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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,281,400 | 2020-06-15 16:43:23 | 4,173,950,183,554,608 | fraud_Barrows PLC | shopping_pos | 5.08 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | 6d3b88b34b06110b038aeeab2c8d1a06 | 1,371,314,603 | 39.628291 | -73.707797 | 0 |
1,281,401 | 2020-06-15 16:44:12 | 30,199,621,383,748 | fraud_Medhurst, Cartwright and Ebert | personal_care | 120.2 | Theresa | Powell | F | 117 Natasha Vista Suite 936 | Leonard | TX | 75,452 | 33.4044 | -96.2238 | 4,090 | Sub | 1977-03-23 | f94576603ac1d4fa5323ac22bc9da0e8 | 1,371,314,652 | 33.223958 | -95.283049 | 0 |
1,281,402 | 2020-06-15 16:44:15 | 180,072,527,505,094 | fraud_O'Connell-Ullrich | home | 50.42 | Cody | Miller | M | 25748 John Wells | Mooresville | NC | 28,117 | 35.584 | -80.8685 | 69,793 | Control and instrumentation engineer | 1953-12-08 | c25e4133f4af72fb088b06a34e881fbf | 1,371,314,655 | 35.463206 | -80.182377 | 0 |
1,281,403 | 2020-06-15 16:44:15 | 3,541,160,328,600,277 | fraud_Pfeffer and Sons | shopping_pos | 143.45 | Jason | Singh | M | 4720 Anna Ways | Murrayville | IL | 62,668 | 39.5723 | -90.2379 | 1,512 | Commercial/residential surveyor | 2003-05-07 | 3a5fb98402e3ef068e12ffcd9c340787 | 1,371,314,655 | 39.528334 | -90.300641 | 0 |
1,281,404 | 2020-06-15 16:44:24 | 4,066,595,222,529 | fraud_Torp, Muller and Borer | health_fitness | 31.54 | Jamie | Olson | F | 3423 Michael Canyon Suite 276 | River | KY | 41,254 | 37.8795 | -82.7251 | 571 | Quarry manager | 1931-03-07 | a7ec4485cbfcdc6aad652d4b5e7eaf7e | 1,371,314,664 | 38.611612 | -83.28864 | 0 |
1,281,405 | 2020-06-15 16:44:26 | 6,534,628,260,579,800 | fraud_Kautzer and Sons | personal_care | 1.85 | Christine | Harris | F | 29606 Martinez Views Suite 653 | Hinesburg | VT | 5,461 | 44.3346 | -73.098 | 4,542 | Claims inspector/assessor | 1998-03-19 | 5857c630d51271abc6e778e8dd3649d5 | 1,371,314,666 | 44.770935 | -72.738848 | 0 |
1,281,406 | 2020-06-15 16:44:47 | 4,653,879,239,169,997 | fraud_Rutherford-Mertz | grocery_pos | 67.86 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | 197c8522a468ddb99ce68a3fe4fa53d9 | 1,371,314,687 | 36.327294 | -86.824808 | 0 |
1,281,407 | 2020-06-15 16:44:49 | 2,713,913,904,780,408 | fraud_Kilback Group | food_dining | 42.84 | Jacqueline | Howard | F | 4511 Choi Lock | Delhi | LA | 71,232 | 32.3929 | -91.4714 | 6,581 | Multimedia programmer | 1964-02-13 | 5fba77ec291b01af971e343b89ad897f | 1,371,314,689 | 32.587288 | -91.132076 | 0 |
1,281,408 | 2020-06-15 16:45:08 | 6,011,477,612,335,392 | fraud_Swift PLC | kids_pets | 80.93 | Anthony | Roberts | M | 95488 Cabrera Well | Maria Stein | OH | 45,860 | 40.4062 | -84.5076 | 2,274 | Designer, television/film set | 1943-12-17 | 7204b8ff19abb3d6352853d3c5b97909 | 1,371,314,708 | 40.787604 | -85.240085 | 0 |
1,281,409 | 2020-06-15 16:45:11 | 4,904,681,492,230,012 | fraud_Yost-Rogahn | personal_care | 17.92 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | 25ee3a4f89daba6ee6ad79f3dd36737e | 1,371,314,711 | 41.816449 | -73.705816 | 0 |
1,281,410 | 2020-06-15 16:45:21 | 371,009,169,330,125 | fraud_Quitzon, Green and Bashirian | shopping_pos | 5.96 | Randall | Burgess | M | 393 Carroll Route Suite 197 | Norman Park | GA | 31,771 | 31.2462 | -83.6549 | 5,666 | Rural practice surveyor | 2003-09-14 | c924193100d782ae8c2d9c720e55fd12 | 1,371,314,721 | 30.411243 | -83.966478 | 0 |
1,281,411 | 2020-06-15 16:45:44 | 345,060,451,158,891 | fraud_Weber, Thiel and Hammes | kids_pets | 10.7 | Brian | Perez | M | 78652 Scott Ports | Ashfield | MA | 1,330 | 42.5232 | -72.811 | 1,506 | Production assistant, radio | 1960-04-03 | 881ec8f7bb61e79c5905a57144672ce4 | 1,371,314,744 | 42.989628 | -73.051426 | 0 |
