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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
13,900 | 2020-06-25 23:49:43 | 377,026,671,291,680 | fraud_Larkin Ltd | kids_pets | 35.06 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | 6778eb0032d97883e98b0f234a320e50 | 1,372,204,183 | 36.460265 | -91.746997 | 0 |
13,901 | 2020-06-25 23:51:18 | 4,067,137,330,196,900 | fraud_O'Connell-Ullrich | home | 138.94 | Christina | Eaton | F | 3256 Brooks Field | Eldridge | AL | 35,554 | 33.9315 | -87.6194 | 1,186 | Politician's assistant | 1986-11-12 | 35d00aaf4c83842cf1c01274c5ca8ea5 | 1,372,204,278 | 33.811325 | -87.224119 | 0 |
13,902 | 2020-06-25 23:51:22 | 375,082,648,741,747 | fraud_Bashirian Group | shopping_net | 4,622.47 | Shannon | Bell | F | 2918 David Spurs | Georgetown | MN | 56,546 | 47.0999 | -96.727 | 346 | Research officer, trade union | 1976-12-14 | 2b3b95424b8ed908a04d3e680a0e3d6a | 1,372,204,282 | 46.790234 | -97.028372 | 0 |
13,903 | 2020-06-25 23:52:29 | 375,534,208,663,984 | fraud_Cummerata-Hilpert | entertainment | 70.56 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | 5dc1b526b406a5aef6cde7fc9fe0162c | 1,372,204,349 | 38.451742 | -78.784236 | 0 |
13,904 | 2020-06-25 23:54:10 | 340,951,438,290,556 | fraud_Hermiston, Russel and Price | food_dining | 42.77 | Maria | Garcia | F | 865 Thomas Village | Orangeburg | NY | 10,962 | 41.0442 | -73.9609 | 5,950 | Records manager | 1971-07-02 | d72222968ede734e219d6c84535df24e | 1,372,204,450 | 41.688341 | -73.441179 | 0 |
13,905 | 2020-06-25 23:54:11 | 3,560,797,065,840,735 | fraud_Heller PLC | health_fitness | 20.71 | Janet | Turner | F | 0925 Lang Extensions | Shields | ND | 58,569 | 46.1838 | -101.2589 | 77 | Film/video editor | 1989-12-17 | 499de1220d6f17d41d1d0215a3ddc93e | 1,372,204,451 | 46.193609 | -102.191523 | 0 |
13,906 | 2020-06-25 23:54:11 | 377,113,842,678,100 | fraud_Roberts, Ryan and Smith | personal_care | 236.93 | Billy | Gallagher | M | 673 Delgado Burg | Greenwich | NJ | 8,323 | 39.4055 | -75.3209 | 804 | Insurance risk surveyor | 1965-03-25 | ca0a7f99d56bae022da08de2deee3735 | 1,372,204,451 | 39.155667 | -75.618897 | 0 |
13,907 | 2020-06-25 23:54:20 | 4,452,366,298,769,043 | fraud_Carroll PLC | health_fitness | 85.74 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | 744ceee5071493733cf60f890c92ab90 | 1,372,204,460 | 31.144643 | -95.80228 | 0 |
13,908 | 2020-06-25 23:54:29 | 675,945,690,716 | fraud_Thompson-Gleason | health_fitness | 22.34 | Ellen | Smith | F | 285 George Lake | Beaver Falls | PA | 15,010 | 40.7687 | -80.3592 | 28,425 | Podiatrist | 2000-06-09 | 2098603f34d79c72382bf433898cbe3a | 1,372,204,469 | 39.929699 | -81.227128 | 0 |
13,909 | 2020-06-25 23:54:30 | 3,545,109,339,866,548 | fraud_Kihn Inc | shopping_pos | 1.56 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | d66291d4b919bae236d7bf381365aec0 | 1,372,204,470 | 33.684312 | -91.197504 | 0 |
13,910 | 2020-06-25 23:54:32 | 3,521,417,320,836,166 | fraud_Kihn, Abernathy and Douglas | shopping_net | 42.26 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | 4b54299b14f30856416032ca07efa909 | 1,372,204,472 | 39.141419 | -85.394092 | 0 |
13,911 | 2020-06-25 23:54:46 | 3,545,109,339,866,548 | fraud_Konopelski, Schneider and Hartmann | food_dining | 11.39 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | a4269a289d05ac72de809a9202c7191e | 1,372,204,486 | 32.886566 | -91.456546 | 0 |
13,912 | 2020-06-25 23:55:00 | 30,273,037,698,427 | fraud_Prosacco, Kreiger and Kovacek | home | 67.72 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | 32daf5a2cc6e8065f322f6508d36162e | 1,372,204,500 | 34.780525 | -92.44303 | 0 |
