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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,284,500 | 2020-06-16 12:18:31 | 6,011,860,238,257,910 | fraud_Goyette-Herzog | travel | 1,302.21 | Lisa | Mendez | F | 44259 Beth Station Suite 215 | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Programme researcher, broadcasting/film/video | 1952-07-06 | b282adb5d4f6d0c8a53d2ad684252208 | 1,371,385,111 | 35.650939 | -98.557671 | 0 |
1,284,501 | 2020-06-16 12:18:41 | 4,810,839,835,482,794,000 | fraud_Hahn, Bahringer and McLaughlin | personal_care | 220.95 | Carolyn | Perez | F | 433 Blake Roads Suite 967 | Wheaton | MO | 64,874 | 36.7651 | -94.0492 | 760 | Production manager | 1985-08-31 | e6976b40e2932db89f275aad9a5d219e | 1,371,385,121 | 37.496283 | -93.194732 | 0 |
1,284,502 | 2020-06-16 12:18:44 | 2,254,799,658,404,120 | fraud_Stiedemann Ltd | food_dining | 39.73 | Barbara | Nelson | F | 7337 Browning Falls Suite 027 | Valdosta | GA | 31,605 | 30.946 | -83.2474 | 94,325 | Educational psychologist | 1987-09-08 | cb05a7e3e4b128e6d9e971e37d3f6a5d | 1,371,385,124 | 30.887066 | -83.72446 | 0 |
1,284,503 | 2020-06-16 12:18:51 | 213,193,596,103,206 | fraud_Champlin-Casper | home | 79.88 | James | Hunt | M | 7369 Gabriel Tunnel | Pointe Aux Pins | MI | 49,775 | 45.7549 | -84.447 | 95 | Electrical engineer | 1994-02-09 | 45dbb1ec8739168d922f06fac5a7d529 | 1,371,385,131 | 46.392464 | -85.130823 | 0 |
1,284,504 | 2020-06-16 12:19:24 | 4,839,615,922,685,395 | fraud_Gottlieb-Hansen | personal_care | 201.15 | Phillip | Robertson | M | 85344 Smith Gateway Apt. 280 | Harrodsburg | IN | 47,434 | 39.013 | -86.5457 | 76 | Social researcher | 1955-05-06 | ed04458ef12edb7fb579de6b179e2365 | 1,371,385,164 | 39.930257 | -87.35023 | 0 |
1,284,505 | 2020-06-16 12:19:57 | 2,356,276,337,669,917 | fraud_Wuckert-Goldner | home | 23.23 | Benjamin | Harris | M | 0881 Lori Pines | Chester | MD | 21,619 | 38.9583 | -76.2842 | 5,848 | Paediatric nurse | 1981-02-15 | 6dc29599ace99c0fd8ad1332bcee2687 | 1,371,385,197 | 39.811292 | -76.499925 | 0 |
1,284,506 | 2020-06-16 12:20:30 | 503,874,407,318 | fraud_Kling-Ernser | entertainment | 1.24 | Andrew | Mcgee | M | 4130 Tiffany Glen Apt. 562 | San Antonio | TX | 78,248 | 29.5894 | -98.5201 | 1,595,797 | Exhibition designer | 1975-12-28 | 868f38c46ae511a31c3c41a0595d6a54 | 1,371,385,230 | 30.369121 | -98.904181 | 0 |
1,284,507 | 2020-06-16 12:20:57 | 341,283,058,448,499 | fraud_Schulist Ltd | food_dining | 85.69 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | a209b43514125b4ad83942fa452f5574 | 1,371,385,257 | 30.348355 | -84.075193 | 0 |
1,284,508 | 2020-06-16 12:21:10 | 4,836,998,673,805,450 | fraud_Bernhard, Grant and Langworth | shopping_pos | 23.02 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 2ebd327c7bf06f6d308d0e416b431959 | 1,371,385,270 | 45.423257 | -86.020741 | 0 |
1,284,509 | 2020-06-16 12:21:39 | 4,586,810,168,620,942 | fraud_Leannon-Ward | food_dining | 9.78 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | 2d6469a84673be2dfdad1a96213c9748 | 1,371,385,299 | 33.01182 | -80.034725 | 0 |
1,284,510 | 2020-06-16 12:21:58 | 3,566,094,707,272,327 | fraud_Gaylord-Powlowski | home | 16.04 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | 16033552dd2b825c276d421a8f0ca34f | 1,371,385,318 | 34.38221 | -119.334071 | 0 |
1,284,511 | 2020-06-16 12:22:18 | 36,722,699,017,270 | fraud_Erdman-Ebert | personal_care | 6.76 | Jessica | Perez | F | 8172 Robertson Parkways Suite 072 | Superior | AZ | 85,173 | 33.2887 | -111.0985 | 2,872 | Petroleum engineer | 1987-10-28 | 69f6039a07ff31ddd2aee86e0b7c9e23 | 1,371,385,338 | 33.961612 | -111.521209 | 0 |
