Unnamed: 0 int64 | trans_date_trans_time string | cc_num int64 | merchant string | category string | amt float64 | first string | last string | gender string | street string | city string | state string | zip int64 | lat float64 | long float64 | city_pop int64 | job string | dob string | trans_num string | unix_time int64 | merch_lat float64 | merch_long float64 | is_fraud int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,600 | 2020-06-21 21:26:35 | 4,449,530,933,957,323 | fraud_Reichel LLC | personal_care | 41.17 | Felicia | Mckee | F | 84079 Thomas Burgs | Tomales | CA | 94,971 | 38.2427 | -122.9145 | 337 | Occupational psychologist | 1954-07-05 | 792bb9265ab0f1835c7cda7b2f1a9360 | 1,371,849,995 | 38.739473 | -123.540433 | 0 |
1,601 | 2020-06-21 21:27:17 | 372,509,258,176,510 | fraud_Hyatt, Russel and Gleichner | health_fitness | 33.11 | Kristen | Hanson | F | 26544 Andrea Glen | Goodrich | MI | 48,438 | 42.9147 | -83.4845 | 6,951 | Learning disability nurse | 1985-06-18 | a1ff9b61bc04f45281e3c4fae17d1d51 | 1,371,850,037 | 43.571087 | -82.923379 | 0 |
1,602 | 2020-06-21 21:27:51 | 372,509,258,176,510 | fraud_McKenzie-Huels | food_dining | 36.24 | Kristen | Hanson | F | 26544 Andrea Glen | Goodrich | MI | 48,438 | 42.9147 | -83.4845 | 6,951 | Learning disability nurse | 1985-06-18 | 2f5b560188f631adcc7d009892c70297 | 1,371,850,071 | 42.516314 | -83.65014 | 0 |
1,603 | 2020-06-21 21:27:52 | 213,156,747,557,083 | fraud_Ziemann-Waters | health_fitness | 30.56 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | 3fadb09ad9979d41b08b88fcea47b40d | 1,371,850,072 | 33.639903 | -118.796042 | 0 |
1,604 | 2020-06-21 21:27:58 | 4,294,040,533,480,516 | fraud_Upton PLC | entertainment | 26.15 | Gail | Weaver | F | 979 Stewart Lake | New Ellenton | SC | 29,809 | 33.413 | -81.69 | 2,206 | Biomedical scientist | 1986-12-31 | 81a8179910fe1b264b386505ccdfd85d | 1,371,850,078 | 33.483494 | -81.368328 | 0 |
1,605 | 2020-06-21 21:28:30 | 6,011,367,958,204,270 | fraud_Hilpert-Conroy | kids_pets | 64.17 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 1d872886a036ede70e40ecdcf748089b | 1,371,850,110 | 41.834664 | -82.667347 | 0 |
1,606 | 2020-06-21 21:28:56 | 4,708,992,452,821,239 | fraud_Homenick LLC | personal_care | 40.35 | Jared | Walters | M | 3326 Hannah Fords | Cord | AR | 72,524 | 35.8184 | -91.3375 | 376 | Designer, ceramics/pottery | 1938-09-08 | bfc7273d93d00f6c91d24bb46580147c | 1,371,850,136 | 34.977048 | -91.111886 | 0 |
1,607 | 2020-06-21 21:29:44 | 379,897,244,598,068 | fraud_Schaefer Ltd | kids_pets | 115.63 | Frank | Key | M | 5537 Jessica Plaza | Pewee Valley | KY | 40,056 | 38.3039 | -85.4834 | 3,263 | Stage manager | 1930-02-28 | f2aa6efb489699c2d85285216fda481d | 1,371,850,184 | 37.654179 | -85.21483 | 0 |
1,608 | 2020-06-21 21:30:11 | 3,553,629,419,254,918 | fraud_Boehm, Predovic and Reinger | misc_pos | 1.12 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 09c9d8d44f9ed0b9d91d932d7d721a93 | 1,371,850,211 | 48.197408 | -121.959612 | 0 |
1,609 | 2020-06-21 21:30:16 | 346,273,234,529,002 | fraud_Hilpert-Conroy | kids_pets | 55.48 | Donna | Moreno | F | 32301 Albert River Suite 364 | Ronceverte | WV | 24,970 | 37.7418 | -80.4626 | 4,575 | Statistician | 1991-10-22 | d09c67728c4d1017311e38a95d8f45a1 | 1,371,850,216 | 38.393785 | -80.967108 | 0 |
1,610 | 2020-06-21 21:30:18 | 4,155,021,259,183,870 | fraud_Roberts-Beahan | misc_pos | 1.22 | Renee | Parrish | F | 174 Jennifer Meadow Apt. 467 | Mountain Park | OK | 73,559 | 34.7032 | -98.9591 | 540 | Research scientist (life sciences) | 1983-10-12 | 5681a22cbcb0fe268768c250a42f6125 | 1,371,850,218 | 35.604846 | -99.47514 | 0 |