13,913 | 2020-06-25 23:56:13 | 4,378,993,458,389,626 | fraud_Schmitt Ltd | misc_net | 8.52 | Travis | Hayes | M | 1561 Chase Grove | Conway | NH | 3,818 | 43.9742 | -71.1503 | 3,807 | Surgeon | 1999-10-25 | 04a24738cc4a0abf1e1ea5903b842922 | 1,372,204,573 | 43.976073 | -70.908826 | 0 |
13,914 | 2020-06-25 23:57:17 | 6,011,109,736,646,996 | fraud_Crona and Sons | kids_pets | 31.42 | Rebecca | Erickson | F | 594 Berry Lights Apt. 392 | Wilmington | NC | 28,405 | 34.2651 | -77.867 | 186,140 | English as a second language teacher | 1983-02-08 | 2ac8f4ed2c998c475a07364158994018 | 1,372,204,637 | 33.767104 | -77.409294 | 0 |
13,915 | 2020-06-25 23:58:12 | 3,589,255,887,819,806 | fraud_Kassulke PLC | shopping_net | 4.82 | David | Miller | M | 622 Bradley Knoll Apt. 758 | Hancock | MD | 21,750 | 39.6991 | -78.1762 | 3,766 | Press photographer | 1984-02-14 | 0a74eb5a409f47c5db42d4f0f0b3416b | 1,372,204,692 | 40.611897 | -79.065794 | 0 |
13,916 | 2020-06-25 23:59:15 | 4,555,104,582,813,474 | fraud_Lubowitz-Walter | kids_pets | 57.96 | Chris | Daniel | M | 025 White Fork Apt. 633 | Rock Glen | PA | 18,246 | 40.954 | -76.1747 | 143 | Health and safety adviser | 1982-02-19 | ea1f4e1a0b8f1ba57da46eb9defae243 | 1,372,204,755 | 40.157323 | -75.887817 | 0 |
13,917 | 2020-06-25 23:59:43 | 377,550,167,323,848 | fraud_Schoen-Quigley | kids_pets | 83.77 | Kevin | Walters | M | 87227 Tapia Burgs | Auburn | ME | 4,210 | 44.0948 | -70.239 | 23,045 | Tourist information centre manager | 1958-09-02 | 5f9c511403aa577ccd705ddb258b3ff2 | 1,372,204,783 | 44.468689 | -70.618523 | 0 |
13,918 | 2020-06-26 00:03:06 | 2,512,312,531,485,080 | fraud_Mohr Inc | shopping_pos | 7.13 | John | Mccormick | M | 79414 Clark Lakes Suite 966 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Producer, radio | 1956-10-08 | 503abd4744dd6205c937b5f2486fab55 | 1,372,204,986 | 41.679734 | -82.300706 | 0 |
13,919 | 2020-06-26 00:04:11 | 3,565,414,434,959,494 | fraud_Conroy-Cruickshank | gas_transport | 92.77 | Ryan | Arnold | M | 2056 Michael Wells Apt. 348 | Prairie Creek | IN | 47,869 | 39.4336 | -87.4101 | 137 | Materials engineer | 1967-03-12 | 6e594b7f30e1a6949fd6bf6941d8c05a | 1,372,205,051 | 38.910909 | -87.792444 | 0 |
13,920 | 2020-06-26 00:04:44 | 4,904,681,492,230,012 | fraud_Casper, Hand and Zulauf | grocery_pos | 112.76 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | c2d9f91f7934e5196ab7afac27d2cc1f | 1,372,205,084 | 41.41896 | -73.465575 | 0 |
13,921 | 2020-06-26 00:05:08 | 340,953,839,692,349 | fraud_Wolf Inc | grocery_pos | 106.44 | Tyler | Wright | M | 615 Clarke Spring Apt. 172 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Doctor, hospital | 1980-05-18 | 15a926ab38070c00d486049266e99eb6 | 1,372,205,108 | 42.888531 | -83.14669 | 0 |
13,922 | 2020-06-26 00:06:33 | 2,242,542,703,101,233 | fraud_Friesen-Stamm | gas_transport | 48.83 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 999350ba5376659005b4cf5897f1b88c | 1,372,205,193 | 37.556069 | -85.715787 | 0 |
13,923 | 2020-06-26 00:06:48 | 4,800,395,067,176,717 | fraud_Botsford Ltd | shopping_pos | 22.79 | Daniel | Owens | M | 88794 Mandy Lodge Apt. 874 | Howells | NE | 68,641 | 41.6964 | -96.9858 | 1,063 | Research scientist (maths) | 1928-04-02 | cafd43b1eb67ae6803840ead8bf4de05 | 1,372,205,208 | 41.457613 | -96.251866 | 0 |
13,924 | 2020-06-26 00:07:19 | 4,939,976,756,738,216 | fraud_Rutherford, Homenick and Bergstrom | grocery_net | 23.43 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | 78cd77196b66f004c95547f2401476cb | 1,372,205,239 | 25.454489 | -99.210616 | 0 |
13,925 | 2020-06-26 00:08:31 | 4,457,732,997,086,323,700 | fraud_Baumbach, Hodkiewicz and Walsh | shopping_pos | 143.1 | Stanley | Mayo | M | 3433 Jones Branch | Fiddletown | CA | 95,629 | 38.5234 | -120.6763 | 832 | Immigration officer | 1987-05-19 | 020c1d32aeaa4ae029dfd706193f1377 | 1,372,205,311 | 39.126705 | -119.784707 | 0 |