1,284,512 | 2020-06-16 12:22:42 | 2,242,542,703,101,233 | fraud_Huel-Langworth | misc_net | 163.98 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 756b063a81f40e76191bbb1bad1abf5c | 1,371,385,362 | 37.615558 | -85.621105 | 0 |
1,284,513 | 2020-06-16 12:23:12 | 4,600,155,880,464 | fraud_Lynch-Wisozk | home | 106.73 | Charles | Copeland | M | 92213 Lee Well | West Palm Beach | FL | 33,404 | 26.7832 | -80.0638 | 459,921 | Administrator, arts | 1969-09-08 | 41be0f57777cf958e1fafef21cffe1a2 | 1,371,385,392 | 27.145869 | -81.007233 | 0 |
1,284,514 | 2020-06-16 12:23:27 | 344,709,867,813,900 | fraud_Lehner, Reichert and Mills | misc_pos | 44.97 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | e1aae5c8156acaafb37b882d85b5e3fc | 1,371,385,407 | 27.84591 | -82.211571 | 0 |
1,284,515 | 2020-06-16 12:23:28 | 2,305,336,922,781,618 | fraud_Hirthe-Beier | health_fitness | 69.36 | Jeffrey | Rice | M | 21447 Powell Circle | Moulton | IA | 52,572 | 40.6866 | -92.6833 | 1,132 | Probation officer | 1961-02-14 | 8ab53fceaef55723f28cc5292381bd3d | 1,371,385,408 | 41.270616 | -92.762377 | 0 |
1,284,516 | 2020-06-16 12:23:56 | 4,003,989,662,068,504 | fraud_Kulas Group | health_fitness | 2.95 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | c5c004256eedba5fcb658382788a44e9 | 1,371,385,436 | 33.348878 | -87.814793 | 0 |
1,284,517 | 2020-06-16 12:24:02 | 3,576,021,480,694,169 | fraud_Bernhard-Lesch | food_dining | 4.51 | Dawn | Gray | F | 9486 Joel Common Suite 554 | Topeka | KS | 66,618 | 39.1329 | -95.7023 | 163,415 | Secondary school teacher | 2004-12-30 | 415cae6913c88b1cff76f4dd8579f6ae | 1,371,385,442 | 39.572099 | -95.368309 | 0 |
1,284,518 | 2020-06-16 12:24:44 | 4,536,996,888,716,062,000 | fraud_Lemke-Gutmann | shopping_net | 114.88 | 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 | 776f54ad62958936df97bb21c4c4db1e | 1,371,385,484 | 35.321156 | -105.256174 | 0 |
1,284,519 | 2020-06-16 12:25:19 | 213,174,467,670,432 | fraud_Kovacek Ltd | travel | 6.62 | James | Bishop | M | 7055 Fernandez Estates Apt. 676 | Cecilton | MD | 21,913 | 39.4015 | -75.8654 | 663 | Podiatrist | 1969-01-14 | 608b841da09b0e7461649c3f1319d411 | 1,371,385,519 | 40.291293 | -76.311395 | 0 |
1,284,520 | 2020-06-16 12:25:28 | 38,052,002,992,326 | fraud_Sawayn PLC | shopping_pos | 8.07 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | ad81ae7235c3740c05852f193334b6f7 | 1,371,385,528 | 31.180893 | -95.393581 | 0 |
1,284,521 | 2020-06-16 12:25:30 | 6,511,349,151,405,438 | fraud_Swaniawski, Nitzsche and Welch | health_fitness | 15.73 | Robert | Nguyen | M | 74835 Garner Point | Ruth | NV | 89,319 | 39.3426 | -114.8859 | 450 | Interpreter | 1946-08-24 | d8c1c180c38adef2e9068256811dc1c4 | 1,371,385,530 | 38.9694 | -114.037273 | 0 |
1,284,522 | 2020-06-16 12:26:10 | 341,546,199,006,537 | fraud_Zulauf LLC | personal_care | 19.56 | Mark | Brown | M | 8580 Moore Cove | Wales | AK | 99,783 | 64.7556 | -165.6723 | 145 | Administrator, education | 1939-11-09 | faadc9aaaf3f20f95dc66b3ddf9dda74 | 1,371,385,570 | 65.641337 | -164.744645 | 0 |
1,284,523 | 2020-06-16 12:26:36 | 3,582,402,971,899,057 | fraud_Lang, Towne and Schuppe | kids_pets | 36.19 | Michele | Patrick | F | 557 Lynn Garden Suite 907 | Spirit Lake | ID | 83,869 | 47.9657 | -116.868 | 4,161 | Production manager | 1957-06-12 | 25b592cbc13bbd99c1cabd3532edd63e | 1,371,385,596 | 47.89106 | -117.732679 | 0 |
1,284,524 | 2020-06-16 12:26:40 | 4,373,370,572,092,720,600 | fraud_Lynch-Wisozk | home | 8.66 | Hailey | Rhodes | F | 337 Michael Harbors Suite 722 | Michigan | ND | 58,259 | 48.0204 | -98.1186 | 454 | Producer, television/film/video | 1972-07-29 | f750c43afee93c986f4a98202415b244 | 1,371,385,600 | 48.959227 | -98.158743 | 0 |
