377,113,842,678,100 | fraud_Deckow-O'Conner | grocery_pos | 121.98 | Billy | Gallagher | M | 673 Delgado Burg | Greenwich | NJ | 8,323 | 39.4055 | -75.3209 | 804 | Insurance risk surveyor | 1965-03-25 | 0e47df873c4f6f720e25b2f1f7365138 | 1,370,829,578 | 39.873184 | -75.182841 | 0 |
1,266,860 | 2020-06-10 01:59:52 | 3,567,697,931,646,329 | fraud_Miller-Hauck | grocery_pos | 67.46 | John | Stevens | M | 428 Morgan River | Hudson | NY | 12,534 | 42.247 | -73.7552 | 17,867 | Travel agency manager | 1998-07-29 | 56441ea4e9865fe6d374dc01adb82bc7 | 1,370,829,592 | 42.286261 | -73.461398 | 0 |
1,266,861 | 2020-06-10 02:03:35 | 375,974,680,629,816 | fraud_Rempel PLC | grocery_net | 58.37 | Roberta | Mccarthy | F | 94431 Matthew Mall Suite 296 | Plymouth | CT | 6,782 | 41.6611 | -73.0449 | 2,376 | Herpetologist | 1973-04-06 | 9c7d75471968bbeef4c6ad0519469c45 | 1,370,829,815 | 41.130997 | -73.311314 | 0 |
1,266,862 | 2020-06-10 02:05:16 | 4,116,554,952,971,686 | fraud_Schneider, Hayes and Nikolaus | food_dining | 102.86 | Bridget | Bowen | F | 49120 Regina Island Apt. 170 | Port Saint Lucie | FL | 34,953 | 27.2625 | -80.3793 | 181,438 | Primary school teacher | 1934-03-19 | 5e354fc3862d1c6a300343a23a4f8759 | 1,370,829,916 | 26.855768 | -80.620413 | 0 |
1,266,863 | 2020-06-10 02:05:23 | 6,011,348,830,550,197 | fraud_Corwin-Collins | gas_transport | 80.33 | Samuel | Johnston | M | 16285 Jessica Lights | Birmingham | AL | 35,229 | 33.4629 | -86.7904 | 493,806 | Musician | 1980-07-12 | 529e6eea2ea99a2ca0330366c7777ae5 | 1,370,829,923 | 34.111997 | -87.102973 | 0 |
1,266,864 | 2020-06-10 02:06:47 | 379,897,244,598,068 | fraud_Kling-Ernser | entertainment | 127.63 | Frank | Key | M | 5537 Jessica Plaza | Pewee Valley | KY | 40,056 | 38.3039 | -85.4834 | 3,263 | Stage manager | 1930-02-28 | 6f7d94ecdaf65e278294b5531f8cc696 | 1,370,830,007 | 38.29452 | -85.861689 | 0 |
1,266,865 | 2020-06-10 02:07:02 | 4,996,263,498,048,679 | fraud_Jones, Sawayn and Romaguera | misc_net | 7.96 | Kendra | King | F | 154 Hernandez Keys | Smith River | CA | 95,567 | 41.9404 | -124.1587 | 1,930 | Web designer | 1983-06-13 | 7fec01629f6b7b37b16b8c1b63736848 | 1,370,830,022 | 42.594689 | -125.102165 | 0 |
1,266,866 | 2020-06-10 02:07:20 | 568,279,015,842 | fraud_Moore, Dibbert and Koepp | misc_net | 126.96 | Micheal | Hernandez | M | 6139 Mark Rapid Apt. 651 | Christine | ND | 58,015 | 46.5522 | -96.7909 | 291 | Television floor manager | 1991-05-01 | 620ade8a158b0ef4fde54dc91fe609da | 1,370,830,040 | 47.031504 | -96.547564 | 0 |
1,266,867 | 2020-06-10 02:07:53 | 3,565,423,334,076,143 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 77.63 | Nathan | Thomas | M | 4923 Campbell Pines Suite 717 | Carlisle | IN | 47,838 | 38.9763 | -87.3667 | 4,081 | Energy engineer | 1938-03-15 | 0b66e7dc5f98decfe90e518279dd0af8 | 1,370,830,073 | 39.740138 | -87.40054 | 0 |
1,266,868 | 2020-06-10 02:08:12 | 30,074,693,890,476 | fraud_Nader-Heller | misc_net | 81.4 | Kelsey | Richards | F | 889 Sarah Station Suite 624 | Holcomb | KS | 67,851 | 37.9931 | -100.9893 | 2,691 | Arboriculturist | 1993-08-16 | 54a5c1dff3468a5d1e95a0b309675683 | 1,370,830,092 | 37.639935 | -100.492034 | 0 |
