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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,283,300 | 2020-06-16 03:12:37 | 3,526,826,139,003,047 | fraud_Robel, Cummerata and Prosacco | gas_transport | 70.91 | Nathan | Massey | M | 5783 Evan Roads Apt. 465 | Falmouth | MI | 49,632 | 44.2529 | -85.017 | 1,126 | Furniture designer | 1955-07-06 | dacb28be2eb9bde24a5baca418340f37 | 1,371,352,357 | 44.843918 | -85.331216 | 0 |
1,283,301 | 2020-06-16 03:12:45 | 213,161,231,269,724 | fraud_Boyer PLC | misc_pos | 9.31 | Alyssa | Morgan | F | 622 Robin Run Suite 764 | Gadsden | AL | 35,901 | 34.048 | -85.9246 | 67,082 | Physiological scientist | 1963-02-09 | d5f12fa5118edc1707d94a28bbaa7498 | 1,371,352,365 | 34.285442 | -86.518849 | 0 |
1,283,302 | 2020-06-16 03:13:02 | 3,511,378,610,369,890 | fraud_Emard Inc | gas_transport | 57.92 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | 74839342250bde38281771069914571b | 1,371,352,382 | 33.842943 | -86.811446 | 0 |
1,283,303 | 2020-06-16 03:13:06 | 30,328,384,440,870 | fraud_Pouros-Conroy | shopping_pos | 9.5 | Helen | Campbell | F | 182 Sergio Summit Apt. 129 | Browning | MO | 64,630 | 40.029 | -93.1607 | 602 | Cytogeneticist | 1954-07-14 | ed689a1e484382835149ffe1a4cf33cd | 1,371,352,386 | 40.009459 | -93.340733 | 0 |
1,283,304 | 2020-06-16 03:14:13 | 377,234,009,633,447 | fraud_Auer-Mosciski | grocery_pos | 108.05 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | dd4ad186a9a059641110f62b0dfae9b7 | 1,371,352,453 | 39.838136 | -77.037013 | 0 |
1,283,305 | 2020-06-16 03:15:09 | 4,550,599,031,376,731 | fraud_Kemmer-Buckridge | misc_pos | 10.69 | Angela | West | F | 9471 Wong Islands | Mansfield | OH | 44,902 | 40.7559 | -82.5123 | 92,985 | Press photographer | 1968-05-29 | bd294c82256bd2a7cea5deacbc4cb8f9 | 1,371,352,509 | 40.031837 | -81.576342 | 0 |
1,283,306 | 2020-06-16 03:15:17 | 630,424,987,505 | fraud_Friesen-Stamm | gas_transport | 58.01 | Jennifer | Black | F | 2870 Bean Terrace Apt. 756 | Thomas | WV | 26,292 | 39.1505 | -79.503 | 836 | Forensic psychologist | 1981-08-29 | ce1093512db6e0c3bbeb42846c3a533c | 1,371,352,517 | 38.951722 | -80.358612 | 0 |
1,283,307 | 2020-06-16 03:15:53 | 4,195,832,462,863,385 | fraud_Huels-Hahn | gas_transport | 59.32 | Victoria | Mcbride | F | 0688 Kevin Manor | Clarksville | MO | 63,336 | 39.3465 | -90.9362 | 1,146 | Exercise physiologist | 1929-04-07 | 28306eb7df2ea50c0de8ca89bbc05f2a | 1,371,352,553 | 39.203633 | -90.976449 | 0 |
1,283,308 | 2020-06-16 03:15:55 | 503,874,407,318 | fraud_Kerluke Inc | misc_net | 1.9 | 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 | 82dbf5dde034dee3bb7253e54d939e8f | 1,371,352,555 | 29.026052 | -98.04933 | 0 |
1,283,309 | 2020-06-16 03:16:50 | 4,198,470,814,557 | fraud_Streich, Hansen and Veum | gas_transport | 48.13 | Christie | Williamson | F | 519 Jerry Views | Avoca | IA | 51,521 | 41.4768 | -95.3509 | 2,036 | Engineering geologist | 1971-08-20 | ef07f9619f2dfacf028c33409a8dee4a | 1,371,352,610 | 42.175248 | -95.135986 | 0 |
1,283,310 | 2020-06-16 03:16:50 | 30,030,380,240,193 | fraud_Tillman, Dickinson and Labadie | gas_transport | 70.63 | William | Jenkins | M | 50614 Kevin Point | Harper | TX | 78,631 | 30.2816 | -99.241 | 2,395 | Pharmacist, community | 1993-11-17 | 0fc326b5a635e9e6e45b11636f02c393 | 1,371,352,610 | 31.148812 | -100.169066 | 0 |
1,283,311 | 2020-06-16 03:18:03 | 3,518,669,219,150,142 | fraud_Morar Inc | grocery_net | 31.87 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | 6d43fd18c2fea92f5c3d50305cd7dbdc | 1,371,352,683 | 38.226389 | -85.040126 | 0 |
1,283,312 | 2020-06-16 03:18:19 | 348,379,466,427,142 | fraud_Towne, Walker and Borer | grocery_net | 66.04 | Michael | Rowe | M | 7428 Martinez Flats | Melbourne | FL | 32,935 | 28.1384 | -80.6524 | 139,650 | Database administrator | 1957-01-23 | ec7f30d290756e6b896ac35326c51c54 | 1,371,352,699 | 29.042715 | -81.137972 | 0 |
