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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
4,000 | 2020-06-22 14:00:26 | 676,102,124,465 | fraud_Larson-Moen | entertainment | 213.31 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | 222351ab29b3652aa0bea6b206698f65 | 1,371,909,626 | 38.211019 | -122.531051 | 0 |
4,001 | 2020-06-22 14:00:26 | 6,540,981,358,631,302 | fraud_Gutmann, McLaughlin and Wiza | home | 58.29 | Bryan | Torres | M | 152 James Centers Apt. 768 | Detroit | MI | 48,221 | 42.426 | -83.15 | 673,342 | Retail manager | 1967-06-19 | da0fa2d3b15c6e43e9d5c254ea8b4fac | 1,371,909,626 | 42.206337 | -84.069305 | 0 |
4,002 | 2020-06-22 14:00:31 | 3,573,030,041,201,292 | fraud_Turcotte, McKenzie and Koss | entertainment | 3.48 | Joanne | Williams | F | 3638 Marsh Union | Altonah | UT | 84,002 | 40.3207 | -110.436 | 302 | Sales professional, IT | 1990-01-17 | c0af9a8d0c115619a4db6c03104f2c5d | 1,371,909,631 | 40.4908 | -110.845896 | 0 |
4,003 | 2020-06-22 14:00:33 | 213,174,467,670,432 | fraud_Kertzmann LLC | health_fitness | 69.33 | James | Bishop | M | 7055 Fernandez Estates Apt. 676 | Cecilton | MD | 21,913 | 39.4015 | -75.8654 | 663 | Podiatrist | 1969-01-14 | b6a795648b75bce39eb7380e3fbcb20c | 1,371,909,633 | 38.487361 | -75.289557 | 0 |
4,004 | 2020-06-22 14:00:47 | 30,074,693,890,476 | fraud_Dickinson Ltd | misc_pos | 204.49 | Kelsey | Richards | F | 889 Sarah Station Suite 624 | Holcomb | KS | 67,851 | 37.9931 | -100.9893 | 2,691 | Arboriculturist | 1993-08-16 | b1dc42e2184e253f7aeee7d39b9c03f4 | 1,371,909,647 | 37.531013 | -101.035345 | 0 |
4,005 | 2020-06-22 14:00:53 | 4,089,096,483,689,733,600 | fraud_Denesik, Powlowski and Pouros | home | 149.33 | Debra | Stark | F | 686 Linda Rest | Kilgore | TX | 75,662 | 32.3836 | -94.8653 | 24,536 | Multimedia programmer | 1983-10-14 | d1ed85c402e5cf86620ae4cc096555fd | 1,371,909,653 | 33.316502 | -93.966674 | 0 |
4,006 | 2020-06-22 14:00:55 | 630,451,534,402 | fraud_Graham, Hegmann and Hammes | food_dining | 2.44 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | 22e4900230416fe2dd649ae88658d60b | 1,371,909,655 | 45.879267 | -86.834186 | 0 |
4,007 | 2020-06-22 14:01:44 | 30,131,826,429,364 | fraud_Mohr Inc | shopping_pos | 1,170.57 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | aefca624f7c0423c2e19780c1b1840e8 | 1,371,909,704 | 35.621603 | -84.626794 | 0 |
4,008 | 2020-06-22 14:02:14 | 3,560,797,065,840,735 | fraud_Prosacco LLC | personal_care | 39.97 | Janet | Turner | F | 0925 Lang Extensions | Shields | ND | 58,569 | 46.1838 | -101.2589 | 77 | Film/video editor | 1989-12-17 | 0d957893593cf3b1394375b1dbd84053 | 1,371,909,734 | 45.939564 | -100.804874 | 0 |
4,009 | 2020-06-22 14:02:16 | 4,128,730,454,058,057,700 | fraud_Kuhn Group | food_dining | 1.1 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 42ffc4de470b66015d55a90775b48e11 | 1,371,909,736 | 30.630275 | -94.75009 | 0 |
4,010 | 2020-06-22 14:02:34 | 4,173,950,183,554,608 | fraud_Hodkiewicz, Prohaska and Paucek | travel | 7.79 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | c10ed8c1af724c3057c3150b9cdee950 | 1,371,909,754 | 40.141924 | -74.651662 | 0 |
4,011 | 2020-06-22 14:02:44 | 30,561,214,688,470 | fraud_Jacobi and Sons | shopping_pos | 2.3 | Gina | Morrison | F | 41851 Victor Drives Suite 219 | Allentown | PA | 18,103 | 40.5891 | -75.4645 | 166,081 | Scientist, research (maths) | 1998-10-01 | 466cf24f3d7035c85c9b9bce3eb89a83 | 1,371,909,764 | 40.326768 | -76.432154 | 0 |
4,012 | 2020-06-22 14:02:56 | 4,147,608,975,828,480 | fraud_Nicolas, Hills and McGlynn | entertainment | 24.14 | Edward | Tapia | M | 354 Gutierrez Gateway | Comfrey | MN | 56,019 | 44.1111 | -94.9134 | 914 | Health and safety adviser | 1944-07-26 | db7ea0a01bf726451403939d072cd3b9 | 1,371,909,776 | 45.037673 | -95.695905 | 0 |