1,611 | 2020-06-21 21:30:47 | 4,990,494,243,023 | fraud_Bechtelar-Rippin | food_dining | 47.42 | Martin | Ford | M | 56812 Francis Courts | Corriganville | MD | 21,524 | 39.6967 | -78.8031 | 626 | Energy engineer | 1960-12-13 | fe2aa791635b9afa280e3c85959325f6 | 1,371,850,247 | 38.809009 | -78.911255 | 0 |
1,612 | 2020-06-21 21:31:02 | 60,487,002,085 | fraud_Schmidt-Larkin | home | 44.92 | David | White | M | 66234 Hall Lock Suite 758 | Jackson | MS | 39,211 | 32.3739 | -90.1293 | 233,060 | Horticulturist, commercial | 1972-08-15 | c91ff06dfcbe725ede5a3a26e1f10e2f | 1,371,850,262 | 32.523209 | -89.605359 | 0 |
1,613 | 2020-06-21 21:31:25 | 3,523,843,138,706,408 | fraud_Crist, Jakubowski and Littel | home | 12.78 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36,758 | 32.6176 | -86.9475 | 1,412 | Drilling engineer | 1970-11-20 | ea2d31e733f5810c020be23ae6e50154 | 1,371,850,285 | 32.686006 | -87.061121 | 0 |
1,614 | 2020-06-21 21:31:51 | 501,899,453,424 | fraud_Torp, Muller and Borer | health_fitness | 2.37 | Jessica | Dominguez | F | 06393 Nancy Parkways Suite 855 | Gadsden | AL | 35,903 | 33.9845 | -85.9077 | 67,082 | Ceramics designer | 1970-01-08 | 17480d30ee8b7e8aff43a100e647285a | 1,371,850,311 | 34.492201 | -86.027607 | 0 |
1,615 | 2020-06-21 21:32:31 | 571,365,235,126 | fraud_Hamill-D'Amore | health_fitness | 66.71 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | 2802a7408a46fbc26f9acba3f13741e7 | 1,371,850,351 | 44.012053 | -86.06198 | 0 |
1,616 | 2020-06-21 21:32:40 | 30,364,087,349,027 | fraud_Torphy-Kertzmann | health_fitness | 50.34 | Samuel | Sandoval | M | 0005 Morrison Land | Mounds | OK | 74,047 | 35.8896 | -96.0887 | 7,163 | Fitness centre manager | 1982-02-05 | 7094f5775e35c8a32462267f169ade30 | 1,371,850,360 | 36.513756 | -96.106271 | 0 |
1,617 | 2020-06-21 21:34:19 | 6,538,441,737,335,434 | fraud_Runte-Mohr | food_dining | 7.02 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | 9a58b982d25ad608eef2de53c2d7f945 | 1,371,850,459 | 41.125982 | -80.169289 | 0 |
1,618 | 2020-06-21 21:34:49 | 30,234,966,027,947 | fraud_Reinger, Weissnat and Strosin | food_dining | 35.68 | Matthew | Lambert | M | 7188 Melissa Crest Apt. 151 | New Holstein | WI | 53,061 | 43.9446 | -88.0911 | 5,196 | Child psychotherapist | 1978-01-22 | 129ed74108623f884d0b90fb57476f82 | 1,371,850,489 | 44.837148 | -87.41813 | 0 |
1,619 | 2020-06-21 21:34:52 | 3,533,742,182,628,021 | fraud_Price Inc | shopping_net | 1.15 | Robert | Haynes | M | 857 Aaron Circles Suite 398 | Johns Island | SC | 29,455 | 32.8357 | -79.8217 | 20,478 | Materials engineer | 1997-06-04 | 20cf5662dd072c880f523b483b7b4662 | 1,371,850,492 | 32.161806 | -80.107872 | 0 |
1,620 | 2020-06-21 21:34:56 | 6,501,313,409,525,696 | fraud_Boyer-Reichert | shopping_net | 15.5 | Carrie | Lewis | F | 28925 Powell Mountains Apt. 762 | Pecos | TX | 79,772 | 31.4467 | -103.5791 | 12,747 | Merchandiser, retail | 1987-05-05 | 2f301342c23a2ceca3d927514d9cbade | 1,371,850,496 | 31.687141 | -104.088778 | 0 |
1,621 | 2020-06-21 21:35:54 | 3,590,736,522,064,285 | fraud_Kozey-Kuhlman | personal_care | 32.5 | Kimberly | Gonzalez | F | 72966 Shannon Pass Apt. 391 | Bauxite | AR | 72,011 | 34.5091 | -92.4828 | 4,074 | Scientist, audiological | 1975-12-20 | e33da71705c4fbfcc4097edac89e0a8e | 1,371,850,554 | 34.696818 | -92.146039 | 0 |
1,622 | 2020-06-21 21:36:12 | 3,501,942,333,500,073 | fraud_Graham, Hegmann and Hammes | food_dining | 5.17 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | 8a3baa6b516735dac13383f59b9b16e2 | 1,371,850,572 | 32.87572 | -113.11204 | 0 |
1,623 | 2020-06-21 21:36:21 | 4,745,996,322,265 | fraud_Prosacco LLC | personal_care | 9.64 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | 7b3ff35cb111c51bd3334384bd0944c6 | 1,371,850,581 | 42.178748 | -87.199701 | 0 |