1,283,313 | 2020-06-16 03:18:57 | 581,686,439,828 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 41.41 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 71a220c6e08b4c2b8c5de33b2fae2c91 | 1,371,352,737 | 42.338796 | -80.8079 | 0 |
1,283,314 | 2020-06-16 03:19:10 | 571,314,334,723 | fraud_Kuvalis Ltd | gas_transport | 49.08 | Lori | Mclean | F | 4548 Werner Wells Apt. 441 | Mc Clellandtown | PA | 15,458 | 39.8882 | -79.8694 | 2,379 | Sales professional, IT | 1971-01-19 | c03ef0f3ba82a29c34acf4195ca442dc | 1,371,352,750 | 40.476163 | -80.863494 | 0 |
1,283,315 | 2020-06-16 03:19:39 | 6,595,970,453,799,027 | fraud_Murray-Smitham | grocery_pos | 99.26 | Gina | Gomez | F | 72030 Shelton Crossing Apt. 742 | Stirling | NJ | 7,980 | 40.6774 | -74.4968 | 2,307 | Science writer | 1969-09-11 | df95c057d9f95e5c6cc15f58062fec91 | 1,371,352,779 | 40.482696 | -75.334509 | 0 |
1,283,316 | 2020-06-16 03:19:48 | 30,518,206,766,474 | fraud_Schmitt Inc | gas_transport | 46.08 | Tamara | Martinez | F | 471 Marquez Prairie Suite 680 | Matthews | MO | 63,867 | 36.7154 | -89.6287 | 1,019 | Aeronautical engineer | 1979-01-26 | f6da7766814f121cafebbd69d604f7ff | 1,371,352,788 | 37.149502 | -90.431271 | 0 |
1,283,317 | 2020-06-16 03:20:09 | 4,259,996,134,423 | fraud_Kiehn-Emmerich | grocery_pos | 95.58 | Julie | Johnson | F | 9331 Robert Passage Suite 327 | Hudson | KS | 67,545 | 38.1485 | -98.6408 | 215 | Probation officer | 1968-11-22 | c9d9606554288e55e0592177de247392 | 1,371,352,809 | 39.102838 | -98.800949 | 0 |
1,283,318 | 2020-06-16 03:20:16 | 4,244,953,610,136,705,500 | fraud_DuBuque LLC | grocery_pos | 91.59 | Christopher | Odom | M | 81446 Nicole Highway Apt. 874 | Richland | NJ | 8,350 | 39.485 | -74.8776 | 825 | Licensed conveyancer | 1991-07-06 | cc5da6c01ef5eb659357acf9041dd2cf | 1,371,352,816 | 39.135645 | -74.522033 | 0 |
1,283,319 | 2020-06-16 03:20:48 | 571,465,035,400 | fraud_Quitzon, Green and Bashirian | shopping_pos | 113.14 | Louis | Fisher | M | 45654 Hess Rest | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Freight forwarder | 1976-02-26 | 32a2e803a3893b639b7fbbe9d3bca7fa | 1,371,352,848 | 43.050409 | -109.053142 | 0 |
1,283,320 | 2020-06-16 03:21:42 | 3,514,865,930,894,695 | fraud_Erdman-Kertzmann | gas_transport | 61.42 | Christopher | Castaneda | M | 1632 Cohen Drive Suite 639 | High Rolls Mountain Park | NM | 88,325 | 32.9396 | -105.8189 | 899 | Naval architect | 1967-08-30 | 3cbd8c594225f783b945684ad3af67a1 | 1,371,352,902 | 32.517517 | -105.03519 | 0 |
1,283,321 | 2020-06-16 03:21:47 | 6,517,217,825,320,610 | fraud_Stanton, Jakubowski and Baumbach | shopping_net | 1.94 | James | Reese | M | 26975 Richardson Mills Apt. 402 | Sontag | MS | 39,665 | 31.6453 | -90.1801 | 1,196 | Librarian, academic | 1958-06-11 | b7584c7a3f56ddc13f25cb9ad64df20b | 1,371,352,907 | 31.374513 | -90.708916 | 0 |
1,283,322 | 2020-06-16 03:22:40 | 180,094,419,304,907 | fraud_Lockman Ltd | grocery_pos | 198.82 | Sharon | Smith | F | 17666 David Valleys | Sun City | CA | 92,585 | 33.7467 | -117.1721 | 54,287 | Designer, exhibition/display | 1972-09-22 | f56f80a16aa317bd1d85046609f64fc1 | 1,371,352,960 | 34.553499 | -117.516949 | 0 |
1,283,323 | 2020-06-16 03:22:44 | 3,573,030,041,201,292 | fraud_Lehner, Mosciski and King | misc_net | 25.5 | Joanne | Williams | F | 3638 Marsh Union | Altonah | UT | 84,002 | 40.3207 | -110.436 | 302 | Sales professional, IT | 1990-01-17 | b55fc25f524329a745452316654bd68b | 1,371,352,964 | 40.804549 | -110.879588 | 0 |
1,283,324 | 2020-06-16 03:23:24 | 4,344,955,088,481,397 | fraud_Smith-Stokes | misc_pos | 30.71 | Christopher | Rodgers | M | 30587 Fox Shores Apt. 627 | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Communications engineer | 1976-09-29 | 3a36747c1bfcc2f25afe6b7d111ff021 | 1,371,353,004 | 40.795756 | -79.082749 | 0 |
