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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
17,900 | 2019-01-11 18:55:39 | 30,364,087,349,027 | fraud_Willms, Kris and Bergnaum | shopping_pos | 8.74 | Samuel | Sandoval | M | 0005 Morrison Land | Mounds | OK | 74,047 | 35.8896 | -96.0887 | 7,163 | Fitness centre manager | 1982-02-05 | 92a60d60fb5e85723f83cef6472b966f | 1,326,308,139 | 36.450992 | -95.278204 | 0 |
17,901 | 2019-01-11 18:56:26 | 567,868,110,212 | fraud_Stanton, Jakubowski and Baumbach | shopping_net | 74.83 | Dawn | Tucker | F | 789 Herring Manors | Houston | TX | 77,007 | 29.7736 | -95.4034 | 2,906,700 | Copywriter, advertising | 1984-12-16 | 2086d27cc988829aece9e39477c9add2 | 1,326,308,186 | 30.675758 | -96.331189 | 0 |
17,902 | 2019-01-11 18:57:11 | 213,156,747,557,083 | fraud_Zboncak Ltd | food_dining | 13.71 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | ec0a60ab68794b7bc804bbf76ee1b5bc | 1,326,308,231 | 34.66035 | -118.811919 | 0 |
17,903 | 2019-01-11 18:57:24 | 3,596,357,274,378,601 | fraud_Beier-Hyatt | shopping_pos | 4.51 | David | Everett | M | 4138 David Fall | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Advice worker | 1973-05-27 | 0301f35f26726d661fcb980e4b4fcdd1 | 1,326,308,244 | 40.492399 | -78.376166 | 0 |
17,904 | 2019-01-11 18:57:34 | 213,157,767,990,030 | fraud_O'Reilly, Mohr and Purdy | home | 71.05 | Tara | Campbell | F | 05050 Rogers Well Apt. 439 | Rock Springs | WY | 82,901 | 41.606 | -109.23 | 27,971 | Music therapist | 1984-08-01 | 4db62c62b9064439a0e52f375c3a1d46 | 1,326,308,254 | 41.984801 | -109.672552 | 0 |
17,905 | 2019-01-11 18:57:59 | 3,543,591,270,174,051 | fraud_Lemke-Gutmann | shopping_net | 1.59 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | d757f9f09e84654f0aa24c989602cd8a | 1,326,308,279 | 40.691371 | -78.816758 | 0 |
17,906 | 2019-01-11 18:58:46 | 3,543,299,015,720,986 | fraud_Kutch, Steuber and Gerhold | food_dining | 90.31 | Angela | White | F | 137 Adam Dale | Lebanon | VA | 24,266 | 36.8809 | -82.0956 | 9,521 | Teacher, English as a foreign language | 1977-10-19 | 4033e8d06478aaa19b456931039e689b | 1,326,308,326 | 36.968508 | -82.89898 | 0 |
17,907 | 2019-01-11 18:59:50 | 4,195,832,462,863,385 | fraud_Rau-Robel | kids_pets | 129.18 | Victoria | Mcbride | F | 0688 Kevin Manor | Clarksville | MO | 63,336 | 39.3465 | -90.9362 | 1,146 | Exercise physiologist | 1929-04-07 | 19bc5157cee9b1c3589c8064774dd42e | 1,326,308,390 | 39.056482 | -91.725133 | 0 |
17,908 | 2019-01-11 18:59:54 | 342,035,762,534,413 | fraud_Jakubowski Inc | home | 89.65 | Jennifer | Carrillo | F | 334 Adam Mountains Apt. 868 | Manquin | VA | 23,106 | 37.7184 | -77.186 | 976 | Engineer, automotive | 1999-06-19 | 3efbd1e2adf5d93759486b1470fe76dc | 1,326,308,394 | 37.471022 | -76.801032 | 0 |
17,909 | 2019-01-11 19:01:12 | 180,048,185,037,117 | fraud_Torphy-Goyette | shopping_pos | 21.78 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | bc847f6a1773160e3e5bafc3d60471a9 | 1,326,308,472 | 40.450869 | -73.707146 | 0 |
17,910 | 2019-01-11 19:01:42 | 6,011,367,958,204,270 | fraud_Frami Group | entertainment | 167.7 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 756d1c78901119ba32530c2e8305cf73 | 1,326,308,502 | 40.478283 | -81.924825 | 0 |
17,911 | 2019-01-11 19:02:05 | 2,720,433,095,629,877 | fraud_Volkman-Predovic | shopping_net | 9.79 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | f4598fcb9a6aa2ea003ec42a1d1e1a38 | 1,326,308,525 | 44.46577 | -70.48149 | 0 |
17,912 | 2019-01-11 19:04:49 | 4,906,628,655,840,914,000 | fraud_Effertz LLC | entertainment | 191.08 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 5e55413ebea0af99e4347b40a406241a | 1,326,308,689 | 24.454481 | -81.061105 | 0 |
