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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6,400 | 2020-06-23 02:27:34 | 4,788,103,653,396 | fraud_Douglas-White | entertainment | 133.61 | Kristin | Williams | F | 36366 Smith Road | Miamisburg | OH | 45,342 | 39.6321 | -84.2675 | 36,784 | Investment banker, corporate | 1941-07-31 | 94614ee8c3774cf62d25d1cd90c51f7f | 1,371,954,454 | 39.203476 | -83.825202 | 0 |
6,401 | 2020-06-23 02:27:43 | 2,720,433,095,629,877 | fraud_Corwin-Collins | gas_transport | 79.97 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | 7c3dfd359a63de19c9d7b3111122f707 | 1,371,954,463 | 44.916683 | -69.933528 | 0 |
6,402 | 2020-06-23 02:28:31 | 4,383,521,454,815 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 89.76 | John | Robertson | M | 209 Austin Stream Apt. 231 | Indianapolis | IN | 46,290 | 39.9347 | -86.1633 | 910,148 | Academic librarian | 1987-09-22 | 8b243517a0f093c2413cd7de1505638b | 1,371,954,511 | 40.434108 | -86.372445 | 0 |
6,403 | 2020-06-23 02:29:46 | 4,810,789,809,665,943,000 | fraud_Robel, Cummerata and Prosacco | gas_transport | 65.44 | Julie | Sanchez | F | 916 Charles Road | Bowersville | OH | 45,307 | 39.5756 | -83.7153 | 338 | Quantity surveyor | 1988-07-28 | b52f91b99f8d8565815d9ea103cd0d64 | 1,371,954,586 | 39.289765 | -83.182419 | 0 |
6,404 | 2020-06-23 02:31:04 | 6,540,981,358,631,302 | fraud_Reilly, Heaney and Cole | gas_transport | 63.24 | Bryan | Torres | M | 152 James Centers Apt. 768 | Detroit | MI | 48,221 | 42.426 | -83.15 | 673,342 | Retail manager | 1967-06-19 | 275380ffe49cc2d51b4daa1946df531f | 1,371,954,664 | 43.018566 | -82.76121 | 0 |
6,405 | 2020-06-23 02:31:06 | 3,514,897,282,719,543 | fraud_Wiza, Schaden and Stark | misc_pos | 4.43 | Steven | Faulkner | M | 841 Cheryl Centers Suite 115 | Farmington | NY | 14,425 | 42.958 | -77.3083 | 10,717 | Cytogeneticist | 1952-10-13 | edafe78f4db08715275f467f57972b37 | 1,371,954,666 | 43.857346 | -76.766868 | 0 |
6,406 | 2020-06-23 02:31:14 | 502,038,091,380 | fraud_Wisozk and Sons | misc_pos | 38.52 | Kurt | Peters | M | 7290 Ashlee Keys | Kissee Mills | MO | 65,680 | 36.6704 | -93.0377 | 1,201 | Engineer, agricultural | 1980-03-18 | f97f8db904968b081d3818a0a39546cb | 1,371,954,674 | 35.838069 | -93.43163 | 0 |
6,407 | 2020-06-23 02:32:47 | 36,721,445,180,895 | fraud_Halvorson Group | misc_pos | 621.95 | Cesar | Smith | M | 901 Ariel Points | Jefferson | NY | 12,093 | 42.4999 | -74.6117 | 1,666 | Diagnostic radiographer | 1968-07-01 | 466b9a4af7451074ecccb8a3e90fc91a | 1,371,954,767 | 43.447288 | -74.594077 | 0 |
6,408 | 2020-06-23 02:33:07 | 377,550,167,323,848 | fraud_Kihn-Schuster | food_dining | 136.31 | Kevin | Walters | M | 87227 Tapia Burgs | Auburn | ME | 4,210 | 44.0948 | -70.239 | 23,045 | Tourist information centre manager | 1958-09-02 | 85de12ad5c0c44a4b636424f382c7779 | 1,371,954,787 | 44.275348 | -70.70111 | 0 |
6,409 | 2020-06-23 02:33:09 | 3,568,255,211,412,877 | fraud_Kutch, Hermiston and Farrell | gas_transport | 81.49 | Timothy | Gomez | M | 707 Anthony Causeway | Leo | IN | 46,765 | 41.2249 | -85.0301 | 5,341 | Biomedical engineer | 1994-11-24 | 58aa59236e22616330ac38ef0ce8838d | 1,371,954,789 | 41.046796 | -84.950253 | 0 |
6,410 | 2020-06-23 02:33:09 | 375,534,208,663,984 | fraud_Welch Inc | misc_net | 65.97 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | eb160da5a6a5e7367838709ad96dcb39 | 1,371,954,789 | 39.360278 | -79.501949 | 0 |
6,411 | 2020-06-23 02:33:11 | 4,710,826,438,164,848,000 | fraud_Bahringer, Schoen and Corkery | shopping_pos | 8.75 | Juan | Henry | M | 9795 Lori Island Suite 346 | Turner | MT | 59,542 | 48.8328 | -108.3961 | 192 | Further education lecturer | 1964-01-04 | 8fb65b7bec69f58d0d85327cc493557d | 1,371,954,791 | 48.254214 | -107.926877 | 0 |
