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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
12,100 | 2020-06-25 03:43:03 | 4,658,490,815,480,264 | fraud_O'Keefe-Hudson | grocery_pos | 113.22 | Tara | Richards | F | 4879 Cristina Station | Keisterville | PA | 15,449 | 39.9636 | -79.7853 | 184 | Systems developer | 1945-11-04 | 6218bd7f49161b69a42c25cc9fedcec0 | 1,372,131,783 | 39.758891 | -78.856691 | 0 |
12,101 | 2020-06-25 03:43:47 | 503,874,407,318 | fraud_Prohaska-Murray | gas_transport | 51.84 | 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 | 61d0c1e2a06baca3262cec7b21a21e5a | 1,372,131,827 | 30.140567 | -97.731752 | 0 |
12,102 | 2020-06-25 03:44:15 | 6,011,693,194,885,790 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 56.44 | Victoria | Fleming | F | 2807 Parker Station Suite 080 | Stanchfield | MN | 55,080 | 45.6675 | -93.2433 | 2,607 | Lecturer, further education | 1995-12-04 | 966500bfeb20690483f537ce70432ef9 | 1,372,131,855 | 46.493168 | -92.379864 | 0 |
12,103 | 2020-06-25 03:47:41 | 4,822,367,783,500,458 | fraud_Kutch LLC | gas_transport | 85.1 | Christopher | Farrell | M | 97070 Anderson Land | Haines City | FL | 33,844 | 28.0758 | -81.5929 | 33,804 | Exercise physiologist | 1991-01-01 | 508d7fc08a56c2085b4b4178dc0dcc1a | 1,372,132,061 | 28.477721 | -80.65195 | 0 |
12,104 | 2020-06-25 03:47:42 | 502,049,568,400 | fraud_Friesen-Stamm | gas_transport | 68.77 | Daniel | Melton | M | 6157 Nichols Mews | Marion | CT | 6,444 | 41.7918 | -72.7188 | 370 | Health service manager | 1962-02-13 | b16b07dc0d54b45a2113a4d754488dbd | 1,372,132,062 | 41.483246 | -72.445855 | 0 |
12,105 | 2020-06-25 03:48:04 | 6,011,893,664,860,915 | fraud_Swaniawski, Bahringer and Ledner | grocery_net | 32.78 | Erin | Chavez | F | 3379 Williams Common | Littleton | CO | 80,120 | 39.5994 | -105.0044 | 320,420 | Water engineer | 1975-07-31 | d401e8be702b51bf13b0d432036294e7 | 1,372,132,084 | 39.376623 | -104.39538 | 0 |
12,106 | 2020-06-25 03:48:24 | 38,295,635,583,927 | fraud_Harber Inc | gas_transport | 38.99 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | 6d16a1b61f75c8827f3a1391090fe1d1 | 1,372,132,104 | 32.676099 | -100.401135 | 0 |
12,107 | 2020-06-25 03:49:04 | 4,605,902,936,394 | fraud_Deckow-Dare | food_dining | 91.78 | Vincent | Mueller | M | 79019 Taylor Cliffs | Dallas | TX | 75,238 | 32.877 | -96.708 | 1,263,321 | Drilling engineer | 1959-06-28 | d5a21270a8a85f5a6caf237b334b8874 | 1,372,132,144 | 33.778242 | -96.238362 | 0 |
12,108 | 2020-06-25 03:49:25 | 213,161,869,125,933 | fraud_Kassulke PLC | shopping_net | 2.83 | Monica | Lane | F | 3270 Scott Islands | East Andover | ME | 4,226 | 44.6084 | -70.6993 | 190 | Animal nutritionist | 1970-04-17 | 8e40394cc61f799d4c246d66ee542d0e | 1,372,132,165 | 43.630237 | -70.594151 | 0 |
12,109 | 2020-06-25 03:49:27 | 6,526,777,409,109,795 | fraud_Haley Group | misc_pos | 2.17 | Michael | Garner | M | 0157 Samuel Mission Suite 379 | South Richmond Hill | NY | 11,419 | 40.6868 | -73.823 | 47,211 | Site engineer | 1937-02-01 | 3638b3c99e25e83f3faaa03f8d57fc2b | 1,372,132,167 | 40.186505 | -74.37335 | 0 |
12,110 | 2020-06-25 03:49:43 | 4,266,200,684,857,219 | fraud_Brown PLC | misc_net | 7.65 | Joshua | Bryant | M | 5452 Patricia Inlet Apt. 280 | Nelson | NE | 68,961 | 40.201 | -98.0684 | 732 | Television/film/video producer | 1956-12-13 | 3fbdd908cab954c783f1bb0bdc175a76 | 1,372,132,183 | 39.513915 | -98.902338 | 0 |
12,111 | 2020-06-25 03:49:57 | 213,161,231,269,724 | fraud_Howe Ltd | misc_pos | 14.66 | Alyssa | Morgan | F | 622 Robin Run Suite 764 | Gadsden | AL | 35,901 | 34.048 | -85.9246 | 67,082 | Physiological scientist | 1963-02-09 | 2070ca8e1489057d43b62140ad7f7537 | 1,372,132,197 | 33.78887 | -85.427268 | 0 |
