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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
18,400 | 2019-01-12 02:52:53 | 377,234,009,633,447 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 134.41 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | bbf48e1aadf9b0360e682c4516bf622b | 1,326,336,773 | 39.78453 | -77.040688 | 0 |
18,401 | 2019-01-12 02:53:13 | 345,933,964,507,467 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 45.95 | Carol | Dillon | F | 27479 Reeves Dale | Whaleyville | MD | 21,872 | 38.4121 | -75.2811 | 718 | Regulatory affairs officer | 1985-03-19 | 081d1c5ed9b7d7785989f05a5142ab8b | 1,326,336,793 | 39.146695 | -75.942912 | 0 |
18,402 | 2019-01-12 02:58:52 | 676,308,307,625 | fraud_Welch Inc | misc_net | 8.92 | Donald | Evans | M | 1287 Michael Roads | Washoe Valley | NV | 89,704 | 39.2669 | -119.8174 | 4,290 | Animal nutritionist | 1989-12-10 | a144286af69b209d6a35e386f6d2bf59 | 1,326,337,132 | 39.287908 | -120.660264 | 0 |
18,403 | 2019-01-12 02:59:41 | 3,520,550,088,202,337 | fraud_Erdman-Kertzmann | gas_transport | 61.77 | Micheal | Walters | M | 15315 Vaughn Park Suite 356 | Hovland | MN | 55,606 | 47.8342 | -90.0476 | 272 | Freight forwarder | 2001-07-05 | 7fc35b8d4c01b6e4ebee0290890053aa | 1,326,337,181 | 47.967887 | -90.992589 | 0 |
18,404 | 2019-01-12 03:00:02 | 4,561,892,980,175 | fraud_Tillman, Dickinson and Labadie | gas_transport | 61.54 | Jacqueline | Allen | F | 166 Lisa Fords | Greenwood | IN | 46,143 | 39.596 | -86.1309 | 78,968 | Financial adviser | 1968-02-10 | 408f212b9aad571a0fefe5900fc02bbf | 1,326,337,202 | 40.246715 | -87.002641 | 0 |
18,405 | 2019-01-12 03:02:46 | 3,560,318,482,131,952 | fraud_Schmitt Inc | gas_transport | 36.11 | William | Skinner | M | 524 Wu Spurs Suite 894 | Mount Hope | AL | 35,651 | 34.4793 | -87.4769 | 1,312 | Librarian, academic | 1955-02-01 | 69a4ad1fe913d38764935929490a3762 | 1,326,337,366 | 33.822436 | -87.601132 | 0 |
18,406 | 2019-01-12 03:17:46 | 6,523,180,720,198,790 | fraud_Swaniawski, Lowe and Robel | shopping_pos | 9.06 | Alan | Taylor | M | 560 Molina Path | Oakdale | NY | 11,769 | 40.7382 | -73.1297 | 9,506 | Biochemist, clinical | 1953-04-13 | 842594f97c5cf1907bbc78ff69b77019 | 1,326,338,266 | 41.011456 | -73.609939 | 0 |
18,407 | 2019-01-12 03:18:55 | 374,930,071,163,758 | fraud_Lind, Huel and McClure | gas_transport | 72.28 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | b069f8caab4d6a640887f4790fa1f55b | 1,326,338,335 | 41.359159 | -83.186926 | 0 |
18,408 | 2019-01-12 03:18:57 | 374,238,209,524,200 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 133.83 | Daniel | Martinez | M | 8510 Acevedo Burgs | Kent | OR | 97,033 | 45.0838 | -120.6649 | 60 | Museum education officer | 1942-04-03 | eae096895a93a58ad0380b7bbada87bf | 1,326,338,337 | 45.502294 | -120.681528 | 0 |
18,409 | 2019-01-12 03:22:19 | 30,487,648,872,433 | fraud_Roob LLC | grocery_net | 46.09 | Stephanie | Crane | F | 144 Martinez Curve | Central | IN | 47,110 | 38.097 | -86.1723 | 350 | Counsellor | 1955-01-05 | 943efee40e2c49e542563f304846f5aa | 1,326,338,539 | 37.21134 | -86.319003 | 0 |
18,410 | 2019-01-12 03:24:37 | 4,587,577,161,160,601 | fraud_Bauch-Raynor | grocery_pos | 368.43 | Tina | Lawrence | F | 12444 Jacob Pines | Nobleboro | ME | 4,555 | 44.0943 | -69.4828 | 1,643 | Financial trader | 1976-04-12 | 4d65e011457ac56f98abd2ef3c891bdb | 1,326,338,677 | 45.027193 | -69.570034 | 1 |
18,411 | 2019-01-12 03:25:52 | 180,011,453,250,192 | fraud_Labadie, Treutel and Bode | shopping_net | 78.33 | Craig | Dunn | M | 721 Jacqueline Brooks | New Boston | IL | 61,272 | 41.2153 | -90.9879 | 1,504 | Manufacturing engineer | 1993-10-05 | 3004eabc22f50e1c5e54aa90e5f5fef5 | 1,326,338,752 | 41.120596 | -90.914413 | 0 |
