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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
400 | 2020-06-21 14:28:19 | 4,294,040,533,480,516 | fraud_Rau-Robel | kids_pets | 5.63 | Gail | Weaver | F | 979 Stewart Lake | New Ellenton | SC | 29,809 | 33.413 | -81.69 | 2,206 | Biomedical scientist | 1986-12-31 | ff95d98a72d037860cf2b54185a6ef08 | 1,371,824,899 | 33.135096 | -82.237894 | 0 |
401 | 2020-06-21 14:29:46 | 4,998,109,455,173,950 | fraud_Dickinson Ltd | personal_care | 37.3 | Mary | Pruitt | F | 2819 Luke Greens Suite 563 | Kansas City | MO | 64,114 | 38.9621 | -94.5959 | 545,147 | Counsellor | 1987-11-18 | 7ee6622231228dff2714251cf2e4d220 | 1,371,824,986 | 39.12601 | -94.953735 | 0 |
402 | 2020-06-21 14:29:54 | 3,543,299,015,720,986 | fraud_Reilly LLC | home | 109.09 | 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 | 69052bb8cc7abe97c7d3b708219b52e7 | 1,371,824,994 | 37.852809 | -81.248184 | 0 |
403 | 2020-06-21 14:30:20 | 4,681,601,008,538,160 | fraud_Kozey-Boehm | shopping_net | 156.72 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 172c9b3576b1fb30e7782397c2688978 | 1,371,825,020 | 39.88169 | -80.606705 | 0 |
404 | 2020-06-21 14:30:34 | 4,698,163,635,895,795 | fraud_Bode-Rempel | kids_pets | 71.62 | Sharon | Powell | F | 101 Carla Loop | Wendel | CA | 96,136 | 40.3406 | -120.2824 | 104 | Teacher, adult education | 1989-08-16 | 55acf5b2e8fd39597769e5d2aa8fd998 | 1,371,825,034 | 39.747596 | -121.0257 | 0 |
405 | 2020-06-21 14:30:42 | 180,048,185,037,117 | fraud_Romaguera, Cruickshank and Greenholt | shopping_net | 456.22 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | b723deda481fac40afc6fde947cf9033 | 1,371,825,042 | 40.66616 | -75.172194 | 0 |
406 | 2020-06-21 14:31:15 | 571,465,035,400 | fraud_Pouros, Walker and Spencer | kids_pets | 55.03 | Louis | Fisher | M | 45654 Hess Rest | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Freight forwarder | 1976-02-26 | 6d71e7c09b8c2aa5c2bc5cebb6f560dd | 1,371,825,075 | 42.409141 | -109.050065 | 0 |
407 | 2020-06-21 14:31:28 | 3,502,088,871,723,054 | fraud_Altenwerth-Kilback | home | 27.12 | Scott | Martin | M | 31472 Cody Place Suite 740 | Kensington | MD | 20,895 | 39.0298 | -77.0793 | 19,054 | Operations geologist | 1976-09-08 | c3939b412c44c4eece77f4a527479629 | 1,371,825,088 | 38.311119 | -78.008794 | 0 |
408 | 2020-06-21 14:31:31 | 4,646,845,581,490,336,000 | fraud_Howe PLC | entertainment | 108.15 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | 2f2d493c134cbc0ef4221b2627117a2c | 1,371,825,091 | 40.832063 | -72.356489 | 0 |
409 | 2020-06-21 14:31:43 | 3,596,217,206,093,829 | fraud_Spencer-Runolfsson | misc_pos | 9.91 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | 3a037e9fc851b4251220ba3e3ed6bc06 | 1,371,825,103 | 40.044787 | -92.283528 | 0 |
410 | 2020-06-21 14:31:56 | 4,783,226,709,001 | fraud_Volkman PLC | food_dining | 28.56 | Jessica | Garcia | F | 13108 Jennifer Passage | Mc Cracken | KS | 67,556 | 38.5957 | -99.554 | 320 | Film/video editor | 1961-04-22 | b7c89d38afecf5c0930cb4432965bc2d | 1,371,825,116 | 38.098088 | -99.535354 | 0 |
411 | 2020-06-21 14:32:02 | 4,089,096,483,689,733,600 | fraud_Quitzon, Green and Bashirian | shopping_pos | 11.35 | Debra | Stark | F | 686 Linda Rest | Kilgore | TX | 75,662 | 32.3836 | -94.8653 | 24,536 | Multimedia programmer | 1983-10-14 | 3cb5260cf5a2700f68db3678cf44e3bc | 1,371,825,122 | 31.806895 | -95.824114 | 0 |
412 | 2020-06-21 14:33:02 | 4,585,132,874,641 | fraud_Shields-Wunsch | health_fitness | 15.42 | Karen | Gordon | F | 543 Ware Path Apt. 593 | Utica | MO | 64,686 | 39.7417 | -93.6289 | 271 | Land/geomatics surveyor | 1972-04-18 | d564d41f11059ef2932499c953727e4e | 1,371,825,182 | 40.449446 | -93.732536 | 0 |