6,412 | 2020-06-23 02:33:58 | 4,653,178,848,915,023,000 | fraud_Hackett-Lueilwitz | grocery_pos | 82.44 | Robert | Hall | M | 371 Anthony Trail Suite 354 | Glade Spring | VA | 24,340 | 36.7779 | -81.7676 | 5,657 | Clinical psychologist | 1987-04-29 | ad2f496785a001d78fa31973876f010c | 1,371,954,838 | 36.75103 | -81.465164 | 0 |
6,413 | 2020-06-23 02:34:18 | 676,173,792,455 | fraud_Cormier, Stracke and Thiel | entertainment | 10.25 | Brittany | Cox | F | 07177 William Dale Apt. 547 | Santa Monica | CA | 90,403 | 34.0287 | -118.4924 | 92,043 | Civil engineer, contracting | 1961-04-25 | 24b843b21809cc2df35a7d85b6b4b0ab | 1,371,954,858 | 33.86394 | -118.923389 | 0 |
6,414 | 2020-06-23 02:34:31 | 4,302,480,582,202,074 | fraud_Kuhic Inc | grocery_pos | 53.97 | David | Rodriguez | M | 821 Solis Points | Muskegon | MI | 49,440 | 43.2326 | -86.2492 | 128,715 | Historic buildings inspector/conservation officer | 1995-05-25 | b009aeac7cd0e959bcd2cf25aa16799c | 1,371,954,871 | 42.470873 | -87.242847 | 0 |
6,415 | 2020-06-23 02:34:33 | 180,069,253,480,336 | fraud_Halvorson Group | misc_pos | 313.67 | William | Hunter | M | 5036 Victoria Ports Suite 249 | Emporium | PA | 15,834 | 41.5177 | -78.2536 | 4,533 | Public affairs consultant | 1969-11-01 | 91011acc8a7c6302fcee3bbc2b564d62 | 1,371,954,873 | 41.217766 | -78.378134 | 0 |
6,416 | 2020-06-23 02:34:44 | 4,973,530,368,125,489,000 | fraud_Huels-Nolan | gas_transport | 67.22 | Mary | Rodriguez | F | 8986 Fitzgerald Plains | Winslow | AR | 72,959 | 35.8312 | -94.1187 | 2,786 | Musician | 1965-09-27 | be62140857a9a475d3e5b273ce12537b | 1,371,954,884 | 35.474729 | -93.492237 | 0 |
6,417 | 2020-06-23 02:35:37 | 30,428,204,673,351 | fraud_Lockman Ltd | grocery_pos | 100.98 | Greg | Villarreal | M | 2851 Foster Shoals | Schaefferstown | PA | 17,088 | 40.3087 | -76.2963 | 823 | Gaffer | 1982-07-02 | 60fdf377f3caa740edd8c4cc1e813215 | 1,371,954,937 | 40.027559 | -75.852046 | 0 |
6,418 | 2020-06-23 02:36:14 | 2,248,735,346,244,816 | fraud_Koepp-Parker | grocery_pos | 130.34 | Jacob | Weber | M | 29156 Mark Park Apt. 108 | Utica | KS | 67,584 | 38.6411 | -100.138 | 269 | Product/process development scientist | 1962-11-11 | 92e16c92678411e7d6c63bcf483c3ed3 | 1,371,954,974 | 39.452529 | -99.608354 | 0 |
6,419 | 2020-06-23 02:36:22 | 213,199,865,312,311 | fraud_Marks Inc | gas_transport | 37.22 | Christopher | Miller | M | 493 Fitzgerald Fields Suite 454 | Varnell | GA | 30,756 | 34.9298 | -84.9885 | 74 | Pensions consultant | 1944-05-14 | 2747d920f604332866bd78a4ff9fd927 | 1,371,954,982 | 35.243103 | -84.047979 | 0 |
6,420 | 2020-06-23 02:36:27 | 4,904,681,492,230,012 | fraud_Rowe-Vandervort | grocery_net | 32.06 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | d418d63cfb4b4bd0d14e0d371f42a85a | 1,371,954,987 | 41.871093 | -73.770975 | 0 |
6,421 | 2020-06-23 02:36:57 | 4,908,846,471,916,297 | fraud_Cummerata-Jones | gas_transport | 62.49 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | 228fee1727b19d1f508a77a2269225ca | 1,371,955,017 | 32.889741 | -97.534623 | 0 |
6,422 | 2020-06-23 02:36:59 | 3,502,088,871,723,054 | fraud_Padberg-Welch | grocery_pos | 28.88 | Scott | Martin | M | 31472 Cody Place Suite 740 | Kensington | MD | 20,895 | 39.0298 | -77.0793 | 19,054 | Operations geologist | 1976-09-08 | e2a0da090b1b838b1ed5377e77c36c2d | 1,371,955,019 | 38.698774 | -76.194353 | 0 |
6,423 | 2020-06-23 02:38:11 | 4,334,230,547,694,630 | fraud_Jast Ltd | shopping_net | 8.1 | Scott | Martin | M | 7483 Navarro Flats | Freedom | WY | 83,120 | 43.0172 | -111.0292 | 471 | Education officer, museum | 1967-08-02 | e6bcde82bc2aac900f560df24bb0f56e | 1,371,955,091 | 43.349617 | -110.19359 | 0 |
6,424 | 2020-06-23 02:38:21 | 2,291,163,933,867,244 | fraud_Dickinson Ltd | misc_pos | 5.82 | Jeff | Elliott | M | 351 Darlene Green | Columbia | SC | 29,209 | 33.9659 | -80.9355 | 333,497 | Mechanical engineer | 1968-03-19 | 54d5f989e08c3c3f07b8ad618f13e71c | 1,371,955,101 | 34.948353 | -81.537534 | 0 |