12,112 | 2020-06-25 03:50:11 | 213,173,753,804,333 | fraud_Hudson-Grady | shopping_pos | 4.64 | Joseph | Wagner | M | 822 Austin Spur | North Judson | IN | 46,366 | 41.2244 | -86.6966 | 5,791 | Doctor, general practice | 1959-10-07 | 77ee3b942a0364241e99674d082e6988 | 1,372,132,211 | 42.007671 | -86.502961 | 0 |
12,113 | 2020-06-25 03:50:43 | 3,583,635,130,604,947 | fraud_Huel, Hammes and Witting | grocery_pos | 210.65 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | 63fe6e09880fcb74af9d71d180c0f840 | 1,372,132,243 | 40.319384 | -74.083818 | 0 |
12,114 | 2020-06-25 03:50:52 | 374,238,209,524,200 | fraud_Yost, Block and Koepp | misc_pos | 7.38 | Daniel | Martinez | M | 8510 Acevedo Burgs | Kent | OR | 97,033 | 45.0838 | -120.6649 | 60 | Museum education officer | 1942-04-03 | 7eacf2a708b248fb841edc35ef9844db | 1,372,132,252 | 44.941637 | -120.417845 | 0 |
12,115 | 2020-06-25 03:51:08 | 630,424,987,505 | fraud_Smitham-Schiller | grocery_net | 17.77 | Jennifer | Black | F | 2870 Bean Terrace Apt. 756 | Thomas | WV | 26,292 | 39.1505 | -79.503 | 836 | Forensic psychologist | 1981-08-29 | fcf999d1ca223d6a45bfae6eca6b8ddd | 1,372,132,268 | 39.852165 | -80.37194 | 0 |
12,116 | 2020-06-25 03:51:20 | 3,540,210,836,308,425 | fraud_Huel-Langworth | misc_net | 90.66 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | 3a2f1367f16886ffb33c8d962a84fa39 | 1,372,132,280 | 33.92207 | -101.583113 | 0 |
12,117 | 2020-06-25 03:52:34 | 4,171,397,999,167,005 | fraud_Bauch-Blanda | entertainment | 8.78 | Ashley | Mcdonald | F | 3160 Tina Estates Suite 234 | Marietta | SC | 29,661 | 35.0296 | -82.5136 | 5,648 | Museum/gallery exhibitions officer | 1934-10-06 | 162ab5ae1a5bf60be34e665a331a0482 | 1,372,132,354 | 34.79548 | -82.205899 | 0 |
12,118 | 2020-06-25 03:52:48 | 4,890,424,426,862,857,000 | fraud_Koss and Sons | gas_transport | 68.18 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | 2803c5c3a1d4207da143efad726c21c0 | 1,372,132,368 | 38.480342 | -121.313276 | 0 |
12,119 | 2020-06-25 03:52:57 | 4,981,132,848,794 | fraud_Lind, Huel and McClure | gas_transport | 37.09 | Joseph | Spencer | M | 7854 Stephanie Island Suite 788 | Holloway | OH | 43,985 | 40.0113 | -80.9701 | 128 | Child psychotherapist | 1946-04-03 | 8a4b54cc892597af182b09cbf51f98ce | 1,372,132,377 | 39.893742 | -81.614673 | 0 |
12,120 | 2020-06-25 03:53:53 | 4,003,989,662,068,504 | fraud_Pacocha-O'Reilly | grocery_pos | 84.87 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | 68f6f82e62c0a2c7f67483721f6c2a56 | 1,372,132,433 | 33.728699 | -87.730236 | 0 |
12,121 | 2020-06-25 03:55:14 | 4,010,002,218,955,876 | fraud_Wolf Inc | grocery_pos | 156.69 | Jennifer | Bishop | F | 589 Matthew Brooks | Houston | TX | 77,026 | 29.7972 | -95.3288 | 2,906,700 | Animator | 1983-08-24 | f8e6d9e0fa31d0663fca86f24a9ccaee | 1,372,132,514 | 30.410017 | -95.709574 | 0 |
12,122 | 2020-06-25 03:55:51 | 4,003,989,662,068,504 | fraud_Koepp-Witting | grocery_pos | 77.79 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | 7947af33e924244288a380187d9ee251 | 1,372,132,551 | 32.946002 | -87.518345 | 0 |
12,123 | 2020-06-25 03:57:05 | 4,839,615,922,685,395 | fraud_Kutch LLC | gas_transport | 57.11 | Phillip | Robertson | M | 85344 Smith Gateway Apt. 280 | Harrodsburg | IN | 47,434 | 39.013 | -86.5457 | 76 | Social researcher | 1955-05-06 | d4d3e4c2a9930af6c722bb3ffbdcd048 | 1,372,132,625 | 39.835212 | -86.49881 | 0 |
12,124 | 2020-06-25 03:58:31 | 4,979,422,371,139,333 | fraud_Brekke and Sons | gas_transport | 50.29 | Kelly | Zimmerman | F | 1893 Katie Tunnel | Westerville | NE | 68,881 | 41.4193 | -99.3844 | 73 | Product designer | 1935-02-10 | 5413c0247782dccd394c8f53512b27e8 | 1,372,132,711 | 40.456462 | -99.560811 | 0 |