13,926 | 2020-06-26 00:10:03 | 213,113,338,379,864 | fraud_Fadel, Mertz and Rippin | entertainment | 117.21 | Larry | Vaughan | M | 83555 Melinda Spurs | Kingsville | MD | 21,087 | 39.4558 | -76.4147 | 5,451 | Science writer | 1961-12-05 | 540d9471885c68f9d071b121cd77c1b7 | 1,372,205,403 | 40.040511 | -77.209305 | 0 |
13,927 | 2020-06-26 00:14:36 | 6,011,893,664,860,915 | fraud_Kutch-Hegmann | grocery_net | 59.17 | Erin | Chavez | F | 3379 Williams Common | Littleton | CO | 80,120 | 39.5994 | -105.0044 | 320,420 | Water engineer | 1975-07-31 | d96bc59262a0b7506b39b63f986652c2 | 1,372,205,676 | 38.901192 | -104.75219 | 0 |
13,928 | 2020-06-26 00:16:37 | 4,658,490,815,480,264 | fraud_Dach-Nader | misc_net | 7.83 | Tara | Richards | F | 4879 Cristina Station | Keisterville | PA | 15,449 | 39.9636 | -79.7853 | 184 | Systems developer | 1945-11-04 | 1b10ff0d0b3b7db42060270029fa3f9f | 1,372,205,797 | 39.102061 | -79.132491 | 0 |
13,929 | 2020-06-26 00:16:53 | 341,542,810,616,333 | fraud_Hayes, Marquardt and Dibbert | misc_net | 3.17 | Billy | Mcdonald | M | 304 Ryan Port Suite 335 | Camden | MO | 64,017 | 39.2048 | -94.0259 | 464 | Colour technologist | 1959-05-28 | 3179d22ad8147c1a2ae309c2d9dd4893 | 1,372,205,813 | 39.378512 | -94.700152 | 0 |
13,930 | 2020-06-26 00:17:34 | 4,302,475,216,404,898 | fraud_Lakin, Ferry and Beatty | food_dining | 97.76 | Daniel | Cain | M | 384 Newman Forks Apt. 370 | Belmond | IA | 50,421 | 42.8511 | -93.62 | 3,032 | Community pharmacist | 1964-08-08 | 9fe6bab26d5304e658ad9d81183bb8b7 | 1,372,205,854 | 42.352343 | -93.783892 | 0 |
13,931 | 2020-06-26 00:18:22 | 4,464,457,352,619 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 58.41 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | 2666cb81a55315c29441fac924ea413b | 1,372,205,902 | 30.863789 | -83.867939 | 0 |
13,932 | 2020-06-26 00:20:13 | 30,360,260,465,747 | fraud_Kuhn LLC | shopping_pos | 3.51 | Jennifer | Garcia | F | 28777 Stewart Plains Apt. 495 | Putnam | IL | 61,560 | 41.1949 | -89.4409 | 754 | Presenter, broadcasting | 1962-05-13 | c6115bd8679f05f1d81ebdd5cf7614b7 | 1,372,206,013 | 40.379989 | -90.422722 | 0 |
13,933 | 2020-06-26 00:20:16 | 573,283,817,795 | fraud_Deckow-O'Conner | grocery_pos | 89.68 | Amy | Flynn | F | 46095 Tara Fords | Jaffrey | NH | 3,452 | 42.8178 | -72.0275 | 5,457 | Surveyor, hydrographic | 1950-04-17 | 02f378ddc1f3051b8e39ee14a119b4e6 | 1,372,206,016 | 42.162889 | -72.491231 | 0 |
13,934 | 2020-06-26 00:20:39 | 377,654,590,313,960 | fraud_Raynor, Reinger and Hagenes | gas_transport | 50.18 | Lawrence | Davis | M | 7421 Serrano Lane Apt. 580 | Powell | TN | 37,849 | 36.0435 | -84.04 | 25,459 | Teacher, special educational needs | 1969-02-22 | 8aa8046d16666d07c9e388d3ecfee4e8 | 1,372,206,039 | 35.345977 | -84.143878 | 0 |
13,935 | 2020-06-26 00:21:09 | 6,011,860,238,257,910 | fraud_Casper, Hand and Zulauf | grocery_pos | 107.71 | 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 | d3c5c01b7bd3068a1b53500aa4074e5c | 1,372,206,069 | 36.237014 | -97.600924 | 0 |
13,936 | 2020-06-26 00:21:24 | 213,113,028,819,344 | fraud_Bauch-Raynor | grocery_pos | 72.22 | Melanie | Jimenez | F | 77944 Daniels Valley Suite 921 | Camden | NY | 13,316 | 43.3392 | -75.7543 | 6,460 | Building control surveyor | 1959-09-27 | bdbfed5a45d9efbbcd6116138ed4dabb | 1,372,206,084 | 43.977658 | -74.794763 | 0 |
13,937 | 2020-06-26 00:21:55 | 3,547,560,454,237,873 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 84.36 | Jerry | Robinson | M | 212 Mary Stream | Arcadia | MI | 49,613 | 44.5232 | -86.2061 | 680 | Designer, jewellery | 1966-12-21 | e219736c391c4b4737501bde1773c6b6 | 1,372,206,115 | 44.802821 | -86.244427 | 0 |