6,425 | 2020-06-23 02:38:47 | 4,149,238,353,975,790 | fraud_Towne LLC | misc_pos | 32.46 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | b4d1c7a18950364a58dd241f6da81680 | 1,371,955,127 | 39.50396 | -80.407201 | 0 |
6,426 | 2020-06-23 02:39:09 | 345,389,171,551,808 | fraud_Rempel PLC | grocery_net | 24.5 | Justin | Fowler | M | 5569 Phillips Neck Apt. 003 | Coffeeville | MS | 38,922 | 33.9215 | -89.6782 | 3,451 | Financial trader | 1984-05-19 | a9b31bd1b7037897519ff944ddc4443f | 1,371,955,149 | 33.46978 | -89.233057 | 0 |
6,427 | 2020-06-23 02:39:14 | 4,198,470,814,557 | fraud_Berge LLC | gas_transport | 79.02 | Christie | Williamson | F | 519 Jerry Views | Avoca | IA | 51,521 | 41.4768 | -95.3509 | 2,036 | Engineering geologist | 1971-08-20 | 720d13fbcaffef9485469ccc09df8322 | 1,371,955,154 | 41.43835 | -94.553396 | 0 |
6,428 | 2020-06-23 02:39:25 | 4,149,238,353,975,790 | fraud_Emmerich-Luettgen | grocery_net | 54.57 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 637e775dd1c07125ee6253683807296a | 1,371,955,165 | 40.573703 | -79.121026 | 0 |
6,429 | 2020-06-23 02:40:20 | 4,584,931,703,207,308,300 | fraud_Smitham-Schiller | grocery_net | 57.92 | Amanda | Gomez | F | 8152 Brittany Centers | Dallas | TX | 75,218 | 32.8463 | -96.6972 | 1,263,321 | Designer, ceramics/pottery | 1975-04-16 | 25e5eb3da0e95765dcb43bd2fe341da7 | 1,371,955,220 | 32.806586 | -97.287484 | 0 |
6,430 | 2020-06-23 02:40:55 | 180,094,419,304,907 | fraud_Vandervort-Funk | grocery_pos | 194.47 | Sharon | Smith | F | 17666 David Valleys | Sun City | CA | 92,585 | 33.7467 | -117.1721 | 54,287 | Designer, exhibition/display | 1972-09-22 | 28917c4934b33b4c7a8469747fc1daad | 1,371,955,255 | 33.908278 | -116.578956 | 0 |
6,431 | 2020-06-23 02:41:17 | 3,540,075,240,003,197 | fraud_Moen, Reinger and Murphy | grocery_pos | 51.32 | Christian | Johns | M | 892 Solis Neck | Lonsdale | MN | 55,046 | 44.4477 | -93.4252 | 5,211 | Chief Strategy Officer | 1987-01-27 | 433553f659a7a322568d6536bb5bb32f | 1,371,955,277 | 44.30736 | -94.030245 | 0 |
6,432 | 2020-06-23 02:41:35 | 4,220,345,354,880 | fraud_Cruickshank-Mills | entertainment | 4 | Patrick | Torres | M | 27386 Snyder Station | Oxford | MI | 48,371 | 42.8223 | -83.2829 | 24,840 | Agricultural consultant | 1960-01-20 | 454b43accc139a00e78fca112be69121 | 1,371,955,295 | 43.729763 | -83.562443 | 0 |
6,433 | 2020-06-23 02:43:36 | 4,613,314,721,966 | fraud_Schmitt Ltd | misc_net | 129.22 | Jason | Murphy | M | 542 Steve Curve Suite 011 | Collettsville | NC | 28,611 | 35.9946 | -81.7266 | 885 | Soil scientist | 1988-09-15 | 1d19bb6b899286db3a0b026eff1c3b02 | 1,371,955,416 | 35.127291 | -81.956226 | 0 |
6,434 | 2020-06-23 02:44:25 | 4,562,827,002,127 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 73.76 | Christopher | Johnson | M | 28711 Kristine Junction Suite 309 | Greenville | OH | 45,331 | 40.0987 | -84.6342 | 22,930 | Media planner | 1971-11-26 | 1979379aae139c98b7244b5291efd038 | 1,371,955,465 | 39.944641 | -84.060929 | 0 |
6,435 | 2020-06-23 02:44:32 | 213,199,865,312,311 | fraud_Heathcote, Yost and Kertzmann | shopping_net | 9.62 | Christopher | Miller | M | 493 Fitzgerald Fields Suite 454 | Varnell | GA | 30,756 | 34.9298 | -84.9885 | 74 | Pensions consultant | 1944-05-14 | fd206a2110795038bab74d68e194dfec | 1,371,955,472 | 35.389072 | -84.757487 | 0 |
6,436 | 2020-06-23 02:44:33 | 3,589,255,887,819,806 | fraud_Jaskolski-Vandervort | misc_net | 1.66 | David | Miller | M | 622 Bradley Knoll Apt. 758 | Hancock | MD | 21,750 | 39.6991 | -78.1762 | 3,766 | Press photographer | 1984-02-14 | 8b2c405c071f949cfda54afe749ac142 | 1,371,955,473 | 39.827026 | -78.914862 | 0 |
