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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,283,200 | 2020-06-16 02:27:43 | 4,613,314,721,966 | fraud_Torphy-Goyette | shopping_pos | 132.08 | Jason | Murphy | M | 542 Steve Curve Suite 011 | Collettsville | NC | 28,611 | 35.9946 | -81.7266 | 885 | Soil scientist | 1988-09-15 | 84f322e2b8a353fa246606c4d4ccda36 | 1,371,349,663 | 35.282007 | -80.777729 | 0 |
1,283,201 | 2020-06-16 02:27:51 | 30,044,330,818,990 | fraud_Cartwright-Harris | grocery_pos | 178.93 | Allison | Ayala | F | 87665 Karen Mill Apt. 586 | Fort Myers | FL | 33,967 | 26.4722 | -81.8122 | 224,256 | Paramedic | 1985-08-29 | b0dd6a382499bf06af64e9551e9d6656 | 1,371,349,671 | 26.589216 | -80.849009 | 0 |
1,283,202 | 2020-06-16 02:28:01 | 30,175,986,190,993 | fraud_Schroeder, Hauck and Treutel | entertainment | 102.53 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | c6fcc8cc71ce3aa46f6f621dde7cec52 | 1,371,349,681 | 46.901351 | -96.156515 | 0 |
1,283,203 | 2020-06-16 02:28:38 | 377,026,671,291,680 | fraud_Heller, Gutmann and Zieme | grocery_pos | 64.81 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | a9860ad065319f9f7bdb546ec1ba90cb | 1,371,349,718 | 37.218869 | -90.159579 | 0 |
1,283,204 | 2020-06-16 02:29:00 | 4,560,004,149,983,868,400 | fraud_Schumm, Bauch and Ondricka | grocery_pos | 190.03 | Stacy | Villegas | F | 20581 Pena Walks | Colorado Springs | CO | 80,951 | 38.8881 | -104.6556 | 525,713 | Museum/gallery exhibitions officer | 1992-05-09 | 983f5c9c916286f9ad463143c574bd34 | 1,371,349,740 | 39.362737 | -104.195775 | 0 |
1,283,205 | 2020-06-16 02:29:49 | 4,355,790,796,238,265,000 | fraud_Hickle Group | shopping_pos | 7.76 | Tanner | Davis | M | 2632 Stevens Light Apt. 213 | Payson | IL | 62,360 | 39.8153 | -91.2627 | 1,656 | Exhibition designer | 1969-08-04 | a246e79cd61ee5cd3792cf50273f2815 | 1,371,349,789 | 39.307366 | -91.107538 | 0 |
1,283,206 | 2020-06-16 02:30:33 | 30,131,826,429,364 | fraud_Ortiz Group | grocery_net | 71.05 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | 117a5239e93655d091f9e31de6c50b34 | 1,371,349,833 | 35.830776 | -84.88607 | 0 |
1,283,207 | 2020-06-16 02:31:03 | 3,521,815,216,091,574 | fraud_Kutch Group | grocery_net | 47.73 | Wayne | Marsh | M | 172 Leonard Island | Dumont | CO | 80,436 | 39.7532 | -105.6356 | 565 | Mental health nurse | 1978-08-27 | f391e27b99d58e802fc85c10f3329346 | 1,371,349,863 | 39.897141 | -106.159125 | 0 |
1,283,208 | 2020-06-16 02:31:26 | 378,006,354,724,784 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 104.3 | Christopher | Matthews | M | 433 John Heights Apt. 849 | Etlan | VA | 22,719 | 38.5095 | -78.2638 | 395 | Senior tax professional/tax inspector | 1982-01-07 | 975fff7b360082fa160f319acf056cfb | 1,371,349,886 | 38.955689 | -77.53388 | 0 |
1,283,209 | 2020-06-16 02:31:44 | 379,897,244,598,068 | fraud_Kutch, Steuber and Gerhold | food_dining | 117.31 | Frank | Key | M | 5537 Jessica Plaza | Pewee Valley | KY | 40,056 | 38.3039 | -85.4834 | 3,263 | Stage manager | 1930-02-28 | 969b5615ab9ca4d7584f8b8bb8828ca1 | 1,371,349,904 | 37.433158 | -86.017127 | 0 |
1,283,210 | 2020-06-16 02:32:15 | 4,063,094,974,360,571,400 | fraud_Raynor, Feest and Miller | gas_transport | 54.35 | Patricia | Mendoza | F | 1683 Davidson Freeway | Mendon | UT | 84,325 | 41.71 | -111.9817 | 2,078 | Scientist, audiological | 1963-06-13 | edff68eaecad919f3408b259c38e1fe9 | 1,371,349,935 | 42.499258 | -111.067636 | 0 |
1,283,211 | 2020-06-16 02:32:42 | 38,580,485,618,059 | fraud_Ledner-Pfannerstill | gas_transport | 64.94 | Teresa | Clark | F | 1323 Derek Mission | Noonan | ND | 58,765 | 48.8856 | -103.0098 | 248 | Industrial/product designer | 1968-05-13 | 04bdeec79276b5c060c39d42b13b8d10 | 1,371,349,962 | 48.311877 | -103.304139 | 0 |