1,624 | 2020-06-21 21:38:16 | 4,045,036,286,570,100,700 | fraud_Kutch-Ferry | home | 4.15 | Bianca | Scott | F | 9588 Cox Rapid Apt. 257 | Atglen | PA | 19,310 | 39.9458 | -75.9703 | 3,066 | Product manager | 1928-07-15 | e9814ff4cfa8d4e1c8d17ff92bd8c0bb | 1,371,850,696 | 40.743418 | -75.34875 | 0 |
1,625 | 2020-06-21 21:40:30 | 4,761,403,817,546,679,000 | fraud_Renner Ltd | home | 53.42 | Diana | Jacobs | F | 69608 Perez Mountain Apt. 006 | Viola | AR | 72,583 | 36.3924 | -91.9932 | 1,679 | Psychiatric nurse | 1986-05-02 | be74fb952ac9dcbbc36c14afb05ee3e3 | 1,371,850,830 | 37.034635 | -92.751924 | 0 |
1,626 | 2020-06-21 21:41:11 | 375,248,307,838,179 | fraud_O'Hara-Wilderman | food_dining | 10.27 | Joshua | Mendoza | M | 4215 Miranda Field Suite 326 | Tallmansville | WV | 26,237 | 38.8564 | -80.158 | 571 | Accounting technician | 1967-09-16 | 4f6c1cfa213e34c5be3ad3d7233d7ed6 | 1,371,850,871 | 37.932071 | -80.316256 | 0 |
1,627 | 2020-06-21 21:41:19 | 30,044,330,818,990 | fraud_Douglas, Schneider and Turner | shopping_pos | 6.33 | Allison | Ayala | F | 87665 Karen Mill Apt. 586 | Fort Myers | FL | 33,967 | 26.4722 | -81.8122 | 224,256 | Paramedic | 1985-08-29 | 47ad107ff3374b5e6043d9dcd014cc95 | 1,371,850,879 | 25.609953 | -80.900286 | 0 |
1,628 | 2020-06-21 21:41:36 | 4,992,346,398,065,154,000 | fraud_Ernser-Lynch | food_dining | 40.58 | Benjamin | Kim | M | 920 Patrick Light | Mc Nabb | IL | 61,335 | 41.173 | -89.2187 | 532 | Audiological scientist | 1956-01-09 | 7b4828303d34844df97dcbd2e0344228 | 1,371,850,896 | 40.381153 | -89.112005 | 0 |
1,629 | 2020-06-21 21:41:36 | 4,181,833,256,558,614,000 | fraud_Eichmann-Russel | misc_pos | 5.88 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | a9053a2cd65eeb4178002586e2040ac7 | 1,371,850,896 | 36.485091 | -104.702675 | 0 |
1,630 | 2020-06-21 21:41:40 | 3,587,960,728,692,500 | fraud_Pfeffer and Sons | shopping_pos | 114.6 | 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 | 4c7209f9857752fe9a91e4c1b93fcbc9 | 1,371,850,900 | 42.036821 | -94.867121 | 0 |
1,631 | 2020-06-21 21:42:03 | 3,576,281,490,078,437 | fraud_Hoppe-Parisian | kids_pets | 59.27 | Chris | Dixon | M | 919 Miller Isle | Williams | IN | 47,470 | 38.7735 | -86.6285 | 1,735 | Financial adviser | 1990-06-13 | b0c269ca710aa99a011f3e9864755fcb | 1,371,850,923 | 39.242662 | -87.570474 | 0 |
1,632 | 2020-06-21 21:43:26 | 213,157,767,990,030 | fraud_Pouros-Conroy | shopping_pos | 8.34 | Tara | Campbell | F | 05050 Rogers Well Apt. 439 | Rock Springs | WY | 82,901 | 41.606 | -109.23 | 27,971 | Music therapist | 1984-08-01 | c31c12f72bb80d97a76ac52f56f1497b | 1,371,851,006 | 40.8284 | -108.485755 | 0 |
1,633 | 2020-06-21 21:43:46 | 573,860,193,545 | fraud_Bernhard-Lesch | food_dining | 3.38 | Cristian | Jones | M | 0423 Kirby Field Suite 623 | Wilmette | IL | 60,091 | 42.0765 | -87.7246 | 27,020 | Trade mark attorney | 1986-07-23 | eafd943c8e30488748e87e2dfdbf96fc | 1,371,851,026 | 42.727483 | -86.950888 | 0 |
1,634 | 2020-06-21 21:44:04 | 4,377,338,765,909,719 | fraud_Douglas-White | entertainment | 243.42 | Nicholas | Mcmahon | M | 2123 Jonathan Falls Suite 753 | Heiskell | TN | 37,754 | 36.115 | -84.0438 | 4,729 | Geologist, wellsite | 1982-04-19 | de02742ef7ade216aa2eca3fda59703c | 1,371,851,044 | 36.541542 | -83.911151 | 0 |
1,635 | 2020-06-21 21:44:07 | 30,175,986,190,993 | fraud_Schumm PLC | health_fitness | 6.31 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | 62a6c8e6e2dea4b97b3611333bbf74bf | 1,371,851,047 | 47.756371 | -95.665321 | 0 |
1,636 | 2020-06-21 21:45:02 | 3,501,942,333,500,073 | fraud_Daugherty LLC | kids_pets | 65.08 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | a5b82f41e04ad68fbcbab74e3e7b26d7 | 1,371,851,102 | 34.567398 | -112.326377 | 0 |