1,283,325 | 2020-06-16 03:24:40 | 2,242,542,703,101,233 | fraud_Stroman, Hudson and Erdman | gas_transport | 46.74 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | e0323f416f6df78246b41f699eafcc3f | 1,371,353,080 | 39.421807 | -84.677259 | 0 |
1,283,326 | 2020-06-16 03:24:53 | 5,559,857,416,065,248 | fraud_Pacocha-O'Reilly | grocery_pos | 117.06 | Jack | Hill | M | 5916 Susan Bridge Apt. 939 | Grenada | CA | 96,038 | 41.6125 | -122.5258 | 589 | Systems analyst | 1945-12-21 | 60402fa86c235d17ca0f7da7a402db1e | 1,371,353,093 | 41.258023 | -122.904533 | 0 |
1,283,327 | 2020-06-16 03:24:58 | 376,028,110,684,021 | fraud_Wiza, Schaden and Stark | misc_pos | 41.32 | Aaron | Murray | M | 624 Hale Springs Apt. 572 | Meadville | MO | 64,659 | 39.7795 | -93.3014 | 964 | Tourist information centre manager | 1974-12-23 | 17a2cd306cddc8ad8f4b347178d80c1b | 1,371,353,098 | 39.568022 | -93.931812 | 0 |
1,283,328 | 2020-06-16 03:25:10 | 30,026,790,933,302 | fraud_Baumbach, Feeney and Morar | shopping_net | 92.47 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | bc4fab3464c732f7c3372d958f984c1c | 1,371,353,110 | 32.741654 | -91.209828 | 0 |
1,283,329 | 2020-06-16 03:26:09 | 4,873,783,502,705,038 | fraud_Bogisich Inc | grocery_pos | 369.79 | Elizabeth | Maxwell | F | 194 Goodman Fall Apt. 569 | Burlington | WA | 98,233 | 48.4786 | -122.3345 | 14,871 | Public house manager | 1974-03-10 | d854fe956b510d9f24bd25c56e18cbaa | 1,371,353,169 | 48.841402 | -121.663104 | 1 |
1,283,330 | 2020-06-16 03:26:20 | 4,223,708,906,367,574,000 | fraud_Christiansen-Gusikowski | misc_pos | 40.97 | Adam | Riddle | M | 27718 Mason Bypass | Mount Saint Joseph | OH | 45,051 | 39.0965 | -84.6431 | 177 | Exhibition designer | 1974-05-30 | 1aba067c843c3ad48ed0476c8cb1e5f7 | 1,371,353,180 | 38.974211 | -84.025183 | 0 |
1,283,331 | 2020-06-16 03:26:49 | 213,175,487,106,448 | fraud_Reichert, Shanahan and Hayes | shopping_net | 8.78 | Diane | Jackson | F | 682 Mills Way Apt. 814 | Rule | TX | 79,548 | 33.0771 | -99.959 | 932 | Physicist, medical | 1954-12-10 | 16c564a270a350abe6fd15847dc37f4c | 1,371,353,209 | 33.065349 | -100.02255 | 0 |
1,283,332 | 2020-06-16 03:27:21 | 376,656,886,990,758 | fraud_Jaskolski-Dibbert | grocery_net | 54.44 | Richard | Vance | M | 169 Shelia Knoll Suite 753 | Zavalla | TX | 75,980 | 31.1569 | -94.3871 | 2,836 | Designer, jewellery | 1985-12-03 | 6a0f878650485443d2f8f61aa94b9d82 | 1,371,353,241 | 31.592824 | -94.713659 | 0 |
1,283,333 | 2020-06-16 03:27:27 | 4,173,950,183,554,608 | fraud_Koepp-Parker | grocery_pos | 59.13 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | ce2f1941b984336792a7bdbbfe1341ef | 1,371,353,247 | 40.46468 | -73.910166 | 0 |
1,283,334 | 2020-06-16 03:27:27 | 30,546,453,310,167 | fraud_Jast Ltd | shopping_net | 19.06 | Nicholas | Tran | M | 672 Randall Burg Suite 551 | Belmont | NH | 3,220 | 43.4512 | -71.489 | 7,430 | Scientist, research (medical) | 1955-01-13 | e34e153546fefdbd2addfdce8ab8dffe | 1,371,353,247 | 43.722615 | -70.996526 | 0 |
1,283,335 | 2020-06-16 03:27:50 | 373,905,417,449,658 | fraud_Turner, Ruecker and Parisian | misc_pos | 58.73 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | 7729d280f5ec4a2a3b1823bb0a542640 | 1,371,353,270 | 32.577728 | -96.682024 | 0 |
1,283,336 | 2020-06-16 03:27:50 | 2,713,913,904,780,408 | fraud_Schultz, Simonis and Little | grocery_pos | 72.86 | Jacqueline | Howard | F | 4511 Choi Lock | Delhi | LA | 71,232 | 32.3929 | -91.4714 | 6,581 | Multimedia programmer | 1964-02-13 | 75d739337d48c93c80fab22c39f1e8e9 | 1,371,353,270 | 31.573107 | -91.865521 | 0 |