1,283,212 | 2020-06-16 02:32:45 | 180,072,527,505,094 | fraud_Luettgen PLC | gas_transport | 73.18 | Cody | Miller | M | 25748 John Wells | Mooresville | NC | 28,117 | 35.584 | -80.8685 | 69,793 | Control and instrumentation engineer | 1953-12-08 | 299c007d61c44bd5ae639cabe381651f | 1,371,349,965 | 35.170894 | -79.872184 | 0 |
1,283,213 | 2020-06-16 02:32:52 | 3,551,217,896,304,745 | fraud_Bogisich Inc | grocery_pos | 189.3 | 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 | 384d5ba7cfdbadf65036b1207e75f018 | 1,371,349,972 | 43.433797 | -74.942591 | 0 |
1,283,214 | 2020-06-16 02:32:56 | 4,239,552,724,014,407 | fraud_Herzog Ltd | misc_pos | 203.66 | Carl | Hernandez | M | 9134 Darryl Flat Suite 916 | Paulding | OH | 45,879 | 41.141 | -84.5722 | 6,284 | Secondary school teacher | 1936-03-27 | 60d2298de209f645fc61be281bc51d18 | 1,371,349,976 | 40.498339 | -83.856882 | 0 |
1,283,215 | 2020-06-16 02:34:30 | 180,042,946,491,150 | fraud_Prohaska-Murray | gas_transport | 59.47 | Charles | Robles | M | 3337 Lisa Divide | Saint Petersburg | FL | 33,710 | 27.7898 | -82.7243 | 341,043 | Engineer, land | 1989-02-28 | a44a4f575d8472137a3789b1c2b3f40b | 1,371,350,070 | 27.379211 | -82.042022 | 0 |
1,283,216 | 2020-06-16 02:35:26 | 6,011,367,958,204,270 | fraud_Miller-Hauck | grocery_pos | 183.1 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | fa7d35014933833a01f54e82aff22320 | 1,371,350,126 | 40.32193 | -81.456463 | 0 |
1,283,217 | 2020-06-16 02:35:37 | 30,518,206,766,474 | fraud_Jenkins, Hauck and Friesen | gas_transport | 77.61 | Tamara | Martinez | F | 471 Marquez Prairie Suite 680 | Matthews | MO | 63,867 | 36.7154 | -89.6287 | 1,019 | Aeronautical engineer | 1979-01-26 | fe220ad8890b50f2330befe97bbb7b97 | 1,371,350,137 | 37.676273 | -89.136034 | 0 |
1,283,218 | 2020-06-16 02:36:08 | 3,517,527,805,128,735 | fraud_Rodriguez Group | gas_transport | 47.23 | Tracy | Conway | F | 6778 Campos Field | Bonfield | IL | 60,913 | 41.1573 | -88.0619 | 1,617 | Medical secretary | 1990-04-25 | 9f227d44993e3b26610f7055e6822d64 | 1,371,350,168 | 40.183692 | -87.885469 | 0 |
1,283,219 | 2020-06-16 02:36:41 | 4,810,789,809,665,943,000 | fraud_Auer-Mosciski | grocery_pos | 106.36 | Julie | Sanchez | F | 916 Charles Road | Bowersville | OH | 45,307 | 39.5756 | -83.7153 | 338 | Quantity surveyor | 1988-07-28 | ad4e6b000011c98496272ea15009a70d | 1,371,350,201 | 40.528787 | -84.0698 | 0 |
1,283,220 | 2020-06-16 02:37:05 | 3,533,742,182,628,021 | fraud_Koss and Sons | gas_transport | 49.27 | Robert | Haynes | M | 857 Aaron Circles Suite 398 | Johns Island | SC | 29,455 | 32.8357 | -79.8217 | 20,478 | Materials engineer | 1997-06-04 | 8203c8f6942b8a77146f98c4c0ee68ca | 1,371,350,225 | 33.468984 | -80.766289 | 0 |
1,283,221 | 2020-06-16 02:37:13 | 4,586,260,469,584 | fraud_Bernhard, Grant and Langworth | shopping_pos | 2.01 | Melody | Thompson | F | 0362 Anderson Wall | Mound City | MO | 64,470 | 40.1362 | -95.2138 | 1,631 | Architect | 1953-01-20 | d0426e59b2d0cfe7df4257f83d26b4eb | 1,371,350,233 | 39.369271 | -95.727823 | 0 |
1,283,222 | 2020-06-16 02:37:58 | 630,423,337,322 | fraud_Raynor, Reinger and Hagenes | gas_transport | 70.54 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | 37ce85d9bf88c0153212bc897c865ccd | 1,371,350,278 | 48.326985 | -118.954103 | 0 |
1,283,223 | 2020-06-16 02:38:24 | 2,703,186,189,652,095 | fraud_Kerluke, Kertzmann and Wiza | misc_net | 1.19 | Jennifer | Banks | F | 561 Perry Cove | Moravian Falls | NC | 28,654 | 36.0788 | -81.1781 | 3,495 | Psychologist, counselling | 1988-03-09 | bc31f00332790b3cfd377afa467fe8db | 1,371,350,304 | 36.235848 | -82.125121 | 0 |
1,283,224 | 2020-06-16 02:39:33 | 4,873,783,502,705,038 | fraud_Kling Inc | gas_transport | 7.24 | Elizabeth | Maxwell | F | 194 Goodman Fall Apt. 569 | Burlington | WA | 98,233 | 48.4786 | -122.3345 | 14,871 | Public house manager | 1974-03-10 | 86aba58a613060c72ca0f6e3bca6780f | 1,371,350,373 | 49.397389 | -123.083706 | 1 |