413 | 2020-06-21 14:33:16 | 344,709,867,813,900 | fraud_Williamson LLC | misc_pos | 41.07 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | 3333ee10b2f8627d42f926e02cbaf3b4 | 1,371,825,196 | 26.685826 | -81.346494 | 0 |
414 | 2020-06-21 14:33:30 | 5,501,083,170,975,659 | fraud_Fadel Inc | health_fitness | 25.75 | Wayne | Payne | M | 587 Bradley Inlet Suite 281 | Cuyahoga Falls | OH | 44,223 | 41.1464 | -81.5107 | 47,772 | Equities trader | 1966-01-04 | 598eab1698e379d5a0bfe4f3c5fa2a36 | 1,371,825,210 | 42.038811 | -80.703871 | 0 |
415 | 2020-06-21 14:34:25 | 3,546,674,063,249,004 | fraud_Witting, Beer and Ernser | home | 37.22 | Jordan | May | M | 1626 Susan Course | Aledo | TX | 76,008 | 32.7004 | -97.6039 | 13,602 | Optometrist | 1984-07-05 | 3756d8f16facf141398d2139a31127e1 | 1,371,825,265 | 32.511053 | -98.404734 | 0 |
416 | 2020-06-21 14:34:38 | 4,228,411,452,607,671 | fraud_Carroll PLC | health_fitness | 124.73 | Aaron | Stewart | M | 400 Zuniga Pine | Winthrop | ME | 4,364 | 44.3229 | -69.9576 | 6,025 | Advertising account planner | 1995-04-22 | 5f87d710757caa8ca8092a1bce999c91 | 1,371,825,278 | 45.047199 | -69.451474 | 0 |
417 | 2020-06-21 14:34:39 | 4,897,067,971,111,210,000 | fraud_Pacocha-Bauch | shopping_pos | 6.65 | Randy | Wood | M | 542 Howe Mission Apt. 092 | Port Richey | FL | 34,668 | 28.3011 | -82.6927 | 42,619 | Environmental education officer | 1975-10-07 | 5035e9c476f3082848e7152521566b01 | 1,371,825,279 | 27.352228 | -81.706377 | 0 |
418 | 2020-06-21 14:34:41 | 4,642,894,980,163 | fraud_Fisher-Schowalter | shopping_net | 4.49 | Eddie | Mendez | M | 1831 Faith View Suite 653 | Clarinda | IA | 51,632 | 40.7491 | -95.038 | 7,297 | IT trainer | 1990-07-13 | 9d80986daa16adf45d0fd18d576dbb03 | 1,371,825,281 | 40.354282 | -95.469833 | 0 |
419 | 2020-06-21 14:34:48 | 3,564,839,259,330,465 | fraud_Johns Inc | entertainment | 39.42 | Robert | Ashley | M | 1250 Christopher Prairie Suite 016 | Port Costa | CA | 94,569 | 38.046 | -122.1866 | 198 | Armed forces training and education officer | 1959-03-31 | 5a1c01de54af181764c6b4d68b029a32 | 1,371,825,288 | 39.04377 | -121.591377 | 0 |
420 | 2020-06-21 14:34:55 | 371,284,100,299,909 | fraud_Friesen Inc | shopping_pos | 9.81 | Hannah | Thomas | F | 1004 Willis Pass | Hedley | TX | 79,237 | 34.8698 | -100.6806 | 513 | Early years teacher | 1976-05-24 | f92d4f252b5d5e6ca1f8cb3fa53a384a | 1,371,825,295 | 35.843207 | -100.502663 | 0 |
421 | 2020-06-21 14:35:20 | 213,186,551,511,454 | fraud_Gerhold LLC | home | 55.67 | Cody | Dean | M | 737 Thomas Wall Apt. 502 | West Bethel | ME | 4,286 | 44.402 | -70.8601 | 47 | Chief Operating Officer | 1951-03-31 | 52aeaefaf737d9d94b5d054040dc9429 | 1,371,825,320 | 44.45324 | -69.891706 | 0 |
422 | 2020-06-21 14:35:40 | 630,469,040,731 | fraud_Effertz LLC | entertainment | 117.46 | Meredith | Ayala | F | 7107 Henderson Station | Cascade Locks | OR | 97,014 | 45.671 | -121.8686 | 1,288 | Barrister | 1936-05-01 | 407a3697ce37efa070a6659c94b4de5a | 1,371,825,340 | 45.728391 | -121.574391 | 0 |
423 | 2020-06-21 14:36:38 | 4,710,792,708,725,663 | fraud_Eichmann-Kilback | home | 61.7 | Justin | Bell | M | 954 Green Wall | Churubusco | IN | 46,723 | 41.229 | -85.3244 | 7,692 | Research officer, trade union | 1986-12-13 | 2a711d250929d7547ee85415404c1ed6 | 1,371,825,398 | 41.325752 | -85.496549 | 0 |
424 | 2020-06-21 14:36:51 | 371,985,236,239,474 | fraud_Nolan-Williamson | kids_pets | 8.95 | Benjamin | Martin | M | 0495 Baker Manors | Oriskany Falls | NY | 13,425 | 42.9576 | -75.4838 | 1,970 | Programmer, multimedia | 1949-06-09 | 0a6e2406f3b2513bbffbf7cf8597a6fd | 1,371,825,411 | 43.791043 | -74.816291 | 0 |