1,283,337 | 2020-06-16 03:27:55 | 346,243,940,647,414 | fraud_Kovacek, Dibbert and Ondricka | grocery_pos | 45.76 | Sean | Miller | M | 6340 Jeffrey Dale | Thornville | OH | 43,076 | 39.8974 | -82.4071 | 9,051 | Audiological scientist | 1983-01-08 | abc9a55d941b61782694b8df9b4d4e9b | 1,371,353,275 | 40.530984 | -81.700509 | 0 |
1,283,338 | 2020-06-16 03:28:39 | 213,126,662,687,660 | fraud_Koss and Sons | gas_transport | 81.06 | Christopher | Luna | M | 242 Brian Mountain | Laredo | TX | 78,040 | 27.5155 | -99.4986 | 248,858 | Video editor | 1971-01-28 | e55cccfcfe1c094560518cc5feeab85c | 1,371,353,319 | 28.235334 | -100.479705 | 0 |
1,283,339 | 2020-06-16 03:28:57 | 3,533,800,906,065,217 | fraud_Reilly, Heaney and Cole | gas_transport | 63.5 | Amber | Thornton | F | 840 Werner Lock Apt. 852 | Campbell | NE | 68,932 | 40.2967 | -98.737 | 493 | Surveyor, minerals | 1940-09-13 | 844e212c97e64b012f858cb9512f65e3 | 1,371,353,337 | 40.794292 | -99.305688 | 0 |
1,283,340 | 2020-06-16 03:28:58 | 6,593,250,708,747,804 | fraud_O'Keefe-Hudson | grocery_pos | 212.25 | Melissa | Meza | F | 244 Abbott Parkway | Loxahatchee | FL | 33,470 | 26.7383 | -80.276 | 26,551 | Paramedic | 1977-01-04 | 2e8398abda1db194b315ab68ea485bd6 | 1,371,353,338 | 26.266496 | -79.411384 | 0 |
1,283,341 | 2020-06-16 03:29:14 | 5,501,083,170,975,659 | fraud_Raynor, Reinger and Hagenes | gas_transport | 59.75 | Wayne | Payne | M | 587 Bradley Inlet Suite 281 | Cuyahoga Falls | OH | 44,223 | 41.1464 | -81.5107 | 47,772 | Equities trader | 1966-01-04 | 8cb5ea4e87eb7919b0eb841bdf39478e | 1,371,353,354 | 40.15289 | -81.447635 | 0 |
1,283,342 | 2020-06-16 03:29:17 | 630,484,879,808 | fraud_Christiansen-Gusikowski | misc_pos | 33.66 | Ian | Patton | M | 8088 Sherman Radial Suite 689 | Helm | CA | 93,627 | 36.4992 | -120.0936 | 123 | Early years teacher | 1973-02-07 | 8f57eca48acdffc46607f5fb48941244 | 1,371,353,357 | 37.395278 | -120.217381 | 0 |
1,283,343 | 2020-06-16 03:29:29 | 180,094,419,304,907 | fraud_Koepp-Witting | grocery_pos | 200.36 | Sharon | Smith | F | 17666 David Valleys | Sun City | CA | 92,585 | 33.7467 | -117.1721 | 54,287 | Designer, exhibition/display | 1972-09-22 | ff7fadd6f56ee37bc579759bf0344d19 | 1,371,353,369 | 34.331477 | -117.06905 | 0 |
1,283,344 | 2020-06-16 03:29:59 | 3,598,215,285,024,754 | fraud_Lehner, Mosciski and King | misc_net | 380.2 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | 1f237961deb5c4a2a79149b1d6a77ed1 | 1,371,353,399 | 41.057583 | -72.792843 | 0 |
1,283,345 | 2020-06-16 03:30:12 | 3,533,177,016,567,295 | fraud_Ankunding LLC | shopping_net | 9.02 | Derek | Bentley | M | 782 Lee Crossing Apt. 209 | Weeping Water | NE | 68,463 | 40.8731 | -96.1528 | 1,517 | Dealer | 1951-11-08 | f7d6cc1873767a14042b6fe824bebcf4 | 1,371,353,412 | 40.136593 | -95.638299 | 0 |
1,283,346 | 2020-06-16 03:30:49 | 4,430,881,574,719,618 | fraud_Tillman, Fritsch and Schmitt | misc_net | 36.46 | Alicia | Morales | F | 4456 Dunn Roads | Meredith | CO | 81,642 | 39.3199 | -106.6596 | 61 | Public relations account executive | 1939-11-04 | 846fcf200e08ea57d1eee1d7e7781fa5 | 1,371,353,449 | 39.788995 | -106.961133 | 0 |
1,283,347 | 2020-06-16 03:30:53 | 3,597,337,756,918,966 | fraud_Bernhard Inc | gas_transport | 46.71 | 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 | 254b7524b1a7dd42735b3c98ddcc772b | 1,371,353,453 | 39.017638 | -77.52339 | 0 |
1,283,348 | 2020-06-16 03:30:58 | 4,119,762,878,330,989 | fraud_Eichmann, Bogan and Rodriguez | gas_transport | 56.78 | Melinda | Gutierrez | F | 1497 West Gateway | Eureka | IL | 61,530 | 40.7152 | -89.2706 | 6,713 | Archivist | 1945-08-19 | d3cf15a2e9d6e861a9f03414ec879728 | 1,371,353,458 | 41.055611 | -89.286437 | 0 |