17,913 | 2019-01-11 19:05:42 | 4,725,837,176,265,196,000 | fraud_Gottlieb-Hansen | personal_care | 17.39 | Elizabeth | Mckee | F | 358 Pruitt Square | Jay | FL | 32,565 | 30.8985 | -87.1332 | 5,719 | Higher education careers adviser | 1994-11-05 | b8ebb13b9c309cbf5ba1bb908d48c8d9 | 1,326,308,742 | 30.046465 | -88.019682 | 0 |
17,914 | 2019-01-11 19:09:06 | 4,997,733,566,924,489 | fraud_Torphy-Kertzmann | health_fitness | 36.66 | Stephanie | Taylor | F | 598 Martin Pine Suite 365 | Saint Paul | MN | 55,128 | 44.9913 | -92.9487 | 753,116 | Fisheries officer | 1971-08-06 | 8ca5951fdcdb147da6d236ba6936cc47 | 1,326,308,946 | 44.146196 | -92.359299 | 0 |
17,915 | 2019-01-11 19:09:46 | 342,319,985,983,023 | fraud_Ritchie, Bradtke and Stiedemann | travel | 430.96 | Bryan | Pugh | M | 6366 French Field | Margaretville | NY | 12,455 | 42.1852 | -74.6178 | 1,988 | Environmental health practitioner | 1978-05-23 | b66ae9daf055b31cd8f1fe32bd737065 | 1,326,308,986 | 41.998491 | -75.414488 | 0 |
17,916 | 2019-01-11 19:09:57 | 4,451,438,912,406,400 | fraud_Wilkinson LLC | personal_care | 1.09 | Cheryl | Morgan | F | 7535 Amanda Manors Suite 293 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Manufacturing engineer | 1999-09-11 | ee373f5fef4bcc445508433520640a65 | 1,326,308,997 | 33.662796 | -93.201941 | 0 |
17,917 | 2019-01-11 19:10:44 | 6,526,955,903,501,879 | fraud_Schumm, McLaughlin and Carter | food_dining | 68.48 | Jennifer | Scott | F | 7351 Cindy Well Suite 099 | Naples | FL | 34,120 | 26.3304 | -81.5871 | 276,002 | Medical technical officer | 1950-12-14 | 0c03a88bc8690dc30d2dc494bf9404b7 | 1,326,309,044 | 26.577469 | -80.592345 | 0 |
17,918 | 2019-01-11 19:11:58 | 6,506,116,513,503,136 | fraud_Zulauf LLC | personal_care | 60.75 | Kimberly | Rice | F | 63991 Destiny Rue Apt. 651 | Tyler | TX | 75,703 | 32.2768 | -95.3031 | 144,160 | Sports development officer | 1984-05-04 | 9fc6d555d6ddb1fc41cba60f02ec19b0 | 1,326,309,118 | 31.59401 | -94.34407 | 0 |
17,919 | 2019-01-11 19:12:17 | 213,156,747,557,083 | fraud_Bernhard-Lesch | food_dining | 9.2 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | 71b726140545d2feb3cb453c6b7d676d | 1,326,309,137 | 34.460722 | -118.134138 | 0 |
17,920 | 2019-01-11 19:12:46 | 4,198,470,814,557 | fraud_Fisher-Schowalter | shopping_net | 2.22 | Christie | Williamson | F | 519 Jerry Views | Avoca | IA | 51,521 | 41.4768 | -95.3509 | 2,036 | Engineering geologist | 1971-08-20 | 807d3d476d8fabd044001dcf7e9f855f | 1,326,309,166 | 41.602888 | -96.150852 | 0 |
17,921 | 2019-01-11 19:13:17 | 30,175,986,190,993 | fraud_Grimes LLC | entertainment | 30.84 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | b537077518fafec9e285f3910cf398c2 | 1,326,309,197 | 46.871548 | -96.310864 | 0 |
17,922 | 2019-01-11 19:13:36 | 4,725,837,176,265,196,000 | fraud_Adams-Barrows | health_fitness | 90.51 | Elizabeth | Mckee | F | 358 Pruitt Square | Jay | FL | 32,565 | 30.8985 | -87.1332 | 5,719 | Higher education careers adviser | 1994-11-05 | 09d76863f432a4f193fdbfa691e553bf | 1,326,309,216 | 31.677904 | -86.781428 | 0 |
17,923 | 2019-01-11 19:13:44 | 2,713,913,904,780,408 | fraud_Reichel, Bradtke and Blanda | travel | 1.14 | Jacqueline | Howard | F | 4511 Choi Lock | Delhi | LA | 71,232 | 32.3929 | -91.4714 | 6,581 | Multimedia programmer | 1964-02-13 | ff4b4c0b87e411fd45443c7cef44bf4f | 1,326,309,224 | 31.769021 | -91.582277 | 0 |
17,924 | 2019-01-11 19:14:03 | 6,011,948,324,228,984 | fraud_Botsford and Sons | home | 12.42 | Mckenzie | Brooks | F | 3872 Matthew Skyway | Paris | MS | 38,949 | 34.1992 | -89.382 | 297 | Administrator, local government | 1961-12-14 | 184e37d3d84f687b0af324b4f2c2d8a6 | 1,326,309,243 | 34.541736 | -89.745251 | 0 |