18,412 | 2019-01-12 03:27:49 | 4,259,996,134,423 | fraud_Schultz, Simonis and Little | grocery_pos | 129.29 | Julie | Johnson | F | 9331 Robert Passage Suite 327 | Hudson | KS | 67,545 | 38.1485 | -98.6408 | 215 | Probation officer | 1968-11-22 | 7bc943d6347eaee49b65977bd6f532f7 | 1,326,338,869 | 39.110163 | -98.431797 | 0 |
18,413 | 2019-01-12 03:28:11 | 2,305,336,922,781,618 | fraud_Stiedemann Inc | misc_pos | 4.06 | Jeffrey | Rice | M | 21447 Powell Circle | Moulton | IA | 52,572 | 40.6866 | -92.6833 | 1,132 | Probation officer | 1961-02-14 | 28871de91536e63bc682a37b313257d3 | 1,326,338,891 | 39.815434 | -92.214932 | 0 |
18,414 | 2019-01-12 03:29:26 | 4,536,996,888,716,062,000 | fraud_Bins-Rice | gas_transport | 72.78 | Nathan | Mendoza | M | 767 Adam Mill Apt. 115 | Espanola | NM | 87,533 | 35.9866 | -106.0654 | 18,408 | Historic buildings inspector/conservation officer | 1972-07-18 | 543548d5a5091eeaad62e67f86962b1d | 1,326,338,966 | 36.678284 | -106.879445 | 0 |
18,415 | 2019-01-12 03:30:15 | 348,379,466,427,142 | fraud_Spencer-Runolfsson | misc_pos | 3.79 | Michael | Rowe | M | 7428 Martinez Flats | Melbourne | FL | 32,935 | 28.1384 | -80.6524 | 139,650 | Database administrator | 1957-01-23 | 0448a5928ace761e4ec30e8c1666be76 | 1,326,339,015 | 29.007649 | -80.04218 | 0 |
18,416 | 2019-01-12 03:31:27 | 342,952,484,382,519 | fraud_Schumm, Bauch and Ondricka | grocery_pos | 88.81 | Kayla | Jones | F | 6033 Young Track Suite 804 | East Canaan | CT | 6,024 | 42.0158 | -73.2913 | 647 | Comptroller | 1987-09-26 | e10b4f1e41617a594673494043fa644b | 1,326,339,087 | 42.644299 | -73.310624 | 0 |
18,417 | 2019-01-12 03:31:55 | 3,513,618,443,244,549 | fraud_Heller, Gutmann and Zieme | grocery_pos | 140.25 | Amber | Perez | F | 954 Reyes Ways | Fulton | SD | 57,340 | 43.7588 | -97.8712 | 355 | Financial adviser | 1955-06-26 | 19fbf0cefdf7d1df35d7c0ab2197ca6a | 1,326,339,115 | 43.680705 | -97.919833 | 0 |
18,418 | 2019-01-12 03:35:02 | 3,596,217,206,093,829 | fraud_Schumm, Bauch and Ondricka | grocery_pos | 79.08 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | 80413bc40e714277ffb17b65474650cb | 1,326,339,302 | 40.166372 | -92.482955 | 0 |
18,419 | 2019-01-12 03:35:49 | 3,533,012,926,413,100 | fraud_Dach-Nader | misc_net | 53.24 | Megan | Bernard | F | 128 Nathan Ramp | Barneveld | NY | 13,304 | 43.2237 | -75.1612 | 1,684 | IT trainer | 1994-03-01 | 566150ff13e042d38f9836e2e5f2c990 | 1,326,339,349 | 43.717879 | -74.38083 | 0 |
18,420 | 2019-01-12 03:36:08 | 370,348,764,075,623 | fraud_Jakubowski Group | food_dining | 174.04 | Christopher | Gomez | M | 950 Dunn Squares | Tickfaw | LA | 70,466 | 30.5668 | -90.482 | 8,512 | Accountant, chartered public finance | 1951-09-03 | 11a5f5fb80fd0326e5e7d98380f0a761 | 1,326,339,368 | 30.527249 | -89.980073 | 0 |
18,421 | 2019-01-12 03:36:28 | 4,926,376,199,189,801 | fraud_Kemmer-Reinger | grocery_net | 54.12 | Claire | Davis | F | 83685 Matthew Center Suite 870 | Cherokee Village | AR | 72,529 | 36.3011 | -91.5281 | 4,726 | Pharmacologist | 1977-06-07 | 4b7dfdb9fba155142af590aa19bfbab6 | 1,326,339,388 | 35.719895 | -90.598283 | 0 |
18,422 | 2019-01-12 03:40:03 | 4,488,258,847,705,225,700 | fraud_Effertz LLC | entertainment | 3 | Jessica | Shaw | F | 5745 Blair Locks | West Columbia | SC | 29,170 | 33.9568 | -81.1405 | 52,126 | Chemical engineer | 1929-08-23 | aa4f747312249edc045e46626c77a4d4 | 1,326,339,603 | 33.927634 | -80.547057 | 0 |
18,423 | 2019-01-12 03:40:49 | 375,248,307,838,179 | fraud_Lockman, West and Runte | grocery_pos | 128.42 | Joshua | Mendoza | M | 4215 Miranda Field Suite 326 | Tallmansville | WV | 26,237 | 38.8564 | -80.158 | 571 | Accounting technician | 1967-09-16 | 29e81025b5f8edfb327835724a99f5b3 | 1,326,339,649 | 38.067023 | -79.166596 | 0 |
18,424 | 2019-01-12 03:41:09 | 3,511,378,610,369,890 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 47.51 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | 419880517f036cb1337ae3ad875f9fff | 1,326,339,669 | 35.297204 | -86.091831 | 0 |