13,938 | 2020-06-26 00:23:03 | 4,066,595,222,529 | fraud_Dooley Inc | shopping_pos | 3.73 | Jamie | Olson | F | 3423 Michael Canyon Suite 276 | River | KY | 41,254 | 37.8795 | -82.7251 | 571 | Quarry manager | 1931-03-07 | 9702dfdbc1c38322a184c9fb701a9be8 | 1,372,206,183 | 38.754409 | -81.824391 | 0 |
13,939 | 2020-06-26 00:24:01 | 30,234,966,027,947 | fraud_Heller, Gutmann and Zieme | grocery_pos | 65.77 | Matthew | Lambert | M | 7188 Melissa Crest Apt. 151 | New Holstein | WI | 53,061 | 43.9446 | -88.0911 | 5,196 | Child psychotherapist | 1978-01-22 | 71f028e44366e2269d3ab108b1f32273 | 1,372,206,241 | 42.961038 | -88.066561 | 0 |
13,940 | 2020-06-26 00:24:37 | 30,404,291,151,692 | fraud_Huel-Langworth | misc_net | 51.64 | Savannah | Lewis | F | 537 Walker Freeway | North Tonawanda | NY | 14,120 | 43.0498 | -78.851 | 45,100 | Ambulance person | 1993-10-25 | 22b44cbf0639cacd6d166484ca8aa214 | 1,372,206,277 | 43.59243 | -79.275938 | 0 |
13,941 | 2020-06-26 00:26:16 | 4,048,508,450,704,760 | fraud_Kutch LLC | gas_transport | 39.85 | Cheryl | Melton | F | 5053 Bell Crescent Apt. 255 | Fullerton | NE | 68,638 | 41.366 | -98.0054 | 1,749 | Surveyor, mining | 1973-05-07 | 1efe6b320e2e6b66c26c50ae8bff8806 | 1,372,206,376 | 42.170257 | -97.571574 | 0 |
13,942 | 2020-06-26 00:27:43 | 3,540,210,836,308,425 | fraud_Kerluke PLC | misc_net | 84.19 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | 7e3c7d718fe1a83b9ef55e72e3a76da3 | 1,372,206,463 | 33.863333 | -102.084099 | 0 |
13,943 | 2020-06-26 00:28:15 | 4,917,187,576,956,394 | fraud_Fisher-Schowalter | shopping_net | 18.07 | Joel | Rivera | M | 121 Solis Summit Apt. 934 | Tryon | OK | 74,875 | 35.8759 | -96.9623 | 1,165 | Psychotherapist, child | 1944-11-11 | f3dca2ed38e91fa7ef573a47b4f13df0 | 1,372,206,495 | 36.590016 | -96.183671 | 0 |
13,944 | 2020-06-26 00:29:14 | 374,125,201,044,065 | fraud_Kilback LLC | grocery_pos | 82.07 | Christopher | Gilbert | M | 20937 Reed Lakes Apt. 271 | Washington | DC | 20,012 | 38.9757 | -77.0282 | 601,723 | Optician, dispensing | 1970-07-20 | d1a672fc60a13c4c00817757dc1890bb | 1,372,206,554 | 39.881351 | -76.059354 | 0 |
13,945 | 2020-06-26 00:30:25 | 36,913,587,729,122 | fraud_Swift, Bradtke and Marquardt | grocery_net | 55.9 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | 76c5af2b6668ae3d0f7d6c69733f3fb1 | 1,372,206,625 | 43.125158 | -115.653873 | 0 |
13,946 | 2020-06-26 00:30:27 | 4,783,226,709,001 | fraud_Reichert, Shanahan and Hayes | shopping_net | 268.89 | Jessica | Garcia | F | 13108 Jennifer Passage | Mc Cracken | KS | 67,556 | 38.5957 | -99.554 | 320 | Film/video editor | 1961-04-22 | 720b2f941a415040d4892756dcff3a90 | 1,372,206,627 | 38.837276 | -99.917717 | 0 |
13,947 | 2020-06-26 00:31:30 | 3,595,192,916,105,588 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 47.34 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | d660a668144bbe9111ae2028d0115d0c | 1,372,206,690 | 35.173751 | -79.050575 | 0 |
13,948 | 2020-06-26 00:32:01 | 4,239,552,724,014,407 | fraud_Kihn, Abernathy and Douglas | shopping_net | 29.96 | Carl | Hernandez | M | 9134 Darryl Flat Suite 916 | Paulding | OH | 45,879 | 41.141 | -84.5722 | 6,284 | Secondary school teacher | 1936-03-27 | 3351e20a47c8fbff76454aca4c0c1d14 | 1,372,206,721 | 40.390711 | -84.828968 | 0 |
13,949 | 2020-06-26 00:32:17 | 213,178,765,398,315 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 98.64 | Alan | Colon | M | 748 Bryan Fields Suite 935 | Riverton | WY | 82,501 | 43.0351 | -108.2024 | 19,408 | Lecturer, higher education | 1993-09-11 | 288ca46158f020651b8b93672f85c965 | 1,372,206,737 | 43.784313 | -107.50838 | 0 |
13,950 | 2020-06-26 00:32:22 | 213,102,873,001,603 | fraud_Stroman, Hudson and Erdman | gas_transport | 51.82 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | 5e90498485a860461d8ebb0f29a50a4f | 1,372,206,742 | 43.31292 | -124.626667 | 0 |