1,281,412 | 2020-06-15 16:45:59 | 38,052,002,992,326 | fraud_Corwin-Romaguera | travel | 2.3 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | 94d8adc00df0959aa98a6aaded3465ef | 1,371,314,759 | 30.688464 | -94.278794 | 0 |
1,281,413 | 2020-06-15 16:46:11 | 6,011,693,194,885,790 | fraud_Rolfson-Kunde | personal_care | 51.7 | Victoria | Fleming | F | 2807 Parker Station Suite 080 | Stanchfield | MN | 55,080 | 45.6675 | -93.2433 | 2,607 | Lecturer, further education | 1995-12-04 | 1833a996b58fdaf127bbf6c8233c2f14 | 1,371,314,771 | 46.034479 | -94.196143 | 0 |
1,281,414 | 2020-06-15 16:46:21 | 30,501,624,614,310 | fraud_Kemmer-Buckridge | misc_pos | 10.7 | Amanda | Smith | F | 180 Graves Shore | Scotia | SC | 29,939 | 32.6786 | -81.2455 | 302 | Magazine features editor | 1973-05-04 | f079165f18d8e7e5af7acf28c8d5d075 | 1,371,314,781 | 33.647261 | -81.122409 | 0 |
1,281,415 | 2020-06-15 16:47:01 | 4,861,310,130,652,567,000 | fraud_Bogisich-Weimann | kids_pets | 52.07 | Ashley | Cruz | F | 65417 Walsh Radial Suite 691 | Saint Amant | LA | 70,774 | 30.2385 | -90.8435 | 10,076 | Surveyor, rural practice | 1977-12-16 | 3db1627c15c1a6956ea599e3ed10ff82 | 1,371,314,821 | 30.969924 | -90.578472 | 0 |
1,281,416 | 2020-06-15 16:47:03 | 4,342,532,437,704,183 | fraud_Zemlak, Tillman and Cremin | personal_care | 125.11 | Kevin | Elliott | M | 1852 Vincent Isle Suite 328 | Newark Valley | NY | 13,811 | 42.2281 | -76.1625 | 4,354 | Further education lecturer | 1994-02-16 | 4edebffda51d842556520c4f3d8c716c | 1,371,314,823 | 42.608722 | -76.629379 | 0 |
1,281,417 | 2020-06-15 16:47:46 | 342,351,256,941,125 | fraud_Schiller, Blanda and Johnson | home | 22.67 | Rebecca | Obrien | F | 5619 Mendoza Inlet | Juliette | GA | 31,046 | 33.1194 | -83.8235 | 3,343 | Theatre manager | 1990-06-08 | 4912b55b84ab08cae19c2335dd8acac8 | 1,371,314,866 | 32.453453 | -84.710423 | 0 |
1,281,418 | 2020-06-15 16:47:49 | 4,715,741,951,931,169,000 | fraud_Deckow-Dare | food_dining | 7.93 | Robert | Drake | M | 463 Willie Estates | Burbank | OK | 74,633 | 36.6966 | -96.7869 | 471 | Sub | 1941-03-30 | 2baef3056d46f3a1c9d5ecfc3c8ce702 | 1,371,314,869 | 36.431771 | -97.423638 | 0 |
1,281,419 | 2020-06-15 16:48:04 | 6,538,441,737,335,434 | fraud_Fadel-Hilpert | health_fitness | 4.27 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | e79c75431ba8c2f63913638185bf29f8 | 1,371,314,884 | 42.189491 | -79.994446 | 0 |
1,281,420 | 2020-06-15 16:48:28 | 36,078,114,201,167 | fraud_Ritchie, Oberbrunner and Cremin | travel | 8.42 | Christopher | Horn | M | 956 Sanchez Highway | Mallie | KY | 41,836 | 37.2692 | -82.9161 | 798 | Facilities manager | 1926-06-26 | 29d7977c84c5d0a2b1df6ed9c5fde33c | 1,371,314,908 | 38.248187 | -82.087952 | 0 |
1,281,421 | 2020-06-15 16:48:39 | 3,501,942,333,500,073 | fraud_Fadel, Mertz and Rippin | entertainment | 107.11 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | 308c4f23770fa6e2d5219f594465ea3e | 1,371,314,919 | 33.620937 | -111.426417 | 0 |
1,281,422 | 2020-06-15 16:48:48 | 4,497,451,418,073,897,000 | fraud_Reichel, Bradtke and Blanda | travel | 12.13 | Elizabeth | Glover | F | 246 Stewart Green Suite 149 | West Monroe | LA | 71,291 | 32.5317 | -92.176 | 54,185 | Radiographer, diagnostic | 1992-11-20 | 293bdd67703478f0de9433688e3346be | 1,371,314,928 | 32.830896 | -92.503138 | 0 |
1,281,423 | 2020-06-15 16:48:49 | 6,554,245,334,757,802 | fraud_Durgan, Gislason and Spencer | home | 26.76 | Monique | Robinson | F | 07712 Marcus Divide Apt. 831 | Laguna Hills | CA | 92,637 | 33.615 | -117.7114 | 45,303 | Sales executive | 1969-12-22 | fbb20bcbbd353cd66b98af998590051b | 1,371,314,929 | 33.217747 | -117.126939 | 0 |