1,637 | 2020-06-21 21:45:34 | 3,575,789,281,659,026 | fraud_Cormier LLC | health_fitness | 1.44 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | d316e43e21fbc41c88738690c2745c7f | 1,371,851,134 | 37.889132 | -94.619504 | 0 |
1,638 | 2020-06-21 21:46:11 | 3,562,679,455,732,797 | fraud_Nolan-Williamson | kids_pets | 111.16 | Amanda | Jones | F | 7320 Jennifer Forges | Queenstown | MD | 21,658 | 39.0026 | -76.1424 | 3,862 | Maintenance engineer | 1962-12-06 | 3079860a4f41500347911db1b1b363d8 | 1,371,851,171 | 38.444013 | -75.875324 | 0 |
1,639 | 2020-06-21 21:47:00 | 377,026,671,291,680 | fraud_Torp, Muller and Borer | health_fitness | 21.77 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | 7c0c8191745ceb10e664695f33923ead | 1,371,851,220 | 37.016094 | -91.96042 | 0 |
1,640 | 2020-06-21 21:47:11 | 2,703,186,189,652,095 | fraud_Nienow, Barrows and Romaguera | personal_care | 21.42 | Jennifer | Banks | F | 561 Perry Cove | Moravian Falls | NC | 28,654 | 36.0788 | -81.1781 | 3,495 | Psychologist, counselling | 1988-03-09 | 425e0c93f223049c448b55515e85ec07 | 1,371,851,231 | 35.788862 | -81.582749 | 0 |
1,641 | 2020-06-21 21:47:47 | 4,452,366,298,769,043 | fraud_Lehner, Reichert and Mills | misc_pos | 96.16 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | 04c1eb3a10514efe4709d7757c96ba40 | 1,371,851,267 | 31.08477 | -97.370249 | 0 |
1,642 | 2020-06-21 21:48:42 | 30,092,964,733,035 | fraud_Wuckert-Goldner | home | 14.65 | Jessica | Terry | F | 6412 Elizabeth Gardens Suite 633 | Maysville | KY | 41,056 | 38.6207 | -83.8067 | 14,228 | Advertising account executive | 1971-03-26 | f220c616ffff7efa580721c98ecf6d99 | 1,371,851,322 | 39.567855 | -84.24199 | 0 |
1,643 | 2020-06-21 21:48:45 | 376,445,266,762,684 | fraud_Rau-Robel | kids_pets | 52.15 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | c997feb6b4c243a25e4dfa5db293a048 | 1,371,851,325 | 42.024027 | -101.78438 | 0 |
1,644 | 2020-06-21 21:48:55 | 3,566,094,707,272,327 | fraud_Baumbach, Hodkiewicz and Walsh | shopping_pos | 3.62 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | 4a9d91f0b354452f31841f5832a8b8df | 1,371,851,335 | 35.249624 | -119.048494 | 0 |
1,645 | 2020-06-21 21:49:30 | 3,576,021,480,694,169 | fraud_Monahan, Bogisich and Ledner | misc_pos | 5.14 | Dawn | Gray | F | 9486 Joel Common Suite 554 | Topeka | KS | 66,618 | 39.1329 | -95.7023 | 163,415 | Secondary school teacher | 2004-12-30 | 6958ac22254f3395eb59eb2bd470e017 | 1,371,851,370 | 39.032377 | -95.146182 | 0 |
1,646 | 2020-06-21 21:49:41 | 4,560,395,181,594,436,000 | fraud_Price Inc | shopping_net | 1.31 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | 03305dbbfe76f3d76830152309cd51bc | 1,371,851,381 | 39.379315 | -123.059742 | 0 |
1,647 | 2020-06-21 21:50:04 | 4,861,310,130,652,567,000 | fraud_Champlin-Casper | home | 116.83 | Ashley | Cruz | F | 65417 Walsh Radial Suite 691 | Saint Amant | LA | 70,774 | 30.2385 | -90.8435 | 10,076 | Surveyor, rural practice | 1977-12-16 | 7515637402c93157f5195430fc850f36 | 1,371,851,404 | 30.105909 | -90.964004 | 0 |
1,648 | 2020-06-21 21:50:29 | 4,642,255,475,285,942 | fraud_Macejkovic-Lesch | shopping_pos | 4.7 | Sabrina | Johnson | F | 320 Nicholson Orchard | Thompson | UT | 84,540 | 38.9999 | -109.615 | 46 | Surveyor, minerals | 1987-04-23 | 7441a43f6b6ebc0251e4597493da283b | 1,371,851,429 | 38.395169 | -110.34773 | 0 |
1,649 | 2020-06-21 21:50:32 | 30,199,621,383,748 | fraud_Lemke and Sons | travel | 6.45 | Theresa | Powell | F | 117 Natasha Vista Suite 936 | Leonard | TX | 75,452 | 33.4044 | -96.2238 | 4,090 | Sub | 1977-03-23 | 975f22eba3c77cd8f728063d668545df | 1,371,851,432 | 32.813268 | -96.983336 | 0 |