1,283,349 | 2020-06-16 03:31:00 | 372,382,441,451,095 | fraud_Mayert Group | shopping_pos | 42.87 | Brent | Terrell | M | 502 Rice Plaza Apt. 979 | Port Ewen | NY | 12,466 | 41.8948 | -73.9767 | 2,471 | Heritage manager | 1966-01-21 | a799a6a4dd257250ed85b8912d23d1af | 1,371,353,460 | 40.91253 | -73.357645 | 0 |
1,283,350 | 2020-06-16 03:31:47 | 3,501,509,250,702,469 | fraud_Smitham-Schiller | grocery_net | 44.48 | 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 | 125b336d14aac74fc5c7130874c56efe | 1,371,353,507 | 25.541861 | -82.196817 | 0 |
1,283,351 | 2020-06-16 03:32:26 | 3,523,898,249,167,098 | fraud_DuBuque LLC | grocery_pos | 52.63 | Joshua | Carpenter | M | 04975 Allison Shoal | Bronx | NY | 10,463 | 40.8798 | -73.9067 | 1,382,480 | Therapist, drama | 1990-11-09 | 2b55f69f7ebe4c02f4f5110d51a075fc | 1,371,353,546 | 40.833737 | -74.271087 | 0 |
1,283,352 | 2020-06-16 03:33:14 | 213,148,039,875,802 | fraud_Funk Group | grocery_net | 58.66 | Jill | Jacobs | F | 034 Kimberly Mountains | Brandon | FL | 33,510 | 27.9551 | -82.2966 | 79,613 | Environmental consultant | 1978-11-30 | d48357bc255256dd4c0f0d47e33bd1cf | 1,371,353,594 | 27.349653 | -82.728939 | 0 |
1,283,353 | 2020-06-16 03:33:20 | 4,710,826,438,164,848,000 | fraud_Cummings LLC | gas_transport | 48.43 | Juan | Henry | M | 9795 Lori Island Suite 346 | Turner | MT | 59,542 | 48.8328 | -108.3961 | 192 | Further education lecturer | 1964-01-04 | 48202edadb193575fbc54243b4460ce5 | 1,371,353,600 | 49.819363 | -108.495032 | 0 |
1,283,354 | 2020-06-16 03:33:24 | 4,509,142,395,811,241 | fraud_Parisian, Schiller and Altenwerth | misc_net | 89.4 | Margaret | Williams | F | 165 Jerry Meadows Suite 460 | Surrency | GA | 31,563 | 31.6489 | -82.1982 | 1,324 | Engineer, technical sales | 1926-07-12 | 40436700d1863ad33c01ef34f6c9a092 | 1,371,353,604 | 31.53337 | -81.537007 | 0 |
1,283,355 | 2020-06-16 03:33:56 | 4,170,689,372,027,579 | fraud_Jaskolski-Dibbert | grocery_net | 45.45 | Samuel | Frey | M | 830 Myers Plaza Apt. 384 | Edmond | OK | 73,034 | 35.6665 | -97.4798 | 116,001 | Media buyer | 1993-05-10 | f17329bbee0132fc2514b2379d6b29d1 | 1,371,353,636 | 34.737187 | -97.318665 | 0 |
1,283,356 | 2020-06-16 03:34:01 | 180,014,262,259,255 | fraud_Doyle Ltd | grocery_pos | 99.17 | Brianna | Page | F | 0043 Henry Plaza | Brantley | AL | 36,009 | 31.571 | -86.2743 | 2,566 | Exercise physiologist | 1958-06-26 | 8843784150243044b2313be7bbb0a44c | 1,371,353,641 | 31.600695 | -87.21607 | 0 |
1,283,357 | 2020-06-16 03:34:39 | 4,826,655,832,045,236 | fraud_Kihn Inc | shopping_pos | 4.08 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | 6c980ae77cb20c951852fd36d1fd6179 | 1,371,353,679 | 42.290927 | -70.185745 | 0 |
1,283,358 | 2020-06-16 03:34:43 | 3,562,679,455,732,797 | fraud_Flatley Group | misc_pos | 2.77 | Amanda | Jones | F | 7320 Jennifer Forges | Queenstown | MD | 21,658 | 39.0026 | -76.1424 | 3,862 | Maintenance engineer | 1962-12-06 | 95217d4cedc92afefef060452a0ed0d3 | 1,371,353,683 | 39.560478 | -75.513123 | 0 |
1,283,359 | 2020-06-16 03:35:13 | 4,826,655,832,045,236 | fraud_McGlynn-Heathcote | misc_net | 52.98 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | 867d9713e95706a2e0389c863d8691a4 | 1,371,353,713 | 41.948246 | -69.577301 | 0 |
1,283,360 | 2020-06-16 03:35:37 | 377,113,842,678,100 | fraud_Little, Gutmann and Lynch | shopping_net | 231.66 | Billy | Gallagher | M | 673 Delgado Burg | Greenwich | NJ | 8,323 | 39.4055 | -75.3209 | 804 | Insurance risk surveyor | 1965-03-25 | 665ba60687a25c3025ff6ed5375e349a | 1,371,353,737 | 38.97547 | -74.992988 | 0 |
1,283,361 | 2020-06-16 03:37:15 | 180,046,765,320,457 | fraud_Mayert Group | shopping_pos | 7.15 | Jared | Camacho | M | 4257 Perez Mall | Canton | OH | 44,702 | 40.8027 | -81.3739 | 192,805 | Building control surveyor | 1963-06-30 | 4f18b942c66ecdd4f7ed4bf7ed3744aa | 1,371,353,835 | 40.366646 | -82.309655 | 0 |