1,281,424 | 2020-06-15 16:48:59 | 4,613,314,721,966 | fraud_Kris-Kertzmann | travel | 577.86 | Jason | Murphy | M | 542 Steve Curve Suite 011 | Collettsville | NC | 28,611 | 35.9946 | -81.7266 | 885 | Soil scientist | 1988-09-15 | feb54784fc98bf0046a36edd1579aece | 1,371,314,939 | 36.9494 | -81.751 | 0 |
1,281,425 | 2020-06-15 16:49:04 | 345,933,964,507,467 | fraud_Williamson LLC | misc_pos | 5.56 | Carol | Dillon | F | 27479 Reeves Dale | Whaleyville | MD | 21,872 | 38.4121 | -75.2811 | 718 | Regulatory affairs officer | 1985-03-19 | 2acb581b7c557bfb0e2baa4ac8a350ad | 1,371,314,944 | 38.839003 | -76.270958 | 0 |
1,281,426 | 2020-06-15 16:49:26 | 3,585,740,823,295,298 | fraud_Adams-Barrows | health_fitness | 14.83 | James | Greene | M | 082 Hernandez Bypass Apt. 886 | Quanah | TX | 79,252 | 34.2956 | -99.7494 | 3,202 | Librarian, public | 1998-03-18 | e4866a3d2d495a0ecd4108f2e9ab324d | 1,371,314,966 | 34.334393 | -98.787489 | 0 |
1,281,427 | 2020-06-15 16:49:41 | 3,598,634,130,286,287 | fraud_Leannon-Nikolaus | travel | 5.29 | David | Hughes | M | 707 Butler Parkways Apt. 747 | Omaha | NE | 68,117 | 41.2064 | -95.9953 | 518,429 | Surveyor, land/geomatics | 1995-10-10 | ae5fb80c1833d139c19a1fdb4dece474 | 1,371,314,981 | 40.388892 | -95.564306 | 0 |
1,281,428 | 2020-06-15 16:50:30 | 180,049,032,966,888 | fraud_Zulauf LLC | personal_care | 76.71 | Michael | Flores | M | 70761 Fitzpatrick Brooks Suite 631 | Saxon | WI | 54,559 | 46.4959 | -90.4383 | 795 | Television/film/video producer | 1986-04-15 | 74b44d49c17a53411113987c92edd62f | 1,371,315,030 | 46.236325 | -89.740384 | 0 |
1,281,429 | 2020-06-15 16:50:39 | 676,195,318,214 | fraud_Morissette LLC | entertainment | 49.74 | Brandy | Quinn | F | 9734 Beard Fields Suite 885 | Altair | TX | 77,412 | 29.6047 | -96.5249 | 106 | Editor, film/video | 1983-07-24 | ab34b00d2e2beb0b28fe66c91753435d | 1,371,315,039 | 28.640587 | -97.23992 | 0 |
1,281,430 | 2020-06-15 16:50:47 | 4,653,879,239,169,997 | fraud_Cummerata-Hilpert | entertainment | 66.31 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | 3eca6f3c127ce76c01826f9f47b1c4b4 | 1,371,315,047 | 36.41536 | -86.510003 | 0 |
1,281,431 | 2020-06-15 16:51:03 | 30,596,478,689,301 | fraud_Hagenes, Kohler and Hoppe | food_dining | 7.41 | Daniel | Graham | M | 28223 Ward Summit Apt. 664 | Arvada | CO | 80,005 | 39.8422 | -105.1097 | 122,111 | Hotel manager | 1987-05-23 | e246a160e19947b8e66fd40aba319f5b | 1,371,315,063 | 39.78377 | -104.99934 | 0 |
1,281,432 | 2020-06-15 16:51:25 | 4,623,560,839,669 | fraud_Gutmann, McLaughlin and Wiza | home | 1.32 | Vincent | Waller | M | 9379 Vanessa Run Apt. 400 | Lohrville | IA | 51,453 | 42.2619 | -94.5566 | 695 | Administrator | 1954-07-15 | a21bb6da2824543a7be4ddc4c4ee546b | 1,371,315,085 | 42.869767 | -95.250148 | 0 |
1,281,433 | 2020-06-15 16:51:29 | 4,104,312,520,615,374 | fraud_Powlowski-Weimann | food_dining | 77.05 | Brooke | Rodriguez | F | 901 Todd Gardens Apt. 466 | Mountain Center | CA | 92,561 | 33.6401 | -116.5567 | 1,661 | Therapist, music | 1988-09-19 | b2b896c11a2479a01aac20917e9c62af | 1,371,315,089 | 34.301742 | -115.760082 | 0 |
1,281,434 | 2020-06-15 16:51:53 | 6,593,939,509,150,446 | fraud_Cormier LLC | health_fitness | 32.23 | Margaret | Ward | F | 244 Jeffery Rapids | Azusa | CA | 91,702 | 34.1248 | -117.9031 | 59,705 | Civil Service fast streamer | 1983-06-23 | d26a257d37ac7af27c2d17ebcad25773 | 1,371,315,113 | 34.798736 | -118.05215 | 0 |
1,281,435 | 2020-06-15 16:51:56 | 4,745,996,322,265 | fraud_Greenfelder, Bartoletti and Davis | misc_net | 79.08 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | 0cc3b80982592612724e3d047e6247a9 | 1,371,315,116 | 40.548092 | -87.426503 | 0 |
1,281,436 | 2020-06-15 16:52:14 | 180,048,185,037,117 | fraud_Daugherty, Pouros and Beahan | shopping_pos | 7.98 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | 8750f13637daecd70f8d3b36aa27d5ee | 1,371,315,134 | 39.977458 | -73.456416 | 0 |