1,650 | 2020-06-21 21:51:02 | 4,048,508,450,704,760 | fraud_Prosacco, Kreiger and Kovacek | home | 26.34 | Cheryl | Melton | F | 5053 Bell Crescent Apt. 255 | Fullerton | NE | 68,638 | 41.366 | -98.0054 | 1,749 | Surveyor, mining | 1973-05-07 | 263a5dfc85e6153aa5660c7a664c6215 | 1,371,851,462 | 41.031987 | -98.831052 | 0 |
1,651 | 2020-06-21 21:51:06 | 6,540,981,358,631,302 | fraud_Schaefer Ltd | kids_pets | 88.22 | Bryan | Torres | M | 152 James Centers Apt. 768 | Detroit | MI | 48,221 | 42.426 | -83.15 | 673,342 | Retail manager | 1967-06-19 | 35fe6ab08c0ceca13d983cbf69bd4387 | 1,371,851,466 | 42.452725 | -84.115145 | 0 |
1,652 | 2020-06-21 21:51:29 | 676,369,110,710 | fraud_Terry, Johns and Bins | misc_pos | 92.2 | David | Wolfe | M | 81261 Garcia Underpass Suite 741 | Southfield | MI | 48,034 | 42.4969 | -83.2911 | 75,830 | Engineer, automotive | 1974-12-28 | c32074819973d7a136b6f3b91ba5a087 | 1,371,851,489 | 41.958369 | -83.168249 | 0 |
1,653 | 2020-06-21 21:51:36 | 4,926,376,199,189,801 | fraud_Zboncak LLC | food_dining | 255.1 | Claire | Davis | F | 83685 Matthew Center Suite 870 | Cherokee Village | AR | 72,529 | 36.3011 | -91.5281 | 4,726 | Pharmacologist | 1977-06-07 | ff2e4b54a464dbb8025ea64c03edc875 | 1,371,851,496 | 36.95348 | -91.007544 | 0 |
1,654 | 2020-06-21 21:51:56 | 3,575,540,972,310,993 | fraud_Champlin, Rolfson and Connelly | travel | 9.89 | Rachel | Villarreal | F | 250 Carrie Throughway | University | MS | 38,677 | 34.3396 | -89.5736 | 4,198 | Curator | 2001-06-22 | 2d6638b745e558b43af7bffc69f47829 | 1,371,851,516 | 34.349912 | -90.348714 | 0 |
1,655 | 2020-06-21 21:52:06 | 3,562,264,947,797,243 | fraud_Runte, Green and Emard | health_fitness | 11.37 | Anthony | Velasquez | M | 609 Hunt Grove | Saint Francis | KY | 40,062 | 37.6047 | -85.4251 | 301 | Research officer, political party | 1967-03-17 | c43806d125e2928d455b322b72eaba57 | 1,371,851,526 | 37.684624 | -85.429984 | 0 |
1,656 | 2020-06-21 21:52:55 | 3,556,613,125,071,656 | fraud_Spencer PLC | entertainment | 2.93 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77,566 | 29.0393 | -95.4401 | 28,739 | Futures trader | 1999-12-27 | 82c12a69d37e6a086afceb88d5477262 | 1,371,851,575 | 29.19124 | -94.764776 | 0 |
1,657 | 2020-06-21 21:53:01 | 3,589,289,942,931,264 | fraud_Lowe, Dietrich and Erdman | kids_pets | 111.23 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | 762a4c6e03c7ff770161f2e984c70461 | 1,371,851,581 | 43.886268 | -97.763775 | 0 |
1,658 | 2020-06-21 21:53:37 | 4,488,258,847,705,225,700 | fraud_Hettinger, McCullough and Fay | home | 8.38 | Jessica | Shaw | F | 5745 Blair Locks | West Columbia | SC | 29,170 | 33.9568 | -81.1405 | 52,126 | Chemical engineer | 1929-08-23 | 446a3b3ae5f21fbba6482b7dff95c84e | 1,371,851,617 | 34.042545 | -81.207026 | 0 |
1,659 | 2020-06-21 21:53:47 | 38,052,002,992,326 | fraud_Rau-Robel | kids_pets | 21.6 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | 8e1ca0d1d4f76d0827f3d61e11852e6f | 1,371,851,627 | 30.472986 | -95.316716 | 0 |
1,660 | 2020-06-21 21:53:58 | 3,587,960,728,692,500 | fraud_Larkin Ltd | kids_pets | 123.09 | 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 | 5136f120d5fa8dcafa31884c94fbc7ea | 1,371,851,638 | 43.19966 | -95.405737 | 0 |
1,661 | 2020-06-21 21:54:01 | 38,295,635,583,927 | fraud_White and Sons | home | 38.8 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | e6fc27797dc9b66acfa566736af654a1 | 1,371,851,641 | 32.74548 | -99.609657 | 0 |
1,662 | 2020-06-21 21:54:03 | 3,560,797,065,840,735 | fraud_Crooks and Sons | personal_care | 165.06 | Janet | Turner | F | 0925 Lang Extensions | Shields | ND | 58,569 | 46.1838 | -101.2589 | 77 | Film/video editor | 1989-12-17 | 87550c6234825cded7a512195746d878 | 1,371,851,643 | 46.047289 | -102.084003 | 0 |