1,284,525 | 2020-06-16 12:26:44 | 4,302,475,216,404,898 | fraud_Osinski Inc | personal_care | 37.44 | Daniel | Cain | M | 384 Newman Forks Apt. 370 | Belmond | IA | 50,421 | 42.8511 | -93.62 | 3,032 | Community pharmacist | 1964-08-08 | 75f3f4d9905cc881b3cad1aabe596cf5 | 1,371,385,604 | 43.850328 | -93.346519 | 0 |
1,284,526 | 2020-06-16 12:26:59 | 4,393,520,897,625 | fraud_Lakin, Ferry and Beatty | food_dining | 69.04 | Charles | Rodriguez | M | 240 Tracy Forges | Easton | KS | 66,020 | 39.3391 | -95.0999 | 1,442 | Air broker | 1982-05-20 | 1a68fe7d6c096f582105662c3442104b | 1,371,385,619 | 38.760095 | -95.096102 | 0 |
1,284,527 | 2020-06-16 12:27:16 | 4,464,457,352,619 | fraud_Wuckert-Goldner | home | 10.22 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | 67fcc69bf45b04029644ea9dc5d8161d | 1,371,385,636 | 29.001181 | -84.004695 | 0 |
1,284,528 | 2020-06-16 12:27:25 | 4,742,883,543,039,288,000 | fraud_Beier LLC | entertainment | 11.39 | Cassandra | Sanders | F | 78117 George Mountains | Paauilo | HI | 96,776 | 20.0271 | -155.3697 | 1,490 | Scientist, research (maths) | 1991-04-13 | 50c8e6f0a9329e85eaaac31ef9f3e184 | 1,371,385,645 | 21.025225 | -155.744709 | 0 |
1,284,529 | 2020-06-16 12:27:27 | 4,760,122,961,662 | fraud_Leffler-Goldner | personal_care | 53.11 | Robert | Jordan | M | 4602 Lopez Glens Suite 900 | Arcadia | OH | 44,804 | 41.1116 | -83.502 | 1,202 | Curator | 1933-03-01 | 9ef176ca58dfe2b4dac12277e6a3dea9 | 1,371,385,647 | 41.336507 | -82.563868 | 0 |
1,284,530 | 2020-06-16 12:27:28 | 2,720,433,095,629,877 | fraud_Botsford Ltd | shopping_pos | 7.2 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | 91aec0086379fe7292a8bc45e65e187c | 1,371,385,648 | 44.315374 | -69.941347 | 0 |
1,284,531 | 2020-06-16 12:27:35 | 4,990,494,243,023 | fraud_Hagenes, Kohler and Hoppe | food_dining | 7.71 | Martin | Ford | M | 56812 Francis Courts | Corriganville | MD | 21,524 | 39.6967 | -78.8031 | 626 | Energy engineer | 1960-12-13 | 711702c18f69a84833d7db1738714e25 | 1,371,385,655 | 40.438672 | -78.408758 | 0 |
1,284,532 | 2020-06-16 12:27:40 | 503,848,303,379 | fraud_Kulas Group | health_fitness | 16.44 | Gregory | Wallace | M | 27203 Darrell Landing | Saint James City | FL | 33,956 | 26.529 | -82.0916 | 3,776 | Sport and exercise psychologist | 1976-09-12 | b2ea4f5720ec54e65594ba2154298bed | 1,371,385,660 | 27.181483 | -82.196111 | 0 |
1,284,533 | 2020-06-16 12:28:23 | 5,596,347,693,144,598 | fraud_Homenick LLC | personal_care | 59.15 | Joseph | Moody | M | 5901 Foster Pine | Kenner | LA | 70,062 | 29.9912 | -90.2479 | 68,211 | Engineer, petroleum | 1941-04-23 | 21ae278fb28c0521ebc2e1cd0448aa44 | 1,371,385,703 | 29.386549 | -90.371138 | 0 |
1,284,534 | 2020-06-16 12:28:23 | 3,560,725,013,359,375 | fraud_Frami Group | entertainment | 8.31 | Brooke | Smith | F | 63542 Luna Brook Apt. 012 | Notrees | TX | 79,759 | 31.8599 | -102.7413 | 23 | Cytogeneticist | 1969-09-15 | 9d899b397cef82d94205603a2968dd23 | 1,371,385,703 | 31.686135 | -101.819847 | 0 |
1,284,535 | 2020-06-16 12:28:42 | 571,365,235,126 | fraud_Williamson LLC | misc_pos | 1.12 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | 7944767c0ce412e694f1d5869790a834 | 1,371,385,722 | 44.295286 | -86.310833 | 0 |
1,284,536 | 2020-06-16 12:28:42 | 2,356,276,337,669,917 | fraud_Zboncak LLC | food_dining | 34.27 | Benjamin | Harris | M | 0881 Lori Pines | Chester | MD | 21,619 | 38.9583 | -76.2842 | 5,848 | Paediatric nurse | 1981-02-15 | 821688d5a1b319489ad94064f3645390 | 1,371,385,722 | 38.537751 | -76.333837 | 0 |
1,284,537 | 2020-06-16 12:28:55 | 3,583,793,405,872,580 | fraud_Medhurst PLC | shopping_net | 3.61 | Beth | Lambert | F | 6447 Johnson Estates Apt. 986 | Roosevelt | OK | 73,564 | 34.847 | -98.9836 | 551 | Amenity horticulturist | 1970-09-27 | 05b7d5f39ad3786518ecd8277f1db6b7 | 1,371,385,735 | 34.787957 | -98.049853 | 0 |