1,283,225 | 2020-06-16 02:40:35 | 6,540,981,358,631,302 | fraud_Stoltenberg-Beatty | shopping_pos | 7.24 | Bryan | Torres | M | 152 James Centers Apt. 768 | Detroit | MI | 48,221 | 42.426 | -83.15 | 673,342 | Retail manager | 1967-06-19 | 34f8b790d35585b70a68d1e48e3328d4 | 1,371,350,435 | 42.380582 | -83.377152 | 0 |
1,283,226 | 2020-06-16 02:42:15 | 6,011,399,591,920,186 | fraud_O'Keefe-Hudson | grocery_pos | 83.63 | Maria | Roy | F | 58665 Nicholas Ford Suite 348 | Sheffield | MA | 1,257 | 42.1001 | -73.3611 | 2,121 | Radio producer | 1973-10-14 | a11760e0c358c9ae2b36f958158916f2 | 1,371,350,535 | 42.507023 | -73.380997 | 0 |
1,283,227 | 2020-06-16 02:43:21 | 344,342,339,068,828 | fraud_Rempel Inc | shopping_net | 3.86 | Ruth | Fuller | F | 37732 Joe Courts Apt. 752 | Darien | GA | 31,305 | 31.3826 | -81.4312 | 5,989 | Tax adviser | 1967-05-05 | 86d8be846bb03ddf338317f8c21ad99c | 1,371,350,601 | 30.512524 | -82.031722 | 0 |
1,283,228 | 2020-06-16 02:44:24 | 213,102,873,001,603 | fraud_Lind, Huel and McClure | gas_transport | 39.8 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | d40f03a4de1f1add27eea98b6acdcf16 | 1,371,350,664 | 44.435635 | -123.994901 | 0 |
1,283,229 | 2020-06-16 02:44:33 | 213,153,151,785,052 | fraud_Deckow-O'Conner | grocery_pos | 82.54 | Rebecca | Conley | F | 181 Moreno Light Apt. 215 | Tomahawk | WI | 54,487 | 45.4963 | -89.7273 | 9,594 | Seismic interpreter | 1997-11-23 | 1e93f43ff6b4f1083e74d0149c601614 | 1,371,350,673 | 45.606528 | -89.473233 | 0 |
1,283,230 | 2020-06-16 02:45:27 | 4,488,258,847,705,225,700 | fraud_Volkman-Predovic | shopping_net | 1.18 | Jessica | Shaw | F | 5745 Blair Locks | West Columbia | SC | 29,170 | 33.9568 | -81.1405 | 52,126 | Chemical engineer | 1929-08-23 | 9e591750a76d1cc445b6718e23db52f8 | 1,371,350,727 | 33.377787 | -81.535312 | 0 |
1,283,231 | 2020-06-16 02:45:32 | 3,525,590,521,269,779 | fraud_Pacocha-O'Reilly | grocery_pos | 74.82 | Scott | Fuller | M | 861 Karen Common | Haw River | NC | 27,258 | 36.0424 | -79.3242 | 6,006 | Paramedic | 1984-07-20 | d4674ca5b966799daf609fe388c634b6 | 1,371,350,732 | 36.638998 | -78.807504 | 0 |
1,283,232 | 2020-06-16 02:45:53 | 342,952,484,382,519 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 101.08 | Kayla | Jones | F | 6033 Young Track Suite 804 | East Canaan | CT | 6,024 | 42.0158 | -73.2913 | 647 | Comptroller | 1987-09-26 | b9359107ec50608ba83b8103396f7b53 | 1,371,350,753 | 41.266931 | -74.279988 | 0 |
1,283,233 | 2020-06-16 02:46:17 | 2,720,830,304,681,674 | fraud_Dach-Borer | grocery_net | 39.81 | Melissa | Aguilar | F | 21326 Taylor Squares Suite 708 | Clarksville | TN | 37,040 | 36.522 | -87.349 | 151,785 | Pathologist | 1974-03-28 | eacb49afc42c628a03132c2f84f8f1cc | 1,371,350,777 | 36.06666 | -87.94095 | 0 |
1,283,234 | 2020-06-16 02:46:19 | 342,351,256,941,125 | fraud_Cartwright-Harris | grocery_pos | 149.81 | Rebecca | Obrien | F | 5619 Mendoza Inlet | Juliette | GA | 31,046 | 33.1194 | -83.8235 | 3,343 | Theatre manager | 1990-06-08 | bb5ba7c456edc738454caa4b860a2e95 | 1,371,350,779 | 33.224384 | -84.442755 | 0 |
1,283,235 | 2020-06-16 02:46:30 | 3,536,818,734,263,520 | fraud_Durgan-Auer | misc_net | 4.95 | Gerald | Frank | M | 95793 Andrea Ville Suite 533 | Des Moines | IA | 50,314 | 41.603 | -93.633 | 222,785 | Interior and spatial designer | 1981-08-10 | 5ec4928d5b46d08c1e36158ba1e79691 | 1,371,350,790 | 41.311172 | -93.250597 | 0 |
1,283,236 | 2020-06-16 02:46:43 | 6,011,360,759,745,864 | fraud_Eichmann, Bogan and Rodriguez | gas_transport | 60.37 | Steven | Williams | M | 231 Flores Pass Suite 720 | Edinburg | VA | 22,824 | 38.8432 | -78.6003 | 6,018 | Designer, multimedia | 1947-08-21 | 0fff5fd89ec9a7d29666372b025d83bb | 1,371,350,803 | 39.647347 | -79.28465 | 0 |