1,281,437 | 2020-06-15 16:52:23 | 30,427,035,050,508 | fraud_Yost, Schamberger and Windler | kids_pets | 29.55 | John | Chandler | M | 88325 Brandon Greens Apt. 477 | Detroit | MI | 48,202 | 42.377 | -83.0796 | 673,342 | Broadcast presenter | 1969-11-20 | d78a200cea90f26cac967a970ba3b0d0 | 1,371,315,143 | 43.245576 | -82.242099 | 0 |
1,281,438 | 2020-06-15 16:52:42 | 5,540,636,818,935,089 | fraud_Swaniawski, Lowe and Robel | shopping_pos | 4.4 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | c6d693ac9cdb1309c828370bf7aa37bb | 1,371,315,162 | 41.876492 | -71.301574 | 0 |
1,281,439 | 2020-06-15 16:52:51 | 36,485,887,555,770 | fraud_Morissette LLC | entertainment | 102.39 | Michael | Gross | M | 230 Ryan Tunnel Apt. 025 | Fulton | OH | 43,321 | 40.4971 | -82.8342 | 267 | Facilities manager | 2005-01-29 | defadd6e63634d2b8842962f3d42c4a1 | 1,371,315,171 | 40.026157 | -83.632252 | 0 |
1,281,440 | 2020-06-15 16:53:14 | 4,464,457,352,619 | fraud_Nienow, Barrows and Romaguera | personal_care | 23.7 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | 2d27d008df5d43141772aba2b7714151 | 1,371,315,194 | 30.806111 | -85.312904 | 0 |
1,281,441 | 2020-06-15 16:53:17 | 4,979,422,371,139,333 | fraud_Armstrong, Walter and Gottlieb | food_dining | 38 | Kelly | Zimmerman | F | 1893 Katie Tunnel | Westerville | NE | 68,881 | 41.4193 | -99.3844 | 73 | Product designer | 1935-02-10 | 8e72c55342ac0bdcd98dc56c8fc3e911 | 1,371,315,197 | 41.251776 | -98.826435 | 0 |
1,281,442 | 2020-06-15 16:53:19 | 2,235,335,206,132,667 | fraud_Nienow, Barrows and Romaguera | personal_care | 31.78 | Maria | Rosales | F | 6611 Parrish Garden Apt. 428 | Waynesfield | OH | 45,896 | 40.6072 | -83.9585 | 2,089 | Building control surveyor | 1963-06-22 | a509635303dca78aa1fc27926eee0814 | 1,371,315,199 | 39.756732 | -84.590714 | 0 |
1,281,443 | 2020-06-15 16:53:22 | 4,560,395,181,594,436,000 | fraud_Goyette, Howell and Collier | shopping_pos | 38.56 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | 7f9243288cda8b3b1a88428d1b1e3805 | 1,371,315,202 | 39.294014 | -122.367693 | 0 |
1,281,444 | 2020-06-15 16:53:56 | 30,242,921,189,660 | fraud_Connelly-Carter | home | 46.5 | Dalton | Jones | M | 3304 Hernandez Run | Afton | MI | 49,705 | 45.3637 | -84.4695 | 937 | Technical brewer | 1958-04-06 | 13cd5fe87203e599f0c537dc8327eb5e | 1,371,315,236 | 45.059432 | -84.363599 | 0 |
1,281,445 | 2020-06-15 16:54:01 | 571,365,235,126 | fraud_Morissette PLC | shopping_pos | 24.54 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | 6e0290aca7423af927c1a37fe5b82202 | 1,371,315,241 | 45.385633 | -85.932818 | 0 |
1,281,446 | 2020-06-15 16:54:26 | 581,686,439,828 | fraud_Bednar Inc | travel | 7.99 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | dc34c17688cb21bf3bb8023a2b580fda | 1,371,315,266 | 40.948028 | -80.189972 | 0 |
1,281,447 | 2020-06-15 16:54:33 | 343,746,486,082,492 | fraud_Baumbach, Hodkiewicz and Walsh | shopping_pos | 9.24 | Jeffrey | Munoz | M | 836 Stephanie Union | Cedar | MI | 49,621 | 44.8605 | -85.8138 | 3,096 | Social research officer, government | 1975-10-11 | 470d25fdf4fed2e9d4a8ae9ef0d85b0a | 1,371,315,273 | 44.285467 | -85.67189 | 0 |
1,281,448 | 2020-06-15 16:55:09 | 4,904,681,492,230,012 | fraud_Schroeder Group | health_fitness | 13.74 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | 1b88a8161f72e0bd6e332a5a0febbc6e | 1,371,315,309 | 41.881605 | -73.285487 | 0 |
1,281,449 | 2020-06-15 16:55:34 | 3,501,509,250,702,469 | fraud_Schoen Ltd | kids_pets | 58.61 | 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 | 4e15b7fd90ec54b34c5f82a85b4ef008 | 1,371,315,334 | 25.13959 | -81.125701 | 0 |