1,266,869 | 2020-06-10 02:09:07 | 3,560,797,065,840,735 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 92.43 | Janet | Turner | F | 0925 Lang Extensions | Shields | ND | 58,569 | 46.1838 | -101.2589 | 77 | Film/video editor | 1989-12-17 | aa953f87f27e075032337dcd24c93a7f | 1,370,830,147 | 46.507144 | -101.769156 | 0 |
1,266,870 | 2020-06-10 02:09:48 | 370,348,764,075,623 | fraud_Nicolas, Hills and McGlynn | entertainment | 8.62 | Christopher | Gomez | M | 950 Dunn Squares | Tickfaw | LA | 70,466 | 30.5668 | -90.482 | 8,512 | Accountant, chartered public finance | 1951-09-03 | e45034d90e42d0d13ab0f052c67fede8 | 1,370,830,188 | 30.04772 | -90.668653 | 0 |
1,266,871 | 2020-06-10 02:10:20 | 502,012,776,709 | fraud_Goyette, Howell and Collier | shopping_pos | 86.03 | Sherry | Martinez | F | 144 Yu Locks Apt. 754 | Garrattsville | NY | 13,342 | 42.6315 | -75.1866 | 165 | Naval architect | 1945-09-20 | 0f64d35d73d4250807c0dc67e71b380d | 1,370,830,220 | 42.77288 | -75.430094 | 0 |
1,266,872 | 2020-06-10 02:10:47 | 2,285,066,385,084,291 | fraud_Huels-Nolan | gas_transport | 80.29 | Richard | Brown | M | 17819 Jose Mount Suite 657 | Heidelberg | MS | 39,439 | 31.882 | -88.9981 | 4,573 | Exhibitions officer, museum/gallery | 1988-02-15 | 60e5dd09b2df55836edbf48403e1bcd4 | 1,370,830,247 | 32.590491 | -89.079415 | 0 |
1,266,873 | 2020-06-10 02:12:48 | 4,512,828,414,983,802,000 | fraud_Heller-Langosh | gas_transport | 95.39 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | 8e98f2e66f6d7634995fd5eef5f79fb9 | 1,370,830,368 | 38.943764 | -79.353659 | 0 |
1,266,874 | 2020-06-10 02:13:11 | 4,119,762,878,330,989 | fraud_Torphy-Goyette | shopping_pos | 9.11 | Melinda | Gutierrez | F | 1497 West Gateway | Eureka | IL | 61,530 | 40.7152 | -89.2706 | 6,713 | Archivist | 1945-08-19 | 7c3d0b865433cfe0f450bf549d6b3710 | 1,370,830,391 | 40.935985 | -88.303454 | 0 |
1,266,875 | 2020-06-10 02:13:12 | 4,410,582,919,485,061,600 | fraud_Jast-McDermott | shopping_pos | 6.43 | David | Cole | M | 7955 Allen Orchard Apt. 336 | Springfield | GA | 31,329 | 32.3697 | -81.3618 | 9,034 | Therapist, occupational | 1969-03-02 | 54263f96e351ba7eb5197a66b84de3ec | 1,370,830,392 | 31.722676 | -81.965826 | 0 |
1,266,876 | 2020-06-10 02:13:40 | 213,161,869,125,933 | fraud_Turcotte-Halvorson | misc_pos | 6.31 | Monica | Lane | F | 3270 Scott Islands | East Andover | ME | 4,226 | 44.6084 | -70.6993 | 190 | Animal nutritionist | 1970-04-17 | 54d2254e13413a5ed35149fdc625aa8e | 1,370,830,420 | 44.991152 | -71.266009 | 0 |
1,266,877 | 2020-06-10 02:15:03 | 4,410,582,919,485,061,600 | fraud_Heaney-Marquardt | entertainment | 2.62 | David | Cole | M | 7955 Allen Orchard Apt. 336 | Springfield | GA | 31,329 | 32.3697 | -81.3618 | 9,034 | Therapist, occupational | 1969-03-02 | 377f54235565bfb96027cb932c914b15 | 1,370,830,503 | 32.8329 | -81.705623 | 0 |
1,266,878 | 2020-06-10 02:15:05 | 180,069,253,480,336 | fraud_Kozey-Boehm | shopping_net | 6 | William | Hunter | M | 5036 Victoria Ports Suite 249 | Emporium | PA | 15,834 | 41.5177 | -78.2536 | 4,533 | Public affairs consultant | 1969-11-01 | 064747cb8bcfd37982d470c9a3f36941 | 1,370,830,505 | 40.859249 | -79.253532 | 0 |