17,925 | 2019-01-11 19:14:04 | 4,048,508,450,704,760 | fraud_Schoen, Nienow and Bauch | personal_care | 13.74 | Cheryl | Melton | F | 5053 Bell Crescent Apt. 255 | Fullerton | NE | 68,638 | 41.366 | -98.0054 | 1,749 | Surveyor, mining | 1973-05-07 | 05ee05bdf409550fca1b9f227aef9471 | 1,326,309,244 | 41.342397 | -98.682091 | 0 |
17,926 | 2019-01-11 19:14:46 | 4,998,109,455,173,950 | fraud_Cormier LLC | shopping_net | 2.78 | Mary | Pruitt | F | 2819 Luke Greens Suite 563 | Kansas City | MO | 64,114 | 38.9621 | -94.5959 | 545,147 | Counsellor | 1987-11-18 | ed0be482a5427252027915e90ada78b1 | 1,326,309,286 | 38.483554 | -94.588364 | 0 |
17,927 | 2019-01-11 19:17:31 | 3,545,109,339,866,548 | fraud_Kuhic LLC | shopping_net | 3.55 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | 8551d2fecaad84cc88c708ae6b77184b | 1,326,309,451 | 34.390367 | -90.280674 | 0 |
17,928 | 2019-01-11 19:18:47 | 3,586,008,444,788,268 | fraud_Schumm PLC | shopping_net | 85.8 | Crystal | Fuller | F | 000 Jennifer Mills | Issaquah | WA | 98,027 | 47.4974 | -122.0107 | 50,489 | Osteopath | 1984-02-29 | e3457445e685c40fbe988f811e1f0756 | 1,326,309,527 | 48.142122 | -122.278123 | 0 |
17,929 | 2019-01-11 19:19:03 | 6,011,367,958,204,270 | fraud_Kertzmann LLC | health_fitness | 20.44 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 0106cf3d65774ca9bca56a7d5a720bef | 1,326,309,543 | 41.71854 | -81.305487 | 0 |
17,930 | 2019-01-11 19:19:06 | 4,904,681,492,230,012 | fraud_Bins-Tillman | entertainment | 2.34 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | abcc06cce726733dcbacd25ef5fe3b12 | 1,326,309,546 | 41.542288 | -74.17237 | 0 |
17,931 | 2019-01-11 19:19:29 | 377,026,671,291,680 | fraud_Goyette, Howell and Collier | shopping_pos | 109.48 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | bebaf77326ac02948c91bc96cab241b8 | 1,326,309,569 | 37.305841 | -90.744234 | 0 |
17,932 | 2019-01-11 19:20:00 | 30,487,648,872,433 | fraud_Cole, Hills and Jewess | home | 51.88 | Stephanie | Crane | F | 144 Martinez Curve | Central | IN | 47,110 | 38.097 | -86.1723 | 350 | Counsellor | 1955-01-05 | a70e7bb3e24e2f34213e6804791df57f | 1,326,309,600 | 37.690558 | -86.977576 | 0 |
17,933 | 2019-01-11 19:20:46 | 571,465,035,400 | fraud_Kassulke Inc | entertainment | 74.48 | Louis | Fisher | M | 45654 Hess Rest | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Freight forwarder | 1976-02-26 | 29e0d34a97fe0eeaebd945c953eaae56 | 1,326,309,646 | 43.185023 | -108.039177 | 0 |
17,934 | 2019-01-11 19:20:48 | 341,283,058,448,499 | fraud_Baumbach Ltd | personal_care | 24.43 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | 734902f5f4af1fca7f3c1edab3201095 | 1,326,309,648 | 30.725958 | -84.273296 | 0 |
17,935 | 2019-01-11 19:20:52 | 4,587,577,161,160,601 | fraud_Jacobi Inc | health_fitness | 19.51 | Tina | Lawrence | F | 12444 Jacob Pines | Nobleboro | ME | 4,555 | 44.0943 | -69.4828 | 1,643 | Financial trader | 1976-04-12 | 937846ebc8852e796599a1e52b2971a9 | 1,326,309,652 | 43.928975 | -70.04507 | 1 |
17,936 | 2019-01-11 19:21:16 | 4,745,996,322,265 | fraud_Goldner-Lemke | entertainment | 99.09 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | 490f91503cf2129399eba6fe208910ce | 1,326,309,676 | 42.063382 | -87.297034 | 0 |
17,937 | 2019-01-11 19:21:20 | 4,457,732,997,086,323,700 | fraud_Fadel, Mertz and Rippin | entertainment | 72.24 | Stanley | Mayo | M | 3433 Jones Branch | Fiddletown | CA | 95,629 | 38.5234 | -120.6763 | 832 | Immigration officer | 1987-05-19 | 52c87903abcf60bf8849dd343eb0574a | 1,326,309,680 | 38.549019 | -121.430135 | 0 |