4,013 | 2020-06-22 14:02:58 | 38,530,489,946,071 | fraud_Volkman-Predovic | shopping_net | 2.02 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | 37ed37e1f5b310d55bd3a1b3b485fae9 | 1,371,909,778 | 35.295977 | -81.050168 | 0 |
4,014 | 2020-06-22 14:03:25 | 3,541,160,328,600,277 | fraud_Friesen Inc | shopping_pos | 176.44 | Jason | Singh | M | 4720 Anna Ways | Murrayville | IL | 62,668 | 39.5723 | -90.2379 | 1,512 | Commercial/residential surveyor | 2003-05-07 | 20280f1008a1211b5b27a471a7c8068d | 1,371,909,805 | 40.241738 | -90.505906 | 0 |
4,015 | 2020-06-22 14:03:32 | 30,092,964,733,035 | fraud_Monahan-Morar | personal_care | 86.51 | Jessica | Terry | F | 6412 Elizabeth Gardens Suite 633 | Maysville | KY | 41,056 | 38.6207 | -83.8067 | 14,228 | Advertising account executive | 1971-03-26 | e1e7920f9e70897b2a08c183eb59408e | 1,371,909,812 | 38.248576 | -83.328421 | 0 |
4,016 | 2020-06-22 14:04:05 | 4,599,285,557,366,057 | fraud_Fadel Inc | health_fitness | 4.58 | Mary | Williams | F | 00315 Ashley Valleys | Burrton | KS | 67,020 | 38.0261 | -97.6666 | 1,689 | Gaffer | 1997-11-18 | d455f64554638e1f8da49e75cf30344f | 1,371,909,845 | 37.452013 | -98.383812 | 0 |
4,017 | 2020-06-22 14:04:08 | 3,556,613,125,071,656 | fraud_Nader-Maggio | personal_care | 162.91 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77,566 | 29.0393 | -95.4401 | 28,739 | Futures trader | 1999-12-27 | b06ccb37df92d5f97de34a2c76c94b25 | 1,371,909,848 | 28.995705 | -96.302283 | 0 |
4,018 | 2020-06-22 14:04:14 | 213,153,151,785,052 | fraud_Hyatt, Russel and Gleichner | health_fitness | 14.65 | Rebecca | Conley | F | 181 Moreno Light Apt. 215 | Tomahawk | WI | 54,487 | 45.4963 | -89.7273 | 9,594 | Seismic interpreter | 1997-11-23 | 5291f5e465f4c39201fb12b740fe22d4 | 1,371,909,854 | 45.290155 | -89.783844 | 0 |
4,019 | 2020-06-22 14:04:16 | 2,450,829,271,795,901 | fraud_Dickinson-Rempel | misc_pos | 1,134.7 | Timothy | Kirby | M | 7309 Sophia Causeway Suite 702 | Sauk Rapids | MN | 56,379 | 45.604 | -94.1591 | 16,163 | Hydrographic surveyor | 1987-02-22 | 1d580ba6884aa1f68d0189fe5236ad8d | 1,371,909,856 | 45.801637 | -94.417357 | 0 |
4,020 | 2020-06-22 14:04:29 | 4,586,810,168,620,942 | fraud_Ferry, Lynch and Kautzer | misc_net | 68.03 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | 64682f745a8ebaa49a685a99800ee5fb | 1,371,909,869 | 32.826012 | -80.669189 | 0 |
4,021 | 2020-06-22 14:04:49 | 4,302,475,216,404,898 | fraud_Watsica LLC | personal_care | 23.49 | Daniel | Cain | M | 384 Newman Forks Apt. 370 | Belmond | IA | 50,421 | 42.8511 | -93.62 | 3,032 | Community pharmacist | 1964-08-08 | 477b12f5009c0eab62ff4e42e8709dc2 | 1,371,909,889 | 43.33453 | -93.051188 | 0 |
4,022 | 2020-06-22 14:04:53 | 4,239,436,242,473 | fraud_Moore, Williamson and Emmerich | home | 54.21 | James | Leon | M | 826 Benjamin Stravenue | Alexandria | VA | 22,311 | 38.832 | -77.12 | 321,490 | Scientist, biomedical | 1991-10-04 | 39371abe3bcb05b63963d75532d6747a | 1,371,909,893 | 38.68226 | -77.374105 | 0 |
4,023 | 2020-06-22 14:04:57 | 349,612,764,943,496 | fraud_McDermott, Osinski and Morar | home | 81.44 | Xavier | Beltran | M | 61107 Edwards Dam Apt. 463 | Big Creek | KY | 40,914 | 37.1046 | -83.5706 | 467 | Psychologist, forensic | 1984-06-04 | e85f65322b4a611abcdaaceb794b903c | 1,371,909,897 | 37.62587 | -82.96888 | 0 |
4,024 | 2020-06-22 14:05:06 | 374,930,071,163,758 | fraud_Schiller Ltd | personal_care | 23.16 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | 72f4018d473c49747ca355a68ecde05e | 1,371,909,906 | 43.142137 | -84.158361 | 0 |