18,425 | 2019-01-12 03:43:17 | 4,550,599,031,376,731 | fraud_Klein Group | entertainment | 26.87 | Angela | West | F | 9471 Wong Islands | Mansfield | OH | 44,902 | 40.7559 | -82.5123 | 92,985 | Press photographer | 1968-05-29 | 8407fd51d6d0b360d7483370d392fc65 | 1,326,339,797 | 39.832897 | -83.077385 | 0 |
18,426 | 2019-01-12 03:43:47 | 4,683,638,447,911 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 96.24 | Daniel | Boyd | M | 8925 Nicholas Points | Egan | LA | 70,531 | 30.251 | -92.5002 | 1,261 | Broadcast presenter | 1972-07-01 | ae07d6e6117988724af4aaf5f26bbdd9 | 1,326,339,827 | 29.660458 | -93.268258 | 0 |
18,427 | 2019-01-12 03:46:38 | 4,981,132,848,794 | fraud_Huel Ltd | misc_net | 58.96 | Joseph | Spencer | M | 7854 Stephanie Island Suite 788 | Holloway | OH | 43,985 | 40.0113 | -80.9701 | 128 | Child psychotherapist | 1946-04-03 | 516dd56229d70681dcdf5e984871f06d | 1,326,339,998 | 39.32918 | -81.857557 | 0 |
18,428 | 2019-01-12 03:47:28 | 30,487,648,872,433 | fraud_Koss and Sons | gas_transport | 93.37 | Stephanie | Crane | F | 144 Martinez Curve | Central | IN | 47,110 | 38.097 | -86.1723 | 350 | Counsellor | 1955-01-05 | ed8ab3811223dc87280618879b0bad5f | 1,326,340,048 | 39.034071 | -86.146765 | 0 |
18,429 | 2019-01-12 03:47:34 | 4,646,845,581,490,336,000 | fraud_Boehm, Block and Jakubowski | misc_pos | 48.7 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | 9c02353e9f1b1f28659cab733e1da486 | 1,326,340,054 | 40.843977 | -73.608232 | 0 |
18,430 | 2019-01-12 03:47:48 | 3,554,849,923,339,851 | fraud_Raynor, Reinger and Hagenes | gas_transport | 85.94 | John | Hudson | M | 886 Nicole Key | Stillwater | OK | 74,074 | 36.1043 | -97.0609 | 55,345 | Cabin crew | 1948-05-01 | 918921b816ea621f0d8a687026bfb9cd | 1,326,340,068 | 36.63831 | -97.850565 | 0 |
18,431 | 2019-01-12 03:48:07 | 581,686,439,828 | fraud_Koepp-Witting | grocery_pos | 328.68 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 90e7917ee506a5b1ea068bdf2fac064b | 1,326,340,087 | 42.148618 | -79.398595 | 1 |
18,432 | 2019-01-12 03:52:58 | 213,154,573,301,411 | fraud_Jacobi and Sons | shopping_pos | 152.77 | Christopher | Sheppard | M | 39218 Baker Shoals | Bristow | IN | 47,515 | 38.1981 | -86.6821 | 965 | Horticultural therapist | 1982-02-10 | d4b826e0f617ba2d0d4bc84c358c0686 | 1,326,340,378 | 38.363502 | -86.273666 | 0 |
18,433 | 2019-01-12 04:00:41 | 4,255,397,449,664,186,000 | fraud_Rowe, Batz and Goodwin | grocery_pos | 125.53 | George | Smith | M | 7377 Walton Extensions Apt. 979 | Dallas | TX | 75,236 | 32.69 | -96.9177 | 1,263,321 | Designer, interior/spatial | 1952-09-27 | 54ecdae0de7096664121f28b641f97e5 | 1,326,340,841 | 32.295716 | -96.385424 | 0 |
18,434 | 2019-01-12 04:01:29 | 30,026,790,933,302 | fraud_Kutch and Sons | grocery_pos | 112.87 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | 79fb17d64cd26d8544ea4e81f764ce1b | 1,326,340,889 | 32.487446 | -90.751794 | 0 |
18,435 | 2019-01-12 04:03:13 | 4,045,036,286,570,100,700 | fraud_Cartwright-Harris | grocery_pos | 86.91 | Bianca | Scott | F | 9588 Cox Rapid Apt. 257 | Atglen | PA | 19,310 | 39.9458 | -75.9703 | 3,066 | Product manager | 1928-07-15 | 6ddc8b88b746f35c8b84d0a7fb031fd2 | 1,326,340,993 | 39.260354 | -75.987723 | 0 |
18,436 | 2019-01-12 04:03:19 | 4,208,110,975,550,360,000 | fraud_Macejkovic-Lesch | shopping_pos | 141.19 | David | Bonilla | M | 82073 Jessica Camp | West Green | GA | 31,567 | 31.6143 | -82.7243 | 782 | Audiological scientist | 1982-01-16 | 4f9cc050a1dae9972771fe577f8cab6f | 1,326,340,999 | 32.513045 | -83.284845 | 0 |