1,281,450 | 2020-06-15 16:55:35 | 4,229,733,778,084,049 | fraud_Spencer PLC | entertainment | 1.25 | Tyler | Mills | M | 7838 Jason Squares | Elizabethtown | KY | 42,701 | 37.6848 | -85.8784 | 48,194 | Surgeon | 1990-05-03 | 17048acce730f8852d8d1f7424ab6b67 | 1,371,315,335 | 38.490843 | -86.36613 | 0 |
1,281,451 | 2020-06-15 16:55:40 | 4,607,072,969,078,276 | fraud_Mohr Inc | shopping_pos | 4.89 | Brenda | Perez | F | 033 Tara Brook Suite 523 | Coyle | OK | 73,027 | 35.8985 | -97.2607 | 1,493 | Amenity horticulturist | 1985-03-21 | 3a5065919cda96599c5bb113e42c7149 | 1,371,315,340 | 36.820864 | -97.29239 | 0 |
1,281,452 | 2020-06-15 16:55:58 | 343,746,486,082,492 | fraud_Klocko, Runolfsdottir and Breitenberg | health_fitness | 3.78 | Jeffrey | Munoz | M | 836 Stephanie Union | Cedar | MI | 49,621 | 44.8605 | -85.8138 | 3,096 | Social research officer, government | 1975-10-11 | ae8e3f36d691486415df9cbca42617f0 | 1,371,315,358 | 44.90495 | -85.669253 | 0 |
1,281,453 | 2020-06-15 16:55:58 | 4,378,993,458,389,626 | fraud_Turcotte-Halvorson | misc_pos | 4.74 | Travis | Hayes | M | 1561 Chase Grove | Conway | NH | 3,818 | 43.9742 | -71.1503 | 3,807 | Surgeon | 1999-10-25 | 89f1c3e04ff9f4d627ff9ec62891f7c4 | 1,371,315,358 | 42.985979 | -70.294247 | 0 |
1,281,454 | 2020-06-15 16:56:14 | 4,657,269,323,674,365 | fraud_Yost-Rogahn | personal_care | 12.91 | Alicia | Mitchell | F | 125 Kristen Dale | Grand Ridge | FL | 32,442 | 30.7148 | -85.021 | 3,699 | Art gallery manager | 1948-09-07 | 434637c31e1a69bcc7a70de0b044cd80 | 1,371,315,374 | 30.202208 | -84.900193 | 0 |
1,281,455 | 2020-06-15 16:56:35 | 213,193,596,103,206 | fraud_Grimes LLC | entertainment | 79.57 | James | Hunt | M | 7369 Gabriel Tunnel | Pointe Aux Pins | MI | 49,775 | 45.7549 | -84.447 | 95 | Electrical engineer | 1994-02-09 | 5f509830b758aa61e6c377fc3437beb1 | 1,371,315,395 | 44.764646 | -84.590614 | 0 |
1,281,456 | 2020-06-15 16:57:14 | 180,067,784,565,096 | fraud_Dickinson Ltd | personal_care | 14.89 | Mary | Juarez | F | 35440 Ryan Islands | North Prairie | WI | 53,153 | 42.9385 | -88.395 | 2,328 | Applications developer | 1942-01-06 | 70421c16266b2e6f507d9153591f766d | 1,371,315,434 | 42.821753 | -88.004239 | 0 |
1,281,457 | 2020-06-15 16:57:17 | 373,905,417,449,658 | fraud_Daugherty LLC | kids_pets | 44.11 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | 5ddbe5fe04e70dec87e82e115b924d8b | 1,371,315,437 | 32.760425 | -97.007708 | 0 |
1,281,458 | 2020-06-15 16:57:24 | 3,549,202,406,645,667 | fraud_Weber and Sons | food_dining | 72.8 | Larry | Williams | M | 6274 David Oval Suite 725 | Scarborough | ME | 4,074 | 43.5835 | -70.3457 | 18,760 | Make | 1933-04-02 | 092783128a3dcc113cd54d4b61abf118 | 1,371,315,444 | 43.41302 | -69.38143 | 0 |
1,281,459 | 2020-06-15 16:57:36 | 4,873,783,502,705,038 | fraud_Mosciski, Ziemann and Farrell | shopping_net | 61.87 | Elizabeth | Maxwell | F | 194 Goodman Fall Apt. 569 | Burlington | WA | 98,233 | 48.4786 | -122.3345 | 14,871 | Public house manager | 1974-03-10 | 31fc802466f37f5eb49b3374ab290580 | 1,371,315,456 | 48.635245 | -122.067304 | 0 |
1,281,460 | 2020-06-15 16:57:49 | 503,886,119,844 | fraud_Kuphal-Bartoletti | misc_net | 810.7 | Cameron | Johns | M | 9383 Garrison Inlet Apt. 548 | Freeport | ME | 4,032 | 43.857 | -70.1031 | 7,879 | Nurse, children's | 1949-12-22 | 321454eb84e6b00e3cccdc6bf3d40640 | 1,371,315,469 | 44.065434 | -70.054754 | 1 |
1,281,461 | 2020-06-15 16:58:21 | 6,011,679,934,075,347 | fraud_Graham and Sons | health_fitness | 36.88 | Jennifer | Gonzalez | F | 5517 Stacy Land | Jelm | WY | 82,063 | 41.0539 | -106.0763 | 100 | Public librarian | 1974-04-16 | 1b38a5bd552ef59cd09fde20edcc8889 | 1,371,315,501 | 40.711429 | -106.801331 | 0 |
