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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,288,500 | 2020-06-17 23:50:46 | 3,589,289,942,931,264 | fraud_Schulist Ltd | food_dining | 7.74 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | eabc8470afb7d8ca37fce4bb9ea1e836 | 1,371,513,046 | 43.555157 | -97.975297 | 0 |
1,288,501 | 2020-06-17 23:51:07 | 374,497,717,543,058 | fraud_Daugherty-Thompson | food_dining | 3.33 | Linda | Hurst | F | 31701 Tucker Square Suite 893 | Wilton | ND | 58,579 | 47.1709 | -100.7944 | 1,190 | Designer, ceramics/pottery | 1948-06-30 | 7a8f48f1dde2e8dd2ddbd485883ef829 | 1,371,513,067 | 46.384877 | -100.39709 | 0 |
1,288,502 | 2020-06-17 23:51:15 | 4,255,397,449,664,186,000 | fraud_Monahan-Morar | personal_care | 15.78 | George | Smith | M | 7377 Walton Extensions Apt. 979 | Dallas | TX | 75,236 | 32.69 | -96.9177 | 1,263,321 | Designer, interior/spatial | 1952-09-27 | f58a5f6e5838c63ce61848dff215d6ab | 1,371,513,075 | 33.092198 | -97.020195 | 0 |
1,288,503 | 2020-06-17 23:52:15 | 342,952,484,382,519 | fraud_Roberts, Ryan and Smith | personal_care | 32.78 | Kayla | Jones | F | 6033 Young Track Suite 804 | East Canaan | CT | 6,024 | 42.0158 | -73.2913 | 647 | Comptroller | 1987-09-26 | 4668e05fa1c418b5808608f6395d4f87 | 1,371,513,135 | 42.453249 | -72.822467 | 0 |
1,288,504 | 2020-06-17 23:52:22 | 3,585,740,823,295,298 | fraud_Reichert, Rowe and Mraz | shopping_net | 8.79 | James | Greene | M | 082 Hernandez Bypass Apt. 886 | Quanah | TX | 79,252 | 34.2956 | -99.7494 | 3,202 | Librarian, public | 1998-03-18 | 452012d3844df86a881e78aeaf8c7e1e | 1,371,513,142 | 33.948753 | -99.631849 | 0 |
1,288,505 | 2020-06-17 23:52:54 | 4,809,701,904,914 | fraud_Conroy, Balistreri and Gorczany | health_fitness | 20.49 | Sabrina | Nolan | F | 312 Eric Expressway Apt. 014 | Phenix City | AL | 36,869 | 32.4204 | -85.0796 | 59,744 | Chemical engineer | 1984-02-07 | d3acee62ef00012394181ff136ab7f53 | 1,371,513,174 | 31.677654 | -84.330776 | 0 |
1,288,506 | 2020-06-17 23:54:04 | 4,756,039,869,079,882,000 | fraud_Hahn, Bahringer and McLaughlin | personal_care | 68.37 | Francisco | Hernandez | M | 980 Smith Gardens | Gainesville | TX | 76,240 | 33.6547 | -97.1583 | 26,120 | Engineer, manufacturing | 1954-01-06 | 71b68c8208fb0e077cf1a468926738e3 | 1,371,513,244 | 32.93624 | -96.803643 | 0 |
1,288,507 | 2020-06-17 23:55:15 | 4,839,043,708,100,390 | fraud_Tillman, Fritsch and Schmitt | misc_net | 232.34 | Meredith | Campbell | F | 043 Hanson Turnpike | Hedrick | IA | 52,563 | 41.1826 | -92.3097 | 1,583 | Geochemist | 1999-06-28 | d6c7654a8d22bb73a0ba4d886489bb96 | 1,371,513,315 | 41.228892 | -91.477161 | 0 |
1,288,508 | 2020-06-17 23:55:58 | 3,553,629,419,254,918 | fraud_Streich, Rolfson and Wilderman | kids_pets | 8.82 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | d608931ffe2bc29dadb8eb2f64f0942a | 1,371,513,358 | 48.266819 | -122.514411 | 0 |
1,288,509 | 2020-06-17 23:56:13 | 2,222,001,896,600,109 | fraud_Pacocha-Weissnat | kids_pets | 19.63 | Susan | Hernandez | F | 2193 Osborne Run Apt. 789 | Moro | IL | 62,067 | 38.9318 | -89.9618 | 2,401 | Buyer, industrial | 1972-01-03 | 1791c24932735e28e5a30fdaa7b3be4e | 1,371,513,373 | 39.845421 | -89.711657 | 1 |