425 | 2020-06-21 14:37:28 | 675,990,301,623 | fraud_Dare, Casper and Bartoletti | kids_pets | 66.94 | Amanda | Spencer | F | 6682 Green Forks | Ogdensburg | NJ | 7,439 | 41.0767 | -74.5982 | 2,456 | Senior tax professional/tax inspector | 1994-03-13 | 61abfc5e98188a0d8dc3c9512412d0fe | 1,371,825,448 | 40.925296 | -75.108864 | 0 |
426 | 2020-06-21 14:37:52 | 6,011,679,934,075,347 | fraud_Maggio-Fahey | misc_pos | 72.62 | Jennifer | Gonzalez | F | 5517 Stacy Land | Jelm | WY | 82,063 | 41.0539 | -106.0763 | 100 | Public librarian | 1974-04-16 | 8a3e2640447081526ea10b5df511e5e1 | 1,371,825,472 | 40.970728 | -106.633905 | 0 |
427 | 2020-06-21 14:38:00 | 6,011,367,958,204,270 | fraud_Predovic Inc | shopping_net | 31.66 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | e836f0b755271bb391376c8747de5732 | 1,371,825,480 | 41.997075 | -81.516346 | 0 |
428 | 2020-06-21 14:38:09 | 38,530,489,946,071 | fraud_Metz-Boehm | shopping_pos | 1,881.53 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | 4c4841f79d838ed6fe2c9a0f23bfbc50 | 1,371,825,489 | 34.709044 | -82.585103 | 0 |
429 | 2020-06-21 14:38:24 | 4,764,202,053,279,782 | fraud_Denesik and Sons | shopping_pos | 3.17 | Derek | Jones | M | 198 Candace Plaza | Diamond | OH | 44,412 | 41.0935 | -81.0425 | 2,644 | Air cabin crew | 1981-01-06 | 4edadec5727b1ddaa644925f1bd66ef5 | 1,371,825,504 | 40.859421 | -80.528177 | 0 |
430 | 2020-06-21 14:39:33 | 180,036,456,789,979 | fraud_Jast-McDermott | shopping_pos | 7.51 | Mackenzie | Salazar | F | 982 Melissa Lock | Bagley | WI | 53,801 | 42.9207 | -91.0685 | 878 | Risk analyst | 1974-11-20 | 1826914511ca4a0abdf558f59251d2c1 | 1,371,825,573 | 42.58733 | -91.339385 | 0 |
431 | 2020-06-21 14:39:47 | 30,131,826,429,364 | fraud_Price Inc | shopping_net | 62.44 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | 09a7e44e3074e4231e38003d2bee5569 | 1,371,825,587 | 35.953776 | -83.183658 | 0 |
432 | 2020-06-21 14:40:35 | 4,587,657,402,165,341,700 | fraud_Streich Ltd | home | 7.46 | Amber | Lewis | F | 6296 John Keys Suite 858 | Pembroke Township | IL | 60,958 | 41.0646 | -87.5917 | 2,135 | Psychotherapist, child | 2004-05-08 | 6e7e8df3b997f3c381a4b81db3487834 | 1,371,825,635 | 40.105297 | -87.197229 | 0 |
433 | 2020-06-21 14:42:05 | 30,428,204,673,351 | fraud_Nolan-Williamson | kids_pets | 54.15 | Greg | Villarreal | M | 2851 Foster Shoals | Schaefferstown | PA | 17,088 | 40.3087 | -76.2963 | 823 | Gaffer | 1982-07-02 | 26d9f09029bed36b06f8bf8dc35245e6 | 1,371,825,725 | 39.735693 | -76.62979 | 0 |
434 | 2020-06-21 14:42:36 | 4,736,845,434,667,908,000 | fraud_Crona and Sons | kids_pets | 103.54 | Toni | Gomez | F | 062 Carl Dam | Altona | NY | 12,910 | 44.8816 | -73.6408 | 2,148 | Surveyor, land/geomatics | 1953-05-23 | a73b532566688d52d443b6e511066443 | 1,371,825,756 | 44.474407 | -74.635236 | 0 |
435 | 2020-06-21 14:42:45 | 583,699,482,621 | fraud_Schoen Ltd | kids_pets | 103.09 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | bbfc53a8e215e4d7876ccbe83510ce6e | 1,371,825,765 | 44.411489 | -89.326395 | 0 |
436 | 2020-06-21 14:43:01 | 3,575,540,972,310,993 | fraud_Swaniawski, Nitzsche and Welch | health_fitness | 42.67 | Rachel | Villarreal | F | 250 Carrie Throughway | University | MS | 38,677 | 34.3396 | -89.5736 | 4,198 | Curator | 2001-06-22 | f088d0212f3be8cec360c82150bd0e77 | 1,371,825,781 | 34.312576 | -89.685358 | 0 |