1,281,462 | 2020-06-15 16:58:49 | 6,502,195,877,055,606 | fraud_Kling-Ernser | entertainment | 75.29 | Nathan | Byrd | M | 155 Gregory Mount Suite 791 | Red Cliff | CO | 81,649 | 39.4584 | -106.3851 | 277 | Human resources officer | 1985-04-03 | 3993142c0043042fc7d578b2fa784500 | 1,371,315,529 | 38.837048 | -105.574457 | 0 |
1,281,463 | 2020-06-15 16:58:56 | 4,364,010,865,167,176 | fraud_Ferry, Lynch and Kautzer | misc_net | 7.72 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 88abb0b9d1de62b6f5a99b7a7eb218f8 | 1,371,315,536 | 39.548249 | -120.076014 | 0 |
1,281,464 | 2020-06-15 16:59:01 | 5,154,903,938,030,655 | fraud_Baumbach, Strosin and Nicolas | shopping_pos | 139.01 | Felicia | Combs | F | 825 Martinez Springs Apt. 625 | White Sulphur Springs | WV | 24,986 | 37.7827 | -80.3129 | 5,216 | Community development worker | 1993-10-05 | 6b8820e7c9fad59b689399829726d9ee | 1,371,315,541 | 38.305818 | -80.439805 | 0 |
1,281,465 | 2020-06-15 16:59:48 | 213,114,122,496,591 | fraud_Pollich LLC | home | 88.52 | Jeremy | Perry | M | 797 Jennifer Loop Suite 634 | Minnesota Lake | MN | 56,068 | 43.8295 | -93.8282 | 1,087 | Music tutor | 1963-07-14 | 4a7dbb4429735acc43570346994824b3 | 1,371,315,588 | 44.387748 | -94.727794 | 0 |
1,281,466 | 2020-06-15 17:00:32 | 3,553,629,419,254,918 | fraud_Connelly-Carter | home | 26.68 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | c442d4333e7d1bea74e0b7209cf0e22f | 1,371,315,632 | 48.864336 | -122.556844 | 0 |
1,281,467 | 2020-06-15 17:00:33 | 4,878,364,946,692,291 | fraud_Hoppe-Parisian | kids_pets | 78.1 | Tina | Alvarez | F | 1976 Tyler Underpass | Early | IA | 50,535 | 42.4483 | -95.1726 | 885 | Pilot, airline | 1949-08-14 | e1af8d497404434fda70326cc74de0c4 | 1,371,315,633 | 42.675091 | -94.472834 | 0 |
1,281,468 | 2020-06-15 17:00:52 | 3,576,431,665,303,017 | fraud_Erdman-Schaden | personal_care | 67.96 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | 3a93d0c0a5e1cff81bc4370f26e71259 | 1,371,315,652 | 32.853759 | -112.682613 | 0 |
1,281,469 | 2020-06-15 17:01:11 | 2,269,768,987,945,882 | fraud_Nolan-Williamson | kids_pets | 57.81 | Shannon | Patterson | F | 9808 Ellis Bypass | Mount Morris | NY | 14,510 | 42.6835 | -77.8664 | 4,895 | Acupuncturist | 1958-10-29 | 114970bcf0949b1ec00293db749f34b8 | 1,371,315,671 | 41.782423 | -77.060972 | 0 |
1,281,470 | 2020-06-15 17:02:04 | 501,899,453,424 | fraud_Feil, Hilpert and Koss | food_dining | 25.63 | Jessica | Dominguez | F | 06393 Nancy Parkways Suite 855 | Gadsden | AL | 35,903 | 33.9845 | -85.9077 | 67,082 | Ceramics designer | 1970-01-08 | 2bf07c4b0f929a4c725638dd287ff53a | 1,371,315,724 | 34.549653 | -86.301247 | 0 |
1,281,471 | 2020-06-15 17:02:06 | 372,509,258,176,510 | fraud_Schumm PLC | health_fitness | 13.31 | Kristen | Hanson | F | 26544 Andrea Glen | Goodrich | MI | 48,438 | 42.9147 | -83.4845 | 6,951 | Learning disability nurse | 1985-06-18 | a6f94fcb4bf6d8e9923cbe7eec789ed2 | 1,371,315,726 | 42.935048 | -82.553784 | 0 |
1,281,472 | 2020-06-15 17:02:24 | 2,305,336,922,781,618 | fraud_Cruickshank-Mills | entertainment | 5.86 | Jeffrey | Rice | M | 21447 Powell Circle | Moulton | IA | 52,572 | 40.6866 | -92.6833 | 1,132 | Probation officer | 1961-02-14 | e045ac42429cb4411b674dbbc050fa0c | 1,371,315,744 | 39.938843 | -91.924212 | 0 |
1,281,473 | 2020-06-15 17:02:34 | 213,112,402,583,773 | fraud_Hettinger, McCullough and Fay | home | 5.33 | Ana | Howell | F | 4664 Sanchez Common Suite 930 | Bradley | SC | 29,819 | 34.0326 | -82.2027 | 1,523 | Research scientist (physical sciences) | 1984-06-03 | 8c850f156d0b8d9a705daca18fbd672a | 1,371,315,754 | 33.944024 | -82.142424 | 0 |
1,281,474 | 2020-06-15 17:02:35 | 3,583,635,130,604,947 | fraud_Kilback Group | food_dining | 109.58 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | 517a6e371fa1254481069e90ebe22ca1 | 1,371,315,755 | 40.069055 | -74.552924 | 0 |