1,663 | 2020-06-21 21:55:32 | 4,560,395,181,594,436,000 | fraud_Grimes LLC | entertainment | 26.93 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | 39fa0528e783055769c9dc4b26474c36 | 1,371,851,732 | 38.786649 | -122.448249 | 0 |
1,664 | 2020-06-21 21:55:49 | 3,595,192,916,105,588 | fraud_Fadel-Hilpert | health_fitness | 14.03 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | 678f95d9902417b5d27a71108cd61ce0 | 1,371,851,749 | 34.837065 | -79.023479 | 0 |
1,665 | 2020-06-21 21:57:24 | 30,428,204,673,351 | fraud_Berge, Kautzer and Harris | personal_care | 71.57 | Greg | Villarreal | M | 2851 Foster Shoals | Schaefferstown | PA | 17,088 | 40.3087 | -76.2963 | 823 | Gaffer | 1982-07-02 | a77bc66715f10c7d6978264d353bb97a | 1,371,851,844 | 39.934387 | -76.717545 | 0 |
1,666 | 2020-06-21 21:57:37 | 4,509,922,033,272,157 | fraud_Shanahan-Lehner | personal_care | 89.14 | Monica | West | F | 22084 Smith Roads Suite 776 | Hurley | SD | 57,036 | 43.2893 | -97.1904 | 811 | Neurosurgeon | 1972-03-28 | 0e02e0378d03c7a933233b6042a126bc | 1,371,851,857 | 43.813221 | -97.86916 | 0 |
1,667 | 2020-06-21 21:58:21 | 630,469,040,731 | fraud_Konopelski, Schneider and Hartmann | food_dining | 19.05 | Meredith | Ayala | F | 7107 Henderson Station | Cascade Locks | OR | 97,014 | 45.671 | -121.8686 | 1,288 | Barrister | 1936-05-01 | 5045e6659d8bef28e27cd7541750a47e | 1,371,851,901 | 45.649669 | -121.366436 | 0 |
1,668 | 2020-06-21 22:00:34 | 6,011,148,190,095,209 | fraud_Gibson-Deckow | entertainment | 16.49 | Terri | Bailey | F | 508 Erin Mount | Daly City | CA | 94,015 | 37.6787 | -122.478 | 107,941 | Buyer, industrial | 1991-10-04 | aee28e0046d4569bd3a2c22b566d5cb5 | 1,371,852,034 | 36.73464 | -122.079128 | 0 |
1,669 | 2020-06-21 22:00:38 | 6,538,891,242,532,018 | fraud_Schuppe, Nolan and Hoeger | shopping_pos | 8.45 | Jodi | Rodriguez | F | 5796 Lee Coves Apt. 286 | Walnut Ridge | AR | 72,476 | 36.0244 | -90.9288 | 7,155 | Engineer, control and instrumentation | 1977-03-23 | b66d1c872b6d760d108ffc713a1b25f0 | 1,371,852,038 | 35.143583 | -91.665845 | 0 |
1,670 | 2020-06-21 22:00:42 | 4,451,438,912,406,400 | fraud_Friesen Ltd | health_fitness | 31.58 | Cheryl | Morgan | F | 7535 Amanda Manors Suite 293 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Manufacturing engineer | 1999-09-11 | 84a1f69168c923aa8eeb141f53e56962 | 1,371,852,042 | 33.657801 | -94.229986 | 0 |
1,671 | 2020-06-21 22:01:18 | 3,565,943,051,129,759 | fraud_Kessler Inc | travel | 7.32 | David | Thomas | M | 838 Dan Haven Suite 003 | Webster City | IA | 50,595 | 42.4657 | -93.8262 | 9,165 | Medical secretary | 1963-05-23 | cc3a89624587d315a378d0c0fe4692c4 | 1,371,852,078 | 43.220381 | -94.640548 | 0 |
1,672 | 2020-06-21 22:01:19 | 4,260,128,500,325 | fraud_Padberg-Welch | grocery_pos | 49.67 | Whitney | Gallagher | F | 0374 Courtney Islands Apt. 400 | Deane | KY | 41,812 | 37.2409 | -82.7696 | 230 | Conservation officer, historic buildings | 1997-08-04 | 08bdafc17743c637500ff79a3863b37e | 1,371,852,079 | 37.73286 | -81.815874 | 0 |
1,673 | 2020-06-21 22:02:21 | 4,512,828,414,983,802,000 | fraud_Barton LLC | kids_pets | 102.71 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | cbc6c45e6e00fe165d9bf44b037e843a | 1,371,852,141 | 40.505275 | -80.269768 | 0 |
1,674 | 2020-06-21 22:02:24 | 2,712,209,726,293,386 | fraud_Torp, Muller and Borer | health_fitness | 10.49 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | 6dd7c99427a1516af441a80b0e6c3fd8 | 1,371,852,144 | 30.212578 | -90.523094 | 0 |
1,675 | 2020-06-21 22:02:26 | 6,011,381,817,520,024 | fraud_Altenwerth, Cartwright and Koss | shopping_net | 5.72 | Kristen | Allen | F | 8619 Lisa Manors Apt. 871 | Lagrange | WY | 82,221 | 41.6423 | -104.1974 | 635 | Product/process development scientist | 1973-07-13 | 91864193d2003804c85a6de311492fe4 | 1,371,852,146 | 40.960441 | -104.634864 | 0 |