17,938 | 2019-01-11 19:21:31 | 3,543,299,015,720,986 | fraud_Kilback and Sons | entertainment | 77.57 | Angela | White | F | 137 Adam Dale | Lebanon | VA | 24,266 | 36.8809 | -82.0956 | 9,521 | Teacher, English as a foreign language | 1977-10-19 | 0ff372b3ec78c520a0563173621069b8 | 1,326,309,691 | 37.306081 | -82.737905 | 0 |
17,939 | 2019-01-11 19:21:35 | 4,265,776,278,887,457 | fraud_Berge-Hills | kids_pets | 24.26 | Christine | Best | F | 68248 Deanna Land | Enola | AR | 72,047 | 35.2087 | -92.2123 | 969 | Physicist, medical | 1954-01-05 | e475e0a413006bd8e1f8bac72d013827 | 1,326,309,695 | 34.441269 | -92.691915 | 0 |
17,940 | 2019-01-11 19:21:54 | 30,118,423,745,458 | fraud_Homenick LLC | personal_care | 30.35 | Jared | Velazquez | M | 01479 Murray Circle | Matawan | NJ | 7,747 | 40.4109 | -74.238 | 30,770 | Drilling engineer | 1993-04-29 | 05515dc77ce662283bf7aa029ccbb637 | 1,326,309,714 | 39.802998 | -74.322176 | 0 |
17,941 | 2019-01-11 19:22:13 | 503,874,407,318 | fraud_Volkman PLC | food_dining | 47.06 | 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 | 2fec710e7d70fa3737d1201da05494fd | 1,326,309,733 | 29.599616 | -99.107879 | 0 |
17,942 | 2019-01-11 19:22:54 | 6,506,116,513,503,136 | fraud_Pacocha-Weissnat | kids_pets | 6.72 | Kimberly | Rice | F | 63991 Destiny Rue Apt. 651 | Tyler | TX | 75,703 | 32.2768 | -95.3031 | 144,160 | Sports development officer | 1984-05-04 | 4e9253dc286878940c86f5e1fa20022c | 1,326,309,774 | 33.262976 | -94.404314 | 0 |
17,943 | 2019-01-11 19:23:27 | 3,556,613,125,071,656 | fraud_Kilback Group | food_dining | 71.6 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77,566 | 29.0393 | -95.4401 | 28,739 | Futures trader | 1999-12-27 | 6a32a9b6082fe4a2af9d5da7dfe39f29 | 1,326,309,807 | 29.961151 | -96.12035 | 0 |
17,944 | 2019-01-11 19:25:16 | 4,599,285,557,366,057 | fraud_Ernser-Lynch | food_dining | 22.27 | Mary | Williams | F | 00315 Ashley Valleys | Burrton | KS | 67,020 | 38.0261 | -97.6666 | 1,689 | Gaffer | 1997-11-18 | 6b7055fb2ab5c7a18c297671567e296a | 1,326,309,916 | 37.330151 | -98.250178 | 0 |
17,945 | 2019-01-11 19:26:42 | 340,953,839,692,349 | fraud_Little Ltd | kids_pets | 47.72 | Tyler | Wright | M | 615 Clarke Spring Apt. 172 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Doctor, hospital | 1980-05-18 | 912dc0120483ccb7f004bf43111b51e2 | 1,326,310,002 | 42.358655 | -83.192617 | 0 |
17,946 | 2019-01-11 19:27:23 | 568,279,015,842 | fraud_Moore, Williamson and Emmerich | home | 80.46 | Micheal | Hernandez | M | 6139 Mark Rapid Apt. 651 | Christine | ND | 58,015 | 46.5522 | -96.7909 | 291 | Television floor manager | 1991-05-01 | 32b9a14249b31eba76c5a34a7e9ecf99 | 1,326,310,043 | 45.553541 | -97.309624 | 0 |
17,947 | 2019-01-11 19:27:29 | 30,082,025,922,891 | fraud_Becker, Harris and Harvey | personal_care | 54.71 | Kathleen | Thompson | F | 199 Patterson Fords Apt. 132 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Pilot, airline | 1934-06-23 | 1fe11ea3552af72bdec56c1832d4fb4c | 1,326,310,049 | 26.101428 | -81.873844 | 0 |
17,948 | 2019-01-11 19:27:34 | 6,593,250,708,747,804 | fraud_Dare, Casper and Bartoletti | kids_pets | 94.13 | Melissa | Meza | F | 244 Abbott Parkway | Loxahatchee | FL | 33,470 | 26.7383 | -80.276 | 26,551 | Paramedic | 1977-01-04 | c73fc9fce13703622c3dc73c772a7196 | 1,326,310,054 | 27.292621 | -80.123491 | 0 |
17,949 | 2019-01-11 19:27:52 | 5,152,054,598,359,927 | fraud_Heller PLC | health_fitness | 68.69 | Jim | Johnson | M | 868 Brady Mill Apt. 837 | Gretna | LA | 70,056 | 29.8872 | -90.0331 | 55,581 | Biomedical scientist | 1972-09-12 | 3f159bbef706b0d0e604de88af334cf3 | 1,326,310,072 | 30.631585 | -90.462283 | 0 |