18,437 | 2019-01-12 04:05:03 | 6,502,195,877,055,606 | fraud_Hackett-Lueilwitz | grocery_pos | 94.22 | Nathan | Byrd | M | 155 Gregory Mount Suite 791 | Red Cliff | CO | 81,649 | 39.4584 | -106.3851 | 277 | Human resources officer | 1985-04-03 | eeea8a434c4cd4e9cb05028ad8778a9d | 1,326,341,103 | 38.627505 | -105.870737 | 0 |
18,438 | 2019-01-12 04:05:27 | 4,070,511,711,385,545 | fraud_Dooley Inc | shopping_pos | 3.67 | Stephanie | Hopkins | F | 44089 Carrie Crossing Suite 954 | Falls City | TX | 78,113 | 28.9814 | -98.0156 | 2,435 | Engineer, mining | 1967-04-09 | 11b70d8e8aa12d4ec8dd555049b92f14 | 1,326,341,127 | 28.986967 | -98.813292 | 0 |
18,439 | 2019-01-12 04:06:17 | 2,291,163,933,867,244 | fraud_Rodriguez, Yost and Jenkins | misc_net | 3.86 | Jeff | Elliott | M | 351 Darlene Green | Columbia | SC | 29,209 | 33.9659 | -80.9355 | 333,497 | Mechanical engineer | 1968-03-19 | e6b2821f562615740dd6dc6a10bd018b | 1,326,341,177 | 33.666702 | -81.148221 | 0 |
18,440 | 2019-01-12 04:06:31 | 4,134,456,652,433,447 | fraud_Pacocha-Bauch | shopping_pos | 4.3 | Lawrence | Ellis | M | 1471 Alicia Flat Apt. 993 | Springfield Gardens | NY | 11,413 | 40.6645 | -73.7559 | 38,912 | Production manager | 1961-11-07 | 1836a449ffacd2cddef02c50f39ddcfc | 1,326,341,191 | 39.894733 | -74.404898 | 0 |
18,441 | 2019-01-12 04:07:34 | 676,281,772,837 | fraud_Ernser-Lynch | food_dining | 57.89 | Alicia | Bishop | F | 222 Freeman Islands | Whigham | GA | 39,897 | 30.8836 | -84.3246 | 3,430 | Editor, commissioning | 1950-03-25 | c2fff604eeab4454d3f93db030abde3c | 1,326,341,254 | 30.180514 | -84.112443 | 0 |
18,442 | 2019-01-12 04:10:37 | 2,256,234,701,263,057 | fraud_Baumbach, Strosin and Nicolas | shopping_pos | 8.51 | Christopher | Grimes | M | 39631 Dunn Radial | Grantham | NH | 3,753 | 43.5103 | -72.1334 | 2,971 | Charity fundraiser | 1948-04-11 | d8a400bbd025ed597fb7a3d525612d27 | 1,326,341,437 | 42.848333 | -72.600379 | 0 |
18,443 | 2019-01-12 04:10:51 | 3,583,635,130,604,947 | fraud_Turner, Ruecker and Parisian | misc_pos | 64.12 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | 82264ed7fef01ea55d125333d5a65eeb | 1,326,341,451 | 39.252792 | -75.704779 | 0 |
18,444 | 2019-01-12 04:11:47 | 630,441,765,090 | fraud_Bernhard, Grant and Langworth | shopping_pos | 402.52 | Susan | Washington | F | 759 Erin Mount Suite 956 | May | TX | 76,857 | 31.9571 | -98.9656 | 1,791 | Corporate investment banker | 1965-07-26 | 5d7f0563f14ddc7406ae814b11b8033b | 1,326,341,507 | 32.47822 | -98.11413 | 0 |
18,445 | 2019-01-12 04:12:43 | 30,235,438,713,303 | fraud_Bartoletti-Wunsch | gas_transport | 67.99 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | 22c9b82a773d7a9cc44f03a7a6f64f42 | 1,326,341,563 | 39.333536 | -80.974766 | 0 |
18,446 | 2019-01-12 04:14:00 | 4,973,530,368,125,489,000 | fraud_Kilback LLC | grocery_pos | 84.25 | Mary | Rodriguez | F | 8986 Fitzgerald Plains | Winslow | AR | 72,959 | 35.8312 | -94.1187 | 2,786 | Musician | 1965-09-27 | b22a02b279367bc8def03478d4e6bea8 | 1,326,341,640 | 35.053859 | -94.890393 | 0 |
18,447 | 2019-01-12 04:14:21 | 370,877,495,212,014 | fraud_Heller-Abshire | grocery_net | 99.74 | Sarah | Clark | F | 25961 Beverly Union Apt. 042 | North Wilkesboro | NC | 28,659 | 36.2017 | -81.1286 | 21,134 | Dispensing optician | 1984-03-06 | 2e3db9ef9f73d0998d59682b4e7ca848 | 1,326,341,661 | 37.16488 | -81.470887 | 0 |
18,448 | 2019-01-12 04:15:33 | 213,113,338,379,864 | fraud_Dibbert and Sons | entertainment | 255.28 | Larry | Vaughan | M | 83555 Melinda Spurs | Kingsville | MD | 21,087 | 39.4558 | -76.4147 | 5,451 | Science writer | 1961-12-05 | b77582501f1d4c3e77623e32356eede3 | 1,326,341,733 | 38.636438 | -75.585037 | 0 |
18,449 | 2019-01-12 04:19:58 | 375,767,678,113,375 | fraud_Williamson LLC | misc_pos | 43.83 | Christopher | Patterson | M | 16744 Campbell Wall Apt. 372 | Timberville | VA | 22,853 | 38.6476 | -78.7717 | 4,367 | Waste management officer | 1962-04-12 | e87d4895505aa07f29135e1478c1a450 | 1,326,341,998 | 39.250756 | -78.598051 | 0 |