1,281,475 | 2020-06-15 17:02:50 | 371,226,440,126,102 | fraud_Kulas Group | health_fitness | 5.58 | 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 | 2d18f455f74d584c05b2685994d246aa | 1,371,315,770 | 37.96875 | -89.494022 | 0 |
1,281,476 | 2020-06-15 17:03:00 | 5,540,636,818,935,089 | fraud_Torp, Muller and Borer | health_fitness | 67.55 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | 3debf99b48be42fb40a8454958dd494a | 1,371,315,780 | 42.291307 | -71.332192 | 0 |
1,281,477 | 2020-06-15 17:03:11 | 30,242,921,189,660 | fraud_Berge-Hills | kids_pets | 100.13 | Dalton | Jones | M | 3304 Hernandez Run | Afton | MI | 49,705 | 45.3637 | -84.4695 | 937 | Technical brewer | 1958-04-06 | 18fa9cb41f6b3a0c579e2a460549fd3a | 1,371,315,791 | 45.38581 | -84.016048 | 0 |
1,281,478 | 2020-06-15 17:03:11 | 4,826,655,832,045,236 | fraud_Roberts, Ryan and Smith | personal_care | 16.87 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | 315587078aa7d86cce8a936184b765c4 | 1,371,315,791 | 41.243973 | -70.586934 | 0 |
1,281,479 | 2020-06-15 17:03:21 | 3,546,897,637,165,774 | fraud_Streich Ltd | home | 31.81 | Kayla | Obrien | F | 7921 Robert Port Suite 343 | Prairie Hill | TX | 76,678 | 31.6591 | -96.8094 | 263 | Barrister | 1956-05-30 | d038a9e91deceb343810068fd70ad6c4 | 1,371,315,801 | 32.276997 | -95.917191 | 0 |
1,281,480 | 2020-06-15 17:03:34 | 213,163,860,545,705 | fraud_Weimann-Lockman | kids_pets | 47.42 | Mark | Tyler | M | 82201 Bradley Radial Suite 703 | Avera | GA | 30,803 | 33.141 | -82.515 | 741 | Claims inspector/assessor | 1986-04-28 | e0f2772a24100458a8cad3a7d7636bc0 | 1,371,315,814 | 32.354291 | -82.569463 | 0 |
1,281,481 | 2020-06-15 17:03:35 | 4,358,137,750,029,945,000 | fraud_Schumm PLC | shopping_net | 7.36 | Dawn | Stephens | F | 91542 Marissa Shores Apt. 053 | Oran | IA | 50,664 | 42.7012 | -92.0762 | 53 | Sports administrator | 1972-10-05 | f0a744196baa509f2188517e31a52ea5 | 1,371,315,815 | 43.201593 | -92.367581 | 0 |
1,281,482 | 2020-06-15 17:03:36 | 4,634,955,908,138,648 | fraud_Sawayn PLC | shopping_pos | 1.21 | Mackenzie | Smith | F | 7178 Willis Drive | Hooper | NE | 68,031 | 41.6414 | -96.5232 | 1,745 | Engineer, automotive | 1973-12-26 | 9ed6f4a1b4a06ca2cc62a6f0bb0b59fd | 1,371,315,816 | 41.776355 | -97.045536 | 0 |
1,281,483 | 2020-06-15 17:03:47 | 4,671,727,014,157,745 | fraud_Reichel Inc | entertainment | 28 | Kenneth | Edwards | M | 3653 Ryan Crossroad | Andrews | IN | 46,702 | 40.8618 | -85.6067 | 2,304 | Retail banker | 1955-07-25 | eed642ac326449a3d4f5aec49bd8c01b | 1,371,315,827 | 41.526286 | -85.780062 | 0 |
1,281,484 | 2020-06-15 17:04:51 | 4,302,480,582,202,074 | fraud_Skiles LLC | home | 95.42 | David | Rodriguez | M | 821 Solis Points | Muskegon | MI | 49,440 | 43.2326 | -86.2492 | 128,715 | Historic buildings inspector/conservation officer | 1995-05-25 | 21a30273f1a2d025fd20b4201bcce843 | 1,371,315,891 | 43.833015 | -87.115998 | 0 |
1,281,485 | 2020-06-15 17:05:12 | 4,464,457,352,619 | fraud_O'Reilly, Mohr and Purdy | home | 11.87 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | db237483be99cff046f93bb19245dee5 | 1,371,315,912 | 30.791959 | -84.871098 | 0 |
1,281,486 | 2020-06-15 17:05:14 | 377,113,842,678,100 | fraud_Beier and Sons | home | 52.89 | Billy | Gallagher | M | 673 Delgado Burg | Greenwich | NJ | 8,323 | 39.4055 | -75.3209 | 804 | Insurance risk surveyor | 1965-03-25 | dad4cc543e195dce2f8e4b54d7d42963 | 1,371,315,914 | 39.024872 | -75.445001 | 0 |
1,281,487 | 2020-06-15 17:05:19 | 4,239,436,242,473 | fraud_Dare, Casper and Bartoletti | kids_pets | 144.64 | James | Leon | M | 826 Benjamin Stravenue | Alexandria | VA | 22,311 | 38.832 | -77.12 | 321,490 | Scientist, biomedical | 1991-10-04 | 955857f1f8eb582a2da25f1aab9cf41b | 1,371,315,919 | 39.562398 | -77.109827 | 0 |