437 | 2020-06-21 14:43:13 | 4,587,657,402,165,341,700 | fraud_Conroy-Emard | food_dining | 6.08 | Amber | Lewis | F | 6296 John Keys Suite 858 | Pembroke Township | IL | 60,958 | 41.0646 | -87.5917 | 2,135 | Psychotherapist, child | 2004-05-08 | 2856807e2595d232ec4751b7ccd6cb58 | 1,371,825,793 | 41.513909 | -87.945399 | 0 |
438 | 2020-06-21 14:43:26 | 4,683,638,447,911 | fraud_Fahey Inc | kids_pets | 41.13 | Daniel | Boyd | M | 8925 Nicholas Points | Egan | LA | 70,531 | 30.251 | -92.5002 | 1,261 | Broadcast presenter | 1972-07-01 | f847f5f92bff3b93f09d04c758b3ae1b | 1,371,825,806 | 29.266139 | -93.257683 | 0 |
439 | 2020-06-21 14:44:06 | 4,067,137,330,196,900 | fraud_Stiedemann Inc | misc_pos | 12.92 | Christina | Eaton | F | 3256 Brooks Field | Eldridge | AL | 35,554 | 33.9315 | -87.6194 | 1,186 | Politician's assistant | 1986-11-12 | 994db9e3f86d42649d0e212aaea5b54f | 1,371,825,846 | 33.10677 | -86.912578 | 0 |
440 | 2020-06-21 14:44:09 | 4,586,810,168,620,942 | fraud_Keeling-Crist | misc_pos | 81.78 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | b34cff705875d919a1f32a7ed069c008 | 1,371,825,849 | 32.845422 | -80.379484 | 0 |
441 | 2020-06-21 14:44:16 | 377,895,991,033,232 | fraud_Greenholt Ltd | health_fitness | 34.01 | Kimberly | Myers | F | 6881 King Isle Suite 228 | Higganum | CT | 6,441 | 41.4682 | -72.5751 | 5,438 | Librarian, academic | 1964-11-17 | 123ed9f1bc2a31d28d355cfa4e7682f5 | 1,371,825,856 | 40.73109 | -71.73349 | 0 |
442 | 2020-06-21 14:44:27 | 36,890,292,963,032 | fraud_Hoppe-Parisian | kids_pets | 82.25 | Kimberly | Webb | F | 380 Martin Mission | Girard | GA | 30,426 | 33.0437 | -81.7106 | 1,100 | Conservator, museum/gallery | 1950-04-05 | 2405c5025e73d2e8fe8dd2caf8808f99 | 1,371,825,867 | 32.496697 | -82.212838 | 0 |
443 | 2020-06-21 14:44:31 | 4,169,759,661,243,568 | fraud_Mohr Inc | shopping_pos | 2.91 | Jamie | Carr | F | 55363 Aaron Circle Suite 450 | Lawn | PA | 17,041 | 40.2236 | -76.538 | 213 | Special educational needs teacher | 1972-02-15 | fc7348c90ce763398a166e9973c32575 | 1,371,825,871 | 41.198152 | -77.208296 | 0 |
444 | 2020-06-21 14:44:50 | 38,530,489,946,071 | fraud_Bins-Howell | personal_care | 24.55 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | 26738665171f877f251acf5be71c52ac | 1,371,825,890 | 35.730642 | -82.762642 | 0 |
445 | 2020-06-21 14:44:51 | 4,716,561,796,955,522 | fraud_Little Ltd | kids_pets | 222.08 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | 8fb78066c02d9c07b758d7aaf03b84f7 | 1,371,825,891 | 48.728813 | -113.486252 | 0 |
446 | 2020-06-21 14:45:29 | 4,613,314,721,966 | fraud_White and Sons | home | 61.82 | Jason | Murphy | M | 542 Steve Curve Suite 011 | Collettsville | NC | 28,611 | 35.9946 | -81.7266 | 885 | Soil scientist | 1988-09-15 | 51719a63ec235ab013f62e37a37fc745 | 1,371,825,929 | 35.191893 | -80.99588 | 0 |
447 | 2020-06-21 14:45:32 | 340,103,199,302,564 | fraud_Hauck, Dietrich and Funk | kids_pets | 34.82 | Sophia | Dickson | F | 9047 Rodriguez Turnpike | Gibsonville | NC | 27,249 | 36.1183 | -79.5685 | 12,486 | Arboriculturist | 1934-02-09 | 0245fb8523d177f9c0998670ae51ccfc | 1,371,825,932 | 36.280597 | -78.948355 | 0 |
448 | 2020-06-21 14:45:35 | 30,407,675,418,785 | fraud_Wisozk and Sons | misc_pos | 6.12 | Danielle | Evans | F | 76752 David Lodge Apt. 064 | Breesport | NY | 14,816 | 42.1939 | -76.7361 | 520 | Psychotherapist | 1991-10-13 | 7cf3dd1b234497ba305449788e2fc795 | 1,371,825,935 | 42.371518 | -76.933242 | 0 |
449 | 2020-06-21 14:46:00 | 6,506,116,513,503,136 | fraud_Cronin, Kshlerin and Weber | health_fitness | 54.22 | Kimberly | Rice | F | 63991 Destiny Rue Apt. 651 | Tyler | TX | 75,703 | 32.2768 | -95.3031 | 144,160 | Sports development officer | 1984-05-04 | f19985d01173d5656cefef822ad7c6d8 | 1,371,825,960 | 32.904611 | -95.369637 | 0 |