18,450 | 2019-01-12 04:20:58 | 3,576,431,665,303,017 | fraud_Cartwright-Harris | grocery_pos | 189.21 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | cc6fb89c40c87d1ed3eaf78ca88e7226 | 1,326,342,058 | 33.978941 | -111.122073 | 0 |
18,451 | 2019-01-12 04:21:49 | 4,092,452,671,396,169,700 | fraud_Kuhic LLC | shopping_net | 5.35 | Jeffrey | Vargas | M | 478 Alexandria Mount | Bolton | NC | 28,423 | 34.3091 | -78.3372 | 2,290 | Engineer, biomedical | 1945-12-07 | f3bbaab679f1913480a3768c65c1192b | 1,326,342,109 | 34.83031 | -79.04691 | 0 |
18,452 | 2019-01-12 04:22:32 | 213,120,463,918,358 | fraud_Zemlak Group | misc_net | 13.39 | Willie | Jordan | M | 529 West Key | Spearsville | LA | 71,277 | 32.955 | -92.587 | 1,758 | Psychologist, forensic | 1957-08-08 | 5416bd18aeb485357f16fffebac07003 | 1,326,342,152 | 33.165081 | -91.767586 | 0 |
18,453 | 2019-01-12 04:22:41 | 3,591,919,803,438,423 | fraud_McDermott-Weimann | grocery_pos | 79.55 | Brian | Williams | M | 32941 Krystal Mill Apt. 552 | Titusville | FL | 32,780 | 28.5697 | -80.8191 | 54,767 | Set designer | 1987-07-25 | 3a2d2c31f0cfb0951363004c27cc3949 | 1,326,342,161 | 27.708229 | -81.168561 | 0 |
18,454 | 2019-01-12 04:24:29 | 3,512,365,128,314,616 | fraud_Lockman Ltd | grocery_pos | 21.45 | Francisco | Kemp | M | 9554 Flores Drive | Arnold | MO | 63,010 | 38.4305 | -90.387 | 35,439 | Land/geomatics surveyor | 1985-03-31 | 8dd7f6d420d02d1caf66d2641a5d16a0 | 1,326,342,269 | 37.485174 | -90.367442 | 0 |
18,455 | 2019-01-12 04:26:02 | 2,383,461,948,823,908 | fraud_Pfeffer and Sons | shopping_pos | 76.67 | Patrick | Vaughan | M | 651 Miller Common | Parsonsfield | ME | 4,047 | 43.745 | -70.9092 | 1,892 | Audiological scientist | 1956-03-02 | 9e9c9bf2652bae011b417415b05d1646 | 1,326,342,362 | 42.929836 | -71.473 | 0 |
18,456 | 2019-01-12 04:27:03 | 180,017,442,990,269 | fraud_Roob, Conn and Tremblay | shopping_pos | 7.24 | Michelle | Anderson | F | 28311 Dennis Trace | Albany | NY | 12,222 | 42.6853 | -73.8253 | 151,022 | Designer, textile | 1939-06-01 | 0789e22725ab47bd69ffded41a545fa2 | 1,326,342,423 | 43.340887 | -74.287995 | 0 |
18,457 | 2019-01-12 04:28:42 | 6,011,542,681,743,618 | fraud_Raynor, Feest and Miller | gas_transport | 61.88 | Emily | Hall | F | 8851 Reese Neck | Basye | VA | 22,810 | 38.8089 | -78.7776 | 863 | Engineer, mining | 1972-08-09 | c475a54f5a566f0bd71859641efa0f83 | 1,326,342,522 | 38.098845 | -77.902276 | 0 |
18,458 | 2019-01-12 04:30:11 | 4,707,867,759,656,333 | fraud_McGlynn-Heathcote | misc_net | 16.53 | Susan | Shah | F | 9016 Jordan Bypass Apt. 516 | Cranks | KY | 40,820 | 36.7558 | -83.1838 | 581 | Psychologist, counselling | 1967-02-04 | 5a0c763a17b7b4b63ebfdb740d375ef4 | 1,326,342,611 | 37.704009 | -82.356768 | 0 |
18,459 | 2019-01-12 04:31:31 | 180,046,765,320,457 | fraud_Langosh, Wintheiser and Hyatt | food_dining | 31.01 | Jared | Camacho | M | 4257 Perez Mall | Canton | OH | 44,702 | 40.8027 | -81.3739 | 192,805 | Building control surveyor | 1963-06-30 | 9d567e730e2823e4a1b5e2fe7c8e9d69 | 1,326,342,691 | 41.256256 | -81.683713 | 0 |
18,460 | 2019-01-12 04:36:52 | 3,596,217,206,093,829 | fraud_Casper, Hand and Zulauf | grocery_pos | 110.48 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | 62f035dcedc6b5bc5dd8a94ceb49069c | 1,326,343,012 | 39.977666 | -91.071315 | 0 |
18,461 | 2019-01-12 04:39:17 | 6,564,459,919,350,820 | fraud_Simonis-Prohaska | misc_pos | 3.85 | Douglas | Willis | M | 619 Jeremy Garden Apt. 681 | Benton | WI | 53,803 | 42.5545 | -90.3508 | 1,306 | Public relations officer | 1958-09-10 | e4e448ccde38526100cda557b8340562 | 1,326,343,157 | 43.19363 | -89.608494 | 0 |
18,462 | 2019-01-12 04:39:30 | 4,646,845,581,490,336,000 | fraud_McDermott-Weimann | grocery_pos | 230.89 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | fcd324d3839cfb42fc5f25a15d2b9827 | 1,326,343,170 | 40.693523 | -73.68522 | 0 |