12,125 | 2020-06-25 03:58:39 | 2,712,209,726,293,386 | fraud_Roberts-Beahan | misc_pos | 63.11 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | f4bbf277ae06248bc70d186eb9dee52f | 1,372,132,719 | 29.411408 | -90.765077 | 0 |
12,126 | 2020-06-25 04:01:02 | 2,229,378,226,512,508 | fraud_Schultz, Simonis and Little | grocery_pos | 88.24 | Thomas | Hale | M | 949 Smith Parkway | Cazenovia | WI | 53,924 | 43.4987 | -90.2796 | 1,360 | Occupational hygienist | 1984-11-06 | 0589741b0ae1478d27e60c6748a50a8c | 1,372,132,862 | 42.953123 | -90.741213 | 0 |
12,127 | 2020-06-25 04:01:08 | 4,908,846,471,916,297 | fraud_Keeling-Crist | misc_pos | 9.41 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | 949c9b1828cca5716a2d640338361da1 | 1,372,132,868 | 32.117392 | -97.438386 | 0 |
12,128 | 2020-06-25 04:02:05 | 561,942,763,351 | fraud_Rutherford-Mertz | grocery_pos | 196.21 | Melissa | Brown | F | 330 Montoya Ramp | Washington | DC | 20,036 | 38.9087 | -77.0414 | 601,723 | Prison officer | 1986-03-14 | 46b23c0ab16eb85e097c8d8db72f0d3f | 1,372,132,925 | 39.115124 | -76.528549 | 0 |
12,129 | 2020-06-25 04:02:30 | 36,153,880,429,415 | fraud_Herman Inc | misc_pos | 10.94 | Erik | Stevens | M | 84033 Pitts Overpass | Lakeland | FL | 33,809 | 28.1762 | -81.9591 | 237,282 | Plant breeder/geneticist | 1949-10-13 | 654d76edf1f5cb35601685620527bb57 | 1,372,132,950 | 28.719309 | -81.320117 | 0 |
12,130 | 2020-06-25 04:04:10 | 4,328,928,491,302,401 | fraud_Rutherford-Mertz | grocery_pos | 220.93 | Margaret | Ray | F | 927 Cummings Manor Suite 318 | Greendale | WI | 53,129 | 42.9373 | -87.9943 | 13,973 | Logistics and distribution manager | 1981-05-06 | 49af780ec6a8ccfb3648c5b042dd29af | 1,372,133,050 | 42.547037 | -87.770692 | 0 |
12,131 | 2020-06-25 04:05:20 | 2,348,245,054,386,329 | fraud_Pouros-Haag | shopping_pos | 3.6 | Justin | Gay | M | 268 Hayes Rue Suite 811 | Harborcreek | PA | 16,421 | 42.1767 | -79.9416 | 2,518 | Event organiser | 1946-02-02 | 5641383e607a6d47a9cf7392bb9eb79e | 1,372,133,120 | 41.338999 | -79.707943 | 0 |
12,132 | 2020-06-25 04:06:18 | 6,011,438,889,172,900 | fraud_Schultz, Simonis and Little | grocery_pos | 198.62 | Allison | Allen | F | 40624 Rebecca Spurs | De Witt | AR | 72,042 | 34.2853 | -91.3336 | 5,161 | Electrical engineer | 1993-04-08 | 428195ac2d061f3c6e9e81f2b34dffb1 | 1,372,133,178 | 34.02915 | -90.891253 | 0 |
12,133 | 2020-06-25 04:08:11 | 30,026,790,933,302 | fraud_Auer-West | shopping_net | 79.83 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | 356ffe3a31268af97fa4b3e6f1f94115 | 1,372,133,291 | 33.736454 | -91.799451 | 0 |
12,134 | 2020-06-25 04:09:05 | 180,048,185,037,117 | fraud_DuBuque LLC | grocery_pos | 203.75 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | 4b4eb857428c1d2e7e85e05f3e2ba5fc | 1,372,133,345 | 41.177689 | -75.184112 | 0 |
12,135 | 2020-06-25 04:09:57 | 3,589,255,887,819,806 | fraud_Herman, Treutel and Dickens | misc_net | 3.93 | David | Miller | M | 622 Bradley Knoll Apt. 758 | Hancock | MD | 21,750 | 39.6991 | -78.1762 | 3,766 | Press photographer | 1984-02-14 | 2da00997da95000d9cb55c2ffccfa944 | 1,372,133,397 | 39.598367 | -78.825517 | 0 |
12,136 | 2020-06-25 04:10:18 | 4,839,615,922,685,395 | fraud_Wolf Inc | grocery_pos | 118.6 | Phillip | Robertson | M | 85344 Smith Gateway Apt. 280 | Harrodsburg | IN | 47,434 | 39.013 | -86.5457 | 76 | Social researcher | 1955-05-06 | 4ec0936c1e09f788cf84b3ff7f4fe352 | 1,372,133,418 | 38.86028 | -87.101485 | 0 |
12,137 | 2020-06-25 04:11:23 | 2,657,850,734,909,997 | fraud_Gutmann-Upton | misc_pos | 8.48 | Alan | Howard | M | 04139 Johnson Prairie Suite 401 | Detroit | MI | 48,206 | 42.3749 | -83.1087 | 673,342 | Trading standards officer | 1946-11-01 | 833d0de660b9a1600f53ee61ba7a604c | 1,372,133,483 | 42.923804 | -82.718019 | 0 |