13,951 | 2020-06-26 00:32:28 | 3,564,839,259,330,465 | fraud_McDermott-Weimann | grocery_pos | 149.65 | Robert | Ashley | M | 1250 Christopher Prairie Suite 016 | Port Costa | CA | 94,569 | 38.046 | -122.1866 | 198 | Armed forces training and education officer | 1959-03-31 | 8bbfff3c64b14c84ee76bbc2146eacb8 | 1,372,206,748 | 37.165923 | -123.170752 | 0 |
13,952 | 2020-06-26 00:32:50 | 4,587,657,402,165,341,700 | fraud_Kling-Grant | grocery_net | 29.59 | Amber | Lewis | F | 6296 John Keys Suite 858 | Pembroke Township | IL | 60,958 | 41.0646 | -87.5917 | 2,135 | Psychotherapist, child | 2004-05-08 | 186214886f58432aa58c833bfa59f561 | 1,372,206,770 | 41.234247 | -88.132111 | 0 |
13,953 | 2020-06-26 00:33:18 | 342,351,256,941,125 | fraud_Lehner, Mosciski and King | misc_net | 265.59 | Rebecca | Obrien | F | 5619 Mendoza Inlet | Juliette | GA | 31,046 | 33.1194 | -83.8235 | 3,343 | Theatre manager | 1990-06-08 | d661ee0be949ea69cc57dd2fe23970a9 | 1,372,206,798 | 33.013626 | -84.147314 | 0 |
13,954 | 2020-06-26 00:33:21 | 30,181,367,542,315 | fraud_Bashirian Group | shopping_net | 986.24 | Danielle | Walker | F | 9824 Mitchell Run | Powell Butte | OR | 97,753 | 44.2415 | -121.0113 | 2,016 | Local government officer | 1953-12-25 | 44b377dc4b8280e03dccaaa5c8afdd12 | 1,372,206,801 | 44.338467 | -121.222536 | 0 |
13,955 | 2020-06-26 00:33:34 | 30,175,986,190,993 | fraud_Dooley Inc | shopping_pos | 5.4 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | b220eacf33f71e37a119dfcbf1d649b4 | 1,372,206,814 | 48.368299 | -96.842506 | 0 |
13,956 | 2020-06-26 00:33:42 | 4,181,833,256,558,614,000 | fraud_Kunze Inc | grocery_pos | 103.25 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | f05fc9c5ea247bdcfb90ef83dc7c7e62 | 1,372,206,822 | 36.640811 | -104.734654 | 0 |
13,957 | 2020-06-26 00:33:49 | 4,503,101,193,493,053,000 | fraud_McDermott-Weimann | grocery_pos | 185.74 | Katherine | Tucker | F | 670 Le Meadows Suite 250 | Lakeland | FL | 33,811 | 27.9865 | -82.0139 | 237,282 | Clothing/textile technologist | 1979-07-03 | 31ecfb65bbe1665cc2a6fb9f52bdafa6 | 1,372,206,829 | 28.92168 | -81.847252 | 0 |
13,958 | 2020-06-26 00:35:26 | 3,583,635,130,604,947 | fraud_Pacocha-O'Reilly | grocery_pos | 184.52 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | df6ac6f3909060f81a2685f4df8eb38f | 1,372,206,926 | 39.643472 | -74.99653 | 0 |
13,959 | 2020-06-26 00:36:38 | 2,256,234,701,263,057 | fraud_Kihn, Abernathy and Douglas | shopping_net | 2.33 | Christopher | Grimes | M | 39631 Dunn Radial | Grantham | NH | 3,753 | 43.5103 | -72.1334 | 2,971 | Charity fundraiser | 1948-04-11 | 15191d76297e06f9e02f14b6fd953f7f | 1,372,206,998 | 43.027511 | -71.824131 | 0 |
13,960 | 2020-06-26 00:36:56 | 3,583,635,130,604,947 | fraud_Wiza, Schaden and Stark | misc_pos | 14.92 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | b1ac6f3e0fc40b557ababd685a20641c | 1,372,207,016 | 40.435848 | -74.407291 | 0 |
13,961 | 2020-06-26 00:37:52 | 3,533,742,182,628,021 | fraud_McCullough Group | grocery_net | 13.33 | Robert | Haynes | M | 857 Aaron Circles Suite 398 | Johns Island | SC | 29,455 | 32.8357 | -79.8217 | 20,478 | Materials engineer | 1997-06-04 | a7f979dfbaa42cd5cdbefe87569a80e2 | 1,372,207,072 | 31.863075 | -80.249547 | 0 |
13,962 | 2020-06-26 00:37:57 | 3,550,554,389,581,384 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 66.19 | Ryan | Foster | M | 03921 Cole Mission Suite 882 | Hampton | FL | 32,044 | 29.8575 | -82.1483 | 2,060 | Oncologist | 1983-11-10 | 0c9cc3e6af46ba127796689fa84e4b8b | 1,372,207,077 | 30.827874 | -82.99654 | 0 |