1,288,510 | 2020-06-17 23:56:48 | 213,114,122,496,591 | fraud_Thompson-Gleason | health_fitness | 129.33 | Jeremy | Perry | M | 797 Jennifer Loop Suite 634 | Minnesota Lake | MN | 56,068 | 43.8295 | -93.8282 | 1,087 | Music tutor | 1963-07-14 | c4fc9e51a1cd32a5c2bd42511a91d46a | 1,371,513,408 | 43.128076 | -93.953179 | 0 |
1,288,511 | 2020-06-17 23:57:07 | 2,229,824,890,647,120 | fraud_Denesik, Powlowski and Pouros | home | 24.7 | Walter | Blair | M | 44951 Williams Brooks | Pearlington | MS | 39,572 | 30.2508 | -89.6011 | 1,414 | Therapist, occupational | 1958-02-17 | 820ee9fdc4926d807df83148901cb02f | 1,371,513,427 | 29.548912 | -88.688684 | 0 |
1,288,512 | 2020-06-17 23:57:50 | 371,226,440,126,102 | fraud_Hilpert-Conroy | kids_pets | 30.51 | Stacy | Lambert | F | 85430 Julie Trafficway Suite 792 | Mulberry Grove | IL | 62,262 | 38.9311 | -89.2463 | 1,810 | Race relations officer | 1974-12-24 | 29ce58087bbd807c29ba25d669ced491 | 1,371,513,470 | 38.054473 | -88.715469 | 0 |
1,288,513 | 2020-06-17 23:58:13 | 3,521,417,320,836,166 | fraud_Lind-Buckridge | entertainment | 28.59 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | 3740a9d7efda3581eeecc1008a0dfcca | 1,371,513,493 | 39.39238 | -85.703888 | 0 |
1,288,514 | 2020-06-18 00:00:47 | 3,593,118,134,380,341 | fraud_Lesch Ltd | shopping_pos | 9.26 | Laura | Casey | F | 6114 Moran Way | Steuben | ME | 4,680 | 44.4971 | -67.9503 | 1,131 | Make | 1959-05-10 | e1c7a348d1ab984063175054dd38bd1c | 1,371,513,647 | 43.526467 | -67.862192 | 0 |
1,288,515 | 2020-06-18 00:01:40 | 3,576,431,665,303,017 | fraud_Brown PLC | misc_net | 232.84 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | 580b1741a52bfc001d681a0036414c39 | 1,371,513,700 | 33.054953 | -111.302943 | 0 |
1,288,516 | 2020-06-18 00:02:06 | 4,452,366,298,769,043 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 56.6 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | 2dcd4e91ab21e89f94433f57bc65fd6e | 1,371,513,726 | 32.376436 | -97.554595 | 0 |
1,288,517 | 2020-06-18 00:02:20 | 4,859,525,594,182,537 | fraud_Bradtke PLC | grocery_pos | 133.13 | Rebecca | Farley | F | 383 Long Islands | Downsville | NY | 13,755 | 42.0716 | -75.0152 | 1,228 | Psychotherapist, child | 1990-02-25 | ba6e1318628205a9aead70bae27a950e | 1,371,513,740 | 42.693923 | -75.911082 | 0 |
1,288,518 | 2020-06-18 00:03:00 | 6,596,735,789,587,928 | fraud_Hermiston, Russel and Price | food_dining | 66.85 | Spencer | Williams | M | 1145 Tony Drive Suite 080 | Watertown | MN | 55,388 | 44.9595 | -93.8482 | 5,619 | Licensed conveyancer | 1959-01-15 | 0809c38ec48b34764a30df78407c0192 | 1,371,513,780 | 45.163349 | -93.144223 | 0 |
1,288,519 | 2020-06-18 00:05:03 | 348,379,466,427,142 | fraud_Stark-Batz | entertainment | 30.08 | Michael | Rowe | M | 7428 Martinez Flats | Melbourne | FL | 32,935 | 28.1384 | -80.6524 | 139,650 | Database administrator | 1957-01-23 | 81e01116a25d7bab3a520d7f8b81ac73 | 1,371,513,903 | 27.7604 | -80.431933 | 0 |