12,138 | 2020-06-25 04:12:46 | 4,449,530,933,957,323 | fraud_Reichert, Shanahan and Hayes | shopping_net | 55.11 | Felicia | Mckee | F | 84079 Thomas Burgs | Tomales | CA | 94,971 | 38.2427 | -122.9145 | 337 | Occupational psychologist | 1954-07-05 | 401681b1d76452dfb2607596e18f195a | 1,372,133,566 | 38.586129 | -122.472958 | 0 |
12,139 | 2020-06-25 04:12:58 | 2,274,911,989,136,158 | fraud_Cassin-Harvey | grocery_net | 104.97 | Robert | Velazquez | M | 3136 Silva Stream | Parker | CO | 80,138 | 39.5102 | -104.7216 | 84,861 | Materials engineer | 1932-03-10 | ced51a490598a69d7a5912a45b237ed2 | 1,372,133,578 | 40.465373 | -104.567654 | 0 |
12,140 | 2020-06-25 04:13:57 | 3,564,839,259,330,465 | fraud_Tillman, Dickinson and Labadie | gas_transport | 60.26 | 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 | c31a674ff17cb7723ed192e368daf152 | 1,372,133,637 | 37.71723 | -121.430588 | 0 |
12,141 | 2020-06-25 04:14:15 | 349,612,764,943,496 | fraud_Murray-Smitham | grocery_pos | 99.08 | Xavier | Beltran | M | 61107 Edwards Dam Apt. 463 | Big Creek | KY | 40,914 | 37.1046 | -83.5706 | 467 | Psychologist, forensic | 1984-06-04 | 3d36f65a0765478aafc2b975ceca7dc3 | 1,372,133,655 | 37.485469 | -84.147276 | 0 |
12,142 | 2020-06-25 04:14:26 | 36,485,887,555,770 | fraud_Bernier, Streich and Jewess | grocery_net | 25.33 | Michael | Gross | M | 230 Ryan Tunnel Apt. 025 | Fulton | OH | 43,321 | 40.4971 | -82.8342 | 267 | Facilities manager | 2005-01-29 | c10d20c746f2874ec6010166dd04137a | 1,372,133,666 | 40.968578 | -83.438849 | 0 |
12,143 | 2020-06-25 04:14:40 | 502,038,091,380 | fraud_Watsica, Haag and Considine | shopping_pos | 145.63 | Kurt | Peters | M | 7290 Ashlee Keys | Kissee Mills | MO | 65,680 | 36.6704 | -93.0377 | 1,201 | Engineer, agricultural | 1980-03-18 | 1499ea36169554c26d414808f5d7ba7a | 1,372,133,680 | 36.554111 | -93.813214 | 0 |
12,144 | 2020-06-25 04:17:00 | 4,505,383,113,689 | fraud_Bins-Tillman | entertainment | 34.34 | Alicia | Hawkins | F | 507 John Overpass Suite 424 | Harwood | MD | 20,776 | 38.8582 | -76.6145 | 3,289 | Quantity surveyor | 1933-03-15 | 32552d44dc8ecc640556fed3e632a53d | 1,372,133,820 | 38.14412 | -76.838612 | 0 |
12,145 | 2020-06-25 04:18:52 | 3,583,793,405,872,580 | fraud_Kling Inc | gas_transport | 67.64 | Beth | Lambert | F | 6447 Johnson Estates Apt. 986 | Roosevelt | OK | 73,564 | 34.847 | -98.9836 | 551 | Amenity horticulturist | 1970-09-27 | 50a1bc4c66cef2aa10b516608198074b | 1,372,133,932 | 35.358075 | -99.104542 | 0 |
12,146 | 2020-06-25 04:19:25 | 4,642,255,475,285,942 | fraud_Roob LLC | grocery_net | 65.8 | Sabrina | Johnson | F | 320 Nicholson Orchard | Thompson | UT | 84,540 | 38.9999 | -109.615 | 46 | Surveyor, minerals | 1987-04-23 | 9a582765442b415f3d461a466a7d43d6 | 1,372,133,965 | 39.662459 | -109.442527 | 0 |
12,147 | 2020-06-25 04:20:38 | 4,464,457,352,619 | fraud_Raynor, Feest and Miller | gas_transport | 57.88 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | ae5244ee562c4ffe205f3474457094ed | 1,372,134,038 | 28.935645 | -84.133734 | 0 |
12,148 | 2020-06-25 04:20:58 | 4,996,263,498,048,679 | fraud_Jenkins, Hauck and Friesen | gas_transport | 65.62 | Kendra | King | F | 154 Hernandez Keys | Smith River | CA | 95,567 | 41.9404 | -124.1587 | 1,930 | Web designer | 1983-06-13 | c6734ca3ee3c9d18cee02df99c9cfe94 | 1,372,134,058 | 41.592996 | -124.116979 | 0 |
12,149 | 2020-06-25 04:21:24 | 4,687,263,141,103 | fraud_Conroy-Cruickshank | gas_transport | 49.66 | Sarah | Cross | F | 273 Phillip Throughway | Bigelow | MN | 56,117 | 43.5336 | -95.6515 | 399 | Economist | 1977-04-28 | f1a8259a24a75321a287ab3990da74af | 1,372,134,084 | 42.800819 | -95.424732 | 0 |