1,284,538 | 2020-06-16 12:29:04 | 6,011,381,817,520,024 | fraud_Leffler-Goldner | personal_care | 88.35 | Kristen | Allen | F | 8619 Lisa Manors Apt. 871 | Lagrange | WY | 82,221 | 41.6423 | -104.1974 | 635 | Product/process development scientist | 1973-07-13 | f9e2cfa8f77e850496ec0b013ec31bf2 | 1,371,385,744 | 42.049097 | -104.330214 | 0 |
1,284,539 | 2020-06-16 12:29:56 | 4,003,989,662,068,504 | fraud_Bernhard-Lesch | food_dining | 1.8 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | 30f52aaf3b54770a387cdcfec8b7fb23 | 1,371,385,796 | 33.538225 | -87.683297 | 0 |
1,284,540 | 2020-06-16 12:30:06 | 343,746,486,082,492 | fraud_Reichert, Rowe and Mraz | shopping_net | 4.87 | Jeffrey | Munoz | M | 836 Stephanie Union | Cedar | MI | 49,621 | 44.8605 | -85.8138 | 3,096 | Social research officer, government | 1975-10-11 | a8884463b54e9c6a51a626a5684add7d | 1,371,385,806 | 45.766891 | -86.067292 | 0 |
1,284,541 | 2020-06-16 12:30:09 | 6,011,893,664,860,915 | fraud_Schuppe-Schuppe | food_dining | 30.66 | Erin | Chavez | F | 3379 Williams Common | Littleton | CO | 80,120 | 39.5994 | -105.0044 | 320,420 | Water engineer | 1975-07-31 | 1096d831138dfa249b2d353bafc82fa2 | 1,371,385,809 | 39.163885 | -105.666429 | 0 |
1,284,542 | 2020-06-16 12:30:49 | 2,283,743,876,903,625 | fraud_Labadie, Treutel and Bode | shopping_net | 1.54 | Shannon | Williams | F | 9345 Spencer Junctions Suite 183 | Alpharetta | GA | 30,009 | 34.077 | -84.3033 | 165,556 | Prison officer | 1997-12-27 | f36fce697db17792e942bac74e17be87 | 1,371,385,849 | 33.619003 | -84.396499 | 0 |
1,284,543 | 2020-06-16 12:31:13 | 213,156,747,557,083 | fraud_Armstrong, Walter and Gottlieb | food_dining | 10.87 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | e57d5303e2305fe2995c6fb910d10c1a | 1,371,385,873 | 33.279764 | -117.610691 | 0 |
1,284,544 | 2020-06-16 12:31:28 | 30,197,398,657,930 | fraud_Towne, Greenholt and Koepp | shopping_net | 94.81 | April | Johnson | F | 9727 Deleon Mountain | Creedmoor | NC | 27,522 | 36.1124 | -78.6476 | 12,335 | Chief Strategy Officer | 1987-09-19 | 67631c51f4c16ed3262adcae18c8cfc7 | 1,371,385,888 | 35.333262 | -77.744427 | 0 |
1,284,545 | 2020-06-16 12:31:35 | 180,047,222,886,866 | fraud_Predovic Inc | shopping_net | 7.85 | Christine | Shaffer | F | 14017 Thomas Plaza | Loami | IL | 62,661 | 39.6704 | -89.8588 | 1,213 | English as a foreign language teacher | 1991-04-22 | 7ae90ce1919c5b5dcbcf1899db6aeda6 | 1,371,385,895 | 39.052387 | -89.013456 | 0 |
1,284,546 | 2020-06-16 12:31:43 | 4,874,017,206,859,125 | fraud_Zulauf LLC | personal_care | 23.61 | Lauren | Williams | F | 065 Jones Stravenue | Lake Oswego | OR | 97,034 | 45.4093 | -122.6847 | 42,817 | Planning and development surveyor | 1982-05-28 | ad7575a0a9d49868ce34b72e069ca442 | 1,371,385,903 | 44.492088 | -122.636383 | 0 |
1,284,547 | 2020-06-16 12:31:46 | 2,254,917,871,818,484 | fraud_Osinski Inc | personal_care | 104.43 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | 67d52c74880c28b7eafcd16353a0491a | 1,371,385,906 | 38.600929 | -75.908725 | 0 |
1,284,548 | 2020-06-16 12:32:06 | 4,761,403,817,546,679,000 | fraud_Baumbach, Feeney and Morar | shopping_net | 5.62 | Diana | Jacobs | F | 69608 Perez Mountain Apt. 006 | Viola | AR | 72,583 | 36.3924 | -91.9932 | 1,679 | Psychiatric nurse | 1986-05-02 | 3466f59e9b1ddfbad4e5e587d84a00d3 | 1,371,385,926 | 36.288676 | -92.139156 | 0 |
1,284,549 | 2020-06-16 12:32:20 | 30,328,384,440,870 | fraud_Auer LLC | personal_care | 19.73 | Helen | Campbell | F | 182 Sergio Summit Apt. 129 | Browning | MO | 64,630 | 40.029 | -93.1607 | 602 | Cytogeneticist | 1954-07-14 | 189c9af0037eb17fb15646c2ac265695 | 1,371,385,940 | 40.201153 | -93.86651 | 0 |