1,283,362 | 2020-06-16 03:37:44 | 6,528,911,529,051,375 | fraud_Jast-McDermott | shopping_pos | 5.21 | Diane | Smith | F | 195 Murray Overpass Apt. 384 | Winter | WI | 54,896 | 45.8327 | -91.0144 | 1,478 | Neurosurgeon | 1965-04-27 | 773a3ea3a97b13b64903b140a071c1df | 1,371,353,864 | 45.366158 | -90.476972 | 0 |
1,283,363 | 2020-06-16 03:38:30 | 342,319,985,983,023 | fraud_Williamson LLC | misc_pos | 33.83 | Bryan | Pugh | M | 6366 French Field | Margaretville | NY | 12,455 | 42.1852 | -74.6178 | 1,988 | Environmental health practitioner | 1978-05-23 | f97649c1ea1001c9215b9b20201b586e | 1,371,353,910 | 42.401325 | -74.044157 | 0 |
1,283,364 | 2020-06-16 03:38:30 | 4,708,992,452,821,239 | fraud_Heidenreich PLC | grocery_pos | 144.34 | Jared | Walters | M | 3326 Hannah Fords | Cord | AR | 72,524 | 35.8184 | -91.3375 | 376 | Designer, ceramics/pottery | 1938-09-08 | d763559da81f4fe814d6d59ff1adab0b | 1,371,353,910 | 36.206668 | -91.699509 | 0 |
1,283,365 | 2020-06-16 03:39:31 | 3,567,879,740,649,740 | fraud_Hudson-Grady | shopping_pos | 3.17 | Tanya | Williams | F | 566 Megan Well | Brownville | NY | 13,615 | 44.0577 | -76.0196 | 1,271 | Producer, radio | 1958-08-14 | dc3bf356ebfaf6b99aac1574dcf8b64d | 1,371,353,971 | 44.361976 | -76.800147 | 0 |
1,283,366 | 2020-06-16 03:39:50 | 3,595,192,916,105,588 | fraud_Huels-Hahn | gas_transport | 75.97 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | bab5ea10c486b6316e9faa951d70686a | 1,371,353,990 | 34.548888 | -79.132127 | 0 |
1,283,367 | 2020-06-16 03:39:53 | 6,528,911,529,051,375 | fraud_Funk Group | grocery_net | 40.39 | Diane | Smith | F | 195 Murray Overpass Apt. 384 | Winter | WI | 54,896 | 45.8327 | -91.0144 | 1,478 | Neurosurgeon | 1965-04-27 | dd08383c2f806e7dc88c7442ad4fb2e9 | 1,371,353,993 | 44.89771 | -91.482758 | 0 |
1,283,368 | 2020-06-16 03:41:01 | 4,951,647,200,979,051 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 366.09 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 08ab7a0d04701d6cb28da74c875b848a | 1,371,354,061 | 37.011792 | -89.611675 | 1 |
1,283,369 | 2020-06-16 03:41:02 | 4,457,732,997,086,323,700 | fraud_Lind, Huel and McClure | gas_transport | 63.99 | Stanley | Mayo | M | 3433 Jones Branch | Fiddletown | CA | 95,629 | 38.5234 | -120.6763 | 832 | Immigration officer | 1987-05-19 | c4142fd16b1d3da8f3ac30355c3a6eaa | 1,371,354,062 | 37.903532 | -120.334883 | 0 |
1,283,370 | 2020-06-16 03:41:16 | 2,229,378,226,512,508 | fraud_Kuhic Inc | grocery_pos | 92.02 | Thomas | Hale | M | 949 Smith Parkway | Cazenovia | WI | 53,924 | 43.4987 | -90.2796 | 1,360 | Occupational hygienist | 1984-11-06 | bf8e14858bdba96bfa4fd3b33cb1b198 | 1,371,354,076 | 42.615099 | -91.093574 | 0 |
1,283,371 | 2020-06-16 03:41:17 | 4,862,293,128,558 | fraud_Lind, Huel and McClure | gas_transport | 68.66 | Elizabeth | Payne | F | 897 Daugherty Mission | Grassflat | PA | 16,839 | 41.0036 | -78.1104 | 489 | Pension scheme manager | 1956-09-15 | 93c60ac95e717b9d1d1a7fd2ebbd6454 | 1,371,354,077 | 41.803684 | -78.310966 | 0 |
1,283,372 | 2020-06-16 03:41:52 | 4,503,101,193,493,053,000 | fraud_Boehm, Predovic and Reinger | misc_pos | 105.78 | Katherine | Tucker | F | 670 Le Meadows Suite 250 | Lakeland | FL | 33,811 | 27.9865 | -82.0139 | 237,282 | Clothing/textile technologist | 1979-07-03 | 9cd1dfd29a1e9892c7fd44de7f5bcf05 | 1,371,354,112 | 27.230561 | -82.188538 | 0 |
1,283,373 | 2020-06-16 03:42:51 | 4,599,735,407,877,245,000 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 57.75 | Mary | Myers | F | 39787 Pamela Fall Suite 639 | Tiptonville | TN | 38,079 | 36.3846 | -89.4649 | 5,577 | Geochemist | 1964-12-30 | a65de331417a22ea9063bb004236a8ae | 1,371,354,171 | 36.216678 | -89.784959 | 0 |