12,150 | 2020-06-25 04:21:33 | 3,506,040,590,383,211 | fraud_Vandervort-Funk | grocery_pos | 98.86 | Michael | Orozco | M | 13956 Hughes Causeway Suite 124 | Alder | MT | 59,710 | 45.1939 | -112.0568 | 286 | Chief of Staff | 1989-03-09 | 5926e5264487a33efb7d5b28d37ac899 | 1,372,134,093 | 44.569155 | -111.51963 | 0 |
12,151 | 2020-06-25 04:22:27 | 4,969,856,774,088,583 | fraud_Herman, Treutel and Dickens | misc_net | 2.82 | Jacqueline | Prince | F | 27823 Andrew Underpass Suite 948 | Metairie | LA | 70,003 | 29.9975 | -90.2146 | 137,067 | Advertising account planner | 1951-12-04 | 1f973d66f68d05c8ab5f9fabd5eb8b69 | 1,372,134,147 | 30.172348 | -90.886954 | 0 |
12,152 | 2020-06-25 04:26:01 | 30,199,621,383,748 | fraud_Dicki Ltd | grocery_net | 58.48 | Theresa | Powell | F | 117 Natasha Vista Suite 936 | Leonard | TX | 75,452 | 33.4044 | -96.2238 | 4,090 | Sub | 1977-03-23 | a57352c800145d80956471a6415fb86c | 1,372,134,361 | 32.849701 | -96.676144 | 0 |
12,153 | 2020-06-25 04:26:06 | 501,882,822,387 | fraud_Labadie, Treutel and Bode | shopping_net | 44.96 | Melissa | Phillips | F | 5069 Scott Pass Apt. 654 | Meadville | MS | 39,653 | 31.4285 | -90.8578 | 2,799 | Therapist, horticultural | 1961-01-21 | 397a2ba62b9be9a01800ec1f5cefb7ae | 1,372,134,366 | 31.222088 | -91.47455 | 0 |
12,154 | 2020-06-25 04:26:16 | 213,180,742,685,905 | fraud_Johnson, Runolfsdottir and Mayer | misc_net | 6.06 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | cdb34b24ebbeefd35170ffb00c66a5d5 | 1,372,134,376 | 41.452988 | -123.81206 | 0 |
12,155 | 2020-06-25 04:26:40 | 30,143,535,920,989 | fraud_Parisian and Sons | gas_transport | 40.97 | Lisa | Collins | F | 44197 Jeffrey Port Suite 050 | Bridgeport | NJ | 8,014 | 39.8016 | -75.3478 | 504 | Engineer, control and instrumentation | 1980-08-17 | e7b9358da302fce1fcf1ef522628a24b | 1,372,134,400 | 40.138889 | -75.297216 | 0 |
12,156 | 2020-06-25 04:27:04 | 30,026,790,933,302 | fraud_Christiansen-Gusikowski | misc_pos | 36.83 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | 5880b97bfd465b312ba5de49b1b2bb45 | 1,372,134,424 | 31.989515 | -90.405353 | 0 |
12,157 | 2020-06-25 04:28:47 | 630,451,534,402 | fraud_Erdman-Kertzmann | gas_transport | 42.18 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | 4a0b71ef62043afe9a5c5dac27842029 | 1,372,134,527 | 47.12876 | -86.346178 | 0 |
12,158 | 2020-06-25 04:29:05 | 377,895,991,033,232 | fraud_Schumm, McLaughlin and Carter | food_dining | 25.59 | Kimberly | Myers | F | 6881 King Isle Suite 228 | Higganum | CT | 6,441 | 41.4682 | -72.5751 | 5,438 | Librarian, academic | 1964-11-17 | acd588ebe19f2166f082450237814553 | 1,372,134,545 | 40.49001 | -73.505963 | 0 |
12,159 | 2020-06-25 04:29:36 | 30,030,380,240,193 | fraud_Swift, Bradtke and Marquardt | grocery_net | 45.96 | William | Jenkins | M | 50614 Kevin Point | Harper | TX | 78,631 | 30.2816 | -99.241 | 2,395 | Pharmacist, community | 1993-11-17 | 0d408c0a7f7ae31cf07d30fec5d0733d | 1,372,134,576 | 30.496491 | -98.799954 | 0 |
12,160 | 2020-06-25 04:29:52 | 3,575,540,972,310,993 | fraud_Kutch LLC | gas_transport | 63.94 | Rachel | Villarreal | F | 250 Carrie Throughway | University | MS | 38,677 | 34.3396 | -89.5736 | 4,198 | Curator | 2001-06-22 | 00de98f47533f28fe5ea8643c6b6d012 | 1,372,134,592 | 33.490133 | -90.262368 | 0 |
12,161 | 2020-06-25 04:31:37 | 4,922,710,831,011,201 | fraud_Friesen Inc | shopping_pos | 414.7 | Heather | Chase | F | 6888 Hicks Stream Suite 954 | Manor | PA | 15,665 | 40.3359 | -79.6607 | 1,472 | Public affairs consultant | 1941-03-07 | 9c80b75590c8f540dd7b5ee76ea848cd | 1,372,134,697 | 40.25161 | -79.207162 | 0 |
12,162 | 2020-06-25 04:31:59 | 6,011,366,578,560,244 | fraud_Kohler, Lindgren and Koelpin | grocery_net | 21.11 | Adam | Stark | M | 0912 Mark Fields Apt. 080 | Mc Veytown | PA | 17,051 | 40.5046 | -77.7186 | 4,653 | Nutritional therapist | 1997-07-01 | 77b5426347cfc323b4ddf4ec69cf3e3c | 1,372,134,719 | 39.66681 | -78.682309 | 0 |