1,676 | 2020-06-21 22:02:33 | 6,011,329,966,782,895 | fraud_Adams-Barrows | health_fitness | 35.98 | Lauren | Butler | F | 030 Seth Divide Suite 355 | Tulsa | OK | 74,131 | 36.0557 | -96.0602 | 413,574 | Teacher, special educational needs | 1971-09-01 | 4dc9d45e4efcc5665907d68b15661801 | 1,371,852,153 | 36.565398 | -96.378681 | 0 |
1,677 | 2020-06-21 22:02:59 | 36,913,587,729,122 | fraud_Becker, Harris and Harvey | personal_care | 43.13 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | 8bf847373b6b69d45aae1ace4acd9b5a | 1,371,852,179 | 43.273858 | -115.950446 | 0 |
1,678 | 2020-06-21 22:03:04 | 4,861,310,130,652,567,000 | fraud_Jast-McDermott | shopping_pos | 230.59 | Ashley | Cruz | F | 65417 Walsh Radial Suite 691 | Saint Amant | LA | 70,774 | 30.2385 | -90.8435 | 10,076 | Surveyor, rural practice | 1977-12-16 | 552b870c7c674f5ae0b68d5d5848b952 | 1,371,852,184 | 30.464946 | -90.86351 | 0 |
1,679 | 2020-06-21 22:03:31 | 2,242,542,703,101,233 | fraud_Labadie, Treutel and Bode | shopping_net | 165.4 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 52d1fa842d250d10af510992171b868c | 1,371,852,211 | 37.960061 | -85.981519 | 0 |
1,680 | 2020-06-21 22:03:44 | 3,586,008,444,788,268 | fraud_Rolfson-Kunde | personal_care | 57.13 | Crystal | Fuller | F | 000 Jennifer Mills | Issaquah | WA | 98,027 | 47.4974 | -122.0107 | 50,489 | Osteopath | 1984-02-29 | cb86ae13b75c389673f2445cf4977f77 | 1,371,852,224 | 48.395023 | -122.106642 | 0 |
1,681 | 2020-06-21 22:04:05 | 3,583,793,405,872,580 | fraud_Schmeler-Howe | personal_care | 49.43 | Beth | Lambert | F | 6447 Johnson Estates Apt. 986 | Roosevelt | OK | 73,564 | 34.847 | -98.9836 | 551 | Amenity horticulturist | 1970-09-27 | d555a836b78cded8e06f3fed7fdf0f66 | 1,371,852,245 | 35.372188 | -98.390298 | 0 |
1,682 | 2020-06-21 22:05:07 | 6,011,975,266,774,121 | fraud_Bahringer, Bergnaum and Quitzon | home | 89.82 | Haley | Wagner | F | 05561 Farrell Crescent | Annapolis | MD | 21,405 | 39.0305 | -76.5515 | 92,106 | Accountant, chartered certified | 1943-05-28 | 052231b3ef7d5f7ca1cc5c13cf4e9872 | 1,371,852,307 | 38.400359 | -76.923792 | 0 |
1,683 | 2020-06-21 22:06:30 | 4,745,996,322,265 | fraud_Gottlieb-Hansen | personal_care | 85.45 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | 3c4ee20cf2de7b861f73e55763f8f31b | 1,371,852,390 | 41.214552 | -86.874168 | 0 |
1,684 | 2020-06-21 22:06:31 | 4,926,376,199,189,801 | fraud_O'Keefe-Wisoky | food_dining | 57.13 | Claire | Davis | F | 83685 Matthew Center Suite 870 | Cherokee Village | AR | 72,529 | 36.3011 | -91.5281 | 4,726 | Pharmacologist | 1977-06-07 | 29e9bc4c42eae06b4fd2946b0c6f19dd | 1,371,852,391 | 35.614887 | -92.183553 | 0 |
1,685 | 2020-06-21 22:06:39 | 3,560,725,013,359,375 | fraud_Hamill-D'Amore | health_fitness | 24.84 | Brooke | Smith | F | 63542 Luna Brook Apt. 012 | Notrees | TX | 79,759 | 31.8599 | -102.7413 | 23 | Cytogeneticist | 1969-09-15 | 16bf2e46c54369a8eab2214649506425 | 1,371,852,399 | 32.575873 | -102.60429 | 1 |
1,686 | 2020-06-21 22:06:49 | 345,933,964,507,467 | fraud_Witting, Beer and Ernser | home | 10.07 | Carol | Dillon | F | 27479 Reeves Dale | Whaleyville | MD | 21,872 | 38.4121 | -75.2811 | 718 | Regulatory affairs officer | 1985-03-19 | db98e6ef24be7c51f892b890aea42411 | 1,371,852,409 | 38.715701 | -74.855675 | 0 |
1,687 | 2020-06-21 22:07:34 | 4,560,004,149,983,868,400 | fraud_Baumbach, Hodkiewicz and Walsh | shopping_pos | 661.5 | Stacy | Villegas | F | 20581 Pena Walks | Colorado Springs | CO | 80,951 | 38.8881 | -104.6556 | 525,713 | Museum/gallery exhibitions officer | 1992-05-09 | a5160620c59f7c95647dae16dcc4ad48 | 1,371,852,454 | 38.65905 | -103.747452 | 0 |