1,288,520 | 2020-06-18 00:05:26 | 3,540,017,235,499,519 | fraud_Roob, Conn and Tremblay | shopping_pos | 127.71 | Lawrence | Frost | M | 82448 Tucker Cliff | Kittery Point | ME | 3,905 | 43.0976 | -70.7121 | 1,780 | Broadcast engineer | 1983-01-21 | d14efd4dea421cca8587c620c0f6c335 | 1,371,513,926 | 43.17816 | -71.036616 | 0 |
1,288,521 | 2020-06-18 00:05:35 | 4,716,561,796,955,522 | fraud_Rempel PLC | grocery_net | 27.71 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | 4cafe10f87851d6ef2eedac71e8ab13a | 1,371,513,935 | 47.425228 | -111.892503 | 0 |
1,288,522 | 2020-06-18 00:06:39 | 3,520,550,088,202,337 | fraud_Eichmann, Bogan and Rodriguez | gas_transport | 40.87 | Micheal | Walters | M | 15315 Vaughn Park Suite 356 | Hovland | MN | 55,606 | 47.8342 | -90.0476 | 272 | Freight forwarder | 2001-07-05 | 92164f5084317a26f726a5fc212ea143 | 1,371,513,999 | 48.472409 | -90.317479 | 0 |
1,288,523 | 2020-06-18 00:09:01 | 4,560,395,181,594,436,000 | fraud_Towne LLC | misc_pos | 9.97 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | 5e43196ef3580f64aca47bb1323ef32f | 1,371,514,141 | 39.652459 | -122.568903 | 0 |
1,288,524 | 2020-06-18 00:09:28 | 2,610,529,083,834,453 | fraud_Stehr, Jewess and Schimmel | misc_net | 1.02 | Tanya | Dickerson | F | 053 Kim Valley Suite 928 | Old Hickory | TN | 37,138 | 36.2416 | -86.6117 | 22,191 | Prison officer | 1994-07-27 | e6ed57d50fca015571397c3f7a1269bd | 1,371,514,168 | 35.288931 | -85.618897 | 0 |
1,288,525 | 2020-06-18 00:09:50 | 4,384,910,379,661,778 | fraud_Goyette, Howell and Collier | shopping_pos | 8.67 | Michelle | Russell | F | 55505 Christy Via | Hawley | MN | 56,549 | 46.9777 | -96.4092 | 4,508 | Naval architect | 1949-04-24 | 38655d9b483951e32abfb1c58a0512be | 1,371,514,190 | 47.110515 | -97.048136 | 0 |
1,288,526 | 2020-06-18 00:10:14 | 2,231,186,809,828,225 | fraud_Hoppe, Harris and Bednar | entertainment | 46.09 | Katherine | Pennington | F | 73869 Connie Prairie | Vienna | GA | 31,092 | 32.0913 | -83.7922 | 7,420 | Phytotherapist | 1957-01-15 | c867a26c551d0f5c0f3e649335a73437 | 1,371,514,214 | 32.32351 | -83.798029 | 0 |
1,288,527 | 2020-06-18 00:10:48 | 3,536,918,668,124,647 | fraud_Bins-Tillman | entertainment | 8.04 | Michelle | Juarez | F | 44864 Melton Vista Suite 310 | San Jose | CA | 95,148 | 37.3304 | -121.7913 | 973,849 | Science writer | 1955-06-12 | 85a5aa966afc123414508215bdfd6739 | 1,371,514,248 | 38.090026 | -122.650566 | 0 |
1,288,528 | 2020-06-18 00:11:22 | 502,012,776,709 | fraud_Welch, Rath and Koepp | entertainment | 18.03 | Sherry | Martinez | F | 144 Yu Locks Apt. 754 | Garrattsville | NY | 13,342 | 42.6315 | -75.1866 | 165 | Naval architect | 1945-09-20 | 5b08695f5bbcee5892d4ff2361aa035e | 1,371,514,282 | 41.744753 | -74.821373 | 0 |
1,288,529 | 2020-06-18 00:11:48 | 374,238,209,524,200 | fraud_Heller, Gutmann and Zieme | grocery_pos | 109.01 | Daniel | Martinez | M | 8510 Acevedo Burgs | Kent | OR | 97,033 | 45.0838 | -120.6649 | 60 | Museum education officer | 1942-04-03 | 28bfb6bf74af2f575c988298734a065f | 1,371,514,308 | 45.91595 | -120.538654 | 0 |