4,025 | 2020-06-22 14:05:56 | 6,011,148,190,095,209 | fraud_Sporer-Keebler | personal_care | 53.49 | Terri | Bailey | F | 508 Erin Mount | Daly City | CA | 94,015 | 37.6787 | -122.478 | 107,941 | Buyer, industrial | 1991-10-04 | e337bcfd9612a721eadecfde3899f7e0 | 1,371,909,956 | 38.045398 | -122.888789 | 0 |
4,026 | 2020-06-22 14:06:09 | 676,372,984,911 | fraud_Kertzmann LLC | health_fitness | 34.15 | Vicki | Mendoza | F | 3645 Atkins Island Apt. 238 | Esbon | KS | 66,941 | 39.7562 | -98.4462 | 242 | Tourism officer | 1987-07-18 | ef1b6fb0709ec8a87690107a57605ecd | 1,371,909,969 | 40.410831 | -99.299451 | 0 |
4,027 | 2020-06-22 14:06:11 | 4,755,696,071,492 | fraud_Block-Hauck | travel | 3.21 | Robert | Evans | M | 01892 Patricia Vista Apt. 828 | Sachse | TX | 75,048 | 32.9643 | -96.6012 | 20,328 | Site engineer | 1985-06-20 | 46d83d3002bc36c6916aee31b25ea6f9 | 1,371,909,971 | 32.164741 | -96.133055 | 0 |
4,028 | 2020-06-22 14:06:11 | 3,595,192,916,105,588 | fraud_Medhurst PLC | shopping_net | 8.19 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | c9ef65c37deb0821a9af9079ec0b56ff | 1,371,909,971 | 35.606988 | -79.348644 | 0 |
4,029 | 2020-06-22 14:06:58 | 4,890,424,426,862,857,000 | fraud_Brown-Greenholt | entertainment | 39.12 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | e888d2f791c5ab5c0c6093e57a59cd82 | 1,371,910,018 | 39.11782 | -121.247097 | 0 |
4,030 | 2020-06-22 14:07:01 | 3,559,679,414,981,506 | fraud_Kautzer and Sons | personal_care | 200.62 | Olivia | Stephenson | F | 292 Cassidy Oval | Lowville | NY | 13,367 | 43.7893 | -75.4156 | 8,830 | Theme park manager | 1991-03-29 | fd549ffeef04944ada74d43baa4f1290 | 1,371,910,021 | 44.55431 | -74.861566 | 0 |
4,031 | 2020-06-22 14:07:15 | 6,511,349,151,405,438 | fraud_Jacobi Inc | health_fitness | 24.81 | Robert | Nguyen | M | 74835 Garner Point | Ruth | NV | 89,319 | 39.3426 | -114.8859 | 450 | Interpreter | 1946-08-24 | d469e3a69ac9a6260401f223aa3509c2 | 1,371,910,035 | 39.791926 | -113.950833 | 0 |
4,032 | 2020-06-22 14:07:29 | 3,529,597,810,116,815 | fraud_Boyer PLC | shopping_net | 3.5 | Pamela | Curtis | F | 8969 Fuentes Station Apt. 291 | Mill Creek | PA | 17,060 | 40.4679 | -77.8967 | 1,334 | Archaeologist | 1986-12-17 | 13a6748dd8f6060ccbf3f192efe81d14 | 1,371,910,049 | 39.695963 | -78.397342 | 0 |
4,033 | 2020-06-22 14:07:39 | 30,026,790,933,302 | fraud_McDermott, Osinski and Morar | home | 73.7 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | d265b7d9ab956910c6cb2c56a872d34a | 1,371,910,059 | 32.875114 | -90.74581 | 0 |
4,034 | 2020-06-22 14:07:51 | 30,518,196,150,127 | fraud_Schuppe, Nolan and Hoeger | shopping_pos | 1.61 | Karen | Sullivan | F | 6313 Scott Trace | Rossville | IL | 60,963 | 40.3625 | -87.6692 | 1,807 | Buyer, retail | 1975-06-02 | 7aa69714eb937234dfc3d5d00451a8c2 | 1,371,910,071 | 41.258522 | -86.837938 | 0 |
4,035 | 2020-06-22 14:07:59 | 3,502,088,871,723,054 | fraud_Crooks and Sons | personal_care | 12.43 | Scott | Martin | M | 31472 Cody Place Suite 740 | Kensington | MD | 20,895 | 39.0298 | -77.0793 | 19,054 | Operations geologist | 1976-09-08 | a33dddb918a0df54410a70ff773734d3 | 1,371,910,079 | 38.421657 | -76.635842 | 0 |
4,036 | 2020-06-22 14:08:18 | 30,234,966,027,947 | fraud_Gottlieb, Considine and Schultz | shopping_net | 5.35 | Matthew | Lambert | M | 7188 Melissa Crest Apt. 151 | New Holstein | WI | 53,061 | 43.9446 | -88.0911 | 5,196 | Child psychotherapist | 1978-01-22 | 340432e76a5e0f1a99ba158a8394d9b3 | 1,371,910,098 | 44.636611 | -87.702072 | 0 |
4,037 | 2020-06-22 14:08:24 | 4,708,992,452,821,239 | fraud_Ziemann-Waters | health_fitness | 31.11 | Jared | Walters | M | 3326 Hannah Fords | Cord | AR | 72,524 | 35.8184 | -91.3375 | 376 | Designer, ceramics/pottery | 1938-09-08 | 47544e274972baf892c662211b8b2afc | 1,371,910,104 | 35.343996 | -90.4832 | 0 |