18,463 | 2019-01-12 04:43:03 | 2,576,709,887,791,552 | fraud_Sawayn PLC | shopping_pos | 154.18 | Joseph | Morgan | M | 126 Underwood Drive | San Diego | CA | 92,128 | 33.0067 | -117.069 | 1,241,364 | Chartered public finance accountant | 1959-08-05 | e9aab8e1d60a89d6b7043e28b41e82e9 | 1,326,343,383 | 33.422318 | -116.459858 | 0 |
18,464 | 2019-01-12 04:43:29 | 4,990,494,243,023 | fraud_Simonis-Prohaska | misc_pos | 8.74 | Martin | Ford | M | 56812 Francis Courts | Corriganville | MD | 21,524 | 39.6967 | -78.8031 | 626 | Energy engineer | 1960-12-13 | 5904664c79ecc3c711990e97fe0d4ed9 | 1,326,343,409 | 40.616704 | -78.917985 | 0 |
18,465 | 2019-01-12 04:43:33 | 344,709,867,813,900 | fraud_Olson, Becker and Koch | gas_transport | 71.08 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | c18491c3e79d9da183f4e634f0db43d1 | 1,326,343,413 | 28.162549 | -80.684646 | 0 |
18,466 | 2019-01-12 04:44:32 | 373,905,417,449,658 | fraud_Kerluke, Considine and Macejkovic | misc_net | 1.32 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | 0eff548cbe9cdec32cfe211c4ca47b24 | 1,326,343,472 | 32.422478 | -96.70378 | 0 |
18,467 | 2019-01-12 04:46:55 | 4,904,681,492,230,012 | fraud_Bernhard Inc | gas_transport | 58.42 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | 08ae66f982600f41a39c62de924faf25 | 1,326,343,615 | 42.825316 | -73.62528 | 0 |
18,468 | 2019-01-12 04:47:11 | 6,547,670,341,037,171 | fraud_Hudson-Ratke | grocery_pos | 133.06 | Bryce | Joseph | M | 148 Baker Field | Chester Heights | PA | 19,017 | 39.8839 | -75.4669 | 348 | Management consultant | 1945-05-05 | 4c2ef873ccb43c30d38c3aac41965ef4 | 1,326,343,631 | 39.862332 | -76.120905 | 0 |
18,469 | 2019-01-12 04:49:57 | 343,464,013,864,032 | fraud_Halvorson Group | misc_pos | 3.23 | Jodi | Foster | F | 551 Zachary Freeway | Bailey | NC | 27,807 | 35.8072 | -78.0892 | 6,629 | Call centre manager | 1962-08-13 | edf53e44dee13cff60f44aa767bd5ddd | 1,326,343,797 | 36.546365 | -77.333032 | 0 |
18,470 | 2019-01-12 04:50:33 | 3,521,417,320,836,166 | fraud_Mante Group | misc_net | 33.47 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | 2f9c0d72b448a966fda13be90a4d44f8 | 1,326,343,833 | 39.793729 | -87.032694 | 0 |
18,471 | 2019-01-12 04:52:17 | 4,810,839,835,482,794,000 | fraud_McCullough Group | grocery_net | 41.27 | Carolyn | Perez | F | 433 Blake Roads Suite 967 | Wheaton | MO | 64,874 | 36.7651 | -94.0492 | 760 | Production manager | 1985-08-31 | 53814a52777e90ddeac9e3f9dc1471dd | 1,326,343,937 | 36.893387 | -93.094413 | 0 |
18,472 | 2019-01-12 04:55:39 | 36,153,880,429,415 | fraud_Kuphal-Toy | food_dining | 121.37 | Erik | Stevens | M | 84033 Pitts Overpass | Lakeland | FL | 33,809 | 28.1762 | -81.9591 | 237,282 | Plant breeder/geneticist | 1949-10-13 | 8a84e8e4ca7c7caaac42b02e0d41a8dd | 1,326,344,139 | 27.325666 | -82.7039 | 0 |
18,473 | 2019-01-12 04:55:50 | 4,958,589,671,582,727,000 | fraud_Frami Group | entertainment | 3.37 | Aaron | Pena | M | 793 Hooper Tunnel Suite 154 | Burke | VA | 22,015 | 38.7894 | -77.2818 | 43,102 | Health visitor | 1950-11-27 | 1a5bb0e0744930824442554037c04a62 | 1,326,344,150 | 38.741465 | -76.879572 | 0 |
18,474 | 2019-01-12 04:55:58 | 180,072,527,505,094 | fraud_Vandervort-Funk | grocery_pos | 68.71 | Cody | Miller | M | 25748 John Wells | Mooresville | NC | 28,117 | 35.584 | -80.8685 | 69,793 | Control and instrumentation engineer | 1953-12-08 | 8aa85cb3612ace011bd4693f7dfd9717 | 1,326,344,158 | 35.522647 | -81.144286 | 0 |
18,475 | 2019-01-12 04:56:26 | 180,065,479,077,096 | fraud_Stanton, Jakubowski and Baumbach | shopping_net | 4.36 | Krystal | Gamble | F | 47152 Clayton Burg | Manchester | MD | 21,102 | 39.6747 | -76.8941 | 11,751 | Clinical research associate | 1964-02-15 | e1178b2bb24fa58d08226cbe786a4430 | 1,326,344,186 | 39.26871 | -76.161563 | 0 |