1,288,530 | 2020-06-18 00:11:51 | 568,279,015,842 | fraud_Ankunding LLC | shopping_net | 110.26 | Micheal | Hernandez | M | 6139 Mark Rapid Apt. 651 | Christine | ND | 58,015 | 46.5522 | -96.7909 | 291 | Television floor manager | 1991-05-01 | ad9b7f9563d5cf3cfaf17ed3e89a5548 | 1,371,514,311 | 45.632821 | -97.163076 | 0 |
1,288,531 | 2020-06-18 00:13:04 | 4,373,370,572,092,720,600 | fraud_Murray-Smitham | grocery_pos | 107.16 | Hailey | Rhodes | F | 337 Michael Harbors Suite 722 | Michigan | ND | 58,259 | 48.0204 | -98.1186 | 454 | Producer, television/film/video | 1972-07-29 | 9074a86944fb03fd82dec94d20346a5e | 1,371,514,384 | 47.655503 | -97.278996 | 0 |
1,288,532 | 2020-06-18 00:15:04 | 375,974,680,629,816 | fraud_Corwin-Collins | gas_transport | 47.87 | Roberta | Mccarthy | F | 94431 Matthew Mall Suite 296 | Plymouth | CT | 6,782 | 41.6611 | -73.0449 | 2,376 | Herpetologist | 1973-04-06 | 657f52a47a6ea68066651517fd6df70c | 1,371,514,504 | 42.235224 | -73.287519 | 0 |
1,288,533 | 2020-06-18 00:15:44 | 4,181,833,256,558,614,000 | fraud_Block-Parisian | misc_net | 4.75 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | 95d49343d94009307f64f6d7c7d44648 | 1,371,514,544 | 36.379877 | -104.657283 | 0 |
1,288,534 | 2020-06-18 00:16:22 | 4,452,366,298,769,043 | fraud_Volkman Ltd | misc_net | 1.8 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | bada0b99bcd4f20f75a3463ad51d69fb | 1,371,514,582 | 32.097004 | -97.479399 | 0 |
1,288,535 | 2020-06-18 00:19:46 | 4,169,388,510,116 | fraud_Reynolds-Schinner | misc_pos | 4.3 | Marcia | Molina | F | 6744 Jimmy Extensions | Port Gibson | NY | 14,537 | 43.033 | -77.1575 | 207 | Database administrator | 1962-09-27 | e14314d7dbbe4b965650917fcda1a2c2 | 1,371,514,786 | 42.919949 | -77.916878 | 0 |
1,288,536 | 2020-06-18 00:20:18 | 377,654,590,313,960 | fraud_Runte-Mohr | food_dining | 57.14 | 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 | 67c269804b7d0171e4647da5e0f8acd0 | 1,371,514,818 | 35.468333 | -83.834822 | 0 |
1,288,537 | 2020-06-18 00:20:27 | 2,286,236,465,059,468 | fraud_Schultz, Simonis and Little | grocery_pos | 113.85 | Morgan | Murray | F | 2788 Brittney Island | Blairstown | MO | 64,726 | 38.5319 | -93.9221 | 467 | Agricultural consultant | 1950-05-27 | c878ce89b73c664210e9efa6600274be | 1,371,514,827 | 38.472852 | -94.562942 | 0 |
1,288,538 | 2020-06-18 00:22:23 | 4,715,741,951,931,169,000 | fraud_Pacocha-O'Reilly | grocery_pos | 134.97 | Robert | Drake | M | 463 Willie Estates | Burbank | OK | 74,633 | 36.6966 | -96.7869 | 471 | Sub | 1941-03-30 | 4bacfb717e49a0047cfb8086c2e87ae0 | 1,371,514,943 | 37.098514 | -96.054391 | 0 |
1,288,539 | 2020-06-18 00:22:28 | 3,560,697,798,177,746 | fraud_Harber Inc | gas_transport | 86.18 | Matthew | Young | M | 8840 Miller Port Suite 645 | Indian Wells | CA | 92,210 | 33.7163 | -116.3381 | 4,677 | Learning mentor | 1955-05-06 | b30365b816314d8fa6af16ef01d6510b | 1,371,514,948 | 34.569105 | -117.143197 | 0 |
1,288,540 | 2020-06-18 00:23:46 | 377,113,842,678,100 | fraud_Kiehn Inc | grocery_pos | 109.65 | Billy | Gallagher | M | 673 Delgado Burg | Greenwich | NJ | 8,323 | 39.4055 | -75.3209 | 804 | Insurance risk surveyor | 1965-03-25 | 4df59af7c95f6601a6bf6bdc7c19cd40 | 1,371,515,026 | 40.130345 | -74.582224 | 0 |