4,038 | 2020-06-22 14:08:52 | 6,011,504,998,544,485 | fraud_Kutch-Wilderman | home | 20.22 | Ashley | Whitney | F | 4038 Smith Avenue | Jones | AL | 36,749 | 32.5104 | -86.8138 | 1,089 | Materials engineer | 1971-11-02 | a50488a6c5842d3f525ee6ea252a2f63 | 1,371,910,132 | 33.145013 | -87.465553 | 0 |
4,039 | 2020-06-22 14:10:14 | 371,985,236,239,474 | fraud_Bode-Rempel | kids_pets | 5.72 | Benjamin | Martin | M | 0495 Baker Manors | Oriskany Falls | NY | 13,425 | 42.9576 | -75.4838 | 1,970 | Programmer, multimedia | 1949-06-09 | 232ef524f9ecbaafe7bc853a30cc6d34 | 1,371,910,214 | 42.399383 | -74.804666 | 0 |
4,040 | 2020-06-22 14:10:27 | 370,612,217,861,404 | fraud_McDermott, Osinski and Morar | home | 113.43 | Amanda | Fitzgerald | F | 298 Kayla Lights | Bristol | PA | 19,007 | 40.1159 | -74.8536 | 21,125 | Administrator, charities/voluntary organisations | 1985-05-25 | 2dbfd0d98dc7ff4552a3c30b5799d217 | 1,371,910,227 | 40.88577 | -75.139809 | 0 |
4,041 | 2020-06-22 14:10:30 | 4,384,910,379,661,778 | fraud_Rau-Robel | kids_pets | 60.72 | Michelle | Russell | F | 55505 Christy Via | Hawley | MN | 56,549 | 46.9777 | -96.4092 | 4,508 | Naval architect | 1949-04-24 | 194388245f068896d1e55cea4000e4f5 | 1,371,910,230 | 46.901251 | -96.983742 | 0 |
4,042 | 2020-06-22 14:11:45 | 6,011,477,612,335,392 | fraud_O'Connell-Ullrich | home | 40.44 | Anthony | Roberts | M | 95488 Cabrera Well | Maria Stein | OH | 45,860 | 40.4062 | -84.5076 | 2,274 | Designer, television/film set | 1943-12-17 | 11ae7a8c96ebd4af43e95d440f53b60a | 1,371,910,305 | 39.447606 | -85.422513 | 0 |
4,043 | 2020-06-22 14:11:49 | 3,577,663,406,369,449 | fraud_Prosacco LLC | personal_care | 66.97 | Cody | Hooper | M | 7233 John Parks | Lepanto | AR | 72,354 | 35.6069 | -90.3359 | 2,470 | Counselling psychologist | 1968-10-06 | 3fa5d6d4241c289765ab391e13f355e4 | 1,371,910,309 | 35.715564 | -89.777678 | 0 |
4,044 | 2020-06-22 14:11:59 | 3,540,075,240,003,197 | fraud_Boyer PLC | misc_pos | 1.49 | Christian | Johns | M | 892 Solis Neck | Lonsdale | MN | 55,046 | 44.4477 | -93.4252 | 5,211 | Chief Strategy Officer | 1987-01-27 | 006e4c6e0699dca98ccd3068c916b193 | 1,371,910,319 | 44.821075 | -92.684341 | 0 |
4,045 | 2020-06-22 14:12:02 | 4,040,099,974,063,068,700 | fraud_Beier LLC | entertainment | 78.4 | Jeffrey | Lewis | M | 24255 Bryan Square | Palermo | ND | 58,769 | 48.3396 | -102.24 | 229 | Administrator | 1983-03-20 | dece95ede7c2b654164829782b61bce4 | 1,371,910,322 | 47.408454 | -102.533235 | 0 |
4,046 | 2020-06-22 14:12:40 | 4,861,310,130,652,567,000 | fraud_Sawayn PLC | shopping_pos | 8.32 | 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 | 2a9b2ca22ff1d8335ffc28bf5e9f08e3 | 1,371,910,360 | 29.735221 | -91.370223 | 0 |
4,047 | 2020-06-22 14:12:41 | 4,467,456,915,153,312,300 | fraud_Beer-Jast | kids_pets | 45.08 | Rita | Myers | F | 75703 Hernandez Corner Suite 348 | Tampa | FL | 33,620 | 28.06 | -82.4079 | 717,255 | Waste management officer | 1966-09-16 | d7f71282974696db301bfb8404dfee8c | 1,371,910,361 | 28.206088 | -82.744888 | 0 |
4,048 | 2020-06-22 14:12:43 | 372,509,258,176,510 | fraud_Bernhard, Grant and Langworth | shopping_pos | 81.8 | Kristen | Hanson | F | 26544 Andrea Glen | Goodrich | MI | 48,438 | 42.9147 | -83.4845 | 6,951 | Learning disability nurse | 1985-06-18 | 557ca621fe2ab8cb10b750756e6343e0 | 1,371,910,363 | 42.157895 | -83.44614 | 0 |
4,049 | 2020-06-22 14:12:43 | 2,297,447,006,766,555 | fraud_Erdman-Schaden | personal_care | 244.45 | Laura | Walker | F | 611 Michael Rue | Cisco | IL | 61,830 | 39.9972 | -88.6962 | 478 | Landscape architect | 1960-01-13 | 365a3450be7f382fe925d8909edeefb6 | 1,371,910,363 | 40.796695 | -89.482525 | 0 |