13,963 | 2020-06-26 00:38:14 | 2,720,433,095,629,877 | fraud_Raynor, Reinger and Hagenes | gas_transport | 65.77 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | cb69c6a3d05dede3430f499d4b9e7fa4 | 1,372,207,094 | 43.843008 | -70.167012 | 0 |
13,964 | 2020-06-26 00:38:57 | 375,904,527,651,269 | fraud_Streich, Hansen and Veum | gas_transport | 35.49 | Ryan | Cook | M | 75952 Wilson Course | Roseland | NE | 68,973 | 40.4591 | -98.5551 | 463 | Nurse, mental health | 1948-05-31 | 2e13b26008bcc625b4804706523bf82a | 1,372,207,137 | 41.204097 | -98.644766 | 0 |
13,965 | 2020-06-26 00:41:11 | 3,567,527,758,368,741 | fraud_Pacocha-Bauch | shopping_pos | 2.71 | Amanda | Vance | F | 14601 Downs Skyway Apt. 440 | Sterling City | TX | 76,951 | 31.8351 | -101.0017 | 1,143 | Scientist, biomedical | 1962-03-19 | 35b46b533adbf60d0cd8a48d74e5d90a | 1,372,207,271 | 32.678156 | -101.226378 | 0 |
13,966 | 2020-06-26 00:41:46 | 2,291,163,933,867,244 | fraud_Morissette LLC | entertainment | 2 | Jeff | Elliott | M | 351 Darlene Green | Columbia | SC | 29,209 | 33.9659 | -80.9355 | 333,497 | Mechanical engineer | 1968-03-19 | ff39678bc1c6b3e10f185f5959497436 | 1,372,207,306 | 34.887251 | -80.809264 | 0 |
13,967 | 2020-06-26 00:42:01 | 4,826,655,832,045,236 | fraud_Kuhic Inc | grocery_pos | 163.55 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | a588e57eeaee701dad9e3967c4a12880 | 1,372,207,321 | 42.652391 | -70.100272 | 0 |
13,968 | 2020-06-26 00:42:11 | 4,294,930,380,592 | fraud_Baumbach, Hodkiewicz and Walsh | shopping_pos | 5.59 | Misty | Rivera | F | 1980 Vasquez Manors Apt. 574 | Catawba | VA | 24,070 | 37.3696 | -80.1284 | 1,363 | Equality and diversity officer | 1940-08-23 | dd7d2d229c47172cba8b8aa386a9f28a | 1,372,207,331 | 36.394427 | -80.419506 | 0 |
13,969 | 2020-06-26 00:43:07 | 3,597,337,756,918,966 | fraud_Turner, Ziemann and Lehner | food_dining | 66.26 | Linda | Gonzalez | F | 17667 Price Spur Apt. 366 | Glen Rock | PA | 17,327 | 39.7813 | -76.7477 | 7,565 | Insurance claims handler | 1952-03-08 | e326c72458d79482c9b4bc546e7c078b | 1,372,207,387 | 39.573423 | -76.123889 | 0 |
13,970 | 2020-06-26 00:43:26 | 3,575,789,281,659,026 | fraud_Harber Inc | gas_transport | 45.88 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | 758cca808d908afa1652f085818d0d4e | 1,372,207,406 | 39.150736 | -93.339514 | 0 |
13,971 | 2020-06-26 00:43:46 | 213,174,467,670,432 | fraud_Gislason Group | misc_pos | 9.52 | James | Bishop | M | 7055 Fernandez Estates Apt. 676 | Cecilton | MD | 21,913 | 39.4015 | -75.8654 | 663 | Podiatrist | 1969-01-14 | 8be5ba128a4ce2c91a372780108dba14 | 1,372,207,426 | 38.780236 | -76.22073 | 0 |
13,972 | 2020-06-26 00:45:31 | 213,112,402,583,773 | fraud_Johnston, Nikolaus and Maggio | grocery_net | 49.92 | 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 | 7539332fac6d46d676d50315e97553ef | 1,372,207,531 | 33.53204 | -82.654092 | 0 |
13,973 | 2020-06-26 00:45:31 | 2,254,799,658,404,120 | fraud_Kutch-Hegmann | grocery_net | 73.93 | Barbara | Nelson | F | 7337 Browning Falls Suite 027 | Valdosta | GA | 31,605 | 30.946 | -83.2474 | 94,325 | Educational psychologist | 1987-09-08 | 0983db75042a5eb35da32737d8478f60 | 1,372,207,531 | 31.111266 | -82.703652 | 0 |
13,974 | 2020-06-26 00:46:26 | 4,509,142,395,811,241 | fraud_Greenfelder, Bartoletti and Davis | misc_net | 9.08 | Margaret | Williams | F | 165 Jerry Meadows Suite 460 | Surrency | GA | 31,563 | 31.6489 | -82.1982 | 1,324 | Engineer, technical sales | 1926-07-12 | 48c9b679234fd9f22e25af3f28ce86be | 1,372,207,586 | 32.181902 | -82.937373 | 0 |
13,975 | 2020-06-26 00:46:41 | 6,011,197,122,270,059 | fraud_Ruecker Group | misc_net | 146.99 | Vincent | Ward | M | 06730 Joshua Isle Suite 555 | North Brookfield | MA | 1,535 | 42.2665 | -72.0821 | 4,680 | Field seismologist | 1986-04-03 | 62694bee3dcfb54c0d2f581f66064f8a | 1,372,207,601 | 42.43072 | -71.984844 | 0 |