17,950 | 2019-01-11 19:29:35 | 4,822,367,783,500,458 | fraud_Marvin-Lind | personal_care | 70.13 | Christopher | Farrell | M | 97070 Anderson Land | Haines City | FL | 33,844 | 28.0758 | -81.5929 | 33,804 | Exercise physiologist | 1991-01-01 | db1e25e77c1254a9185648e2e6a869c8 | 1,326,310,175 | 27.437588 | -81.705862 | 0 |
17,951 | 2019-01-11 19:29:50 | 3,518,669,219,150,142 | fraud_Jast-McDermott | shopping_pos | 3.55 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | d9ceb0821056f9259d5fd32f2c573958 | 1,326,310,190 | 38.272249 | -84.487951 | 0 |
17,952 | 2019-01-11 19:29:52 | 38,052,002,992,326 | fraud_Zboncak LLC | food_dining | 30.79 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | a7ec50ab70e111d3349be804d3ff9b5b | 1,326,310,192 | 30.484065 | -95.488501 | 0 |
17,953 | 2019-01-11 19:30:59 | 3,565,196,229,855,512 | fraud_Lynch-Mohr | travel | 9.24 | Adriana | Harvey | F | 715 Joy Prairie | Unionville | MO | 63,565 | 40.4815 | -92.9951 | 3,805 | Investment banker, corporate | 1950-09-15 | 4f6d42d02ead5b97f4d455aa5194a3c3 | 1,326,310,259 | 40.487701 | -92.288597 | 0 |
17,954 | 2019-01-11 19:31:24 | 3,524,574,586,339,330 | fraud_Stamm-Witting | shopping_net | 257.33 | Ashley | Cabrera | F | 94225 Smith Springs Apt. 617 | Vero Beach | FL | 32,960 | 27.633 | -80.4031 | 105,638 | Librarian, public | 1986-05-07 | fdf4aa1446bd0752527cbac0f9370313 | 1,326,310,284 | 28.370759 | -80.73868 | 0 |
17,955 | 2019-01-11 19:31:42 | 3,537,797,820,923,602 | fraud_Mosciski Group | travel | 4.39 | Christie | Mendoza | F | 53142 Katrina Roads Suite 889 | Monitor | WA | 98,836 | 47.4852 | -120.4158 | 584 | Medical technical officer | 1969-03-20 | 1f87c0514e854aefbefa8b53fbd45e01 | 1,326,310,302 | 48.430744 | -121.273624 | 0 |
17,956 | 2019-01-11 19:35:01 | 3,567,879,740,649,740 | fraud_Swaniawski, Nitzsche and Welch | health_fitness | 64.31 | Tanya | Williams | F | 566 Megan Well | Brownville | NY | 13,615 | 44.0577 | -76.0196 | 1,271 | Producer, radio | 1958-08-14 | 8ef7bb4a2756a0ebafffa69bcf907974 | 1,326,310,501 | 43.398399 | -76.107944 | 0 |
17,957 | 2019-01-11 19:36:04 | 30,518,196,150,127 | fraud_Windler, Goodwin and Kovacek | home | 58.04 | Karen | Sullivan | F | 6313 Scott Trace | Rossville | IL | 60,963 | 40.3625 | -87.6692 | 1,807 | Buyer, retail | 1975-06-02 | 9ea028b5dac828d6a51e45470644235b | 1,326,310,564 | 40.82858 | -88.572775 | 0 |
17,958 | 2019-01-11 19:36:28 | 4,855,853,415,727,305,000 | fraud_Altenwerth-Kilback | home | 55.9 | Justin | Aguilar | M | 184 Miller Manors | Wittenberg | WI | 54,499 | 44.8232 | -89.1665 | 3,223 | Senior tax professional/tax inspector | 1954-06-30 | 0dfbfe1f1d04e665b0d458dd63a65ef7 | 1,326,310,588 | 44.259622 | -90.154972 | 0 |
17,959 | 2019-01-11 19:37:06 | 3,560,697,798,177,746 | fraud_Adams-Barrows | health_fitness | 343.37 | Matthew | Young | M | 8840 Miller Port Suite 645 | Indian Wells | CA | 92,210 | 33.7163 | -116.3381 | 4,677 | Learning mentor | 1955-05-06 | d4b1d78b84e5c9c91c860bd38bd70b10 | 1,326,310,626 | 33.083169 | -115.734279 | 0 |
17,960 | 2019-01-11 19:37:23 | 180,058,696,935,600 | fraud_Donnelly LLC | entertainment | 79.44 | Richard | Barnes | M | 1339 Johnson Landing Suite 007 | De Lancey | NY | 13,752 | 42.189 | -74.9229 | 782 | Chartered accountant | 2000-08-28 | f1f49a995d7f780b01d9259380344567 | 1,326,310,643 | 43.02044 | -74.357939 | 0 |
17,961 | 2019-01-11 19:38:14 | 213,102,873,001,603 | fraud_Turcotte, Batz and Buckridge | health_fitness | 22.25 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | 3cc5bd73e23bc4319796760540272f62 | 1,326,310,694 | 42.819884 | -123.930034 | 0 |