1,283,237 | 2020-06-16 02:46:54 | 4,969,856,774,088,583 | fraud_Douglas, Schneider and Turner | shopping_pos | 8.3 | Jacqueline | Prince | F | 27823 Andrew Underpass Suite 948 | Metairie | LA | 70,003 | 29.9975 | -90.2146 | 137,067 | Advertising account planner | 1951-12-04 | 7334572a865c9686af67d1312dffc763 | 1,371,350,814 | 30.842923 | -90.022937 | 0 |
1,283,238 | 2020-06-16 02:46:57 | 4,384,910,379,661,778 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 128.21 | Michelle | Russell | F | 55505 Christy Via | Hawley | MN | 56,549 | 46.9777 | -96.4092 | 4,508 | Naval architect | 1949-04-24 | 241643e1b202d2b33a33beec1b4648fa | 1,371,350,817 | 46.242155 | -96.088269 | 0 |
1,283,239 | 2020-06-16 02:47:25 | 377,654,590,313,960 | fraud_Jast-McDermott | shopping_pos | 6.41 | 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 | d7713279ef385ab5ac61161230d90f40 | 1,371,350,845 | 35.398824 | -83.515317 | 0 |
1,283,240 | 2020-06-16 02:47:47 | 2,454,076,758,463,217 | fraud_Hackett-Lueilwitz | grocery_pos | 85.3 | Robert | Andrade | M | 27720 Martin Hills | Remer | MN | 56,672 | 47.0874 | -93.9196 | 2,097 | Insurance risk surveyor | 1987-10-27 | d105699c1f8a5ac4b0d8fdcbf247436e | 1,371,350,867 | 46.753365 | -93.788451 | 0 |
1,283,241 | 2020-06-16 02:48:08 | 375,082,648,741,747 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 76.07 | Shannon | Bell | F | 2918 David Spurs | Georgetown | MN | 56,546 | 47.0999 | -96.727 | 346 | Research officer, trade union | 1976-12-14 | 3773ee78a741119d666ba73707078163 | 1,371,350,888 | 46.253975 | -96.335281 | 0 |
1,283,242 | 2020-06-16 02:48:16 | 4,600,155,880,464 | fraud_Rempel PLC | grocery_net | 118.72 | Charles | Copeland | M | 92213 Lee Well | West Palm Beach | FL | 33,404 | 26.7832 | -80.0638 | 459,921 | Administrator, arts | 1969-09-08 | e83af26c4811aa21327a8bd778511eb2 | 1,371,350,896 | 26.124916 | -80.385636 | 0 |
1,283,243 | 2020-06-16 02:48:17 | 377,234,009,633,447 | fraud_Rodriguez, Yost and Jenkins | misc_net | 7.53 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | 8f0b810298718ddcfabc2bc478bd7451 | 1,371,350,897 | 39.562364 | -78.318049 | 0 |
1,283,244 | 2020-06-16 02:48:36 | 4,562,827,002,127 | fraud_Kemmer-Reinger | grocery_net | 33.91 | Christopher | Johnson | M | 28711 Kristine Junction Suite 309 | Greenville | OH | 45,331 | 40.0987 | -84.6342 | 22,930 | Media planner | 1971-11-26 | b6abeab16ae2cc9a373565909f76c460 | 1,371,350,916 | 40.841774 | -85.337831 | 0 |
1,283,245 | 2020-06-16 02:48:52 | 6,502,195,877,055,606 | fraud_Goyette Inc | shopping_net | 72.68 | Nathan | Byrd | M | 155 Gregory Mount Suite 791 | Red Cliff | CO | 81,649 | 39.4584 | -106.3851 | 277 | Human resources officer | 1985-04-03 | 3e13ae2e7e2c578a9a799e9be0b45747 | 1,371,350,932 | 40.431464 | -107.16099 | 0 |
1,283,246 | 2020-06-16 02:49:00 | 4,158,945,090,781,624 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 56.54 | Justin | Bell | M | 5323 Walker Island | Pittsburgh | PA | 15,217 | 40.4308 | -79.9205 | 687,276 | Scientist, marine | 1973-10-19 | 7c09b9b0314767b526213ad5697de57d | 1,371,350,940 | 41.381819 | -80.804304 | 0 |
1,283,247 | 2020-06-16 02:49:10 | 377,113,842,678,100 | fraud_Kihn, Abernathy and Douglas | shopping_net | 1.24 | Billy | Gallagher | M | 673 Delgado Burg | Greenwich | NJ | 8,323 | 39.4055 | -75.3209 | 804 | Insurance risk surveyor | 1965-03-25 | bbc0ca04290cee5b6c12b90ae6e7476e | 1,371,350,950 | 38.641206 | -74.359851 | 0 |
1,283,248 | 2020-06-16 02:50:18 | 180,084,576,295,055 | fraud_Olson, Becker and Koch | gas_transport | 42.5 | David | Kirby | M | 133 Alyssa Plains | Lolita | TX | 77,971 | 28.7724 | -96.4793 | 911 | Archaeologist | 1970-01-18 | 516d2a4fc3ac1ced7ace5ab207d873d8 | 1,371,351,018 | 27.821103 | -97.392323 | 0 |
1,283,249 | 2020-06-16 02:50:19 | 3,559,723,917,628,303 | fraud_Torphy-Goyette | shopping_pos | 125.42 | Matthew | Huerta | M | 622 Williams Trafficway | Ringwood | IL | 60,072 | 42.4048 | -88.3054 | 928 | Outdoor activities/education manager | 1985-05-13 | 1c06af1bd99f1e18c6e55fe90398ee67 | 1,371,351,019 | 43.228757 | -89.068188 | 0 |