1,284,550 | 2020-06-16 12:32:34 | 6,011,367,958,204,270 | fraud_Prosacco LLC | personal_care | 21.36 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 513ab2b96ae93c2c696f42aa7dd9d852 | 1,371,385,954 | 41.787612 | -80.92268 | 0 |
1,284,551 | 2020-06-16 12:32:34 | 30,551,643,947,183 | fraud_Eichmann-Russel | misc_pos | 65.06 | Morgan | Smith | F | 1441 Bradley Place | Grover | NC | 28,073 | 35.1836 | -81.4552 | 5,621 | Toxicologist | 1973-11-14 | 7eb67fe486fb9f021c789f7aabe867f1 | 1,371,385,954 | 34.298397 | -81.004448 | 0 |
1,284,552 | 2020-06-16 12:32:44 | 180,018,375,329,178 | fraud_Kihn Inc | shopping_pos | 23.68 | Michelle | Woods | F | 952 Joseph Throughway | Munith | MI | 49,259 | 42.3703 | -84.2485 | 2,523 | Geophysicist/field seismologist | 1988-03-21 | 88387f1f69dae67a862effd99eb8f44b | 1,371,385,964 | 43.339961 | -84.717659 | 0 |
1,284,553 | 2020-06-16 12:33:00 | 4,155,021,259,183,870 | fraud_Will Ltd | food_dining | 260.24 | 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 | 6b0413841cda053ca1da0822b7a5412f | 1,371,385,980 | 34.961277 | -98.433252 | 0 |
1,284,554 | 2020-06-16 12:33:09 | 6,573,561,108,825,071 | fraud_Emmerich-Rau | personal_care | 16.47 | Kristina | Lewis | F | 5449 Brandi Heights Apt. 111 | Tulsa | OK | 74,130 | 36.2395 | -95.9596 | 413,574 | Bookseller | 1968-06-18 | b9ec5584006f08dd55b221dbb71d25fa | 1,371,385,989 | 36.200847 | -96.018528 | 0 |
1,284,555 | 2020-06-16 12:33:39 | 3,520,550,088,202,337 | fraud_Nienow, Barrows and Romaguera | personal_care | 22.19 | Micheal | Walters | M | 15315 Vaughn Park Suite 356 | Hovland | MN | 55,606 | 47.8342 | -90.0476 | 272 | Freight forwarder | 2001-07-05 | f34afc89d99d2b574137328aad8c2a72 | 1,371,386,019 | 47.125445 | -89.418045 | 0 |
1,284,556 | 2020-06-16 12:34:21 | 4,355,790,796,238,265,000 | fraud_Hagenes, Kohler and Hoppe | food_dining | 22.84 | Tanner | Davis | M | 2632 Stevens Light Apt. 213 | Payson | IL | 62,360 | 39.8153 | -91.2627 | 1,656 | Exhibition designer | 1969-08-04 | 1670ecf2312a045846ac3e8c54ca7e3b | 1,371,386,061 | 38.916327 | -90.959454 | 0 |
1,284,557 | 2020-06-16 12:35:40 | 2,475,085,306,462,014 | fraud_Wuckert, Wintheiser and Friesen | home | 76.93 | John | Miller | M | 153 Mccullough Springs Apt. 857 | Lamberton | MN | 56,152 | 44.2378 | -95.2739 | 1,507 | Land/geomatics surveyor | 1993-10-12 | da3caa5aa7be4cb99982196e7b01a360 | 1,371,386,140 | 45.226822 | -94.627791 | 0 |
1,284,558 | 2020-06-16 12:35:49 | 213,113,028,819,344 | fraud_Abernathy and Sons | food_dining | 50.16 | Melanie | Jimenez | F | 77944 Daniels Valley Suite 921 | Camden | NY | 13,316 | 43.3392 | -75.7543 | 6,460 | Building control surveyor | 1959-09-27 | c479a4eae8a4dbf7dab70d83e6281778 | 1,371,386,149 | 43.626361 | -74.823465 | 0 |
1,284,559 | 2020-06-16 12:36:11 | 180,046,765,320,457 | fraud_Bode-Rempel | kids_pets | 65.56 | Jared | Camacho | M | 4257 Perez Mall | Canton | OH | 44,702 | 40.8027 | -81.3739 | 192,805 | Building control surveyor | 1963-06-30 | f03f7601822bdc0a8dd2ce84f293c9e0 | 1,371,386,171 | 41.248145 | -80.934819 | 0 |
1,284,560 | 2020-06-16 12:37:33 | 4,561,546,772,499 | fraud_Beier LLC | entertainment | 15.1 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | eee158eeebc9b79f251a95fe228c7d6d | 1,371,386,253 | 35.957645 | -106.804392 | 0 |
1,284,561 | 2020-06-16 12:38:06 | 6,011,367,958,204,270 | fraud_Klein Group | entertainment | 172.68 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 1a2c71ceb77a93c27a1854fe6fad4431 | 1,371,386,286 | 41.283034 | -81.013172 | 0 |