6,437 | 2020-06-23 02:44:56 | 342,319,985,983,023 | fraud_Tillman, Dickinson and Labadie | gas_transport | 74.99 | Bryan | Pugh | M | 6366 French Field | Margaretville | NY | 12,455 | 42.1852 | -74.6178 | 1,988 | Environmental health practitioner | 1978-05-23 | 7c32c0205c992b1bc4414f1b70ed70d4 | 1,371,955,496 | 41.929156 | -75.189784 | 0 |
6,438 | 2020-06-23 02:45:18 | 4,509,142,395,811,241 | fraud_Romaguera, Cruickshank and Greenholt | shopping_net | 6.26 | Margaret | Williams | F | 165 Jerry Meadows Suite 460 | Surrency | GA | 31,563 | 31.6489 | -82.1982 | 1,324 | Engineer, technical sales | 1926-07-12 | f5e541b8bec4077b615aec1669911283 | 1,371,955,518 | 31.657413 | -81.218479 | 0 |
6,439 | 2020-06-23 02:45:21 | 4,099,707,841,315,751 | fraud_Harris Inc | gas_transport | 56.38 | James | Stephens | M | 1166 Castillo Mountains | Ruckersville | VA | 22,968 | 38.2586 | -78.4074 | 9,815 | Designer, ceramics/pottery | 1975-07-07 | b005d2430811289e0c409c80b2d623a7 | 1,371,955,521 | 39.153323 | -78.600244 | 0 |
6,440 | 2020-06-23 02:45:38 | 379,141,394,109,214 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 2.72 | Gerald | Anthony | M | 252 Melissa Rapids Suite 944 | Monetta | SC | 29,105 | 33.8084 | -81.5956 | 1,514 | Chief Strategy Officer | 1966-12-15 | 535441cc6040b86343e9187c5c43fab2 | 1,371,955,538 | 32.932613 | -82.552054 | 0 |
6,441 | 2020-06-23 02:46:19 | 180,064,817,343,047 | fraud_Torphy-Goyette | shopping_pos | 6.82 | Patricia | Gonzalez | F | 8973 Mark Drive | Stephensport | KY | 40,170 | 37.9048 | -86.524 | 344 | Chartered public finance accountant | 1967-03-30 | 90955100c72a293473707278c2f9d154 | 1,371,955,579 | 38.839942 | -86.361742 | 0 |
6,442 | 2020-06-23 02:46:55 | 3,587,960,728,692,500 | fraud_Raynor, Feest and Miller | gas_transport | 63.81 | Kathy | Hughes | F | 02110 Lucas Freeway Suite 517 | Battle Creek | IA | 51,006 | 42.3327 | -95.6045 | 1,075 | Teacher, early years/pre | 1997-01-02 | 4de1087e0fc7148ce7fa20d061bffa4b | 1,371,955,615 | 41.686175 | -94.759024 | 0 |
6,443 | 2020-06-23 02:48:02 | 4,497,913,965,512,794,000 | fraud_Padberg-Welch | grocery_pos | 87.44 | Scott | Edwards | M | 838 Amy Street Suite 107 | Pembroke | NC | 28,372 | 34.6902 | -79.1834 | 14,783 | Hospital doctor | 1955-11-07 | f568e27fcb4d2c8b95a46fddd7a913a3 | 1,371,955,682 | 35.130609 | -78.279629 | 0 |
6,444 | 2020-06-23 02:48:30 | 675,909,898,057 | fraud_Johns-Hoeger | entertainment | 202.62 | Christopher | Henry | M | 1198 Robert Stravenue Apt. 479 | Armonk | NY | 10,504 | 41.136 | -73.7009 | 7,987 | Television/film/video producer | 1964-03-16 | 1f22a9590cbd200df9ab1c8fdc3d1323 | 1,371,955,710 | 41.967028 | -74.476409 | 0 |
6,445 | 2020-06-23 02:48:57 | 2,235,335,206,132,667 | fraud_Cummerata-Jones | gas_transport | 73.65 | Maria | Rosales | F | 6611 Parrish Garden Apt. 428 | Waynesfield | OH | 45,896 | 40.6072 | -83.9585 | 2,089 | Building control surveyor | 1963-06-22 | fe19f6cc50dde54f7bfdc373c396cc27 | 1,371,955,737 | 41.351094 | -84.799509 | 0 |
6,446 | 2020-06-23 02:49:16 | 374,238,209,524,200 | fraud_Stracke-Lemke | grocery_pos | 117.69 | Daniel | Martinez | M | 8510 Acevedo Burgs | Kent | OR | 97,033 | 45.0838 | -120.6649 | 60 | Museum education officer | 1942-04-03 | 046c82a88611702d4b6bbbb3fbe74250 | 1,371,955,756 | 44.257347 | -120.185678 | 0 |
6,447 | 2020-06-23 02:49:27 | 30,175,986,190,993 | fraud_Kutch LLC | gas_transport | 66.93 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | 93770d005291d7c1b1d371bcd92d2e36 | 1,371,955,767 | 48.05239 | -96.219587 | 0 |
6,448 | 2020-06-23 02:50:11 | 3,519,232,971,341,141 | fraud_Lemke-Gutmann | shopping_net | 4.12 | Michael | Jones | M | 754 Smith Isle | Amsterdam | OH | 43,903 | 40.4731 | -80.9596 | 2,208 | Mental health nurse | 1961-09-10 | b394f92e4966d9b8ad4a4b39b22836cb | 1,371,955,811 | 39.856175 | -80.889989 | 0 |