1,288,541 | 2020-06-18 00:25:21 | 4,393,520,897,625 | fraud_Trantow PLC | grocery_net | 44.77 | Charles | Rodriguez | M | 240 Tracy Forges | Easton | KS | 66,020 | 39.3391 | -95.0999 | 1,442 | Air broker | 1982-05-20 | c040596abc5ba32447bdce4090bccc36 | 1,371,515,121 | 39.780378 | -94.701064 | 0 |
1,288,542 | 2020-06-18 00:26:07 | 30,044,330,818,990 | fraud_Schultz, Simonis and Little | grocery_pos | 167.39 | Allison | Ayala | F | 87665 Karen Mill Apt. 586 | Fort Myers | FL | 33,967 | 26.4722 | -81.8122 | 224,256 | Paramedic | 1985-08-29 | fe8bac457ff876ec030d2b886294af4c | 1,371,515,167 | 25.624863 | -82.248688 | 0 |
1,288,543 | 2020-06-18 00:26:41 | 340,951,438,290,556 | fraud_Erdman-Kertzmann | gas_transport | 76.86 | Maria | Garcia | F | 865 Thomas Village | Orangeburg | NY | 10,962 | 41.0442 | -73.9609 | 5,950 | Records manager | 1971-07-02 | 715ee4e575cee99cae859ae30ef5facd | 1,371,515,201 | 41.973395 | -74.296628 | 0 |
1,288,544 | 2020-06-18 00:27:25 | 4,990,494,243,023 | fraud_Boyer PLC | shopping_net | 71.01 | Martin | Ford | M | 56812 Francis Courts | Corriganville | MD | 21,524 | 39.6967 | -78.8031 | 626 | Energy engineer | 1960-12-13 | 299f360d5332e22b39846486bca23dc9 | 1,371,515,245 | 40.511256 | -78.80261 | 0 |
1,288,545 | 2020-06-18 00:28:16 | 6,595,970,453,799,027 | fraud_Koepp-Parker | grocery_pos | 134.15 | Gina | Gomez | F | 72030 Shelton Crossing Apt. 742 | Stirling | NJ | 7,980 | 40.6774 | -74.4968 | 2,307 | Science writer | 1969-09-11 | 0448fa56c0b6d0db0b9e027b3a07470d | 1,371,515,296 | 40.970428 | -74.894607 | 0 |
1,288,546 | 2020-06-18 00:30:42 | 6,554,245,334,757,802 | fraud_Klein Group | entertainment | 58.19 | Monique | Robinson | F | 07712 Marcus Divide Apt. 831 | Laguna Hills | CA | 92,637 | 33.615 | -117.7114 | 45,303 | Sales executive | 1969-12-22 | 71b7bfbad0b6a3cf61b338743d74d0d5 | 1,371,515,442 | 33.082418 | -116.836306 | 0 |
1,288,547 | 2020-06-18 00:30:44 | 6,526,777,409,109,795 | fraud_Connelly PLC | food_dining | 56.6 | 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 | 881e7bf70b8fde1a0e52275cca0408f0 | 1,371,515,444 | 41.479815 | -73.431625 | 0 |
1,288,548 | 2020-06-18 00:32:31 | 675,945,690,716 | fraud_Harber Inc | gas_transport | 61.72 | Ellen | Smith | F | 285 George Lake | Beaver Falls | PA | 15,010 | 40.7687 | -80.3592 | 28,425 | Podiatrist | 2000-06-09 | e225fdb3b98ee1de200ef5b32849b73f | 1,371,515,551 | 41.298711 | -81.267781 | 0 |
1,288,549 | 2020-06-18 00:33:54 | 30,487,648,872,433 | fraud_Kihn Inc | shopping_pos | 1.77 | Stephanie | Crane | F | 144 Martinez Curve | Central | IN | 47,110 | 38.097 | -86.1723 | 350 | Counsellor | 1955-01-05 | 77fe84f81dc2dea3a2f927a2eae0e895 | 1,371,515,634 | 37.946048 | -85.6994 | 0 |
1,288,550 | 2020-06-18 00:34:09 | 378,904,938,837,132 | fraud_Bogisich Inc | grocery_pos | 105.5 | Tina | Zimmerman | F | 3595 Susan Island Suite 063 | Thomas | OK | 73,669 | 35.7382 | -98.7388 | 1,675 | Barrister | 1986-05-01 | 861dca3786649d07c90e1d7e1a22c5e9 | 1,371,515,649 | 36.483876 | -99.338796 | 0 |