1,283,250 | 2020-06-16 02:50:37 | 4,908,846,471,916,297 | fraud_Skiles-Ankunding | grocery_net | 108.29 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | eeafc3d2d7592a04b6f940ddc54fd53f | 1,371,351,037 | 33.189884 | -97.68523 | 0 |
1,283,251 | 2020-06-16 02:50:50 | 5,456,776,410,929,288 | fraud_Smitham-Boehm | grocery_net | 84.72 | Taylor | Khan | F | 658 Diane Glen Apt. 677 | North Washington | PA | 16,048 | 41.0472 | -79.8089 | 139 | Patent attorney | 1954-05-25 | 6db86ac71f2dbbb785cf1c2842ff386e | 1,371,351,050 | 40.219075 | -79.723146 | 0 |
1,283,252 | 2020-06-16 02:50:54 | 3,551,217,896,304,745 | fraud_Rodriguez Group | gas_transport | 55.65 | 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 | d8660a5322386f59ac94dfaeb24d5e71 | 1,371,351,054 | 44.200799 | -75.34334 | 0 |
1,283,253 | 2020-06-16 02:51:04 | 2,706,977,570,537,524 | fraud_Welch Inc | misc_net | 134.42 | David | Serrano | M | 4739 Martin Common | Zaleski | OH | 45,698 | 39.283 | -82.3977 | 341 | Accounting technician | 1978-12-18 | b662f2172dd4bba796f64203ac32108b | 1,371,351,064 | 38.686831 | -81.615571 | 0 |
1,283,254 | 2020-06-16 02:52:06 | 30,360,260,465,747 | fraud_Donnelly LLC | entertainment | 40.67 | Jennifer | Garcia | F | 28777 Stewart Plains Apt. 495 | Putnam | IL | 61,560 | 41.1949 | -89.4409 | 754 | Presenter, broadcasting | 1962-05-13 | 36e371abbb7f2ab5821420c1d95c85aa | 1,371,351,126 | 41.250448 | -89.99673 | 0 |
1,283,255 | 2020-06-16 02:52:23 | 30,103,132,002,433 | fraud_Kovacek, Dibbert and Ondricka | grocery_pos | 200.08 | Stephanie | Middleton | F | 99736 Rose Shoals Apt. 504 | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Dispensing optician | 1987-10-26 | 8451d0ef9150451192fffa0c389504eb | 1,371,351,143 | 40.742559 | -77.239798 | 0 |
1,283,256 | 2020-06-16 02:52:55 | 4,797,297,220,948,469,000 | fraud_O'Keefe-Hudson | grocery_pos | 56.26 | Erica | Briggs | F | 3310 Davidson Spurs Apt. 107 | Oolitic | IN | 47,451 | 38.8938 | -86.5246 | 1,228 | Counsellor | 1991-03-13 | 45a89ce22f250dc8457cd2572bdcfafd | 1,371,351,175 | 38.234023 | -85.616001 | 0 |
1,283,257 | 2020-06-16 02:53:41 | 2,229,378,226,512,508 | fraud_Fisher-Schowalter | shopping_net | 110.14 | Thomas | Hale | M | 949 Smith Parkway | Cazenovia | WI | 53,924 | 43.4987 | -90.2796 | 1,360 | Occupational hygienist | 1984-11-06 | c1126820c4f68ed21c98bb00e1579f90 | 1,371,351,221 | 43.015046 | -89.416802 | 0 |
1,283,258 | 2020-06-16 02:53:44 | 4,810,839,835,482,794,000 | fraud_Corwin-Collins | gas_transport | 82.52 | Carolyn | Perez | F | 433 Blake Roads Suite 967 | Wheaton | MO | 64,874 | 36.7651 | -94.0492 | 760 | Production manager | 1985-08-31 | 7969470aae52eaf1f70fafc335fd07a4 | 1,371,351,224 | 37.68187 | -93.804114 | 0 |
1,283,259 | 2020-06-16 02:54:25 | 2,720,433,095,629,877 | fraud_Conroy-Cruickshank | gas_transport | 70.82 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | 136bb479f2efd4a0d2ae4fc102036e72 | 1,371,351,265 | 44.994016 | -70.10832 | 0 |
1,283,260 | 2020-06-16 02:55:36 | 213,141,712,584,544 | fraud_Dickinson-Rempel | misc_pos | 5.35 | Margaret | Curtis | F | 742 Oneill Shore | Florence | MS | 39,073 | 32.153 | -90.1217 | 19,685 | Fine artist | 1984-12-24 | ca42869898ebaeb147c12a8c2e46ed12 | 1,371,351,336 | 32.591691 | -90.338602 | 0 |
1,283,261 | 2020-06-16 02:56:18 | 6,011,388,901,471,808 | fraud_Fisher Inc | shopping_net | 111.48 | Jacqueline | Marsh | F | 950 Sheryl Spurs | Dunlevy | PA | 15,432 | 40.1151 | -79.8627 | 427 | Mining engineer | 1951-02-05 | fc11c1e709e43e6066a10b60879060bd | 1,371,351,378 | 39.738852 | -79.909048 | 0 |
1,283,262 | 2020-06-16 02:56:20 | 2,720,012,583,106,919 | fraud_Baumbach, Strosin and Nicolas | shopping_pos | 120.3 | Joseph | Murray | M | 42933 Ryan Underpass | Manderson | SD | 57,756 | 43.3526 | -102.5411 | 1,126 | Volunteer coordinator | 1980-08-18 | 58e48e695745b4b1b411ce62912c6d43 | 1,371,351,380 | 43.539845 | -102.659063 | 0 |