6,449 | 2020-06-23 02:50:20 | 2,296,006,538,441,789 | fraud_Cummings LLC | gas_transport | 50.43 | Judy | Hogan | F | 4970 Michelle Burgs | Brooklyn | NY | 11,217 | 40.6816 | -73.9798 | 2,504,700 | Medical sales representative | 1999-09-01 | 022477161019dcd10f37c5dfee0ccd51 | 1,371,955,820 | 40.700115 | -74.164237 | 0 |
6,450 | 2020-06-23 02:51:08 | 30,357,372,465,631 | fraud_Beier-Hyatt | shopping_pos | 2.95 | John | Nichols | M | 00821 Joanna Meadow | Dalton | WI | 53,926 | 43.6718 | -89.1918 | 1,628 | Civil Service fast streamer | 1967-09-30 | 6d19a157f9920accf7db0d1899478ece | 1,371,955,868 | 43.384109 | -88.255529 | 0 |
6,451 | 2020-06-23 02:51:44 | 3,560,725,013,359,375 | fraud_Welch Inc | misc_net | 277.57 | Brooke | Smith | F | 63542 Luna Brook Apt. 012 | Notrees | TX | 79,759 | 31.8599 | -102.7413 | 23 | Cytogeneticist | 1969-09-15 | 095906a3d1997a05d6153181d2e356a5 | 1,371,955,904 | 31.740522 | -102.902026 | 0 |
6,452 | 2020-06-23 02:52:33 | 4,425,161,475,596,168 | fraud_Harris, Gusikowski and Heaney | grocery_net | 97.98 | Brooke | Fisher | F | 815 Heather Divide Apt. 965 | San Angelo | TX | 76,905 | 31.4647 | -100.39 | 103,927 | Drilling engineer | 1962-06-27 | d59c29408c02c89d796cbeff2adc8400 | 1,371,955,953 | 30.604463 | -100.377219 | 0 |
6,453 | 2020-06-23 02:52:36 | 4,302,475,216,404,898 | fraud_Parker, Nolan and Trantow | entertainment | 34.72 | Daniel | Cain | M | 384 Newman Forks Apt. 370 | Belmond | IA | 50,421 | 42.8511 | -93.62 | 3,032 | Community pharmacist | 1964-08-08 | 0c133087769677adb66bd24728ee5ab7 | 1,371,955,956 | 43.573949 | -93.173131 | 0 |
6,454 | 2020-06-23 02:52:40 | 3,545,109,339,866,548 | fraud_Emard Inc | gas_transport | 46.25 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | bdbcda53e80b8382add1d82a2822d308 | 1,371,955,960 | 34.392203 | -91.379894 | 0 |
6,455 | 2020-06-23 02:53:08 | 3,519,232,971,341,141 | fraud_Jast Ltd | shopping_net | 3.2 | Michael | Jones | M | 754 Smith Isle | Amsterdam | OH | 43,903 | 40.4731 | -80.9596 | 2,208 | Mental health nurse | 1961-09-10 | eaff05da55e3263b875107869b2c79f2 | 1,371,955,988 | 40.059684 | -80.878265 | 0 |
6,456 | 2020-06-23 02:53:10 | 378,278,619,832,195 | fraud_Kutch, Steuber and Gerhold | food_dining | 63.22 | Mary | Mcintyre | F | 77921 Costa Villages | Eugene | OR | 97,403 | 44.0385 | -123.0614 | 191,096 | Scientist, physiological | 1964-04-06 | 9748b28dc8a026145302359b14a4bfc0 | 1,371,955,990 | 44.433072 | -123.597181 | 0 |
6,457 | 2020-06-23 02:53:12 | 6,595,970,453,799,027 | fraud_Hudson-Ratke | grocery_pos | 133.07 | Gina | Gomez | F | 72030 Shelton Crossing Apt. 742 | Stirling | NJ | 7,980 | 40.6774 | -74.4968 | 2,307 | Science writer | 1969-09-11 | b92ad22212d88a39d7c7a15b90aef98f | 1,371,955,992 | 41.413609 | -74.537504 | 0 |
6,458 | 2020-06-23 02:53:29 | 4,767,265,376,804,500 | fraud_Doyle Ltd | grocery_pos | 148.88 | Jennifer | Conner | F | 4655 David Island | Dublin | PA | 18,917 | 40.375 | -75.2045 | 2,158 | Transport planner | 1961-06-19 | 4701a7c765795e063132e191ee70638e | 1,371,956,009 | 41.141857 | -75.831843 | 0 |
6,459 | 2020-06-23 02:53:57 | 370,877,495,212,014 | fraud_Kutch-Hegmann | grocery_net | 68.31 | Sarah | Clark | F | 25961 Beverly Union Apt. 042 | North Wilkesboro | NC | 28,659 | 36.2017 | -81.1286 | 21,134 | Dispensing optician | 1984-03-06 | c8dc324699b7cafa45704a48d5b7346d | 1,371,956,037 | 35.244049 | -81.724287 | 0 |
6,460 | 2020-06-23 02:54:14 | 583,699,482,621 | fraud_Howe PLC | entertainment | 66.3 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | 67607be5217a553aaab563fc4f05d953 | 1,371,956,054 | 43.87387 | -90.039554 | 0 |
6,461 | 2020-06-23 02:55:04 | 4,990,494,243,023 | fraud_Schamberger-O'Keefe | grocery_pos | 106.4 | Martin | Ford | M | 56812 Francis Courts | Corriganville | MD | 21,524 | 39.6967 | -78.8031 | 626 | Energy engineer | 1960-12-13 | 73d772c3ee7bfa4e011ec57507211511 | 1,371,956,104 | 39.751477 | -78.587096 | 0 |