4,050 | 2020-06-22 14:13:41 | 4,635,330,563,105,903 | fraud_Sawayn PLC | shopping_pos | 24.64 | Christina | Rose | F | 1984 Taylor Island Suite 836 | Falls Church | VA | 22,046 | 38.8856 | -77.1802 | 116,155 | Chartered accountant | 1983-07-10 | 0afcd09af9c2733602fa88a069cf1496 | 1,371,910,421 | 39.677525 | -76.713837 | 0 |
4,051 | 2020-06-22 14:14:11 | 676,248,282,243 | fraud_Weber, Thiel and Hammes | kids_pets | 216.69 | Amanda | Wheeler | F | 329 Emily Cape | Cape Coral | FL | 33,909 | 26.6939 | -81.9452 | 156,391 | Higher education careers adviser | 1968-02-09 | 356073220380c2fbb780ed061890e261 | 1,371,910,451 | 27.285687 | -82.041779 | 0 |
4,052 | 2020-06-22 14:14:19 | 213,126,662,687,660 | fraud_Turner, Ruecker and Parisian | misc_pos | 190.84 | Christopher | Luna | M | 242 Brian Mountain | Laredo | TX | 78,040 | 27.5155 | -99.4986 | 248,858 | Video editor | 1971-01-28 | 872299339219ce60d1234db121d97dbe | 1,371,910,459 | 27.327663 | -98.599692 | 0 |
4,053 | 2020-06-22 14:14:49 | 180,036,456,789,979 | fraud_Hilpert-Conroy | kids_pets | 70.55 | Mackenzie | Salazar | F | 982 Melissa Lock | Bagley | WI | 53,801 | 42.9207 | -91.0685 | 878 | Risk analyst | 1974-11-20 | 511b8339892f6ce9a0978639a3127611 | 1,371,910,489 | 42.276818 | -90.81885 | 0 |
4,054 | 2020-06-22 14:15:13 | 3,501,942,333,500,073 | fraud_Hilpert-Conroy | kids_pets | 167.41 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | a88a94d92761062e3430247368f632bb | 1,371,910,513 | 33.529315 | -111.234445 | 0 |
4,055 | 2020-06-22 14:15:20 | 676,195,318,214 | fraud_Roberts-Beahan | misc_pos | 6.39 | Brandy | Quinn | F | 9734 Beard Fields Suite 885 | Altair | TX | 77,412 | 29.6047 | -96.5249 | 106 | Editor, film/video | 1983-07-24 | 7968052c4743f177c4b4152835bc7a69 | 1,371,910,520 | 28.971809 | -96.354716 | 0 |
4,056 | 2020-06-22 14:15:29 | 6,595,970,453,799,027 | fraud_Schroeder, Hauck and Treutel | entertainment | 88.17 | Gina | Gomez | F | 72030 Shelton Crossing Apt. 742 | Stirling | NJ | 7,980 | 40.6774 | -74.4968 | 2,307 | Science writer | 1969-09-11 | 915965abeaa8a28e9fb23003362f94af | 1,371,910,529 | 40.205821 | -75.293968 | 0 |
4,057 | 2020-06-22 14:15:49 | 4,989,847,570,577,635,000 | fraud_Parker, Nolan and Trantow | entertainment | 51.87 | Vanessa | Anderson | F | 21178 Brittney Locks | Prosperity | SC | 29,127 | 34.1832 | -81.5324 | 8,333 | Archaeologist | 1994-07-09 | cab1db2c8e9131e8d0776baeb0774e58 | 1,371,910,549 | 33.362736 | -82.433772 | 0 |
4,058 | 2020-06-22 14:15:52 | 3,598,014,571,045,296 | fraud_Berge, Kautzer and Harris | personal_care | 16.07 | Lisa | Clark | F | 07943 Davis River | Grimesland | NC | 27,837 | 35.558 | -77.2566 | 5,903 | Manufacturing systems engineer | 1993-10-07 | 5fdc0117296f1fb7a885080278230584 | 1,371,910,552 | 35.984407 | -76.41254 | 0 |
4,059 | 2020-06-22 14:15:55 | 2,720,830,304,681,674 | fraud_Kilback LLC | food_dining | 46.17 | Melissa | Aguilar | F | 21326 Taylor Squares Suite 708 | Clarksville | TN | 37,040 | 36.522 | -87.349 | 151,785 | Pathologist | 1974-03-28 | 71e4b58c2497aae64acda15932943e95 | 1,371,910,555 | 37.499879 | -86.557719 | 0 |
4,060 | 2020-06-22 14:16:01 | 213,112,402,583,773 | fraud_Crist, Jakubowski and Littel | home | 10.77 | Ana | Howell | F | 4664 Sanchez Common Suite 930 | Bradley | SC | 29,819 | 34.0326 | -82.2027 | 1,523 | Research scientist (physical sciences) | 1984-06-03 | c4eda7930ff5179b05c720a156ce9cd5 | 1,371,910,561 | 33.280945 | -82.469265 | 0 |
4,061 | 2020-06-22 14:16:04 | 180,094,419,304,907 | fraud_Kilback LLC | food_dining | 51 | Sharon | Smith | F | 17666 David Valleys | Sun City | CA | 92,585 | 33.7467 | -117.1721 | 54,287 | Designer, exhibition/display | 1972-09-22 | df2cbd1c802ea13bedf355758a6b57a6 | 1,371,910,564 | 33.451495 | -117.16981 | 0 |