17,962 | 2019-01-11 19:38:23 | 4,873,783,502,705,038 | fraud_Weimann, Kuhic and Beahan | shopping_pos | 6.62 | Elizabeth | Maxwell | F | 194 Goodman Fall Apt. 569 | Burlington | WA | 98,233 | 48.4786 | -122.3345 | 14,871 | Public house manager | 1974-03-10 | 4fe0ee704d941cf8f664dd9cec7a2cc5 | 1,326,310,703 | 49.136889 | -122.881387 | 0 |
17,963 | 2019-01-11 19:39:00 | 372,509,258,176,510 | fraud_Gerhold LLC | home | 46.13 | Kristen | Hanson | F | 26544 Andrea Glen | Goodrich | MI | 48,438 | 42.9147 | -83.4845 | 6,951 | Learning disability nurse | 1985-06-18 | 15d62567daf50018cdd5833d3c8d089c | 1,326,310,740 | 42.660209 | -84.182894 | 0 |
17,964 | 2019-01-11 19:39:27 | 4,561,546,772,499 | fraud_Windler, Goodwin and Kovacek | home | 172.45 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | 96f9fb369da13c3c981bed8da121adfb | 1,326,310,767 | 35.065604 | -105.092442 | 0 |
17,965 | 2019-01-11 19:40:30 | 3,545,109,339,866,548 | fraud_Heathcote, Yost and Kertzmann | shopping_net | 1.95 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | 1ad997136d81d227c0170770f31ea4e4 | 1,326,310,830 | 34.107493 | -91.204884 | 0 |
17,966 | 2019-01-11 19:40:38 | 213,148,039,875,802 | fraud_Hills-Witting | shopping_net | 114.94 | Jill | Jacobs | F | 034 Kimberly Mountains | Brandon | FL | 33,510 | 27.9551 | -82.2966 | 79,613 | Environmental consultant | 1978-11-30 | dbeefafdc87c34ae9e09aa198ff214ba | 1,326,310,838 | 28.396246 | -82.321962 | 0 |
17,967 | 2019-01-11 19:41:22 | 3,540,075,240,003,197 | fraud_Mohr-Bayer | shopping_net | 9.72 | Christian | Johns | M | 892 Solis Neck | Lonsdale | MN | 55,046 | 44.4477 | -93.4252 | 5,211 | Chief Strategy Officer | 1987-01-27 | e21d24def49b963940e6d45bc3cd0e34 | 1,326,310,882 | 43.77295 | -92.928655 | 0 |
17,968 | 2019-01-11 19:41:55 | 346,273,234,529,002 | fraud_Cormier, Stracke and Thiel | entertainment | 267.36 | Donna | Moreno | F | 32301 Albert River Suite 364 | Ronceverte | WV | 24,970 | 37.7418 | -80.4626 | 4,575 | Statistician | 1991-10-22 | 41a69be3a2a0cb141ddeaae06a006e38 | 1,326,310,915 | 37.258346 | -80.185255 | 0 |
17,969 | 2019-01-11 19:42:42 | 377,895,991,033,232 | fraud_Romaguera Ltd | health_fitness | 21.67 | Kimberly | Myers | F | 6881 King Isle Suite 228 | Higganum | CT | 6,441 | 41.4682 | -72.5751 | 5,438 | Librarian, academic | 1964-11-17 | 6b83342c003ad4908ef26b97a8d4e8bb | 1,326,310,962 | 42.35146 | -71.694134 | 0 |
17,970 | 2019-01-11 19:43:00 | 30,560,609,640,617 | fraud_Waters-Cruickshank | health_fitness | 98.68 | Michael | Olson | M | 558 Michael Estates | Luray | MO | 63,453 | 40.4931 | -91.8912 | 519 | Town planner | 1966-02-13 | 11745cf7d29edfbc92a3fe3da5c4c13f | 1,326,310,980 | 39.897194 | -91.392631 | 0 |
17,971 | 2019-01-11 19:44:13 | 4,939,976,756,738,216 | fraud_Homenick LLC | personal_care | 5.89 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | 8ca3f6d0dd1fb107cfb451e73003f299 | 1,326,311,053 | 26.521087 | -98.361867 | 0 |
17,972 | 2019-01-11 19:44:34 | 4,906,628,655,840,914,000 | fraud_Wintheiser, Dietrich and Schimmel | misc_pos | 1.11 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 796b6013ec8b6c05aee49521dfc89564 | 1,326,311,074 | 25.410886 | -82.152098 | 0 |
17,973 | 2019-01-11 19:47:18 | 6,011,381,817,520,024 | fraud_Lynch-Wisozk | home | 124.51 | Kristen | Allen | F | 8619 Lisa Manors Apt. 871 | Lagrange | WY | 82,221 | 41.6423 | -104.1974 | 635 | Product/process development scientist | 1973-07-13 | 474e4c415f80c062c29d9ad6e58015d7 | 1,326,311,238 | 42.524303 | -104.725371 | 0 |
17,974 | 2019-01-11 19:47:34 | 30,551,643,947,183 | fraud_Schmidt-Larkin | home | 60.64 | Morgan | Smith | F | 1441 Bradley Place | Grover | NC | 28,073 | 35.1836 | -81.4552 | 5,621 | Toxicologist | 1973-11-14 | 6a7c1d658a4668cf6732c87120ca64e3 | 1,326,311,254 | 35.197845 | -81.585039 | 0 |