1,266,879 | 2020-06-10 02:15:57 | 630,423,337,322 | fraud_Harber Inc | gas_transport | 48.28 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | eea2d126204fa28dac31d5c000e81c95 | 1,370,830,557 | 49.438684 | -117.982239 | 0 |
1,266,880 | 2020-06-10 02:17:12 | 4,914,700,582,394,237 | fraud_Rodriguez Group | gas_transport | 13.48 | John | Williams | M | 8929 Phillips Corners Suite 259 | Harmony | PA | 16,037 | 40.8496 | -80.1381 | 4,589 | Bookseller | 1956-05-01 | 9d75374904a4ae5433410d15f77468f3 | 1,370,830,632 | 40.748718 | -80.05248 | 1 |
1,266,881 | 2020-06-10 02:18:00 | 4,119,762,878,330,989 | fraud_Frami Group | entertainment | 7.44 | Melinda | Gutierrez | F | 1497 West Gateway | Eureka | IL | 61,530 | 40.7152 | -89.2706 | 6,713 | Archivist | 1945-08-19 | 953e548d31fc7931aff0d5c21a36f26b | 1,370,830,680 | 41.242025 | -88.750535 | 0 |
1,266,882 | 2020-06-10 02:18:48 | 581,686,439,828 | fraud_Heller, Gutmann and Zieme | grocery_pos | 74.39 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 71a1ec2a62ed7b82d175b1412b39bfba | 1,370,830,728 | 41.309355 | -80.386029 | 0 |
1,266,883 | 2020-06-10 02:21:19 | 4,259,996,134,423 | fraud_Johnson, Runolfsdottir and Mayer | misc_net | 1.53 | Julie | Johnson | F | 9331 Robert Passage Suite 327 | Hudson | KS | 67,545 | 38.1485 | -98.6408 | 215 | Probation officer | 1968-11-22 | 315a1447cae5aa07405941a560d08256 | 1,370,830,879 | 37.506949 | -98.367198 | 0 |
1,266,884 | 2020-06-10 02:22:58 | 584,673,555,952 | fraud_Torp-Lemke | misc_pos | 6.71 | Jessica | Jordan | F | 071 Wise Trace | Coleharbor | ND | 58,531 | 47.5196 | -101.2332 | 307 | Make | 1930-08-13 | e66f0744b2456062407a31d813a27674 | 1,370,830,978 | 46.791615 | -100.510371 | 0 |
1,266,885 | 2020-06-10 02:25:26 | 6,595,970,453,799,027 | fraud_Yost, Block and Koepp | misc_pos | 4.16 | Gina | Gomez | F | 72030 Shelton Crossing Apt. 742 | Stirling | NJ | 7,980 | 40.6774 | -74.4968 | 2,307 | Science writer | 1969-09-11 | 02b548d050b119b9faf4216799680c8e | 1,370,831,126 | 40.870504 | -74.434191 | 0 |
1,266,886 | 2020-06-10 02:25:58 | 4,301,028,321,766,222,300 | fraud_Koepp-Parker | grocery_pos | 108.82 | Joe | Howard | M | 109 Brian Lights Apt. 504 | Shippingport | PA | 15,077 | 40.6025 | -80.3863 | 198 | Secretary/administrator | 1978-10-26 | 73f2a5f93933e6186720437633a5cfbb | 1,370,831,158 | 40.033965 | -80.437371 | 0 |
1,266,887 | 2020-06-10 02:26:42 | 3,577,663,406,369,449 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 11.33 | Cody | Hooper | M | 7233 John Parks | Lepanto | AR | 72,354 | 35.6069 | -90.3359 | 2,470 | Counselling psychologist | 1968-10-06 | eeb97c3c68d8b571edfbd9bf6e86535e | 1,370,831,202 | 35.450524 | -89.51635 | 0 |
1,266,888 | 2020-06-10 02:28:30 | 343,668,971,234,893 | fraud_Kuphal-Predovic | misc_net | 9.98 | Sally | Moore | F | 835 Reese Views Suite 884 | Hopkins | SC | 29,061 | 33.9349 | -80.8449 | 13,717 | Chiropodist | 1949-11-16 | ae5234b97521ccf05529d90452efd6eb | 1,370,831,310 | 33.477705 | -81.818317 | 0 |
1,266,889 | 2020-06-10 02:33:25 | 4,908,846,471,916,297 | fraud_McDermott-Weimann | grocery_pos | 204.87 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | 3c2192512e1231eae38c30ef9f444383 | 1,370,831,605 | 32.458448 | -97.535723 | 0 |