450 | 2020-06-21 14:46:25 | 180,049,032,966,888 | fraud_Feil, Hilpert and Koss | food_dining | 52.99 | Michael | Flores | M | 70761 Fitzpatrick Brooks Suite 631 | Saxon | WI | 54,559 | 46.4959 | -90.4383 | 795 | Television/film/video producer | 1986-04-15 | f2b96ab01d3a9230b467a0c776c09da4 | 1,371,825,985 | 46.038642 | -89.551902 | 0 |
451 | 2020-06-21 14:46:39 | 3,592,931,352,252,641 | fraud_Schoen Ltd | kids_pets | 44.87 | Dylan | Garcia | M | 923 Jordan Road | Afton | MN | 55,001 | 44.8696 | -92.8234 | 2,916 | Barrister's clerk | 1935-06-29 | b0db9615bef67451849b713bb8551109 | 1,371,825,999 | 43.903187 | -91.887008 | 0 |
452 | 2020-06-21 14:47:41 | 2,229,824,890,647,120 | fraud_Bauch-Blanda | entertainment | 1.52 | Walter | Blair | M | 44951 Williams Brooks | Pearlington | MS | 39,572 | 30.2508 | -89.6011 | 1,414 | Therapist, occupational | 1958-02-17 | 63ae1ab47a5368e552283d53f04a0189 | 1,371,826,061 | 29.713001 | -90.079349 | 0 |
453 | 2020-06-21 14:48:50 | 3,540,862,542,587,229 | fraud_Grimes LLC | entertainment | 48.85 | Nancy | Roach | F | 376 Brown Courts | Yellowstone National Park | WY | 82,190 | 44.7957 | -110.6137 | 369 | Materials engineer | 1941-11-16 | 56faeaa96c6f8ffa0a131ee8774c9465 | 1,371,826,130 | 44.945198 | -111.283947 | 0 |
454 | 2020-06-21 14:49:12 | 3,506,592,072,985,012 | fraud_Graham, Hegmann and Hammes | food_dining | 17.39 | Randy | Murphy | M | 0356 Sarah Light | Ballwin | MO | 63,021 | 38.577 | -90.5255 | 92,608 | Engineer, communications | 2001-07-26 | b9bf708f1ae11b1012aabf7d8961df6f | 1,371,826,152 | 38.516416 | -91.088412 | 0 |
455 | 2020-06-21 14:50:10 | 377,113,842,678,100 | fraud_Schumm PLC | health_fitness | 47.12 | Billy | Gallagher | M | 673 Delgado Burg | Greenwich | NJ | 8,323 | 39.4055 | -75.3209 | 804 | Insurance risk surveyor | 1965-03-25 | 8481624310504e7dac81026329f7e951 | 1,371,826,210 | 38.441458 | -76.114339 | 0 |
456 | 2020-06-21 14:50:15 | 4,906,628,655,840,914,000 | fraud_Brown-Greenholt | entertainment | 15.67 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 859d5e3f41cc40a4b9dcec189d2694d3 | 1,371,826,215 | 25.562625 | -81.812661 | 0 |
457 | 2020-06-21 14:50:16 | 3,598,895,972,308,782 | fraud_Rolfson-Kunde | personal_care | 32.61 | Kenneth | Richards | M | 994 Livingston Extensions Suite 918 | Norwalk | OH | 44,857 | 41.2403 | -82.6078 | 23,805 | Copy | 1970-02-22 | a38b8a503bbd5b6517c6ecda1ee4d968 | 1,371,826,216 | 41.134903 | -82.311256 | 0 |
458 | 2020-06-21 14:51:28 | 4,128,027,264,554,082 | fraud_Shanahan-Lehner | personal_care | 44.35 | Kyle | Park | M | 7507 Larry Passage Suite 859 | Mount Perry | OH | 43,760 | 39.8788 | -82.188 | 1,831 | Barrister's clerk | 1953-10-18 | 82f2af1dd656b6e3a5c06be656b1ea45 | 1,371,826,288 | 40.782548 | -81.849604 | 0 |
459 | 2020-06-21 14:52:51 | 30,501,624,614,310 | fraud_O'Keefe-Wisoky | food_dining | 38.84 | Amanda | Smith | F | 180 Graves Shore | Scotia | SC | 29,939 | 32.6786 | -81.2455 | 302 | Magazine features editor | 1973-05-04 | 19a0825691e23d95c31a24162beea3b8 | 1,371,826,371 | 33.437508 | -81.527471 | 0 |
460 | 2020-06-21 14:53:14 | 5,359,543,825,610,251 | fraud_Wuckert-Goldner | home | 88.67 | Michael | Francis | M | 1833 Jeanette Stravenue | Belgrade | MT | 59,714 | 45.7801 | -111.1439 | 18,182 | Engineer, drilling | 1975-06-29 | 98f845094f14ab7c1fe861d5e4e19de6 | 1,371,826,394 | 45.033353 | -110.733222 | 0 |
461 | 2020-06-21 14:53:47 | 4,169,759,661,243,568 | fraud_Pouros-Conroy | shopping_pos | 3.57 | Jamie | Carr | F | 55363 Aaron Circle Suite 450 | Lawn | PA | 17,041 | 40.2236 | -76.538 | 213 | Special educational needs teacher | 1972-02-15 | 27e435bbd3a83dc084d83f0f11d2e0cb | 1,371,826,427 | 39.231873 | -76.023854 | 0 |