1,283,374 | 2020-06-16 03:43:58 | 30,082,025,922,891 | fraud_Hudson-Grady | shopping_pos | 4.87 | Kathleen | Thompson | F | 199 Patterson Fords Apt. 132 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Pilot, airline | 1934-06-23 | d3f0848b7365d257e958a243302df83c | 1,371,354,238 | 25.600642 | -81.928546 | 0 |
1,283,375 | 2020-06-16 03:45:56 | 676,281,772,837 | fraud_Kuphal-Toy | food_dining | 176.91 | Alicia | Bishop | F | 222 Freeman Islands | Whigham | GA | 39,897 | 30.8836 | -84.3246 | 3,430 | Editor, commissioning | 1950-03-25 | 6769a48ab5af0c5fb67121bc7a3b450a | 1,371,354,356 | 30.935379 | -84.932231 | 0 |
1,283,376 | 2020-06-16 03:46:15 | 30,026,790,933,302 | fraud_Streich, Hansen and Veum | gas_transport | 79.48 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | 998021d9d1d222ca63f3ce2c8d109624 | 1,371,354,375 | 32.907512 | -91.359742 | 0 |
1,283,377 | 2020-06-16 03:46:26 | 501,899,453,424 | fraud_Cummings LLC | gas_transport | 64.99 | Jessica | Dominguez | F | 06393 Nancy Parkways Suite 855 | Gadsden | AL | 35,903 | 33.9845 | -85.9077 | 67,082 | Ceramics designer | 1970-01-08 | e7cd31b9a5f4ba3a913a02427ff10430 | 1,371,354,386 | 34.687529 | -85.670016 | 0 |
1,283,378 | 2020-06-16 03:46:51 | 4,464,457,352,619 | fraud_Goodwin-Nitzsche | grocery_pos | 86.92 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | 4884fa381e8be0fa72bd1ecebf66bf9d | 1,371,354,411 | 29.363742 | -84.343262 | 0 |
1,283,379 | 2020-06-16 03:46:51 | 4,102,003,771,126,577,700 | fraud_Moen, Reinger and Murphy | grocery_pos | 42.82 | William | Fitzgerald | M | 715 Courtney Pike Suite 932 | Keller | TX | 76,248 | 32.9276 | -97.2489 | 95,035 | Probation officer | 1987-06-13 | 8db9b75bf00e8a11f5843688fb1688a6 | 1,371,354,411 | 32.314619 | -96.861124 | 0 |
1,283,380 | 2020-06-16 03:47:24 | 30,135,235,368,675 | fraud_Durgan-Auer | misc_net | 44.56 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | 03a1aa7706742b2e05683cd515e583c6 | 1,371,354,444 | 38.39432 | -94.610252 | 0 |
1,283,381 | 2020-06-16 03:47:44 | 3,545,109,339,866,548 | fraud_Brekke and Sons | gas_transport | 70.88 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | a761728aa8524227e5095e158ce02823 | 1,371,354,464 | 33.350471 | -91.426516 | 0 |
1,283,382 | 2020-06-16 03:47:46 | 4,599,735,407,877,245,000 | fraud_Kris-Padberg | shopping_pos | 33.79 | Mary | Myers | F | 39787 Pamela Fall Suite 639 | Tiptonville | TN | 38,079 | 36.3846 | -89.4649 | 5,577 | Geochemist | 1964-12-30 | 6d34db07ad35e0b64ed51f36650f00f6 | 1,371,354,466 | 36.854025 | -88.787749 | 0 |
1,283,383 | 2020-06-16 03:48:03 | 3,581,130,339,108,561 | fraud_Hackett-Lueilwitz | grocery_pos | 97.21 | Gregory | Wood | M | 622 Robert Summit | Akron | OH | 44,307 | 41.0695 | -81.5488 | 272,134 | Call centre manager | 1964-03-15 | 798aa15ee8f5dcbcfbc367d6c4d9c0ac | 1,371,354,483 | 41.149216 | -81.389178 | 0 |
1,283,384 | 2020-06-16 03:48:22 | 3,596,217,206,093,829 | fraud_Cole PLC | grocery_pos | 104.92 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | 7942dbeef2c0f6d6f5d728db7dbc86cc | 1,371,354,502 | 40.263529 | -91.202771 | 0 |
1,283,385 | 2020-06-16 03:49:34 | 60,422,928,733 | fraud_Mraz-Herzog | gas_transport | 77.54 | Jeffrey | Powers | M | 38352 Parrish Road Apt. 652 | North Augusta | SC | 29,860 | 33.6028 | -81.9748 | 46,944 | Secondary school teacher | 1942-04-02 | a0d30f52cf2a0220d1e0f40e17c32652 | 1,371,354,574 | 33.542467 | -82.81171 | 0 |
1,283,386 | 2020-06-16 03:50:11 | 3,517,814,635,263,522 | fraud_Kutch LLC | gas_transport | 81.43 | 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 | 761e33aac4b0dd739c01d78997c82a4e | 1,371,354,611 | 36.879917 | -81.374916 | 0 |
1,283,387 | 2020-06-16 03:50:15 | 213,161,293,389,774 | fraud_Bogisich Inc | grocery_pos | 126.71 | Catherine | Weber | F | 74890 Rodriguez Springs Apt. 540 | West Henrietta | NY | 14,586 | 43.0397 | -77.6871 | 10,256 | Teacher, primary school | 1968-06-24 | 39019dd04ab5dc4c73690f001613b4a1 | 1,371,354,615 | 44.009152 | -77.377766 | 0 |