4,062 | 2020-06-22 14:16:05 | 4,861,310,130,652,567,000 | fraud_Kihn-Schuster | food_dining | 40.9 | 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 | 611f2cdb895b3e36909901160e3bcff5 | 1,371,910,565 | 29.442482 | -90.591911 | 0 |
4,063 | 2020-06-22 14:16:18 | 4,158,945,090,781,624 | fraud_Brown Inc | kids_pets | 90.34 | Justin | Bell | M | 5323 Walker Island | Pittsburgh | PA | 15,217 | 40.4308 | -79.9205 | 687,276 | Scientist, marine | 1973-10-19 | d7a64b221729d1f50e327a879144495d | 1,371,910,578 | 41.320994 | -80.814465 | 0 |
4,064 | 2020-06-22 14:16:18 | 375,904,527,651,269 | fraud_Windler, Goodwin and Kovacek | home | 104.5 | Ryan | Cook | M | 75952 Wilson Course | Roseland | NE | 68,973 | 40.4591 | -98.5551 | 463 | Nurse, mental health | 1948-05-31 | 5613ca5f1e54c56ba6843ea19eaadb0a | 1,371,910,578 | 39.522194 | -98.591633 | 0 |
4,065 | 2020-06-22 14:16:32 | 30,407,675,418,785 | fraud_Hettinger, McCullough and Fay | home | 10.04 | Danielle | Evans | F | 76752 David Lodge Apt. 064 | Breesport | NY | 14,816 | 42.1939 | -76.7361 | 520 | Psychotherapist | 1991-10-13 | dd5928d852e9ba4462ef01f9a9f0b74c | 1,371,910,592 | 41.927631 | -76.769159 | 0 |
4,066 | 2020-06-22 14:17:00 | 4,904,681,492,230,012 | fraud_Block-Parisian | misc_net | 9.81 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | 98b099cb042d36e6e0b76a0285c30bcf | 1,371,910,620 | 42.391729 | -73.312548 | 0 |
4,067 | 2020-06-22 14:17:02 | 378,006,354,724,784 | fraud_McKenzie-Huels | food_dining | 74.25 | Christopher | Matthews | M | 433 John Heights Apt. 849 | Etlan | VA | 22,719 | 38.5095 | -78.2638 | 395 | Senior tax professional/tax inspector | 1982-01-07 | 2da950e4bf7315894f579b22114baf3e | 1,371,910,622 | 38.623514 | -79.199587 | 0 |
4,068 | 2020-06-22 14:17:14 | 3,525,668,150,756,629 | fraud_Daugherty LLC | kids_pets | 50.57 | Christopher | Choi | M | 04611 Sandra Spring Suite 059 | Rumely | MI | 49,826 | 46.3481 | -87.0436 | 137 | Film/video editor | 1990-08-13 | 2b496f9c178ed24f98e9331dc028fdff | 1,371,910,634 | 47.032412 | -87.946748 | 0 |
4,069 | 2020-06-22 14:17:20 | 4,653,879,239,169,997 | fraud_Stamm-Witting | shopping_net | 3.37 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | a4397f225ecaa21a524a47b91f077d96 | 1,371,910,640 | 37.75748 | -86.943019 | 0 |
4,070 | 2020-06-22 14:17:34 | 372,382,441,451,095 | fraud_Erdman-Ebert | personal_care | 59.3 | Brent | Terrell | M | 502 Rice Plaza Apt. 979 | Port Ewen | NY | 12,466 | 41.8948 | -73.9767 | 2,471 | Heritage manager | 1966-01-21 | 1bef6d07e90cfee798ebaa1df83d6e24 | 1,371,910,654 | 42.446035 | -73.59185 | 0 |
4,071 | 2020-06-22 14:17:43 | 374,238,209,524,200 | fraud_Hoppe, Harris and Bednar | entertainment | 235.54 | Daniel | Martinez | M | 8510 Acevedo Burgs | Kent | OR | 97,033 | 45.0838 | -120.6649 | 60 | Museum education officer | 1942-04-03 | ed8e8d482640af1206a082c0a29b36a5 | 1,371,910,663 | 45.332741 | -120.842357 | 0 |
4,072 | 2020-06-22 14:17:58 | 4,809,701,904,914 | fraud_Erdman-Ebert | personal_care | 32.62 | Sabrina | Nolan | F | 312 Eric Expressway Apt. 014 | Phenix City | AL | 36,869 | 32.4204 | -85.0796 | 59,744 | Chemical engineer | 1984-02-07 | dd5903743c16b00301f225cc37f1187d | 1,371,910,678 | 32.940062 | -85.226395 | 0 |
4,073 | 2020-06-22 14:18:00 | 4,223,708,906,367,574,000 | fraud_Greenholt Ltd | health_fitness | 77.29 | Adam | Riddle | M | 27718 Mason Bypass | Mount Saint Joseph | OH | 45,051 | 39.0965 | -84.6431 | 177 | Exhibition designer | 1974-05-30 | 338a2b9882e7cc4ad66fadc5d5b455f7 | 1,371,910,680 | 38.849026 | -84.053679 | 0 |
4,074 | 2020-06-22 14:18:17 | 4,383,521,454,815 | fraud_Denesik, Powlowski and Pouros | home | 6.09 | John | Robertson | M | 209 Austin Stream Apt. 231 | Indianapolis | IN | 46,290 | 39.9347 | -86.1633 | 910,148 | Academic librarian | 1987-09-22 | c2c747ad8a78d5ee14126e50c37b509d | 1,371,910,697 | 39.920355 | -86.629941 | 0 |