18,476 | 2019-01-12 04:58:02 | 4,364,010,865,167,176 | fraud_Raynor, Reinger and Hagenes | gas_transport | 55.94 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | c1b6f1cd47cd37de5704be36cf1e503d | 1,326,344,282 | 39.780561 | -119.26605 | 0 |
18,477 | 2019-01-12 04:58:11 | 4,277,232,699,798,846 | fraud_Price Inc | shopping_net | 9.62 | Jennifer | Vance | F | 13299 Patrick Terrace | Rhame | ND | 58,651 | 46.1664 | -103.7079 | 475 | Illustrator | 1955-11-10 | e6ed6793a743c13d483c35c0dd9c9d14 | 1,326,344,291 | 46.03762 | -103.764354 | 0 |
18,478 | 2019-01-12 04:58:14 | 36,485,887,555,770 | fraud_Pfeffer LLC | grocery_net | 14.08 | Michael | Gross | M | 230 Ryan Tunnel Apt. 025 | Fulton | OH | 43,321 | 40.4971 | -82.8342 | 267 | Facilities manager | 2005-01-29 | bf886cc2aa8313e725a9884326437319 | 1,326,344,294 | 41.449189 | -82.949645 | 0 |
18,479 | 2019-01-12 04:58:24 | 2,254,799,658,404,120 | fraud_Casper, Hand and Zulauf | grocery_pos | 227.9 | Barbara | Nelson | F | 7337 Browning Falls Suite 027 | Valdosta | GA | 31,605 | 30.946 | -83.2474 | 94,325 | Educational psychologist | 1987-09-08 | 38e50409f5c91c18051e8cbf554990ae | 1,326,344,304 | 30.713085 | -83.402033 | 0 |
18,480 | 2019-01-12 05:00:31 | 4,900,628,639,996 | fraud_Ortiz Group | grocery_net | 37.46 | Michael | Johnson | M | 094 Owens Underpass | Norwalk | CA | 90,650 | 33.9056 | -118.0818 | 105,549 | Firefighter | 1973-09-22 | 3869e429d7c92db44f1b8462ebecafd0 | 1,326,344,431 | 33.029863 | -117.445487 | 0 |
18,481 | 2019-01-12 05:00:43 | 378,858,024,506,425 | fraud_Maggio-Fahey | misc_pos | 4.08 | Debra | Eaton | F | 72743 Brian Run | Paradise Valley | AZ | 85,253 | 33.5494 | -111.9565 | 17,047 | Building surveyor | 1935-01-29 | c6f1ad4882ea17e8d07c6dc602e745ce | 1,326,344,443 | 32.559682 | -112.412062 | 0 |
18,482 | 2019-01-12 05:02:19 | 676,314,217,768 | fraud_Koepp-Witting | grocery_pos | 191.79 | Ellen | Carrillo | F | 9431 Amanda Mills | Odessa | MO | 64,076 | 38.9829 | -93.9757 | 9,512 | Clinical research associate | 1972-12-31 | 056298d7fa182dd5dd30524f695cbf30 | 1,326,344,539 | 38.400165 | -93.721499 | 0 |
18,483 | 2019-01-12 05:05:19 | 4,682,744,518,117,239 | fraud_Conroy-Cruickshank | gas_transport | 55.15 | Gregory | Webster | M | 66035 Benjamin Villages | Syracuse | MO | 65,354 | 38.6547 | -92.8929 | 628 | Radiographer, diagnostic | 1961-12-18 | 65b722a0c7ee9c3d724124715b4b85ab | 1,326,344,719 | 38.770215 | -92.328322 | 0 |
18,484 | 2019-01-12 05:12:29 | 213,161,293,389,774 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 73.54 | Catherine | Weber | F | 74890 Rodriguez Springs Apt. 540 | West Henrietta | NY | 14,586 | 43.0397 | -77.6871 | 10,256 | Teacher, primary school | 1968-06-24 | 720b54adf78cb7b8cc33bccd0650471f | 1,326,345,149 | 42.110481 | -77.313595 | 0 |
18,485 | 2019-01-12 05:13:03 | 3,517,814,635,263,522 | fraud_Quitzon, Green and Bashirian | shopping_pos | 1.7 | William | Cannon | M | 43809 Kenneth Circles Suite 152 | Union | WV | 24,983 | 37.5802 | -80.5248 | 2,443 | Chartered public finance accountant | 1941-10-16 | 0cd7b90e84c6b0ff86406a259225359b | 1,326,345,183 | 37.256847 | -80.248241 | 0 |
18,486 | 2019-01-12 05:16:28 | 3,565,196,229,855,512 | fraud_Boehm, Block and Jakubowski | misc_pos | 241.95 | Adriana | Harvey | F | 715 Joy Prairie | Unionville | MO | 63,565 | 40.4815 | -92.9951 | 3,805 | Investment banker, corporate | 1950-09-15 | 2ea940495463ef3dda2ad3173b89a883 | 1,326,345,388 | 40.893007 | -93.813484 | 0 |
18,487 | 2019-01-12 05:16:54 | 4,550,599,031,376,731 | fraud_Bruen-Yost | misc_pos | 282.48 | Angela | West | F | 9471 Wong Islands | Mansfield | OH | 44,902 | 40.7559 | -82.5123 | 92,985 | Press photographer | 1968-05-29 | 46a3524346bfab023460a903e0acc784 | 1,326,345,414 | 40.459221 | -83.472492 | 0 |