1,283,263 | 2020-06-16 02:57:10 | 375,974,680,629,816 | fraud_Marks Inc | gas_transport | 56.92 | Roberta | Mccarthy | F | 94431 Matthew Mall Suite 296 | Plymouth | CT | 6,782 | 41.6611 | -73.0449 | 2,376 | Herpetologist | 1973-04-06 | 504ce73458410f710cfaa133839b9487 | 1,371,351,430 | 42.342408 | -73.243751 | 0 |
1,283,264 | 2020-06-16 02:57:17 | 180,031,190,491,743 | fraud_Pacocha-O'Reilly | grocery_pos | 192.09 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | e3e164162ab6402d50dff989e81154d1 | 1,371,351,437 | 30.171411 | -87.131415 | 0 |
1,283,265 | 2020-06-16 02:57:41 | 348,789,608,637,806 | fraud_Pacocha-O'Reilly | grocery_pos | 135.36 | Megan | Murphy | F | 53696 Laura Radial | Holstein | NE | 68,950 | 40.4542 | -98.6538 | 331 | Telecommunications researcher | 1950-08-19 | 100eebbc8fdb648785b2c8da9f8baadf | 1,371,351,461 | 41.451575 | -99.650565 | 0 |
1,283,266 | 2020-06-16 02:57:48 | 3,536,918,668,124,647 | fraud_Goyette, Howell and Collier | shopping_pos | 9.25 | Michelle | Juarez | F | 44864 Melton Vista Suite 310 | San Jose | CA | 95,148 | 37.3304 | -121.7913 | 973,849 | Science writer | 1955-06-12 | 95837de6c0a4a4e13a88c21b6bbaabf3 | 1,371,351,468 | 36.91655 | -122.681533 | 0 |
1,283,267 | 2020-06-16 02:57:52 | 3,521,417,320,836,166 | fraud_Heller-Abshire | grocery_net | 52.57 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | 36fb313b2609e57f5dcbbeafa3aff724 | 1,371,351,472 | 40.343983 | -87.055472 | 0 |
1,283,268 | 2020-06-16 02:58:27 | 3,517,814,635,263,522 | fraud_Ruecker Group | misc_net | 6.42 | William | Cannon | M | 43809 Kenneth Circles Suite 152 | Union | WV | 24,983 | 37.5802 | -80.5248 | 2,443 | Chartered public finance accountant | 1941-10-16 | efefcd8f58f210946e0321ca2bb834e8 | 1,371,351,507 | 36.721176 | -81.229741 | 0 |
1,283,269 | 2020-06-16 02:58:29 | 3,559,679,414,981,506 | fraud_Johnston, Nikolaus and Maggio | grocery_net | 67.56 | Olivia | Stephenson | F | 292 Cassidy Oval | Lowville | NY | 13,367 | 43.7893 | -75.4156 | 8,830 | Theme park manager | 1991-03-29 | 9f4c57d3aae2526cd897225f52778234 | 1,371,351,509 | 44.759824 | -75.896004 | 0 |
1,283,270 | 2020-06-16 02:58:30 | 36,360,452,125,889 | fraud_Welch, Rath and Koepp | entertainment | 56.56 | Christopher | Raymond | M | 766 Potter Well | West Chazy | NY | 12,992 | 44.797 | -73.5112 | 4,778 | Engineering geologist | 1954-06-14 | 2168db25a2b4320e0354aea74e8fc66c | 1,371,351,510 | 44.823164 | -73.843237 | 0 |
1,283,271 | 2020-06-16 02:58:37 | 180,072,527,505,094 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 157.95 | Cody | Miller | M | 25748 John Wells | Mooresville | NC | 28,117 | 35.584 | -80.8685 | 69,793 | Control and instrumentation engineer | 1953-12-08 | 09ab923ebb875864f2e4085076181985 | 1,371,351,517 | 36.417215 | -81.416186 | 0 |
1,283,272 | 2020-06-16 02:58:47 | 3,534,330,126,107,879 | fraud_Kozey-Boehm | shopping_net | 93.91 | Jeffrey | Smith | M | 713 Scott Pike Apt. 712 | Bridger | MT | 59,014 | 45.2857 | -108.9082 | 1,446 | Chartered loss adjuster | 1978-01-15 | 62bbf667e597f27512d586a3909e092b | 1,371,351,527 | 46.036709 | -109.477722 | 0 |
1,283,273 | 2020-06-16 02:59:28 | 4,917,187,576,956,394 | fraud_Cole PLC | grocery_pos | 122.5 | Joel | Rivera | M | 121 Solis Summit Apt. 934 | Tryon | OK | 74,875 | 35.8759 | -96.9623 | 1,165 | Psychotherapist, child | 1944-11-11 | df182a61847df6d355a7382d3e0e2eaa | 1,371,351,568 | 35.662096 | -96.859608 | 0 |
1,283,274 | 2020-06-16 02:59:33 | 180,042,946,491,150 | fraud_Ferry, Lynch and Kautzer | misc_net | 5.48 | Charles | Robles | M | 3337 Lisa Divide | Saint Petersburg | FL | 33,710 | 27.7898 | -82.7243 | 341,043 | Engineer, land | 1989-02-28 | 1be8c52d5d94e2608ecf0b17a6c2798e | 1,371,351,573 | 27.738989 | -81.912936 | 0 |