13,976 | 2020-06-26 00:47:16 | 4,873,783,502,705,038 | fraud_Cummings Group | grocery_net | 95.96 | Elizabeth | Maxwell | F | 194 Goodman Fall Apt. 569 | Burlington | WA | 98,233 | 48.4786 | -122.3345 | 14,871 | Public house manager | 1974-03-10 | f8b3dbe881916a3865e332efe4d0adb3 | 1,372,207,636 | 48.986679 | -122.555371 | 0 |
13,977 | 2020-06-26 00:48:46 | 3,566,875,419,572,867 | fraud_Willms, Kris and Bergnaum | shopping_pos | 123.61 | Adam | Mcdonald | M | 997 Cameron Meadow Apt. 980 | South Hero | VT | 5,486 | 44.64 | -73.3113 | 1,654 | Transport planner | 1991-01-31 | f10102feec4731f9548fc2c8a701586a | 1,372,207,726 | 44.279172 | -73.063836 | 0 |
13,978 | 2020-06-26 00:50:28 | 3,501,509,250,702,469 | fraud_Stokes, Christiansen and Sipes | grocery_net | 52.51 | Frank | Anderson | M | 0611 Stafford Valley Suite 504 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Programme researcher, broadcasting/film/video | 1979-01-02 | 5573b9ec9622fb3e886d251418c8d8f5 | 1,372,207,828 | 26.564813 | -80.932261 | 0 |
13,979 | 2020-06-26 00:51:00 | 4,428,780,983,793,657,300 | fraud_Moen, Reinger and Murphy | grocery_pos | 75.41 | Richard | Waters | M | 7683 Natasha Way Apt. 945 | Waukesha | WI | 53,186 | 42.9993 | -88.2196 | 95,015 | Therapist, occupational | 1946-01-02 | b056ed6f0ebe11a3a3a92f4a0013445c | 1,372,207,860 | 43.537206 | -87.826604 | 0 |
13,980 | 2020-06-26 00:51:13 | 3,528,407,217,576,457 | fraud_Eichmann-Russel | misc_pos | 3.97 | Patricia | Leach | F | 71309 Martinez Stravenue | Kingsport | TN | 37,663 | 36.4715 | -82.4834 | 87,124 | Warden/ranger | 1987-02-14 | fe753b162f0d0840da849de1303531bc | 1,372,207,873 | 37.088417 | -82.100171 | 0 |
13,981 | 2020-06-26 00:52:05 | 38,797,410,705,641 | fraud_Kris-Weimann | misc_net | 134.4 | Andrew | Tucker | M | 583 Gray Creek | Oak Hill | NY | 12,460 | 42.4069 | -74.1528 | 277 | Glass blower/designer | 1971-12-12 | a20c060ead3697e24425a444081dcaa4 | 1,372,207,925 | 43.355585 | -74.87289 | 0 |
13,982 | 2020-06-26 00:53:23 | 6,538,441,737,335,434 | fraud_Lind, Huel and McClure | gas_transport | 53.04 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | 49d83d9563b2c6a1c3552a52a68467aa | 1,372,208,003 | 40.872346 | -79.388618 | 0 |
13,983 | 2020-06-26 00:54:24 | 4,344,955,088,481,397 | fraud_Friesen-Stamm | gas_transport | 74.78 | Christopher | Rodgers | M | 30587 Fox Shores Apt. 627 | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Communications engineer | 1976-09-29 | 364d3dfa1160b990572b69127490f4a7 | 1,372,208,064 | 41.074678 | -78.769737 | 0 |
13,984 | 2020-06-26 00:54:49 | 4,364,010,865,167,176 | fraud_VonRueden Group | grocery_net | 51.13 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 21c935d727f49a2dd34eb3ef22c88713 | 1,372,208,089 | 39.403036 | -120.41867 | 0 |
13,985 | 2020-06-26 00:55:05 | 30,263,540,414,123 | fraud_O'Keefe-Hudson | grocery_pos | 162.47 | Erik | Patterson | M | 162 Jessica Row Apt. 072 | Hatch | UT | 84,735 | 37.7175 | -112.4777 | 258 | Geoscientist | 1961-11-24 | 55eeeabcf922f302fc7f17c5d88e5f9b | 1,372,208,105 | 38.665684 | -112.054621 | 0 |
13,986 | 2020-06-26 00:55:39 | 3,519,607,465,576,254 | fraud_Prohaska-Murray | gas_transport | 52.47 | Audrey | Gonzalez | F | 34180 Lopez Plaza | Fields Landing | CA | 95,537 | 40.7268 | -124.2174 | 276 | Scientist, audiological | 1929-05-06 | 608da271dd2208b544fc849c2d9175da | 1,372,208,139 | 40.715857 | -123.94841 | 0 |
13,987 | 2020-06-26 00:56:53 | 2,252,055,259,910,912 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 69.04 | Jason | Hernandez | M | 220 Frank Gardens | Hewitt | WI | 54,441 | 44.6437 | -90.1031 | 828 | Arts development officer | 1991-08-19 | 868b4d185251b0e53e31db45ca3d96eb | 1,372,208,213 | 45.635742 | -89.2084 | 0 |