462 | 2020-06-21 14:54:11 | 4,586,810,168,620,942 | fraud_Witting, Beer and Ernser | home | 148.12 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | ef92bbb13ac2aa7edfcaf18e1bd5d019 | 1,371,826,451 | 32.332915 | -79.529226 | 0 |
463 | 2020-06-21 14:54:38 | 4,208,110,975,550,360,000 | fraud_Kuhn LLC | shopping_pos | 161.37 | David | Bonilla | M | 82073 Jessica Camp | West Green | GA | 31,567 | 31.6143 | -82.7243 | 782 | Audiological scientist | 1982-01-16 | ad4cccf4190c15a3843c298e25e3b41b | 1,371,826,478 | 30.844109 | -83.494447 | 0 |
464 | 2020-06-21 14:54:46 | 4,798,937,978,667,560,000 | fraud_Maggio-Fahey | misc_pos | 552.46 | Robert | Williams | M | 09419 Lewis Rapids | Bay City | MI | 48,706 | 43.6088 | -83.953 | 67,858 | Water quality scientist | 1995-03-13 | c1f091d12f1b998ef0f126515a46f3be | 1,371,826,486 | 44.032116 | -83.106991 | 0 |
465 | 2020-06-21 14:55:09 | 630,451,534,402 | fraud_Hickle Group | shopping_pos | 8.51 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | 92c074755735ddceefb5945b91b7e668 | 1,371,826,509 | 47.135979 | -86.412023 | 0 |
466 | 2020-06-21 14:55:17 | 4,951,647,200,979,051 | fraud_Skiles LLC | home | 45.67 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 62b1c65b11e31f740ae17771d2646965 | 1,371,826,517 | 37.122514 | -88.328393 | 0 |
467 | 2020-06-21 14:55:20 | 3,576,431,665,303,017 | fraud_Weimann-Lockman | kids_pets | 36.69 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | 0f3ed907cf6322efd9492facf5bb2528 | 1,371,826,520 | 33.663207 | -111.93532 | 0 |
468 | 2020-06-21 14:55:37 | 376,445,266,762,684 | fraud_Lesch, D'Amore and Brown | food_dining | 5.89 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | e512d2d677ccb2dbadd9f50d0f3eab2c | 1,371,826,537 | 40.546102 | -101.624613 | 0 |
469 | 2020-06-21 14:55:42 | 3,504,178,999,463,051 | fraud_Boyer PLC | misc_pos | 41.92 | Drew | Garcia | M | 70858 Jasmine Meadows Apt. 135 | Lima | OH | 45,801 | 40.7641 | -84.0973 | 86,954 | Copywriter, advertising | 1992-07-23 | 8639d4ad157cc7e3761522d692598544 | 1,371,826,542 | 40.036255 | -84.890546 | 0 |
470 | 2020-06-21 14:55:54 | 2,712,209,726,293,386 | fraud_Kling-Ernser | entertainment | 167.02 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | fb6915d0b077146d690f4c7a33be7fec | 1,371,826,554 | 30.63821 | -91.497515 | 0 |
471 | 2020-06-21 14:56:26 | 348,379,466,427,142 | fraud_Lubowitz, Terry and Stracke | personal_care | 88.3 | Michael | Rowe | M | 7428 Martinez Flats | Melbourne | FL | 32,935 | 28.1384 | -80.6524 | 139,650 | Database administrator | 1957-01-23 | 872532529b83689b468fe439cc5a98c6 | 1,371,826,586 | 28.635917 | -79.704019 | 0 |
472 | 2020-06-21 14:56:36 | 4,939,976,756,738,216 | fraud_Windler LLC | kids_pets | 21.31 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | 1cd4c5022ab19c86cec010cf264e2fd7 | 1,371,826,596 | 25.680009 | -99.987469 | 0 |
473 | 2020-06-21 14:57:19 | 4,561,892,980,175 | fraud_Cartwright PLC | kids_pets | 94.2 | Jacqueline | Allen | F | 166 Lisa Fords | Greenwood | IN | 46,143 | 39.596 | -86.1309 | 78,968 | Financial adviser | 1968-02-10 | 3e7b542501c179218147650048d4971f | 1,371,826,639 | 39.294812 | -86.289134 | 0 |
474 | 2020-06-21 14:57:49 | 4,503,101,193,493,053,000 | fraud_Pacocha-Bauch | shopping_pos | 50.41 | Katherine | Tucker | F | 670 Le Meadows Suite 250 | Lakeland | FL | 33,811 | 27.9865 | -82.0139 | 237,282 | Clothing/textile technologist | 1979-07-03 | 40a99e4d620ce1f2b82d45464905d3a0 | 1,371,826,669 | 28.167899 | -82.959513 | 0 |