1,283,275 | 2020-06-16 03:00:51 | 30,026,790,933,302 | fraud_Pacocha-O'Reilly | grocery_pos | 89.17 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | 5f39bba1962f677e57e3494bf773f65d | 1,371,351,651 | 33.154259 | -92.016214 | 0 |
1,283,276 | 2020-06-16 03:02:20 | 6,526,955,903,501,879 | fraud_Lockman Ltd | grocery_pos | 120.55 | Jennifer | Scott | F | 7351 Cindy Well Suite 099 | Naples | FL | 34,120 | 26.3304 | -81.5871 | 276,002 | Medical technical officer | 1950-12-14 | 70fce3a645577b63e5355b206a50cbee | 1,371,351,740 | 26.860284 | -81.128637 | 0 |
1,283,277 | 2020-06-16 03:02:22 | 213,191,402,330,021 | fraud_Emard Inc | gas_transport | 74.37 | Thomas | Sullivan | M | 464 Newman Crossroad | Milwaukee | WI | 53,228 | 42.9676 | -88.0434 | 817,312 | Accountant, chartered public finance | 2004-03-18 | 8d264765c3c58dd74ba491f9505065c0 | 1,371,351,742 | 42.277686 | -88.299147 | 0 |
1,283,278 | 2020-06-16 03:02:53 | 3,559,723,917,628,303 | fraud_Gutmann-Upton | misc_pos | 30.49 | Matthew | Huerta | M | 622 Williams Trafficway | Ringwood | IL | 60,072 | 42.4048 | -88.3054 | 928 | Outdoor activities/education manager | 1985-05-13 | 5ef73d1040901fd77b15d6400ce7e443 | 1,371,351,773 | 42.741506 | -87.932064 | 0 |
1,283,279 | 2020-06-16 03:03:01 | 2,233,882,705,243,596 | fraud_Mosciski, Ziemann and Farrell | shopping_net | 830.5 | Jamie | Robinson | F | 67089 Caitlin Meadow Apt. 905 | Sturgis | MS | 39,769 | 33.357 | -89.0473 | 1,923 | Medical physicist | 1960-01-16 | 06e9928f53f35f8215a0346fb443daf3 | 1,371,351,781 | 34.226043 | -89.785406 | 0 |
1,283,280 | 2020-06-16 03:03:59 | 60,416,207,185 | fraud_Hudson-Ratke | grocery_pos | 143.97 | Mary | Diaz | F | 9886 Anita Drive | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Information systems manager | 1986-02-17 | 9d1de1af3d2f1294960f4357d1a3fed9 | 1,371,351,839 | 42.738853 | -109.25434 | 0 |
1,283,281 | 2020-06-16 03:04:05 | 6,592,861,994,408,652 | fraud_Murray Ltd | grocery_net | 20.77 | Ashley | Whitehead | F | 58188 Madison Meadow Apt. 949 | Cowlesville | NY | 14,037 | 42.8112 | -78.4481 | 1,166 | Colour technologist | 1983-06-12 | 47daa63edab25a1137c5089398645849 | 1,371,351,845 | 43.341763 | -78.006763 | 0 |
1,283,282 | 2020-06-16 03:04:25 | 213,161,869,125,933 | fraud_Boyer-Reichert | shopping_net | 2.87 | Monica | Lane | F | 3270 Scott Islands | East Andover | ME | 4,226 | 44.6084 | -70.6993 | 190 | Animal nutritionist | 1970-04-17 | 6fe9ccbdfafbbbfdfec41f0cc7c64dd7 | 1,371,351,865 | 44.40861 | -70.703798 | 0 |
1,283,283 | 2020-06-16 03:04:46 | 4,228,411,452,607,671 | fraud_Morissette, Weber and Wiegand | grocery_net | 55.86 | Aaron | Stewart | M | 400 Zuniga Pine | Winthrop | ME | 4,364 | 44.3229 | -69.9576 | 6,025 | Advertising account planner | 1995-04-22 | 61e8b27157e6760b2e1af4b797644e8c | 1,371,351,886 | 44.559839 | -69.964891 | 0 |
1,283,284 | 2020-06-16 03:04:56 | 6,011,366,578,560,244 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 69.1 | Adam | Stark | M | 0912 Mark Fields Apt. 080 | Mc Veytown | PA | 17,051 | 40.5046 | -77.7186 | 4,653 | Nutritional therapist | 1997-07-01 | 0cbb40c1005ecbda3782ebf402f28321 | 1,371,351,896 | 40.336143 | -77.248114 | 0 |
1,283,285 | 2020-06-16 03:05:09 | 4,642,255,475,285,942 | fraud_Kuhic Inc | grocery_pos | 98.22 | Sabrina | Johnson | F | 320 Nicholson Orchard | Thompson | UT | 84,540 | 38.9999 | -109.615 | 46 | Surveyor, minerals | 1987-04-23 | 89cca6c2413866d5351bd262615bb060 | 1,371,351,909 | 39.576399 | -109.407012 | 0 |
1,283,286 | 2020-06-16 03:05:12 | 4,951,647,200,979,051 | fraud_Vandervort-Funk | grocery_pos | 357.16 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 4f1dfd87112e2597ff10e6d3acf3624a | 1,371,351,912 | 37.165328 | -88.098919 | 1 |
1,283,287 | 2020-06-16 03:05:26 | 4,653,178,848,915,023,000 | fraud_Bradtke PLC | grocery_pos | 77.17 | Robert | Hall | M | 371 Anthony Trail Suite 354 | Glade Spring | VA | 24,340 | 36.7779 | -81.7676 | 5,657 | Clinical psychologist | 1987-04-29 | 1cdeb60e66899e805c75e7ca82f43f72 | 1,371,351,926 | 36.188458 | -82.165865 | 0 |