4,075 | 2020-06-22 14:18:36 | 4,890,424,426,862,857,000 | fraud_Simonis-Prohaska | misc_pos | 2.59 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | d52d4c3a287149c195e4c59a6cbc7003 | 1,371,910,716 | 38.041721 | -122.008582 | 0 |
4,076 | 2020-06-22 14:18:36 | 6,011,438,889,172,900 | fraud_Sporer-Keebler | personal_care | 105.19 | Allison | Allen | F | 40624 Rebecca Spurs | De Witt | AR | 72,042 | 34.2853 | -91.3336 | 5,161 | Electrical engineer | 1993-04-08 | 15d7f2680a0a7a84d005fb3f10ffaf10 | 1,371,910,716 | 33.507552 | -92.050814 | 0 |
4,077 | 2020-06-22 14:18:59 | 4,859,525,594,182,537 | fraud_Torphy-Goyette | shopping_pos | 3.83 | Rebecca | Farley | F | 383 Long Islands | Downsville | NY | 13,755 | 42.0716 | -75.0152 | 1,228 | Psychotherapist, child | 1990-02-25 | 59bb1563ba86985f9083871e6517e3c7 | 1,371,910,739 | 42.99036 | -75.006196 | 0 |
4,078 | 2020-06-22 14:19:00 | 30,518,206,766,474 | fraud_Ankunding-Carroll | travel | 7.62 | Tamara | Martinez | F | 471 Marquez Prairie Suite 680 | Matthews | MO | 63,867 | 36.7154 | -89.6287 | 1,019 | Aeronautical engineer | 1979-01-26 | e5383b3c0dd35d035f606e617cccd712 | 1,371,910,740 | 36.529183 | -89.452697 | 0 |
4,079 | 2020-06-22 14:19:26 | 4,482,427,013,979,020 | fraud_Schiller, Blanda and Johnson | home | 31.41 | Leslie | Ford | F | 4938 Hatfield Course | Henderson | WV | 25,106 | 38.8265 | -82.1364 | 642 | Building services engineer | 1946-08-30 | 95257303ba629924e646cd4531e0ab75 | 1,371,910,766 | 39.084914 | -82.526624 | 0 |
4,080 | 2020-06-22 14:19:29 | 4,069,975,342,931,683 | fraud_Barrows PLC | shopping_pos | 6.89 | Kimberly | Martin | F | 1943 Dennis Inlet Suite 145 | Hurricane | WV | 25,526 | 38.4257 | -81.9943 | 21,902 | Sub | 1980-09-18 | 146dc887a860fd7f680eb830c4a822f2 | 1,371,910,769 | 37.520672 | -82.012965 | 0 |
4,081 | 2020-06-22 14:19:32 | 4,060,579,726,528,237 | fraud_Gulgowski LLC | home | 26.24 | Steven | Sanders | M | 25955 Amy Via | Ozawkie | KS | 66,070 | 39.2136 | -95.4404 | 2,661 | Theatre director | 1948-11-14 | c2f4c796e731f979de44ae654a5f4cb8 | 1,371,910,772 | 39.382206 | -94.807159 | 0 |
4,082 | 2020-06-22 14:19:51 | 3,511,378,610,369,890 | fraud_Bahringer, Osinski and Block | food_dining | 4.87 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | bfae7065181f6b22ad3b8d170077bc96 | 1,371,910,791 | 35.101906 | -87.26951 | 0 |
4,083 | 2020-06-22 14:20:03 | 4,587,657,402,165,341,700 | fraud_Langosh, Wintheiser and Hyatt | food_dining | 11 | Amber | Lewis | F | 6296 John Keys Suite 858 | Pembroke Township | IL | 60,958 | 41.0646 | -87.5917 | 2,135 | Psychotherapist, child | 2004-05-08 | 22df3b2157d882f33d9e8d07e5fe17cb | 1,371,910,803 | 40.779766 | -87.278627 | 0 |
4,084 | 2020-06-22 14:20:05 | 377,026,671,291,680 | fraud_Ernser-Lynch | food_dining | 18.67 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | fdd2da28488c351bddd701000021ce96 | 1,371,910,805 | 36.866744 | -90.467517 | 0 |
4,085 | 2020-06-22 14:20:15 | 2,266,735,643,685,262 | fraud_Zboncak Ltd | food_dining | 20.03 | Carlos | Chung | M | 8957 Russell Key | Grant | AL | 35,747 | 34.4959 | -86.259 | 5,901 | Curator | 1972-07-25 | 1b54ca5385d7d2bd9bacf085a7ff34e6 | 1,371,910,815 | 34.168038 | -87.221244 | 0 |
4,086 | 2020-06-22 14:20:21 | 3,589,255,887,819,806 | fraud_Donnelly LLC | entertainment | 62.04 | David | Miller | M | 622 Bradley Knoll Apt. 758 | Hancock | MD | 21,750 | 39.6991 | -78.1762 | 3,766 | Press photographer | 1984-02-14 | 63724fe4644c9a815626270b9bf20b4f | 1,371,910,821 | 40.507304 | -78.68805 | 0 |
4,087 | 2020-06-22 14:20:32 | 375,974,680,629,816 | fraud_Runte, Green and Emard | health_fitness | 76.06 | Roberta | Mccarthy | F | 94431 Matthew Mall Suite 296 | Plymouth | CT | 6,782 | 41.6611 | -73.0449 | 2,376 | Herpetologist | 1973-04-06 | 6a777004b3f1159334712f102fb9ff5e | 1,371,910,832 | 42.408858 | -73.997976 | 0 |