6,462 | 2020-06-23 02:55:11 | 4,223,708,906,367,574,000 | fraud_Turner and Sons | shopping_pos | 122.2 | Adam | Riddle | M | 27718 Mason Bypass | Mount Saint Joseph | OH | 45,051 | 39.0965 | -84.6431 | 177 | Exhibition designer | 1974-05-30 | 2af12d3e30fcceac319f1842cb9edd40 | 1,371,956,111 | 38.433151 | -85.430251 | 0 |
6,463 | 2020-06-23 02:55:17 | 3,581,130,339,108,561 | fraud_Lind-Buckridge | entertainment | 5.13 | Gregory | Wood | M | 622 Robert Summit | Akron | OH | 44,307 | 41.0695 | -81.5488 | 272,134 | Call centre manager | 1964-03-15 | f642a27dac88564ec929a6b378791145 | 1,371,956,117 | 40.61731 | -81.298823 | 0 |
6,464 | 2020-06-23 02:55:38 | 584,673,555,952 | fraud_Kuhic, Bins and Pfeffer | shopping_net | 22.07 | Jessica | Jordan | F | 071 Wise Trace | Coleharbor | ND | 58,531 | 47.5196 | -101.2332 | 307 | Make | 1930-08-13 | 5f28e94ec2fe688ecc2352e4bc2b057c | 1,371,956,138 | 47.140649 | -100.97351 | 0 |
6,465 | 2020-06-23 02:55:46 | 373,905,417,449,658 | fraud_Trantow PLC | grocery_net | 51.45 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | 8eaf95adfa4fb1094d333750bde34d94 | 1,371,956,146 | 32.647047 | -97.038064 | 0 |
6,466 | 2020-06-23 02:55:56 | 4,841,313,716,651,064 | fraud_Baumbach, Strosin and Nicolas | shopping_pos | 155.4 | Omar | Gay | M | 2161 Blankenship Freeway | West Hartford | VT | 5,084 | 43.7185 | -72.4439 | 140 | Development worker, community | 1989-10-28 | a806370ffbe891ba3eab999120ac5120 | 1,371,956,156 | 44.333253 | -72.091321 | 0 |
6,467 | 2020-06-23 02:56:36 | 3,554,849,923,339,851 | fraud_Spinka Inc | grocery_net | 89.76 | John | Hudson | M | 886 Nicole Key | Stillwater | OK | 74,074 | 36.1043 | -97.0609 | 55,345 | Cabin crew | 1948-05-01 | 29f2f8b5c721b8fb2eee5c411de83e18 | 1,371,956,196 | 36.455986 | -97.909281 | 0 |
6,468 | 2020-06-23 02:56:54 | 3,518,234,918,950,662 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 224.08 | Barbara | Lowe | F | 67210 Lori Creek | Sherman | TX | 75,092 | 33.6372 | -96.6184 | 46,563 | Systems developer | 1970-09-11 | 629841c6bafe4f286950abc57ed34b42 | 1,371,956,214 | 33.236033 | -97.591769 | 0 |
6,469 | 2020-06-23 02:57:08 | 3,535,808,924,394,848 | fraud_Ferry, Lynch and Kautzer | misc_net | 115.03 | Matthew | Myers | M | 4936 Michelle Points | Tower Hill | IL | 62,571 | 39.39 | -88.9597 | 1,532 | Radio broadcast assistant | 1980-01-09 | 5e417e104c25977c35fe0bb9d4ebc057 | 1,371,956,228 | 40.111769 | -88.079788 | 0 |
6,470 | 2020-06-23 02:58:39 | 4,550,599,031,376,731 | fraud_Friesen Inc | shopping_pos | 189.9 | Angela | West | F | 9471 Wong Islands | Mansfield | OH | 44,902 | 40.7559 | -82.5123 | 92,985 | Press photographer | 1968-05-29 | 3f637ed6dd562388e184cadb1c594c87 | 1,371,956,319 | 40.670419 | -82.570736 | 0 |
6,471 | 2020-06-23 02:58:47 | 213,141,712,584,544 | fraud_Heller-Langosh | gas_transport | 72.24 | Margaret | Curtis | F | 742 Oneill Shore | Florence | MS | 39,073 | 32.153 | -90.1217 | 19,685 | Fine artist | 1984-12-24 | e7f0043808d468ac93cb7c54e1ee6e06 | 1,371,956,327 | 32.265006 | -90.377547 | 0 |
6,472 | 2020-06-23 02:59:09 | 6,011,917,798,331,152 | fraud_Durgan-Auer | misc_net | 61.46 | William | Johnson | M | 50843 Vincent Mission | South Londonderry | VT | 5,155 | 43.1699 | -72.8515 | 828 | Scientific laboratory technician | 1957-08-30 | 4803f2324618d0262266e57c755c3382 | 1,371,956,349 | 43.303994 | -73.287004 | 0 |
6,473 | 2020-06-23 02:59:28 | 3,559,679,414,981,506 | fraud_Harris Inc | gas_transport | 84.16 | Olivia | Stephenson | F | 292 Cassidy Oval | Lowville | NY | 13,367 | 43.7893 | -75.4156 | 8,830 | Theme park manager | 1991-03-29 | 2155d0a2b489a2583821b4414ee41dc4 | 1,371,956,368 | 44.371744 | -75.223558 | 0 |
6,474 | 2020-06-23 03:00:13 | 4,992,346,398,065,154,000 | fraud_Koepp-Parker | grocery_pos | 136.22 | Benjamin | Kim | M | 920 Patrick Light | Mc Nabb | IL | 61,335 | 41.173 | -89.2187 | 532 | Audiological scientist | 1956-01-09 | 13bc6f7747160babb122db24517c815c | 1,371,956,413 | 40.716509 | -89.34069 | 0 |