1,688 | 2020-06-21 22:08:21 | 4,149,635,823,017 | fraud_Koss, Hansen and Lueilwitz | home | 163.36 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | 2d2b01d2a066c65efbf3ec4ef7069be7 | 1,371,852,501 | 34.508834 | -86.605898 | 0 |
1,689 | 2020-06-21 22:08:22 | 30,153,452,207,526 | fraud_Bartoletti and Sons | personal_care | 17.02 | Robin | Smith | F | 0537 Margaret Common Suite 526 | Coleman | TX | 76,834 | 31.8287 | -99.427 | 5,908 | Radio producer | 1962-04-05 | de6ab4321609055f2bb88886bdfab494 | 1,371,852,502 | 31.151726 | -100.15623 | 0 |
1,690 | 2020-06-21 22:08:32 | 4,220,345,354,880 | fraud_Dare, Fritsch and Zboncak | health_fitness | 25.6 | Patrick | Torres | M | 27386 Snyder Station | Oxford | MI | 48,371 | 42.8223 | -83.2829 | 24,840 | Agricultural consultant | 1960-01-20 | ae244028f806a419e969e32d9e9d3a94 | 1,371,852,512 | 42.296251 | -82.789102 | 0 |
1,691 | 2020-06-21 22:08:39 | 4,428,154,703,770,710 | fraud_Medhurst, Labadie and Gottlieb | travel | 1.48 | Brittany | Guerra | F | 79209 Gary Dale | Colton | WA | 99,113 | 46.5901 | -117.1692 | 761 | Chief Marketing Officer | 1943-06-30 | abb6f79fc70821246003ec418a052a94 | 1,371,852,519 | 47.413924 | -116.58361 | 0 |
1,692 | 2020-06-21 22:08:56 | 180,011,453,250,192 | fraud_Weber and Sons | food_dining | 66.89 | Craig | Dunn | M | 721 Jacqueline Brooks | New Boston | IL | 61,272 | 41.2153 | -90.9879 | 1,504 | Manufacturing engineer | 1993-10-05 | 646a9dc20cd2972146479364641ec486 | 1,371,852,536 | 42.100262 | -91.379586 | 0 |
1,693 | 2020-06-21 22:09:15 | 675,945,690,716 | fraud_Heathcote, Yost and Kertzmann | shopping_net | 3.27 | Ellen | Smith | F | 285 George Lake | Beaver Falls | PA | 15,010 | 40.7687 | -80.3592 | 28,425 | Podiatrist | 2000-06-09 | bf8eff4315e3c20d5c44197f7bffeac9 | 1,371,852,555 | 40.04562 | -79.642534 | 0 |
1,694 | 2020-06-21 22:09:38 | 2,248,735,346,244,816 | fraud_Metz, Russel and Metz | kids_pets | 4.93 | Jacob | Weber | M | 29156 Mark Park Apt. 108 | Utica | KS | 67,584 | 38.6411 | -100.138 | 269 | Product/process development scientist | 1962-11-11 | eb36bf8097e3e770729193b2a85ca1b7 | 1,371,852,578 | 39.524554 | -100.879527 | 0 |
1,695 | 2020-06-21 22:09:41 | 4,427,805,710,168 | fraud_Lebsack and Sons | misc_net | 890.22 | Michelle | Rodriguez | F | 1742 Brandon Squares Apt. 461 | Ruidoso | NM | 88,355 | 33.3305 | -105.6933 | 8,874 | Licensed conveyancer | 2000-08-16 | 670e9fd071e3745d6d90b5ee5f29c64c | 1,371,852,581 | 34.154798 | -106.551531 | 0 |
1,696 | 2020-06-21 22:09:51 | 213,141,712,584,544 | fraud_Botsford Ltd | shopping_pos | 132.55 | Margaret | Curtis | F | 742 Oneill Shore | Florence | MS | 39,073 | 32.153 | -90.1217 | 19,685 | Fine artist | 1984-12-24 | 62fa3bb4bebda5d313ab3ff5207a0450 | 1,371,852,591 | 31.508282 | -90.588312 | 0 |
1,697 | 2020-06-21 22:09:59 | 4,488,258,847,705,225,700 | fraud_Friesen-Ortiz | personal_care | 37.3 | Jessica | Shaw | F | 5745 Blair Locks | West Columbia | SC | 29,170 | 33.9568 | -81.1405 | 52,126 | Chemical engineer | 1929-08-23 | 0e73458a997ea38961199beac91354f7 | 1,371,852,599 | 33.990014 | -81.753803 | 0 |
1,698 | 2020-06-21 22:10:00 | 372,382,441,451,095 | fraud_Schulist Ltd | food_dining | 27.5 | Brent | Terrell | M | 502 Rice Plaza Apt. 979 | Port Ewen | NY | 12,466 | 41.8948 | -73.9767 | 2,471 | Heritage manager | 1966-01-21 | a7e5c15c5d644435ad74c670da238bc9 | 1,371,852,600 | 42.781022 | -73.640812 | 0 |
1,699 | 2020-06-21 22:10:20 | 3,521,417,320,836,166 | fraud_Ruecker, Beer and Collier | shopping_net | 9.2 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | 9928d5e985d94eeb27939656a341e655 | 1,371,852,620 | 39.088067 | -85.274225 | 0 |
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