1,281,488 | 2020-06-15 17:06:33 | 4,158,945,090,781,624 | fraud_Lang, Towne and Schuppe | kids_pets | 23.88 | Justin | Bell | M | 5323 Walker Island | Pittsburgh | PA | 15,217 | 40.4308 | -79.9205 | 687,276 | Scientist, marine | 1973-10-19 | 79a0c7247c6bdfd5f3f206e3b638a313 | 1,371,315,993 | 39.718702 | -79.948443 | 0 |
1,281,489 | 2020-06-15 17:07:25 | 6,011,305,591,981,276 | fraud_Sporer-Keebler | personal_care | 99.3 | Daniel | Jones | M | 290 Kathryn Fall | Huntsville | AL | 35,803 | 34.6205 | -86.551 | 190,178 | Engineer, automotive | 1959-06-06 | 695d5cb4fa8a2bf58179343d69597616 | 1,371,316,045 | 34.156278 | -86.63178 | 0 |
1,281,490 | 2020-06-15 17:07:45 | 3,543,299,015,720,986 | fraud_Champlin and Sons | home | 26.14 | 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 | 30e2c63ce078ff2434f49d12dfbfceb0 | 1,371,316,065 | 36.549119 | -81.820191 | 0 |
1,281,491 | 2020-06-15 17:07:56 | 3,583,793,405,872,580 | fraud_Kuhic LLC | shopping_net | 4.43 | Beth | Lambert | F | 6447 Johnson Estates Apt. 986 | Roosevelt | OK | 73,564 | 34.847 | -98.9836 | 551 | Amenity horticulturist | 1970-09-27 | 3c269e04cc2552e85a704215b9c88c53 | 1,371,316,076 | 35.097143 | -99.901065 | 0 |
1,281,492 | 2020-06-15 17:07:57 | 4,377,338,765,909,719 | fraud_Conroy-Emard | food_dining | 212.91 | Nicholas | Mcmahon | M | 2123 Jonathan Falls Suite 753 | Heiskell | TN | 37,754 | 36.115 | -84.0438 | 4,729 | Geologist, wellsite | 1982-04-19 | aee7de59c69caf3e99380f32d25568e4 | 1,371,316,077 | 36.745855 | -83.582293 | 0 |
1,281,493 | 2020-06-15 17:08:26 | 30,175,986,190,993 | fraud_O'Reilly, Mohr and Purdy | home | 152.56 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | ec11d5ee63bc7e7b9af7bd9f8a51ba9d | 1,371,316,106 | 47.671357 | -95.456266 | 0 |
1,281,494 | 2020-06-15 17:08:29 | 4,710,826,438,164,848,000 | fraud_Stark-Koss | home | 56.33 | Juan | Henry | M | 9795 Lori Island Suite 346 | Turner | MT | 59,542 | 48.8328 | -108.3961 | 192 | Further education lecturer | 1964-01-04 | 02725216ddd3184548d7bcebf74f7b00 | 1,371,316,109 | 48.096667 | -107.477274 | 0 |
1,281,495 | 2020-06-15 17:08:33 | 3,583,635,130,604,947 | fraud_Labadie, Treutel and Bode | shopping_net | 8.75 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | d5195f0ca6f5cd87017088ff12d441da | 1,371,316,113 | 39.49655 | -74.761039 | 0 |
1,281,496 | 2020-06-15 17:08:34 | 4,570,636,521,433,188 | fraud_Kuhic LLC | shopping_net | 87.87 | Christine | Leblanc | F | 5097 Jodi Vista Suite 811 | Deltona | FL | 32,725 | 28.8989 | -81.2473 | 88,735 | Commercial horticulturist | 1988-04-09 | e57da1a155614b5f8e0aba72b6a3b2d3 | 1,371,316,114 | 28.613687 | -81.972227 | 0 |
1,281,497 | 2020-06-15 17:09:13 | 3,559,160,581,764,413 | fraud_Veum-Koelpin | travel | 527.12 | Allen | Bell | M | 70147 Amanda Fields | Saint Bonaventure | NY | 14,778 | 42.2701 | -78.6847 | 1,453 | Toxicologist | 1974-02-15 | 9de1c324df78f9e7063cbef60a99e6db | 1,371,316,153 | 42.332014 | -79.42492 | 0 |
1,281,498 | 2020-06-15 17:09:34 | 36,153,880,429,415 | fraud_Hamill-D'Amore | health_fitness | 19.04 | Erik | Stevens | M | 84033 Pitts Overpass | Lakeland | FL | 33,809 | 28.1762 | -81.9591 | 237,282 | Plant breeder/geneticist | 1949-10-13 | eb7154c61f670698f09dfaa222f5c03c | 1,371,316,174 | 28.415765 | -82.149157 | 0 |
1,281,499 | 2020-06-15 17:10:00 | 6,544,734,391,390,261 | fraud_Boehm, Predovic and Reinger | misc_pos | 1.11 | John | Myers | M | 701 Wilson Divide | Highland | IN | 46,322 | 41.55 | -87.4569 | 23,727 | Community arts worker | 1982-02-08 | 792ecb36c9717c73ea1a1db0dc19d1f6 | 1,371,316,200 | 42.291099 | -87.191036 | 0 |
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