17,975 | 2019-01-11 19:48:37 | 375,237,305,371,366 | fraud_Altenwerth-Kilback | home | 87.97 | David | Erickson | M | 616 Jimenez Meadow Apt. 701 | East Rochester | NY | 14,445 | 43.1128 | -77.4906 | 8,019 | Retail buyer | 1928-06-26 | d192e8c30e22121e3d84732883f97901 | 1,326,311,317 | 42.728682 | -77.572891 | 0 |
17,976 | 2019-01-11 19:51:30 | 30,135,235,368,675 | fraud_Bauch-Blanda | entertainment | 96.9 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | 078a157a0bb5d609a6e3d3a75583e601 | 1,326,311,490 | 40.096473 | -93.5218 | 0 |
17,977 | 2019-01-11 19:55:04 | 6,011,399,591,920,186 | fraud_Nienow, Ankunding and Collier | misc_pos | 28.41 | Maria | Roy | F | 58665 Nicholas Ford Suite 348 | Sheffield | MA | 1,257 | 42.1001 | -73.3611 | 2,121 | Radio producer | 1973-10-14 | 2434fdefe78440aa76557d5ab6848228 | 1,326,311,704 | 42.282356 | -73.041198 | 0 |
17,978 | 2019-01-11 19:55:31 | 4,464,457,352,619 | fraud_Gislason Group | travel | 4.81 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | c52644f1575705a3ffb88808c89a9015 | 1,326,311,731 | 29.426127 | -84.867972 | 0 |
17,979 | 2019-01-11 19:55:32 | 30,103,132,002,433 | fraud_Kutch-Ferry | home | 86.66 | Stephanie | Middleton | F | 99736 Rose Shoals Apt. 504 | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Dispensing optician | 1987-10-26 | c97101fb5cff368985366807b1e06c4e | 1,326,311,732 | 40.894787 | -78.639625 | 0 |
17,980 | 2019-01-11 19:56:12 | 2,305,336,922,781,618 | fraud_Swift PLC | kids_pets | 29.41 | Jeffrey | Rice | M | 21447 Powell Circle | Moulton | IA | 52,572 | 40.6866 | -92.6833 | 1,132 | Probation officer | 1961-02-14 | 6c909d98b572991451d9572342daa8f4 | 1,326,311,772 | 41.409104 | -92.271499 | 0 |
17,981 | 2019-01-11 19:57:41 | 30,510,856,607,165 | fraud_Hahn, Douglas and Schowalter | travel | 8.69 | Frederick | Robinson | M | 1125 Ray Track | Livonia | MI | 48,154 | 42.3958 | -83.3772 | 96,942 | Horticultural consultant | 1965-04-01 | 086792e407f6027cab8203cd8d037503 | 1,326,311,861 | 41.646124 | -83.805818 | 0 |
17,982 | 2019-01-11 19:59:15 | 561,942,763,351 | fraud_O'Reilly, Mohr and Purdy | home | 61.65 | Melissa | Brown | F | 330 Montoya Ramp | Washington | DC | 20,036 | 38.9087 | -77.0414 | 601,723 | Prison officer | 1986-03-14 | de70da38ea0cd1797bb0e50a464521f3 | 1,326,311,955 | 39.662107 | -76.245942 | 0 |
17,983 | 2019-01-11 20:00:50 | 3,535,808,924,394,848 | fraud_Kris-Padberg | shopping_pos | 126.91 | Matthew | Myers | M | 4936 Michelle Points | Tower Hill | IL | 62,571 | 39.39 | -88.9597 | 1,532 | Radio broadcast assistant | 1980-01-09 | d246b423bacbac8b1909a6e2193a3613 | 1,326,312,050 | 38.689299 | -89.325277 | 0 |
17,984 | 2019-01-11 20:01:12 | 30,235,438,713,303 | fraud_McCullough, Hudson and Schuster | food_dining | 20.52 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | 7de2574404c7d7621886120842697144 | 1,326,312,072 | 39.228063 | -81.340292 | 0 |
17,985 | 2019-01-11 20:01:25 | 4,430,881,574,719,618 | fraud_Champlin-Casper | home | 27.47 | Alicia | Morales | F | 4456 Dunn Roads | Meredith | CO | 81,642 | 39.3199 | -106.6596 | 61 | Public relations account executive | 1939-11-04 | 3f2205bac570142faa5f5af5dab77e83 | 1,326,312,085 | 38.373834 | -107.290119 | 0 |
17,986 | 2019-01-11 20:01:39 | 4,464,457,352,619 | fraud_Jast and Sons | food_dining | 232.82 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | 66fbd31be2cfbc5ebbdc57aa5488bfae | 1,326,312,099 | 30.772397 | -84.813469 | 0 |
17,987 | 2019-01-11 20:03:34 | 4,798,937,978,667,560,000 | fraud_Langosh, Wintheiser and Hyatt | food_dining | 1.33 | Robert | Williams | M | 09419 Lewis Rapids | Bay City | MI | 48,706 | 43.6088 | -83.953 | 67,858 | Water quality scientist | 1995-03-13 | 6241abde3a590eae4406d44105d6e62f | 1,326,312,214 | 42.753023 | -84.382995 | 0 |