475 | 2020-06-21 14:58:20 | 3,583,293,909,206,278 | fraud_Reilly and Sons | health_fitness | 19.03 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | 63c4e7a4d49204bf0f35286e8e62c5f0 | 1,371,826,700 | 35.861878 | -105.587001 | 0 |
476 | 2020-06-21 14:58:31 | 3,567,879,740,649,740 | fraud_Ratke and Sons | health_fitness | 14.89 | Tanya | Williams | F | 566 Megan Well | Brownville | NY | 13,615 | 44.0577 | -76.0196 | 1,271 | Producer, radio | 1958-08-14 | fd75fcbc0d725eb7578e36d052551995 | 1,371,826,711 | 44.068256 | -76.909719 | 0 |
477 | 2020-06-21 14:58:46 | 4,063,094,974,360,571,400 | fraud_Zboncak LLC | food_dining | 6.55 | Patricia | Mendoza | F | 1683 Davidson Freeway | Mendon | UT | 84,325 | 41.71 | -111.9817 | 2,078 | Scientist, audiological | 1963-06-13 | c4f64549b485d37f18ef7086500f292c | 1,371,826,726 | 40.75604 | -112.027357 | 0 |
478 | 2020-06-21 14:58:48 | 4,079,773,899,158 | fraud_Emmerich-Rau | personal_care | 41.27 | Eric | Preston | M | 7020 Doyle Stream Apt. 951 | Mesa | ID | 83,643 | 44.6255 | -116.4493 | 129 | Cartographer | 1965-12-15 | 7ec83be59ca440f776254efc7b3432d4 | 1,371,826,728 | 44.50375 | -116.165769 | 0 |
479 | 2020-06-21 14:58:59 | 3,502,377,050,801,561 | fraud_Marvin-Lind | personal_care | 252.46 | Kathleen | Martin | F | 659 Nicole Cove Suite 560 | New Waverly | TX | 77,358 | 30.5354 | -95.4532 | 4,993 | Scientist, biomedical | 1948-11-30 | 17c12f2274299a55df783dc41ac34009 | 1,371,826,739 | 29.742803 | -94.781998 | 0 |
480 | 2020-06-21 14:59:06 | 213,178,765,398,315 | fraud_Wiza LLC | misc_pos | 355.74 | Alan | Colon | M | 748 Bryan Fields Suite 935 | Riverton | WY | 82,501 | 43.0351 | -108.2024 | 19,408 | Lecturer, higher education | 1993-09-11 | 88128c4d3ec19f0cf3459853cb7a6319 | 1,371,826,746 | 42.280586 | -108.411593 | 0 |
481 | 2020-06-21 14:59:21 | 3,531,129,874,770,000 | fraud_O'Reilly, Mohr and Purdy | home | 24.93 | Shelby | Mitchell | F | 974 Cindy Stream | Brandon | VT | 5,733 | 43.8065 | -73.0882 | 5,895 | Scientist, marine | 1975-07-13 | bf5172ae67b986d32926b2a3f8b3b6a9 | 1,371,826,761 | 43.972745 | -73.449261 | 0 |
482 | 2020-06-21 15:00:15 | 30,118,423,745,458 | fraud_Torp-Lemke | misc_pos | 313.38 | Jared | Velazquez | M | 01479 Murray Circle | Matawan | NJ | 7,747 | 40.4109 | -74.238 | 30,770 | Drilling engineer | 1993-04-29 | ecd3cd25db10be244d08d0a9bf1d0ede | 1,371,826,815 | 40.96964 | -74.160249 | 0 |
483 | 2020-06-21 15:00:26 | 3,556,613,125,071,656 | fraud_Reichel, Bradtke and Blanda | travel | 1.03 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77,566 | 29.0393 | -95.4401 | 28,739 | Futures trader | 1999-12-27 | c13e23ca386474672d03d0028cda9ffb | 1,371,826,826 | 29.184856 | -94.726437 | 0 |
484 | 2020-06-21 15:01:18 | 3,566,094,707,272,327 | fraud_Douglas-White | entertainment | 67.75 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | 9cf4d48cea40f8e6ae1a6813757045bd | 1,371,826,878 | 33.52935 | -118.160218 | 0 |
485 | 2020-06-21 15:01:30 | 4,904,681,492,230,012 | fraud_Effertz, Welch and Schowalter | entertainment | 62.35 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | dae69107dd096ef0ec9c5d2322dd3d02 | 1,371,826,890 | 41.652797 | -74.709973 | 0 |
486 | 2020-06-21 15:01:39 | 4,424,338,559,877,976 | fraud_Jerde-Hermann | travel | 3.34 | Denise | Barnett | F | 23220 Eaton Harbors | Kirby | OH | 43,330 | 40.813 | -83.4196 | 118 | Private music teacher | 1957-11-12 | bc5b562c280e3ea43d5b6124f4ca3d86 | 1,371,826,899 | 40.618236 | -83.341865 | 0 |
487 | 2020-06-21 15:01:45 | 4,561,546,772,499 | fraud_Kassulke Inc | entertainment | 13.46 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | d7f39f5f51f498218d8c625afe37c966 | 1,371,826,905 | 35.492449 | -105.688423 | 0 |