12,163 | 2020-06-25 04:32:23 | 4,070,511,711,385,545 | fraud_Cartwright-Harris | grocery_pos | 127.92 | Stephanie | Hopkins | F | 44089 Carrie Crossing Suite 954 | Falls City | TX | 78,113 | 28.9814 | -98.0156 | 2,435 | Engineer, mining | 1967-04-09 | d55e4fb67dbfc63db23a49034c4c49a2 | 1,372,134,743 | 28.221914 | -98.56728 | 0 |
12,164 | 2020-06-25 04:32:25 | 4,505,383,113,689 | fraud_Abshire PLC | entertainment | 9.18 | Alicia | Hawkins | F | 507 John Overpass Suite 424 | Harwood | MD | 20,776 | 38.8582 | -76.6145 | 3,289 | Quantity surveyor | 1933-03-15 | 3d05553f1e0139e3485fdb29bc6b75ae | 1,372,134,745 | 38.821874 | -76.491116 | 0 |
12,165 | 2020-06-25 04:33:25 | 4,642,255,475,285,942 | fraud_Huel, Hammes and Witting | grocery_pos | 119.05 | Sabrina | Johnson | F | 320 Nicholson Orchard | Thompson | UT | 84,540 | 38.9999 | -109.615 | 46 | Surveyor, minerals | 1987-04-23 | b7193c23b4f2c6bd8782ecc1d87cafdf | 1,372,134,805 | 38.565359 | -109.40693 | 0 |
12,166 | 2020-06-25 04:33:47 | 4,158,945,090,781,624 | fraud_Smitham-Boehm | grocery_net | 36 | Justin | Bell | M | 5323 Walker Island | Pittsburgh | PA | 15,217 | 40.4308 | -79.9205 | 687,276 | Scientist, marine | 1973-10-19 | ddbb5ec14ff9ce85b65def86d55beb37 | 1,372,134,827 | 40.210572 | -79.026332 | 0 |
12,167 | 2020-06-25 04:34:05 | 3,521,417,320,836,166 | fraud_Cremin, Hamill and Reichel | misc_pos | 20.17 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | ee0a00faa0a450fbf3a250af2a86db2d | 1,372,134,845 | 40.527614 | -87.256118 | 0 |
12,168 | 2020-06-25 04:34:07 | 4,452,366,298,769,043 | fraud_Cummerata-Jones | gas_transport | 45.55 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | be5a326e0606d305f5b38ea01c9328e2 | 1,372,134,847 | 31.69612 | -96.49374 | 0 |
12,169 | 2020-06-25 04:35:14 | 4,797,297,220,948,469,000 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 62.41 | Erica | Briggs | F | 3310 Davidson Spurs Apt. 107 | Oolitic | IN | 47,451 | 38.8938 | -86.5246 | 1,228 | Counsellor | 1991-03-13 | 213c9c3ae0075a013b8fc9c02a50488a | 1,372,134,914 | 39.165051 | -87.375267 | 0 |
12,170 | 2020-06-25 04:35:46 | 60,490,596,305 | fraud_Rau and Sons | grocery_pos | 123.27 | Karen | Johnson | F | 4349 Anna Flat Suite 214 | Haynes | AR | 72,341 | 34.8838 | -90.7666 | 222 | Programmer, applications | 1963-05-19 | 1582db365459058cc93355b0547dacb4 | 1,372,134,946 | 34.045312 | -91.344177 | 0 |
12,171 | 2020-06-25 04:36:40 | 347,073,228,412,010 | fraud_Wiegand-Lowe | grocery_net | 40.76 | Ryan | Johnson | M | 40178 Lisa Mission | Alva | WY | 82,711 | 44.6873 | -104.4414 | 110 | Administrator, local government | 1973-05-16 | 43e26a26f7ecadb4deba57dcd4b1f163 | 1,372,135,000 | 44.752889 | -104.9023 | 0 |
12,172 | 2020-06-25 04:37:03 | 6,011,504,998,544,485 | fraud_Olson, Becker and Koch | gas_transport | 75.5 | Ashley | Whitney | F | 4038 Smith Avenue | Jones | AL | 36,749 | 32.5104 | -86.8138 | 1,089 | Materials engineer | 1971-11-02 | 065a08ad59d1aa5b619c28a01b0581e8 | 1,372,135,023 | 33.091828 | -86.511401 | 0 |
12,173 | 2020-06-25 04:37:49 | 4,666,314,527,820,883,000 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 76.53 | Guy | Thompson | M | 5812 Ramos Oval Suite 598 | Ravenna | NE | 68,869 | 41.0233 | -98.9041 | 2,202 | Solicitor, Scotland | 1974-06-21 | cc211e9f9aeb1418eaffeaa74fd57973 | 1,372,135,069 | 41.103934 | -99.382233 | 0 |
12,174 | 2020-06-25 04:38:09 | 2,383,461,948,823,908 | fraud_Mosciski, Ziemann and Farrell | shopping_net | 22.96 | Patrick | Vaughan | M | 651 Miller Common | Parsonsfield | ME | 4,047 | 43.745 | -70.9092 | 1,892 | Audiological scientist | 1956-03-02 | a7ab8a6f29cf9abf80dadbe8ae6af256 | 1,372,135,089 | 44.435644 | -71.207779 | 0 |