4,088 | 2020-06-22 14:20:57 | 4,855,488,158,131,690,000 | fraud_Graham, Hegmann and Hammes | food_dining | 62.65 | Jeremy | Roberson | M | 25887 Martin Inlet | Graniteville | VT | 5,654 | 44.1554 | -72.4847 | 970 | Agricultural consultant | 1993-09-29 | 491e1068b21d36df36b1a8eea94ac454 | 1,371,910,857 | 43.163583 | -72.452176 | 0 |
4,089 | 2020-06-22 14:21:10 | 4,839,043,708,100,390 | fraud_Runte-Mohr | food_dining | 7.99 | Meredith | Campbell | F | 043 Hanson Turnpike | Hedrick | IA | 52,563 | 41.1826 | -92.3097 | 1,583 | Geochemist | 1999-06-28 | d0f1584b71b478a2a19889d0c0a3dfd6 | 1,371,910,870 | 41.885994 | -91.513086 | 0 |
4,090 | 2020-06-22 14:21:14 | 639,095,706,599 | fraud_McLaughlin, Armstrong and Koepp | travel | 1.56 | Kyle | Wilkinson | M | 93970 Trujillo Causeway | Curlew | IA | 50,527 | 42.9633 | -94.7975 | 223 | Estate manager/land agent | 1939-04-14 | 89f6576b9177350d32e937dce5f4960c | 1,371,910,874 | 42.51103 | -95.713797 | 0 |
4,091 | 2020-06-22 14:21:18 | 4,536,996,888,716,062,000 | fraud_Jacobi Inc | health_fitness | 19.82 | 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 | b9d90d119e81761b5f3cd83c4418e8be | 1,371,910,878 | 35.693446 | -106.877681 | 0 |
4,092 | 2020-06-22 14:22:57 | 4,060,579,726,528,237 | fraud_Durgan, Gislason and Spencer | home | 23 | Steven | Sanders | M | 25955 Amy Via | Ozawkie | KS | 66,070 | 39.2136 | -95.4404 | 2,661 | Theatre director | 1948-11-14 | 630110c6bc8882a49348f09750b96f11 | 1,371,910,977 | 39.015507 | -95.302499 | 0 |
4,093 | 2020-06-22 14:23:03 | 374,930,071,163,758 | fraud_Armstrong, Walter and Gottlieb | food_dining | 15.24 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | 949f14473161c447dce72ef501846f9e | 1,371,910,983 | 41.815937 | -83.516309 | 0 |
4,094 | 2020-06-22 14:23:32 | 6,592,861,994,408,652 | fraud_Cronin, Kshlerin and Weber | health_fitness | 11.83 | Ashley | Whitehead | F | 58188 Madison Meadow Apt. 949 | Cowlesville | NY | 14,037 | 42.8112 | -78.4481 | 1,166 | Colour technologist | 1983-06-12 | 85d11d956456b716e40ec22f2e89538a | 1,371,911,012 | 42.184235 | -78.955071 | 0 |
4,095 | 2020-06-22 14:23:43 | 4,560,395,181,594,436,000 | fraud_Ziemann-Waters | health_fitness | 89.05 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | b00ebded8c2a2c3b77a74ee554c64b9d | 1,371,911,023 | 39.186031 | -123.700626 | 0 |
4,096 | 2020-06-22 14:24:08 | 30,364,087,349,027 | fraud_Hagenes, Kohler and Hoppe | food_dining | 34.89 | Samuel | Sandoval | M | 0005 Morrison Land | Mounds | OK | 74,047 | 35.8896 | -96.0887 | 7,163 | Fitness centre manager | 1982-02-05 | 289cb6fd62634b53c59dac3363904f56 | 1,371,911,048 | 36.580743 | -96.299609 | 0 |
4,097 | 2020-06-22 14:24:09 | 377,895,991,033,232 | fraud_Wuckert, Wintheiser and Friesen | home | 40.53 | Kimberly | Myers | F | 6881 King Isle Suite 228 | Higganum | CT | 6,441 | 41.4682 | -72.5751 | 5,438 | Librarian, academic | 1964-11-17 | d6ef997e14c8768e8d89ba912c2fa769 | 1,371,911,049 | 42.380756 | -73.023005 | 0 |
4,098 | 2020-06-22 14:24:13 | 4,810,839,835,482,794,000 | fraud_Botsford PLC | home | 18.53 | Carolyn | Perez | F | 433 Blake Roads Suite 967 | Wheaton | MO | 64,874 | 36.7651 | -94.0492 | 760 | Production manager | 1985-08-31 | 64cc51d60cce3e4b92fb426a3656917f | 1,371,911,053 | 37.192906 | -93.79902 | 0 |
4,099 | 2020-06-22 14:25:00 | 378,858,024,506,425 | fraud_Bogisich-Weimann | kids_pets | 58.88 | Debra | Eaton | F | 72743 Brian Run | Paradise Valley | AZ | 85,253 | 33.5494 | -111.9565 | 17,047 | Building surveyor | 1935-01-29 | e2572230ad68b3133c7310328f2c17c3 | 1,371,911,100 | 33.985075 | -111.708399 | 0 |
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