1,266,890 | 2020-06-10 02:34:02 | 4,265,776,278,887,457 | fraud_Boyer PLC | shopping_net | 3.77 | Christine | Best | F | 68248 Deanna Land | Enola | AR | 72,047 | 35.2087 | -92.2123 | 969 | Physicist, medical | 1954-01-05 | 08bbdcd8219bc11885acc693d16cb0d5 | 1,370,831,642 | 35.965231 | -91.484485 | 0 |
1,266,891 | 2020-06-10 02:34:47 | 3,540,075,240,003,197 | fraud_Kunze Inc | grocery_pos | 35.58 | Christian | Johns | M | 892 Solis Neck | Lonsdale | MN | 55,046 | 44.4477 | -93.4252 | 5,211 | Chief Strategy Officer | 1987-01-27 | 8e1370a43c31dd8a96ea3fc131e6c29c | 1,370,831,687 | 44.41764 | -92.680772 | 0 |
1,266,892 | 2020-06-10 02:34:53 | 180,036,456,789,979 | fraud_Mraz-Herzog | gas_transport | 79.82 | Mackenzie | Salazar | F | 982 Melissa Lock | Bagley | WI | 53,801 | 42.9207 | -91.0685 | 878 | Risk analyst | 1974-11-20 | daa881c7a5d88ab9b094370e0b72e412 | 1,370,831,693 | 43.180784 | -90.989486 | 0 |
1,266,893 | 2020-06-10 02:36:32 | 4,798,937,978,667,560,000 | fraud_Padberg-Welch | grocery_pos | 80.45 | Robert | Williams | M | 09419 Lewis Rapids | Bay City | MI | 48,706 | 43.6088 | -83.953 | 67,858 | Water quality scientist | 1995-03-13 | 5432bc7fa81f709625073852fd390a31 | 1,370,831,792 | 44.528477 | -84.38547 | 0 |
1,266,894 | 2020-06-10 02:37:25 | 4,518,350,514,020,532 | fraud_Pfeffer LLC | grocery_net | 44.56 | Christopher | Gregory | M | 9579 Porter Tunnel | Wauchula | FL | 33,873 | 27.5517 | -81.8074 | 14,742 | Teaching laboratory technician | 1993-02-26 | f128f2680d0d0acd1ea34cc9a8fad032 | 1,370,831,845 | 28.523629 | -81.702058 | 0 |
1,266,895 | 2020-06-10 02:37:47 | 342,952,484,382,519 | fraud_Rodriguez, Yost and Jenkins | misc_net | 76.22 | Kayla | Jones | F | 6033 Young Track Suite 804 | East Canaan | CT | 6,024 | 42.0158 | -73.2913 | 647 | Comptroller | 1987-09-26 | e1a552867c5301b5c9893c3f2cd75e02 | 1,370,831,867 | 41.066964 | -73.030489 | 0 |
1,266,896 | 2020-06-10 02:38:23 | 3,502,088,871,723,054 | fraud_Lehner, Mosciski and King | misc_net | 7.54 | Scott | Martin | M | 31472 Cody Place Suite 740 | Kensington | MD | 20,895 | 39.0298 | -77.0793 | 19,054 | Operations geologist | 1976-09-08 | 5c56ab86764f3e656dc92cb8ff3655b8 | 1,370,831,903 | 39.643249 | -77.124568 | 0 |
1,266,897 | 2020-06-10 02:39:19 | 38,580,485,618,059 | fraud_Schmitt Inc | gas_transport | 66.06 | Teresa | Clark | F | 1323 Derek Mission | Noonan | ND | 58,765 | 48.8856 | -103.0098 | 248 | Industrial/product designer | 1968-05-13 | 4d808949a6b665c3c1134df5298e3f3d | 1,370,831,959 | 49.035804 | -103.511039 | 0 |
1,266,898 | 2020-06-10 02:40:30 | 38,052,002,992,326 | fraud_Swift, Bradtke and Marquardt | grocery_net | 36.79 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | 5096b05c52c00e1857649959cde9ffa3 | 1,370,832,030 | 30.899621 | -95.587108 | 0 |
1,266,899 | 2020-06-10 02:40:51 | 213,173,753,804,333 | fraud_Willms, Kris and Bergnaum | shopping_pos | 109.59 | Joseph | Wagner | M | 822 Austin Spur | North Judson | IN | 46,366 | 41.2244 | -86.6966 | 5,791 | Doctor, general practice | 1959-10-07 | df47f951f293f3b7c12d75a97e2c0cc6 | 1,370,832,051 | 42.051595 | -86.941132 | 0 |
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