12,175 | 2020-06-25 04:38:40 | 3,582,402,971,899,057 | fraud_Hackett-Lueilwitz | grocery_pos | 53.22 | Michele | Patrick | F | 557 Lynn Garden Suite 907 | Spirit Lake | ID | 83,869 | 47.9657 | -116.868 | 4,161 | Production manager | 1957-06-12 | b427e4068aace3d5b3d66cd52fb01c23 | 1,372,135,120 | 47.018888 | -117.720343 | 0 |
12,176 | 2020-06-25 04:39:11 | 3,576,511,691,045,060 | fraud_Prohaska-Murray | gas_transport | 82.26 | Leah | Garner | F | 147 Mckinney Run Apt. 743 | Ehrhardt | SC | 29,081 | 33.1044 | -81.0221 | 1,352 | Engineer, materials | 1992-10-08 | 6289e664cf326a601a1e1898138988d4 | 1,372,135,151 | 33.218358 | -80.093971 | 0 |
12,177 | 2020-06-25 04:39:45 | 6,011,504,998,544,485 | fraud_Casper, Hand and Zulauf | grocery_pos | 90.79 | Ashley | Whitney | F | 4038 Smith Avenue | Jones | AL | 36,749 | 32.5104 | -86.8138 | 1,089 | Materials engineer | 1971-11-02 | 6ca73f4f3c93c9e9dc50284b8cbf4c55 | 1,372,135,185 | 31.785056 | -86.827389 | 0 |
12,178 | 2020-06-25 04:40:36 | 6,592,861,994,408,652 | fraud_Connelly, Reichert and Fritsch | gas_transport | 51.17 | Ashley | Whitehead | F | 58188 Madison Meadow Apt. 949 | Cowlesville | NY | 14,037 | 42.8112 | -78.4481 | 1,166 | Colour technologist | 1983-06-12 | 4b5a9c45dd7ea10d815e17c38b03a7b4 | 1,372,135,236 | 42.544534 | -78.755932 | 0 |
12,179 | 2020-06-25 04:40:45 | 4,099,707,841,315,751 | fraud_McDermott-Weimann | grocery_pos | 102.84 | James | Stephens | M | 1166 Castillo Mountains | Ruckersville | VA | 22,968 | 38.2586 | -78.4074 | 9,815 | Designer, ceramics/pottery | 1975-07-07 | e8a26472675fd7f3bdad4639e5de7b49 | 1,372,135,245 | 38.936103 | -78.632512 | 0 |
12,180 | 2020-06-25 04:41:04 | 4,155,021,259,183,870 | fraud_Goodwin-Nitzsche | grocery_pos | 75.57 | Renee | Parrish | F | 174 Jennifer Meadow Apt. 467 | Mountain Park | OK | 73,559 | 34.7032 | -98.9591 | 540 | Research scientist (life sciences) | 1983-10-12 | 15960ee8c12f4acd88767ccb730c09c6 | 1,372,135,264 | 33.906022 | -99.289167 | 0 |
12,181 | 2020-06-25 04:41:11 | 2,291,163,933,867,244 | fraud_Lockman Ltd | grocery_pos | 55.45 | Jeff | Elliott | M | 351 Darlene Green | Columbia | SC | 29,209 | 33.9659 | -80.9355 | 333,497 | Mechanical engineer | 1968-03-19 | 897ba91eeb8bbb654857dd758ce9fbdd | 1,372,135,271 | 33.41923 | -80.956399 | 0 |
12,182 | 2020-06-25 04:42:54 | 180,036,456,789,979 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 42.99 | Mackenzie | Salazar | F | 982 Melissa Lock | Bagley | WI | 53,801 | 42.9207 | -91.0685 | 878 | Risk analyst | 1974-11-20 | e3847de54bd30f656b96b280af6d1e7f | 1,372,135,374 | 43.620667 | -92.02842 | 0 |
12,183 | 2020-06-25 04:43:01 | 6,011,603,272,871,604 | fraud_Howe PLC | entertainment | 142.34 | Robert | Holland | M | 431 Tracy Expressway | Milner | GA | 30,257 | 33.141 | -84.1759 | 4,138 | Field seismologist | 1969-05-16 | 98bdafbee01b6594baa2c1407a4ea3bc | 1,372,135,381 | 32.969486 | -83.860056 | 0 |
12,184 | 2020-06-25 04:43:05 | 30,143,713,661,454 | fraud_Tromp, Kerluke and Glover | grocery_net | 39.98 | Nicholas | Thornton | M | 5270 Megan Burg Suite 756 | Halma | MN | 56,729 | 48.6669 | -96.5969 | 140 | Embryologist, clinical | 1942-01-06 | e07135190a35284b7f83e8b19ea200dc | 1,372,135,385 | 48.436001 | -96.860346 | 0 |
12,185 | 2020-06-25 04:43:11 | 3,523,898,249,167,098 | fraud_Eichmann, Bogan and Rodriguez | gas_transport | 68.92 | Joshua | Carpenter | M | 04975 Allison Shoal | Bronx | NY | 10,463 | 40.8798 | -73.9067 | 1,382,480 | Therapist, drama | 1990-11-09 | 9ae9d2634923c09340be817273893edd | 1,372,135,391 | 40.63841 | -72.914912 | 0 |