1,284,562 | 2020-06-16 12:38:06 | 4,681,601,008,538,160 | fraud_Bogisich-Weimann | kids_pets | 4.33 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 6ce86d4c94759ba654ac260672d1f15d | 1,371,386,286 | 40.010852 | -81.658794 | 0 |
1,284,563 | 2020-06-16 12:38:08 | 4,562,827,002,127 | fraud_Welch, Rath and Koepp | entertainment | 5.91 | Christopher | Johnson | M | 28711 Kristine Junction Suite 309 | Greenville | OH | 45,331 | 40.0987 | -84.6342 | 22,930 | Media planner | 1971-11-26 | 9b4f593267e8f37a9e2e26665599ab06 | 1,371,386,288 | 40.998063 | -84.380938 | 0 |
1,284,564 | 2020-06-16 12:38:52 | 5,540,636,818,935,089 | fraud_Waters-Cruickshank | health_fitness | 44.77 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | 4831753575938dbf9a76b5e5af3ab93f | 1,371,386,332 | 42.175233 | -70.58658 | 0 |
1,284,565 | 2020-06-16 12:39:04 | 4,452,366,298,769,043 | fraud_Dickinson Ltd | misc_pos | 5.55 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | 3f6164a1fd3d051bc1aaee7139e22c86 | 1,371,386,344 | 32.897268 | -96.005553 | 0 |
1,284,566 | 2020-06-16 12:39:12 | 371,009,169,330,125 | fraud_Waelchi Inc | kids_pets | 82.96 | Randall | Burgess | M | 393 Carroll Route Suite 197 | Norman Park | GA | 31,771 | 31.2462 | -83.6549 | 5,666 | Rural practice surveyor | 2003-09-14 | 7bb483d94b556713da0351c9be6e5dad | 1,371,386,352 | 31.317467 | -82.711716 | 0 |
1,284,567 | 2020-06-16 12:39:16 | 4,430,881,574,719,618 | fraud_Beier LLC | entertainment | 6.08 | Alicia | Morales | F | 4456 Dunn Roads | Meredith | CO | 81,642 | 39.3199 | -106.6596 | 61 | Public relations account executive | 1939-11-04 | aa253bb1bb639ca36fcd3c994e4ff1e7 | 1,371,386,356 | 39.23818 | -107.300972 | 0 |
1,284,568 | 2020-06-16 12:39:45 | 571,365,235,126 | fraud_Goyette, Howell and Collier | shopping_pos | 4.66 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | fa88782006e201c81f821f0032cf0f37 | 1,371,386,385 | 43.776307 | -86.963555 | 0 |
1,284,569 | 2020-06-16 12:40:36 | 4,906,628,655,840,914,000 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 99.02 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 69d5127a74779c447d523dc812bf5b7b | 1,371,386,436 | 24.890918 | -80.727817 | 0 |
1,284,570 | 2020-06-16 12:41:11 | 30,181,367,542,315 | fraud_Romaguera, Wehner and Tromp | kids_pets | 42.7 | Danielle | Walker | F | 9824 Mitchell Run | Powell Butte | OR | 97,753 | 44.2415 | -121.0113 | 2,016 | Local government officer | 1953-12-25 | d253e42b5166fd263eaa794418fd8d8c | 1,371,386,471 | 44.411502 | -121.764905 | 0 |
1,284,571 | 2020-06-16 12:41:20 | 3,558,881,852,140,592 | fraud_Nienow PLC | entertainment | 24.96 | Christopher | Holt | M | 05597 Michael Spurs | Parks | AZ | 86,018 | 35.2563 | -111.95 | 759 | Geologist, engineering | 1957-03-28 | 99056506b91823d2a782872a5ce5ebf2 | 1,371,386,480 | 34.452467 | -112.825067 | 0 |
1,284,572 | 2020-06-16 12:41:34 | 3,566,094,707,272,327 | fraud_Dare, Fritsch and Zboncak | health_fitness | 15.12 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | c93625ea08a124fc5a7826cc01d1bedc | 1,371,386,494 | 34.456645 | -118.313746 | 0 |
1,284,573 | 2020-06-16 12:41:44 | 377,026,671,291,680 | fraud_Skiles LLC | home | 83.51 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | 0e6e3f31fef8422c69927086f4c60a3d | 1,371,386,504 | 36.987001 | -90.774317 | 0 |
1,284,574 | 2020-06-16 12:41:49 | 370,818,583,810,103 | fraud_Padberg-Rogahn | entertainment | 39.32 | John | Davis | M | 9670 Monroe Junctions | Rockwood | PA | 15,557 | 39.9373 | -79.1865 | 3,684 | General practice doctor | 1976-01-10 | f7db2e33d8efc4f1a5af1ba00db48d7e | 1,371,386,509 | 40.685671 | -79.949541 | 0 |