18,488 | 2019-01-12 05:16:59 | 4,810,839,835,482,794,000 | fraud_Kerluke, Considine and Macejkovic | misc_net | 2.22 | Carolyn | Perez | F | 433 Blake Roads Suite 967 | Wheaton | MO | 64,874 | 36.7651 | -94.0492 | 760 | Production manager | 1985-08-31 | 0c3fb41d30f58bbbec9b3e74a9c1ddf4 | 1,326,345,419 | 35.861565 | -93.762974 | 0 |
18,489 | 2019-01-12 05:18:13 | 3,541,687,240,161,491 | fraud_Hayes, Marquardt and Dibbert | misc_net | 27.57 | Mark | Nguyen | M | 62631 Ashley Ramp Apt. 965 | Sea Island | GA | 31,561 | 31.1989 | -81.3322 | 298 | Engineer, structural | 1963-04-22 | c9a7d4ddcaeb5e72501862ccccebdf7a | 1,326,345,493 | 31.583603 | -80.71588 | 0 |
18,490 | 2019-01-12 05:19:10 | 4,661,996,144,291,812,000 | fraud_Streich, Hansen and Veum | gas_transport | 40.67 | Linda | Park | F | 24607 Charles Mountains | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Operations geologist | 1963-08-04 | 8f2ee330015b72ffef1ffc9035127677 | 1,326,345,550 | 40.398017 | -79.750166 | 0 |
18,491 | 2019-01-12 05:20:38 | 3,534,330,126,107,879 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 117.96 | Jeffrey | Smith | M | 713 Scott Pike Apt. 712 | Bridger | MT | 59,014 | 45.2857 | -108.9082 | 1,446 | Chartered loss adjuster | 1978-01-15 | f751f451409b8614e74020c882a6d767 | 1,326,345,638 | 45.053466 | -109.251279 | 0 |
18,492 | 2019-01-12 05:22:06 | 38,947,654,498,698 | fraud_Corwin-Gorczany | misc_net | 10.57 | Lori | Rodriguez | F | 12087 Michael Light | Creola | OH | 45,622 | 39.3543 | -82.503 | 321 | Copywriter, advertising | 1979-06-24 | 210cb2f062172913d4043a22ea581242 | 1,326,345,726 | 38.683213 | -82.139575 | 0 |
18,493 | 2019-01-12 05:23:08 | 675,961,917,837 | fraud_Berge LLC | gas_transport | 54.47 | Christopher | Cummings | M | 478 George Course Apt. 056 | Sprague | NE | 68,438 | 40.6267 | -96.7456 | 142 | Chiropodist | 1967-08-24 | 17c0606ad40089df311888fa66966350 | 1,326,345,788 | 41.329692 | -97.646082 | 0 |
18,494 | 2019-01-12 05:24:27 | 180,018,375,329,178 | fraud_Bailey-Morar | grocery_pos | 204.68 | Michelle | Woods | F | 952 Joseph Throughway | Munith | MI | 49,259 | 42.3703 | -84.2485 | 2,523 | Geophysicist/field seismologist | 1988-03-21 | d5de0978069f874af8eb937ba9961ed6 | 1,326,345,867 | 41.735859 | -84.824406 | 0 |
18,495 | 2019-01-12 05:26:02 | 30,546,453,310,167 | fraud_Bartoletti-Wunsch | gas_transport | 66.03 | Nicholas | Tran | M | 672 Randall Burg Suite 551 | Belmont | NH | 3,220 | 43.4512 | -71.489 | 7,430 | Scientist, research (medical) | 1955-01-13 | c1f1223e0f670cc777df4aa8de6ead8e | 1,326,345,962 | 43.548825 | -71.884425 | 0 |
18,496 | 2019-01-12 05:26:40 | 3,545,109,339,866,548 | fraud_Koss and Sons | gas_transport | 60.34 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | 08d790046fe83db11ae7f1649ed06eeb | 1,326,346,000 | 33.126538 | -91.017488 | 0 |
18,497 | 2019-01-12 05:26:57 | 213,114,122,496,591 | fraud_Stoltenberg-Beatty | shopping_pos | 10.41 | Jeremy | Perry | M | 797 Jennifer Loop Suite 634 | Minnesota Lake | MN | 56,068 | 43.8295 | -93.8282 | 1,087 | Music tutor | 1963-07-14 | 27ea18cd93cb52e0bbf0b9d47c42e4f6 | 1,326,346,017 | 43.097522 | -93.467254 | 0 |
18,498 | 2019-01-12 05:29:30 | 501,828,204,849 | fraud_Corwin-Gorczany | misc_net | 17.62 | Sandra | Davies | F | 31954 Eugene Lane Suite 572 | Dexter | KS | 67,038 | 37.1641 | -96.6917 | 602 | Buyer, industrial | 1958-10-26 | 6a73f5c1c5c68a55b9cee8dfa84337c7 | 1,326,346,170 | 36.176429 | -96.378833 | 0 |
18,499 | 2019-01-12 05:31:24 | 30,234,966,027,947 | fraud_Marks Inc | gas_transport | 64.65 | Matthew | Lambert | M | 7188 Melissa Crest Apt. 151 | New Holstein | WI | 53,061 | 43.9446 | -88.0911 | 5,196 | Child psychotherapist | 1978-01-22 | ef29d238e70e510a12289149c74accdd | 1,326,346,284 | 43.004826 | -88.758655 | 0 |
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