12,186 | 2020-06-25 04:43:19 | 3,567,879,740,649,740 | fraud_Stark-Batz | entertainment | 28.12 | Tanya | Williams | F | 566 Megan Well | Brownville | NY | 13,615 | 44.0577 | -76.0196 | 1,271 | Producer, radio | 1958-08-14 | 995ddaae8fdf59aa5da4b0ab3299b5f4 | 1,372,135,399 | 43.075607 | -76.824718 | 0 |
12,187 | 2020-06-25 04:43:33 | 36,722,699,017,270 | fraud_Luettgen PLC | gas_transport | 45.35 | Jessica | Perez | F | 8172 Robertson Parkways Suite 072 | Superior | AZ | 85,173 | 33.2887 | -111.0985 | 2,872 | Petroleum engineer | 1987-10-28 | 39a5d922abdc9fdb459cd098574324ea | 1,372,135,413 | 33.227994 | -111.085363 | 0 |
12,188 | 2020-06-25 04:44:43 | 502,012,776,709 | fraud_Olson, Becker and Koch | gas_transport | 45.36 | Sherry | Martinez | F | 144 Yu Locks Apt. 754 | Garrattsville | NY | 13,342 | 42.6315 | -75.1866 | 165 | Naval architect | 1945-09-20 | 86350e61c261aae5466cd782277edfd9 | 1,372,135,483 | 43.406123 | -75.824765 | 0 |
12,189 | 2020-06-25 04:45:16 | 4,570,636,521,433,188 | fraud_Dach-Nader | misc_net | 18.51 | Christine | Leblanc | F | 5097 Jodi Vista Suite 811 | Deltona | FL | 32,725 | 28.8989 | -81.2473 | 88,735 | Commercial horticulturist | 1988-04-09 | d4563aa1925ce1831376df22cbea329e | 1,372,135,516 | 28.932302 | -82.187216 | 0 |
12,190 | 2020-06-25 04:45:55 | 30,235,438,713,303 | fraud_Kemmer-Reinger | grocery_net | 39.02 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | 060f04e4ba6dc28d784eafc264214672 | 1,372,135,555 | 38.768603 | -81.692343 | 0 |
12,191 | 2020-06-25 04:46:22 | 180,048,185,037,117 | fraud_Thiel PLC | misc_pos | 196.39 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | 5666997793fd9043c23736577da0cd3f | 1,372,135,582 | 40.311914 | -73.616487 | 0 |
12,192 | 2020-06-25 04:46:36 | 4,973,530,368,125,489,000 | fraud_Dickinson-Rempel | misc_pos | 14.31 | Mary | Rodriguez | F | 8986 Fitzgerald Plains | Winslow | AR | 72,959 | 35.8312 | -94.1187 | 2,786 | Musician | 1965-09-27 | 2988bf05dbd3d0d1ecd43a72d22004fe | 1,372,135,596 | 36.719394 | -94.83767 | 0 |
12,193 | 2020-06-25 04:46:40 | 3,527,536,963,490,470 | fraud_Stroman, Hudson and Erdman | gas_transport | 57.03 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | e1a25294d6111349a1b51b2111142340 | 1,372,135,600 | 33.087215 | -81.381816 | 0 |
12,194 | 2020-06-25 04:48:11 | 3,596,217,206,093,829 | fraud_McDermott-Weimann | grocery_pos | 90.62 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | e8eabbb2acf8446426239a295b400eea | 1,372,135,691 | 40.2507 | -91.713664 | 0 |
12,195 | 2020-06-25 04:48:44 | 213,113,028,819,344 | fraud_Kuhn LLC | shopping_pos | 2.63 | Melanie | Jimenez | F | 77944 Daniels Valley Suite 921 | Camden | NY | 13,316 | 43.3392 | -75.7543 | 6,460 | Building control surveyor | 1959-09-27 | 6e64d1cef0a89690988e53bbc60f07c3 | 1,372,135,724 | 43.236807 | -75.02714 | 0 |
12,196 | 2020-06-25 04:50:38 | 344,709,867,813,900 | fraud_Kuhic Inc | grocery_pos | 183.3 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | fa61c4a031785b280f404c765c1c1136 | 1,372,135,838 | 27.316075 | -80.866942 | 0 |
12,197 | 2020-06-25 04:50:50 | 3,531,606,252,458,308 | fraud_Goodwin-Nitzsche | grocery_pos | 123.02 | Juan | Taylor | M | 7911 Campbell Crossing Apt. 725 | Stoneham | MA | 2,180 | 42.4828 | -71.0978 | 21,437 | Artist | 1964-06-25 | fea0b85a6da37c591305132f9a17c7d0 | 1,372,135,850 | 42.88368 | -70.18828 | 0 |
12,198 | 2020-06-25 04:53:13 | 38,530,489,946,071 | fraud_Stracke-Lemke | grocery_pos | 102.08 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | d0f5bcb28ffa22f0c8cd5c4f973db169 | 1,372,135,993 | 34.898439 | -82.826395 | 0 |
12,199 | 2020-06-25 04:54:32 | 3,596,217,206,093,829 | fraud_Wolf Inc | grocery_pos | 102.36 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | ae8a80e402fdf50ad796636742c703c1 | 1,372,136,072 | 40.021146 | -92.834068 | 0 |
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