1,283,288 | 2020-06-16 03:05:56 | 377,234,009,633,447 | fraud_Heidenreich PLC | grocery_pos | 146.43 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | ebffa819faf6c0b0ca525fb8965c10a5 | 1,371,351,956 | 38.483684 | -77.437964 | 0 |
1,283,289 | 2020-06-16 03:06:14 | 373,213,026,644,490 | fraud_Kling Inc | gas_transport | 60.57 | Bobby | Smith | M | 3495 Williams Stream | San Diego | CA | 92,101 | 32.7185 | -117.1593 | 1,241,364 | Comptroller | 1987-11-30 | 62acb4841c238fe08db0969815bba7e8 | 1,371,351,974 | 33.344258 | -117.296739 | 0 |
1,283,290 | 2020-06-16 03:06:15 | 213,161,869,125,933 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 7.02 | Monica | Lane | F | 3270 Scott Islands | East Andover | ME | 4,226 | 44.6084 | -70.6993 | 190 | Animal nutritionist | 1970-04-17 | a1b2365a6255ceeb4080f2d61207ddeb | 1,371,351,975 | 45.265862 | -70.970587 | 0 |
1,283,291 | 2020-06-16 03:06:15 | 4,514,242,065,619,750 | fraud_Cummings Group | grocery_net | 65.77 | Janet | Carpenter | F | 9870 Collins Flat | Laramie | WY | 82,072 | 41.4247 | -105.4781 | 35,371 | Pilot, airline | 1988-09-02 | f562c99d743db604247ca169542cf789 | 1,371,351,975 | 40.581997 | -105.370122 | 0 |
1,283,292 | 2020-06-16 03:06:54 | 4,646,845,581,490,336,000 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 67.77 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | 546a6f4799423e8aa5846f03c4b04df7 | 1,371,352,014 | 41.634564 | -73.484649 | 0 |
1,283,293 | 2020-06-16 03:07:03 | 3,517,527,805,128,735 | fraud_Goodwin-Nitzsche | grocery_pos | 89.42 | Tracy | Conway | F | 6778 Campos Field | Bonfield | IL | 60,913 | 41.1573 | -88.0619 | 1,617 | Medical secretary | 1990-04-25 | c46828cc863b6d4884f8dab9401cc784 | 1,371,352,023 | 41.516913 | -87.262469 | 0 |
1,283,294 | 2020-06-16 03:07:34 | 4,755,696,071,492 | fraud_Reilly, Heaney and Cole | gas_transport | 57.84 | Robert | Evans | M | 01892 Patricia Vista Apt. 828 | Sachse | TX | 75,048 | 32.9643 | -96.6012 | 20,328 | Site engineer | 1985-06-20 | d294aa56f83a98644e5b6c6dbc412232 | 1,371,352,054 | 32.628732 | -95.818481 | 0 |
1,283,295 | 2020-06-16 03:07:43 | 3,565,196,229,855,512 | fraud_O'Keefe-Wisoky | food_dining | 35.9 | Adriana | Harvey | F | 715 Joy Prairie | Unionville | MO | 63,565 | 40.4815 | -92.9951 | 3,805 | Investment banker, corporate | 1950-09-15 | 0eae61a7bdfd114abb329dc0729fb664 | 1,371,352,063 | 39.783908 | -93.447795 | 0 |
1,283,296 | 2020-06-16 03:10:51 | 4,769,426,683,924,059,000 | fraud_Bailey-Morar | grocery_pos | 116.93 | Andrea | Cruz | F | 26572 Hodge Villages Suite 512 | Mifflin | PA | 17,058 | 40.5553 | -77.4001 | 1,909 | Mining engineer | 1954-08-22 | 560fd8bb1c1ec383ededef7807aad299 | 1,371,352,251 | 40.343624 | -77.69439 | 0 |
1,283,297 | 2020-06-16 03:11:42 | 30,407,675,418,785 | fraud_Tillman, Fritsch and Schmitt | misc_net | 4.36 | Danielle | Evans | F | 76752 David Lodge Apt. 064 | Breesport | NY | 14,816 | 42.1939 | -76.7361 | 520 | Psychotherapist | 1991-10-13 | fb9bf26cab38f96ee240f22330cc066d | 1,371,352,302 | 41.823106 | -76.740537 | 0 |
1,283,298 | 2020-06-16 03:11:49 | 4,070,511,711,385,545 | fraud_Ruecker, Beer and Collier | shopping_net | 5.4 | Stephanie | Hopkins | F | 44089 Carrie Crossing Suite 954 | Falls City | TX | 78,113 | 28.9814 | -98.0156 | 2,435 | Engineer, mining | 1967-04-09 | 0739f0ac192f9f063278667aa427bdba | 1,371,352,309 | 28.671162 | -98.309043 | 0 |
1,283,299 | 2020-06-16 03:12:17 | 3,554,849,923,339,851 | fraud_Frami Group | entertainment | 1.58 | John | Hudson | M | 886 Nicole Key | Stillwater | OK | 74,074 | 36.1043 | -97.0609 | 55,345 | Cabin crew | 1948-05-01 | 100fe5e8d41b7cb410ee6d316d14848c | 1,371,352,337 | 36.335727 | -97.958788 | 0 |
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