488 | 2020-06-21 15:02:10 | 3,534,330,126,107,879 | fraud_Ernser-Feest | home | 69.11 | Jeffrey | Smith | M | 713 Scott Pike Apt. 712 | Bridger | MT | 59,014 | 45.2857 | -108.9082 | 1,446 | Chartered loss adjuster | 1978-01-15 | 4dfddb164d7b0fadda84e3873850bc0a | 1,371,826,930 | 45.783381 | -108.264676 | 0 |
489 | 2020-06-21 15:02:29 | 3,527,536,963,490,470 | fraud_Bruen-Yost | misc_pos | 8.69 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | b88b90db1db5ad895a635b95064811d3 | 1,371,826,949 | 33.326021 | -81.651078 | 0 |
490 | 2020-06-21 15:02:37 | 3,528,407,217,576,457 | fraud_Botsford Ltd | shopping_pos | 9.16 | Patricia | Leach | F | 71309 Martinez Stravenue | Kingsport | TN | 37,663 | 36.4715 | -82.4834 | 87,124 | Warden/ranger | 1987-02-14 | 2964f8aadd99dcfc7e675375c12fcaa9 | 1,371,826,957 | 35.96052 | -83.289973 | 0 |
491 | 2020-06-21 15:02:40 | 4,862,293,128,558 | fraud_Ankunding-Carroll | travel | 4.36 | Elizabeth | Payne | F | 897 Daugherty Mission | Grassflat | PA | 16,839 | 41.0036 | -78.1104 | 489 | Pension scheme manager | 1956-09-15 | 4a2301a36c1f4aa8878a470e18829e5f | 1,371,826,960 | 41.637348 | -78.275198 | 0 |
492 | 2020-06-21 15:03:17 | 180,084,695,172,649 | fraud_Marvin-Lind | personal_care | 39.51 | Holly | Mann | F | 7644 Joseph Fields | Nokomis | IL | 62,075 | 39.3036 | -89.2853 | 3,458 | Building surveyor | 1985-12-08 | 08e42ee94e1a342d25fefb3a68e71729 | 1,371,826,997 | 39.099211 | -89.911079 | 0 |
493 | 2020-06-21 15:03:31 | 3,547,574,373,318,979 | fraud_Waelchi-Wolf | kids_pets | 14.63 | Jacob | Patel | M | 54822 Hill Forks | Dieterich | IL | 62,424 | 39.0319 | -88.4074 | 2,092 | Psychologist, clinical | 1962-04-30 | 9bb46379a261a3f231a3bcf31f80d0f9 | 1,371,827,011 | 39.878585 | -87.710613 | 0 |
494 | 2020-06-21 15:03:44 | 2,720,830,304,681,674 | fraud_Pouros-Haag | shopping_pos | 1.18 | Melissa | Aguilar | F | 21326 Taylor Squares Suite 708 | Clarksville | TN | 37,040 | 36.522 | -87.349 | 151,785 | Pathologist | 1974-03-28 | c8ceccee9cb9cf06107432454a211448 | 1,371,827,024 | 35.785532 | -87.720425 | 0 |
495 | 2020-06-21 15:04:12 | 3,501,365,119,557,234 | fraud_Torp, Muller and Borer | health_fitness | 36.63 | Danielle | Allen | F | 87198 Macias Drive Suite 389 | Loving | NM | 88,256 | 32.274 | -104.0914 | 1,925 | Educational psychologist | 1952-05-26 | 8a5da7898d9867bdbd41744b175b430a | 1,371,827,052 | 32.691699 | -104.683031 | 0 |
496 | 2020-06-21 15:04:15 | 2,720,433,095,629,877 | fraud_Sporer-Keebler | personal_care | 4.7 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | f2f8dcb3b3c13461de92ef089b103f21 | 1,371,827,055 | 44.445912 | -69.845862 | 0 |
497 | 2020-06-21 15:04:53 | 180,046,765,320,457 | fraud_Becker, Harris and Harvey | personal_care | 6.55 | Jared | Camacho | M | 4257 Perez Mall | Canton | OH | 44,702 | 40.8027 | -81.3739 | 192,805 | Building control surveyor | 1963-06-30 | c2e2ec42a1d98fc4f6c22ba9d397cf71 | 1,371,827,093 | 41.513059 | -82.008669 | 0 |
498 | 2020-06-21 15:05:09 | 4,988,304,376,504 | fraud_Bahringer Group | health_fitness | 96.05 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | 42ecebde5132bfbe924ce88057ec27be | 1,371,827,109 | 41.399449 | -73.853894 | 0 |
499 | 2020-06-21 15:05:12 | 2,248,735,346,244,816 | fraud_Gutmann, McLaughlin and Wiza | home | 13.36 | Jacob | Weber | M | 29156 Mark Park Apt. 108 | Utica | KS | 67,584 | 38.6411 | -100.138 | 269 | Product/process development scientist | 1962-11-11 | 26eba26e748d236f9ae9212d13a49432 | 1,371,827,112 | 38.770019 | -99.82933 | 0 |