6,475 | 2020-06-23 03:00:34 | 630,484,879,808 | fraud_Beier-Hyatt | shopping_pos | 121.91 | Ian | Patton | M | 8088 Sherman Radial Suite 689 | Helm | CA | 93,627 | 36.4992 | -120.0936 | 123 | Early years teacher | 1973-02-07 | 8660709d960c6ad0fde1ddd88d2a344d | 1,371,956,434 | 35.780238 | -119.744344 | 0 |
6,476 | 2020-06-23 03:01:16 | 372,509,258,176,510 | fraud_Klocko LLC | misc_net | 15.05 | Kristen | Hanson | F | 26544 Andrea Glen | Goodrich | MI | 48,438 | 42.9147 | -83.4845 | 6,951 | Learning disability nurse | 1985-06-18 | d47562755b2ac42253a885372423bd9e | 1,371,956,476 | 42.119837 | -83.536776 | 0 |
6,477 | 2020-06-23 03:01:19 | 3,561,963,695,236,764 | fraud_Hintz-Bruen | grocery_net | 54.59 | Michael | Lee | M | 7915 Dawn Roads Apt. 544 | Shelter Island | NY | 11,964 | 41.064 | -72.3366 | 1,858 | Clinical biochemist | 1984-03-03 | b039084fa7b07edb1c1893608df6ed67 | 1,371,956,479 | 40.539017 | -73.225086 | 0 |
6,478 | 2020-06-23 03:01:41 | 3,560,336,828,629,935 | fraud_Huel Ltd | misc_net | 1.18 | Christopher | White | M | 13613 Hammond Ferry | Clutier | IA | 52,217 | 42.0789 | -92.3763 | 590 | Embryologist, clinical | 1953-03-30 | 88962b71330d1b8d6782f005d852ce18 | 1,371,956,501 | 42.048709 | -91.922484 | 0 |
6,479 | 2020-06-23 03:02:04 | 4,935,858,973,307,492 | fraud_Monahan, Bogisich and Ledner | misc_pos | 32.86 | Lance | Wagner | M | 6003 Brady Shoal Apt. 449 | Irwinton | GA | 31,042 | 32.8088 | -83.174 | 1,841 | Film/video editor | 1975-06-01 | 023c25802ef760098f8ae5ce69e95e61 | 1,371,956,524 | 32.118625 | -82.720736 | 0 |
6,480 | 2020-06-23 03:02:14 | 2,222,157,926,772,399 | fraud_McDermott-Weimann | grocery_pos | 92.49 | Amy | Garrett | F | 6014 Thomas Throughway | Trenton | TX | 75,490 | 33.4235 | -96.3398 | 2,211 | Investment banker, operational | 1987-02-26 | 302224393bc437b6fd5faa8fee5161b4 | 1,371,956,534 | 33.772831 | -95.530146 | 0 |
6,481 | 2020-06-23 03:02:51 | 4,128,730,454,058,057,700 | fraud_Torp-Labadie | gas_transport | 58.95 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 284983af62598822dc9e9de6c94a6ab7 | 1,371,956,571 | 31.302562 | -94.225324 | 0 |
6,482 | 2020-06-23 03:03:05 | 573,860,193,545 | fraud_Wolf Inc | grocery_pos | 60.66 | Cristian | Jones | M | 0423 Kirby Field Suite 623 | Wilmette | IL | 60,091 | 42.0765 | -87.7246 | 27,020 | Trade mark attorney | 1986-07-23 | 25e8ef99ac0f60598fdb33a3180ef234 | 1,371,956,585 | 42.342841 | -86.855163 | 0 |
6,483 | 2020-06-23 03:03:11 | 3,558,652,751,678,952 | fraud_Kuhn LLC | shopping_pos | 7.82 | Teresa | Blankenship | F | 6638 Lucero Mill Suite 952 | Karnack | TX | 75,661 | 32.6205 | -94.2 | 2,807 | Chiropodist | 1931-01-26 | a0df1f3cbf897299afeca9f072ba9bf9 | 1,371,956,591 | 31.692305 | -94.090149 | 0 |
6,484 | 2020-06-23 03:03:23 | 2,358,122,155,477,959 | fraud_Greenholt, O'Hara and Balistreri | shopping_net | 2.5 | Mike | Tran | M | 17355 Mendoza Bypass Suite 059 | Linthicum Heights | MD | 21,090 | 39.2092 | -76.6681 | 9,784 | Conservator, furniture | 1924-10-30 | 3876337d6cef2f7454d79304d4439aae | 1,371,956,603 | 39.70432 | -76.253175 | 0 |
6,485 | 2020-06-23 03:03:30 | 2,512,312,531,485,080 | fraud_Cormier, Stracke and Thiel | entertainment | 6.46 | John | Mccormick | M | 79414 Clark Lakes Suite 966 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Producer, radio | 1956-10-08 | 5118b23303875e1d83aa749d84d83538 | 1,371,956,610 | 42.226845 | -83.053734 | 0 |
6,486 | 2020-06-23 03:05:57 | 4,302,475,216,404,898 | fraud_Towne, Greenholt and Koepp | shopping_net | 8.25 | Daniel | Cain | M | 384 Newman Forks Apt. 370 | Belmond | IA | 50,421 | 42.8511 | -93.62 | 3,032 | Community pharmacist | 1964-08-08 | e228d008f542d18fe09f1df49ef2ad07 | 1,371,956,757 | 42.313242 | -93.223809 | 0 |