1,284,575 | 2020-06-16 12:42:15 | 3,582,402,971,899,057 | fraud_Crooks and Sons | personal_care | 9.09 | Michele | Patrick | F | 557 Lynn Garden Suite 907 | Spirit Lake | ID | 83,869 | 47.9657 | -116.868 | 4,161 | Production manager | 1957-06-12 | 8197545343f83881bfefb2faf0f42f4e | 1,371,386,535 | 48.642213 | -116.498688 | 0 |
1,284,576 | 2020-06-16 12:42:36 | 4,826,655,832,045,236 | fraud_Weimann-Lockman | kids_pets | 79.09 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | af0f8bee118348e28e16bea5c4e62008 | 1,371,386,556 | 41.743434 | -69.425269 | 0 |
1,284,577 | 2020-06-16 12:42:40 | 373,905,417,449,658 | fraud_Labadie, Treutel and Bode | shopping_net | 8.46 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | 126370899615e8ce44ef700547425011 | 1,371,386,560 | 31.117297 | -96.89624 | 0 |
1,284,578 | 2020-06-16 12:42:47 | 6,528,911,529,051,375 | fraud_Jakubowski Inc | home | 50.54 | Diane | Smith | F | 195 Murray Overpass Apt. 384 | Winter | WI | 54,896 | 45.8327 | -91.0144 | 1,478 | Neurosurgeon | 1965-04-27 | 16ba1a6bb00bd90f6592a051eca66dad | 1,371,386,567 | 46.364805 | -90.933251 | 0 |
1,284,579 | 2020-06-16 12:42:56 | 4,653,879,239,169,997 | fraud_Rau-Grant | kids_pets | 14.21 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | 678e53dd4ad1ee395b8dd512b683777b | 1,371,386,576 | 36.77092 | -86.224082 | 0 |
1,284,580 | 2020-06-16 12:43:21 | 3,576,021,480,694,169 | fraud_Padberg-Welch | grocery_pos | 80.52 | Dawn | Gray | F | 9486 Joel Common Suite 554 | Topeka | KS | 66,618 | 39.1329 | -95.7023 | 163,415 | Secondary school teacher | 2004-12-30 | ff84d9e6652286a9f45cf1163b64644b | 1,371,386,601 | 38.80686 | -94.71211 | 0 |
1,284,581 | 2020-06-16 12:43:35 | 561,942,763,351 | fraud_Denesik and Sons | shopping_pos | 142.09 | Melissa | Brown | F | 330 Montoya Ramp | Washington | DC | 20,036 | 38.9087 | -77.0414 | 601,723 | Prison officer | 1986-03-14 | 2a32e1ffe9ec8c0da6c4446af3204b42 | 1,371,386,615 | 39.35498 | -77.884471 | 0 |
1,284,582 | 2020-06-16 12:44:04 | 3,513,285,035,244,624 | fraud_Wilkinson LLC | personal_care | 36.85 | Ariana | Campbell | F | 50932 Neal Valley | Daniels | WV | 25,832 | 37.7256 | -81.1087 | 3,994 | Biochemist, clinical | 1936-11-05 | 14734effe4f31ccf42143e00e6e70b72 | 1,371,386,644 | 36.881729 | -81.775359 | 0 |
1,284,583 | 2020-06-16 12:45:19 | 372,382,441,451,095 | fraud_Larson-Moen | entertainment | 14.15 | Brent | Terrell | M | 502 Rice Plaza Apt. 979 | Port Ewen | NY | 12,466 | 41.8948 | -73.9767 | 2,471 | Heritage manager | 1966-01-21 | 2ab0cfdc825600f41c3f04feaca9e106 | 1,371,386,719 | 42.742087 | -73.936422 | 0 |
1,284,584 | 2020-06-16 12:45:20 | 370,348,764,075,623 | fraud_Goyette-Gerhold | kids_pets | 134.04 | Christopher | Gomez | M | 950 Dunn Squares | Tickfaw | LA | 70,466 | 30.5668 | -90.482 | 8,512 | Accountant, chartered public finance | 1951-09-03 | 15224f95437d5f6cfc010a4b41225ca3 | 1,371,386,720 | 31.107059 | -90.352769 | 0 |
1,284,585 | 2020-06-16 12:45:31 | 4,512,828,414,983,802,000 | fraud_Champlin and Sons | home | 21.63 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | 80db2ad122baca1285bfd2a22201469b | 1,371,386,731 | 40.413245 | -79.840521 | 0 |
1,284,586 | 2020-06-16 12:45:42 | 4,981,132,848,794 | fraud_Bahringer Group | health_fitness | 110.37 | Joseph | Spencer | M | 7854 Stephanie Island Suite 788 | Holloway | OH | 43,985 | 40.0113 | -80.9701 | 128 | Child psychotherapist | 1946-04-03 | 4c2049e0eb0386e2e0f66c86a791a7ee | 1,371,386,742 | 39.305426 | -80.425473 | 0 |
1,284,587 | 2020-06-16 12:45:57 | 3,518,669,219,150,142 | fraud_Little Ltd | kids_pets | 45.54 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | 54978f8045ef8e62a154601d4b219684 | 1,371,386,757 | 39.638927 | -83.412692 | 0 |