13,988 | 2020-06-26 00:57:28 | 4,873,783,502,705,038 | fraud_Raynor, Feest and Miller | gas_transport | 69.62 | Elizabeth | Maxwell | F | 194 Goodman Fall Apt. 569 | Burlington | WA | 98,233 | 48.4786 | -122.3345 | 14,871 | Public house manager | 1974-03-10 | 3a6b06198068cc836e16ea37c9479f40 | 1,372,208,248 | 48.866206 | -122.994332 | 0 |
13,989 | 2020-06-26 00:59:44 | 3,501,509,250,702,469 | fraud_Heller-Langosh | gas_transport | 87.29 | Frank | Anderson | M | 0611 Stafford Valley Suite 504 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Programme researcher, broadcasting/film/video | 1979-01-02 | 6623e335328312d7ae12fece5d5c681f | 1,372,208,384 | 25.278719 | -81.190341 | 0 |
13,990 | 2020-06-26 01:00:18 | 376,012,912,828,093 | fraud_Jewess LLC | shopping_pos | 4.26 | Nathan | Mayer | M | 478 Donovan Corners Apt. 803 | Schaumburg | IL | 60,193 | 42.0144 | -88.0935 | 92,294 | Claims inspector/assessor | 1969-05-01 | b98b3ea29a96877da425bba1de59456e | 1,372,208,418 | 41.643168 | -89.067476 | 0 |
13,991 | 2020-06-26 01:00:33 | 561,942,763,351 | fraud_Cole PLC | grocery_pos | 221.27 | Melissa | Brown | F | 330 Montoya Ramp | Washington | DC | 20,036 | 38.9087 | -77.0414 | 601,723 | Prison officer | 1986-03-14 | 786f4f0e85d86675d90043553410c492 | 1,372,208,433 | 39.038511 | -77.600392 | 0 |
13,992 | 2020-06-26 01:00:40 | 3,561,963,695,236,764 | fraud_Predovic Inc | shopping_net | 101.91 | Michael | Lee | M | 7915 Dawn Roads Apt. 544 | Shelter Island | NY | 11,964 | 41.064 | -72.3366 | 1,858 | Clinical biochemist | 1984-03-03 | c8b1f3069b258524b4561c39a75f6faf | 1,372,208,440 | 41.176603 | -71.990546 | 0 |
13,993 | 2020-06-26 01:01:00 | 38,295,635,583,927 | fraud_Emmerich-Luettgen | grocery_net | 27.37 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | 18bc0c235ac5e11dd401df75b372721f | 1,372,208,460 | 32.613959 | -99.225214 | 0 |
13,994 | 2020-06-26 01:01:03 | 3,524,574,586,339,330 | fraud_Zieme, Bode and Dooley | gas_transport | 51.76 | Ashley | Cabrera | F | 94225 Smith Springs Apt. 617 | Vero Beach | FL | 32,960 | 27.633 | -80.4031 | 105,638 | Librarian, public | 1986-05-07 | 98f62f0e7e9679e106b148ba53d5f464 | 1,372,208,463 | 27.136487 | -80.544256 | 0 |
13,995 | 2020-06-26 01:01:25 | 501,802,953,619 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 43.49 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96,037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | f5c50102160fcb582f287cf6ee73624f | 1,372,208,485 | 41.040044 | -122.720382 | 0 |
13,996 | 2020-06-26 01:03:14 | 30,407,675,418,785 | fraud_Moen, Reinger and Murphy | grocery_pos | 89.05 | Danielle | Evans | F | 76752 David Lodge Apt. 064 | Breesport | NY | 14,816 | 42.1939 | -76.7361 | 520 | Psychotherapist | 1991-10-13 | 3e4c310a951aef13d4e878c642be3c58 | 1,372,208,594 | 42.374015 | -76.153183 | 0 |
13,997 | 2020-06-26 01:04:15 | 3,547,574,373,318,979 | fraud_Turner, Ruecker and Parisian | misc_pos | 143.27 | Jacob | Patel | M | 54822 Hill Forks | Dieterich | IL | 62,424 | 39.0319 | -88.4074 | 2,092 | Psychologist, clinical | 1962-04-30 | e432cd2412532727a9823c21ff77d2c4 | 1,372,208,655 | 38.07582 | -89.139703 | 0 |
13,998 | 2020-06-26 01:04:32 | 38,580,485,618,059 | fraud_Bauch-Raynor | grocery_pos | 132.28 | Teresa | Clark | F | 1323 Derek Mission | Noonan | ND | 58,765 | 48.8856 | -103.0098 | 248 | Industrial/product designer | 1968-05-13 | a8cf28961f8ef161fb932a51bd5593b4 | 1,372,208,672 | 49.144232 | -102.98454 | 0 |
13,999 | 2020-06-26 01:05:21 | 630,423,337,322 | fraud_Tillman, Dickinson and Labadie | gas_transport | 78.6 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | b65e7989dac94de62d6f280ce09e7464 | 1,372,208,721 | 49.494166 | -117.276252 | 0 |
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