6,487 | 2020-06-23 03:06:12 | 3,573,030,041,201,292 | fraud_Kovacek, Dibbert and Ondricka | grocery_pos | 120.37 | Joanne | Williams | F | 3638 Marsh Union | Altonah | UT | 84,002 | 40.3207 | -110.436 | 302 | Sales professional, IT | 1990-01-17 | 5fced974c68a40ccb5466bc78687c12e | 1,371,956,772 | 40.406316 | -110.964579 | 0 |
6,488 | 2020-06-23 03:06:35 | 4,788,103,653,396 | fraud_Hermann-Gaylord | misc_pos | 7.36 | Kristin | Williams | F | 36366 Smith Road | Miamisburg | OH | 45,342 | 39.6321 | -84.2675 | 36,784 | Investment banker, corporate | 1941-07-31 | ab5552bf157814136dd791ada41bb786 | 1,371,956,795 | 40.053317 | -84.482275 | 0 |
6,489 | 2020-06-23 03:06:52 | 3,531,129,874,770,000 | fraud_Schmitt Ltd | misc_net | 35.19 | Shelby | Mitchell | F | 974 Cindy Stream | Brandon | VT | 5,733 | 43.8065 | -73.0882 | 5,895 | Scientist, marine | 1975-07-13 | 83eb9e7f39dd34b02848096f6e8e0faf | 1,371,956,812 | 42.982392 | -72.155287 | 0 |
6,490 | 2020-06-23 03:07:22 | 373,905,417,449,658 | fraud_Doyle Ltd | grocery_pos | 220.35 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | d1c188e2441b4525512f000ebe536caf | 1,371,956,842 | 32.382773 | -96.803517 | 0 |
6,491 | 2020-06-23 03:07:42 | 213,156,747,557,083 | fraud_Barton Inc | grocery_pos | 66.3 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | 409a77f5c2129aec64b06ce02362b8d5 | 1,371,956,862 | 33.844038 | -118.806721 | 0 |
6,492 | 2020-06-23 03:08:39 | 3,533,800,906,065,217 | fraud_Wolf Inc | grocery_pos | 121.3 | Amber | Thornton | F | 840 Werner Lock Apt. 852 | Campbell | NE | 68,932 | 40.2967 | -98.737 | 493 | Surveyor, minerals | 1940-09-13 | cf6eb7083a285f73234c823afd237dd2 | 1,371,956,919 | 40.573998 | -98.389391 | 0 |
6,493 | 2020-06-23 03:08:45 | 3,540,862,542,587,229 | fraud_Kassulke PLC | shopping_net | 3.76 | Nancy | Roach | F | 376 Brown Courts | Yellowstone National Park | WY | 82,190 | 44.7957 | -110.6137 | 369 | Materials engineer | 1941-11-16 | 0909e173ebd3cfcc6877a166f9664538 | 1,371,956,925 | 44.722763 | -111.270327 | 0 |
6,494 | 2020-06-23 03:09:01 | 580,954,173,374 | fraud_Mante Group | misc_net | 3.63 | Jessica | Benitez | F | 31281 Thomas Inlet | Montrose | NY | 10,548 | 41.2496 | -73.9446 | 3,487 | Race relations officer | 1960-01-13 | f66c379f4188b83bd6c21526473def68 | 1,371,956,941 | 40.752589 | -74.749578 | 0 |
6,495 | 2020-06-23 03:09:34 | 4,873,783,502,705,038 | fraud_Yost, Block and Koepp | misc_pos | 62.13 | Elizabeth | Maxwell | F | 194 Goodman Fall Apt. 569 | Burlington | WA | 98,233 | 48.4786 | -122.3345 | 14,871 | Public house manager | 1974-03-10 | 51bfd4036fb44e95994787e4713bef78 | 1,371,956,974 | 48.461078 | -123.313405 | 0 |
6,496 | 2020-06-23 03:10:01 | 2,266,735,643,685,262 | fraud_Cummings LLC | gas_transport | 60.42 | Carlos | Chung | M | 8957 Russell Key | Grant | AL | 35,747 | 34.4959 | -86.259 | 5,901 | Curator | 1972-07-25 | 3aef0c71e3cc16a6b39b7096bd81b42e | 1,371,957,001 | 34.433641 | -85.492839 | 0 |
6,497 | 2020-06-23 03:10:05 | 4,266,200,684,857,219 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 85.59 | Joshua | Bryant | M | 5452 Patricia Inlet Apt. 280 | Nelson | NE | 68,961 | 40.201 | -98.0684 | 732 | Television/film/video producer | 1956-12-13 | 374a04f65e967d7ddc1649d92bf1141f | 1,371,957,005 | 41.184847 | -98.98303 | 0 |
6,498 | 2020-06-23 03:10:26 | 3,527,063,666,782,582 | fraud_Kihn, Abernathy and Douglas | shopping_net | 2.41 | Amanda | Alexander | F | 21810 James Mall | Camden | TX | 75,934 | 30.9 | -94.7547 | 99 | Colour technologist | 1965-11-21 | 81a2600b87eadb9f2955512090139a88 | 1,371,957,026 | 30.407653 | -94.663801 | 0 |
6,499 | 2020-06-23 03:10:30 | 4,716,561,796,955,522 | fraud_O'Keefe-Hudson | grocery_pos | 114.29 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | 0b13798e1695846cf43b6bd2faa601aa | 1,371,957,030 | 48.059825 | -113.425477 | 0 |
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