1,284,588 | 2020-06-16 12:46:02 | 6,011,348,830,550,197 | fraud_Reilly LLC | home | 29.25 | Samuel | Johnston | M | 16285 Jessica Lights | Birmingham | AL | 35,229 | 33.4629 | -86.7904 | 493,806 | Musician | 1980-07-12 | b6f267c427bbed47f7c39ad8d893c69d | 1,371,386,762 | 33.895826 | -86.337028 | 0 |
1,284,589 | 2020-06-16 12:46:32 | 4,010,002,218,955,876 | fraud_Renner Ltd | home | 6.74 | Jennifer | Bishop | F | 589 Matthew Brooks | Houston | TX | 77,026 | 29.7972 | -95.3288 | 2,906,700 | Animator | 1983-08-24 | 83ef550edd2f4f82965a01eaea0c3bbd | 1,371,386,792 | 29.123573 | -94.763501 | 0 |
1,284,590 | 2020-06-16 12:47:18 | 3,546,674,063,249,004 | fraud_Bernier and Sons | kids_pets | 31.53 | Jordan | May | M | 1626 Susan Course | Aledo | TX | 76,008 | 32.7004 | -97.6039 | 13,602 | Optometrist | 1984-07-05 | 4c5830340721680f84ea07c80f31835b | 1,371,386,838 | 32.315266 | -98.067761 | 0 |
1,284,591 | 2020-06-16 12:47:29 | 3,551,217,896,304,745 | fraud_Graham and Sons | health_fitness | 47.55 | Sara | Harris | F | 597 Jenny Ford Apt. 543 | Tupper Lake | NY | 12,986 | 44.232 | -74.4905 | 6,120 | Chartered loss adjuster | 1976-10-09 | 12dd875b1242b704cdf303e49caebb48 | 1,371,386,849 | 44.159298 | -73.753743 | 0 |
1,284,592 | 2020-06-16 12:47:53 | 30,273,037,698,427 | fraud_Wisozk and Sons | misc_pos | 148.41 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | 079040f6c51749eead756f76633810ef | 1,371,386,873 | 36.150833 | -91.484274 | 0 |
1,284,593 | 2020-06-16 12:48:14 | 4,003,989,662,068,504 | fraud_Hagenes, Kohler and Hoppe | food_dining | 85.25 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | 60d3eca9b15b3fe335fbc4de3aece11e | 1,371,386,894 | 32.724646 | -87.781845 | 0 |
1,284,594 | 2020-06-16 12:48:39 | 577,588,686,219 | fraud_Schaefer Ltd | kids_pets | 29.1 | James | Strickland | M | 25454 Leonard Lake | Spring Church | PA | 15,686 | 40.6153 | -79.4545 | 972 | Public relations account executive | 1997-10-23 | 78559097cbd5dd5231bedf72c0e50c0f | 1,371,386,919 | 39.637888 | -80.176851 | 0 |
1,284,595 | 2020-06-16 12:48:44 | 6,534,628,260,579,800 | fraud_Kemmer-Buckridge | misc_pos | 7.3 | Christine | Harris | F | 29606 Martinez Views Suite 653 | Hinesburg | VT | 5,461 | 44.3346 | -73.098 | 4,542 | Claims inspector/assessor | 1998-03-19 | 266358456fbbdb1717c12682c9863316 | 1,371,386,924 | 43.367909 | -72.284232 | 0 |
1,284,596 | 2020-06-16 12:48:54 | 4,584,931,703,207,308,300 | fraud_Reichert, Shanahan and Hayes | shopping_net | 1.45 | Amanda | Gomez | F | 8152 Brittany Centers | Dallas | TX | 75,218 | 32.8463 | -96.6972 | 1,263,321 | Designer, ceramics/pottery | 1975-04-16 | fd30aeb72c06f804541cd861cc1ef6b7 | 1,371,386,934 | 33.453622 | -96.932243 | 0 |
1,284,597 | 2020-06-16 12:49:30 | 343,746,486,082,492 | fraud_Halvorson Group | misc_pos | 76.76 | Jeffrey | Munoz | M | 836 Stephanie Union | Cedar | MI | 49,621 | 44.8605 | -85.8138 | 3,096 | Social research officer, government | 1975-10-11 | fdb819342289e21da71ed0c3d41ea57f | 1,371,386,970 | 44.062311 | -86.79717 | 0 |
1,284,598 | 2020-06-16 12:49:51 | 4,423,489,490,781,412 | fraud_Mante, Luettgen and Hackett | health_fitness | 16.22 | Christopher | Ortega | M | 5045 Emily Wall | Princeton | IA | 52,768 | 41.6858 | -90.3706 | 1,426 | Agricultural consultant | 1957-03-06 | 30956a8758155cab77a01b360a0f37ef | 1,371,386,991 | 40.916612 | -89.58436 | 0 |
1,284,599 | 2020-06-16 12:49:57 | 4,742,883,543,039,288,000 | fraud_Ernser-Feest | home | 5.85 | Cassandra | Sanders | F | 78117 George Mountains | Paauilo | HI | 96,776 | 20.0271 | -155.3697 | 1,490 | Scientist, research (maths) | 1991-04-13 | 7ebc7213c2c283c76e9829c2bcd7baeb | 1,371,386,997 | 20.180726 | -155.34068 | 0 |
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