17,988 | 2019-01-11 20:03:36 | 6,011,148,190,095,209 | fraud_McDermott, Osinski and Morar | home | 12.02 | Terri | Bailey | F | 508 Erin Mount | Daly City | CA | 94,015 | 37.6787 | -122.478 | 107,941 | Buyer, industrial | 1991-10-04 | 02c188441bcdb7c1075120c14d5b1770 | 1,326,312,216 | 38.241155 | -122.775819 | 0 |
17,989 | 2019-01-11 20:04:07 | 4,292,902,571,056,973,300 | fraud_Runolfsdottir, Mueller and Hand | entertainment | 82.66 | Jeffrey | Smith | M | 135 Joseph Mountains | Sula | MT | 59,871 | 45.8433 | -113.8748 | 218 | Therapist, horticultural | 1995-08-16 | 45f72387cfeea2bec255a093283012c9 | 1,326,312,247 | 46.164059 | -113.78473 | 0 |
17,990 | 2019-01-11 20:04:30 | 4,149,238,353,975,790 | fraud_Turner, Ziemann and Lehner | food_dining | 57.1 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | a1adec776bc9a8978adac710f5148fe8 | 1,326,312,270 | 40.892841 | -80.491375 | 0 |
17,991 | 2019-01-11 20:04:38 | 379,897,244,598,068 | fraud_Ankunding-Carroll | travel | 4.52 | Frank | Key | M | 5537 Jessica Plaza | Pewee Valley | KY | 40,056 | 38.3039 | -85.4834 | 3,263 | Stage manager | 1930-02-28 | ac93cc7ee272c87d937a34cd88073b78 | 1,326,312,278 | 37.57946 | -85.29122 | 0 |
17,992 | 2019-01-11 20:04:58 | 4,048,508,450,704,760 | fraud_Rau-Grant | kids_pets | 5.25 | Cheryl | Melton | F | 5053 Bell Crescent Apt. 255 | Fullerton | NE | 68,638 | 41.366 | -98.0054 | 1,749 | Surveyor, mining | 1973-05-07 | 800b64bac296dda5e357fadf3fd6dfc0 | 1,326,312,298 | 41.49132 | -97.924151 | 0 |
17,993 | 2019-01-11 20:07:11 | 4,319,584,480,204,989,000 | fraud_Deckow-Dare | food_dining | 221.61 | Kathleen | Nash | F | 010 Salazar Walk | Cromona | KY | 41,810 | 37.1788 | -82.695 | 502 | Chief Financial Officer | 1960-02-01 | 498847973369ae437a016407c504f206 | 1,326,312,431 | 36.912973 | -83.664408 | 0 |
17,994 | 2019-01-11 20:07:18 | 4,727,244,663,135,968 | fraud_Connelly-Carter | home | 112.38 | Mary | Lewis | F | 118 Justin Extension | Bay Minette | AL | 36,507 | 30.8635 | -87.7644 | 19,090 | Science writer | 1929-05-30 | f8931fb67ef0d14ac418215cf9ec9f99 | 1,326,312,438 | 29.994833 | -88.421684 | 0 |
17,995 | 2019-01-11 20:07:49 | 4,069,975,342,931,683 | fraud_Greenholt Ltd | health_fitness | 80.65 | Kimberly | Martin | F | 1943 Dennis Inlet Suite 145 | Hurricane | WV | 25,526 | 38.4257 | -81.9943 | 21,902 | Sub | 1980-09-18 | 505b7f7185a77acf85c01808ce61cb3e | 1,326,312,469 | 38.071128 | -82.149372 | 0 |
17,996 | 2019-01-11 20:08:25 | 30,150,717,898,388 | fraud_Schimmel-Olson | kids_pets | 32.08 | Raymond | Lloyd | M | 5930 Rebecca Bridge Apt. 444 | Paint Rock | AL | 35,764 | 34.7031 | -86.3068 | 653 | Paediatric nurse | 1966-06-19 | 0f7af72848c63d45c8ba294ba0b8576b | 1,326,312,505 | 35.057286 | -86.034664 | 0 |
17,997 | 2019-01-11 20:08:33 | 4,586,810,168,620,942 | fraud_Baumbach, Strosin and Nicolas | shopping_pos | 219.3 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | e373f49e5f6df545cd39b2a40b4405d9 | 1,326,312,513 | 32.715782 | -80.086893 | 0 |
17,998 | 2019-01-11 20:09:19 | 4,410,582,919,485,061,600 | fraud_Fadel Inc | health_fitness | 88.41 | David | Cole | M | 7955 Allen Orchard Apt. 336 | Springfield | GA | 31,329 | 32.3697 | -81.3618 | 9,034 | Therapist, occupational | 1969-03-02 | f78c03a2ea540fad0a957d77ee5d39a2 | 1,326,312,559 | 33.316572 | -81.817287 | 0 |
17,999 | 2019-01-11 20:10:09 | 4,792,627,764,422,478,000 | fraud_Conroy, Balistreri and Gorczany | health_fitness | 78.84 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | c3d6212745cbd90ef2f48e10ef114eac | 1,326,312,609 | 37.949138 | -95.92565 | 0 |
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