1,283,388 | 2020-06-16 03:50:30 | 3,543,591,270,174,051 | fraud_Kiehn Inc | grocery_pos | 105.73 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | b7c1cd9d0eed39f4a4c2bfd5b5a1c4ae | 1,371,354,630 | 40.493499 | -79.830694 | 0 |
1,283,389 | 2020-06-16 03:50:30 | 3,559,160,581,764,413 | fraud_Halvorson Group | misc_pos | 30.84 | Allen | Bell | M | 70147 Amanda Fields | Saint Bonaventure | NY | 14,778 | 42.2701 | -78.6847 | 1,453 | Toxicologist | 1974-02-15 | 96544e286b23822c25d1cc9e6f8d3534 | 1,371,354,630 | 42.35505 | -78.475845 | 0 |
1,283,390 | 2020-06-16 03:50:54 | 5,559,857,416,065,248 | fraud_Spencer-Runolfsson | misc_pos | 130.47 | Jack | Hill | M | 5916 Susan Bridge Apt. 939 | Grenada | CA | 96,038 | 41.6125 | -122.5258 | 589 | Systems analyst | 1945-12-21 | ac7a6b73d19021caae67cc528a047617 | 1,371,354,654 | 41.579391 | -122.787621 | 0 |
1,283,391 | 2020-06-16 03:51:40 | 4,500,002,361,389 | fraud_Schumm PLC | shopping_net | 5.38 | Joseph | Nixon | M | 86882 Desiree Camp Suite 047 | Tyaskin | MD | 21,865 | 38.2833 | -75.8465 | 470 | Music tutor | 1965-04-07 | eb82d87f6a5b7957fdfa25ca78cc3e7c | 1,371,354,700 | 38.349657 | -76.41753 | 0 |
1,283,392 | 2020-06-16 03:53:24 | 377,234,009,633,447 | fraud_Reilly, Heaney and Cole | gas_transport | 50.63 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | e0ad1487a2e0bec801d1ac46cf53c85f | 1,371,354,804 | 40.157064 | -78.391856 | 0 |
1,283,393 | 2020-06-16 03:54:46 | 4,990,494,243,023 | fraud_Jaskolski-Dibbert | grocery_net | 39.23 | Martin | Ford | M | 56812 Francis Courts | Corriganville | MD | 21,524 | 39.6967 | -78.8031 | 626 | Energy engineer | 1960-12-13 | 51c92816e14f06113ce3fca689e969aa | 1,371,354,886 | 39.996027 | -79.215557 | 0 |
1,283,394 | 2020-06-16 03:54:50 | 6,011,382,886,333,463 | fraud_Pacocha-O'Reilly | grocery_pos | 121.12 | Martin | Duarte | M | 6251 Payne Flats Apt. 581 | Luzerne | MI | 48,636 | 44.6001 | -84.2931 | 864 | General practice doctor | 1942-05-04 | aba947cec76bc83e5a0af68e51a50d58 | 1,371,354,890 | 44.985064 | -84.641002 | 0 |
1,283,395 | 2020-06-16 03:54:53 | 639,077,309,909 | fraud_Schultz, Simonis and Little | grocery_pos | 91.89 | Justin | Carter | M | 853 Miller Bypass Suite 802 | Broomfield | CO | 80,021 | 39.8854 | -105.1139 | 92,337 | Engineer, electronics | 1967-10-18 | d398de70eacee28127bce871794ab276 | 1,371,354,893 | 39.115483 | -105.347212 | 0 |
1,283,396 | 2020-06-16 03:55:17 | 4,935,858,973,307,492 | fraud_Ferry, Reichel and DuBuque | grocery_net | 51.62 | Lance | Wagner | M | 6003 Brady Shoal Apt. 449 | Irwinton | GA | 31,042 | 32.8088 | -83.174 | 1,841 | Film/video editor | 1975-06-01 | d9d6661d60c59dbd1c23cc7b215baa4f | 1,371,354,917 | 32.444587 | -83.567838 | 0 |
1,283,397 | 2020-06-16 03:55:25 | 4,265,776,278,887,457 | fraud_Price Inc | shopping_net | 26.83 | Christine | Best | F | 68248 Deanna Land | Enola | AR | 72,047 | 35.2087 | -92.2123 | 969 | Physicist, medical | 1954-01-05 | c81aef09be29c61533f067e7e97459cc | 1,371,354,925 | 34.360451 | -91.756873 | 0 |
1,283,398 | 2020-06-16 03:55:28 | 4,191,109,180,926,792 | fraud_Stamm-Rodriguez | misc_pos | 101.39 | Jennifer | Spencer | F | 477 Wheeler Burg | Amanda | OH | 43,102 | 39.6251 | -82.7552 | 4,512 | Farm manager | 1992-10-03 | 25229b306b5c755e3050beeb135deaf1 | 1,371,354,928 | 40.425055 | -83.618533 | 0 |
1,283,399 | 2020-06-16 03:55:29 | 3,525,668,150,756,629 | fraud_Bauch-Raynor | grocery_pos | 75.06 | Christopher | Choi | M | 04611 Sandra Spring Suite 059 | Rumely | MI | 49,826 | 46.3481 | -87.0436 | 137 | Film/video editor | 1990-08-13 | 6fa2f1b2141ec5e0c433b5be07522308 | 1,371,354,929 | 45.965738 | -87.719549 | 0 |
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