1,288,551 | 2020-06-18 00:34:32 | 213,102,873,001,603 | fraud_Streich, Hansen and Veum | gas_transport | 61.86 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | 99e2fb9cb750768a7fbd47d366974b1d | 1,371,515,672 | 43.365752 | -125.029573 | 0 |
1,288,552 | 2020-06-18 00:35:53 | 6,011,104,316,292,105 | fraud_Cole PLC | grocery_pos | 119.51 | Valerie | Davis | F | 3861 Anderson Ramp Apt. 536 | Drakes Branch | VA | 23,937 | 36.9688 | -78.5615 | 1,970 | Energy engineer | 1985-09-02 | 908063f5650fe8d8d292521e8ef8d11e | 1,371,515,753 | 36.955776 | -78.915622 | 0 |
1,288,553 | 2020-06-18 00:35:58 | 180,011,453,250,192 | fraud_Runolfsson and Sons | grocery_net | 50.88 | Craig | Dunn | M | 721 Jacqueline Brooks | New Boston | IL | 61,272 | 41.2153 | -90.9879 | 1,504 | Manufacturing engineer | 1993-10-05 | 08568948b861745a235fa19ef34cd3fd | 1,371,515,758 | 40.498515 | -90.173968 | 0 |
1,288,554 | 2020-06-18 00:36:15 | 371,284,424,780,634 | fraud_Kerluke PLC | misc_net | 8.57 | Jeremy | Moore | M | 574 Patricia Extensions | Lubbock | TX | 79,413 | 33.5466 | -101.8871 | 254,282 | Doctor, general practice | 1952-01-29 | 44a21af08ce13154dd0e7885ae7e8800 | 1,371,515,775 | 34.259257 | -101.714 | 0 |
1,288,555 | 2020-06-18 00:37:13 | 30,131,826,429,364 | fraud_McGlynn-Jaskolski | misc_pos | 39.18 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | f4ee01f3859849ed984cf7f9e5ef2649 | 1,371,515,833 | 36.812755 | -83.191074 | 0 |
1,288,556 | 2020-06-18 00:38:39 | 3,562,264,947,797,243 | fraud_Jast Ltd | shopping_net | 7.42 | Anthony | Velasquez | M | 609 Hunt Grove | Saint Francis | KY | 40,062 | 37.6047 | -85.4251 | 301 | Research officer, political party | 1967-03-17 | 64d56535a7f18b1bb1dee294d2eb0c8d | 1,371,515,919 | 38.121122 | -85.368868 | 0 |
1,288,557 | 2020-06-18 00:40:53 | 4,255,397,449,664,186,000 | fraud_Howe PLC | entertainment | 207.24 | George | Smith | M | 7377 Walton Extensions Apt. 979 | Dallas | TX | 75,236 | 32.69 | -96.9177 | 1,263,321 | Designer, interior/spatial | 1952-09-27 | ec37f6f887fe12a04a3d68ef12bc6e64 | 1,371,516,053 | 33.010223 | -97.913581 | 0 |
1,288,558 | 2020-06-18 00:41:05 | 376,944,481,517,097 | fraud_Mayert Group | shopping_pos | 4.87 | Tiffany | Stephens | F | 1447 Ryan Lodge | Grand Bay | AL | 36,541 | 30.4983 | -88.3282 | 15,647 | Scientist, physiological | 1957-12-26 | 3791cd65a899f712d717d7e6d26e5baa | 1,371,516,065 | 30.89649 | -88.849976 | 0 |
1,288,559 | 2020-06-18 00:42:53 | 4,259,996,134,423 | fraud_Fisher Inc | shopping_net | 7.95 | Julie | Johnson | F | 9331 Robert Passage Suite 327 | Hudson | KS | 67,545 | 38.1485 | -98.6408 | 215 | Probation officer | 1968-11-22 | 3439b36a696c2941545a89261e1a04ed | 1,371,516,173 | 38.1307 | -99.113706 | 0 |
1,288,560 | 2020-06-18 00:43:13 | 4,319,584,480,204,989,000 | fraud_Conroy Ltd | shopping_pos | 228.6 | Kathleen | Nash | F | 010 Salazar Walk | Cromona | KY | 41,810 | 37.1788 | -82.695 | 502 | Chief Financial Officer | 1960-02-01 | 95442d52ef004c0ff3e5b2e6e3f80fa2 | 1,371,516,193 | 37.791091 | -83.51852 | 0 |
1,288,561 | 2020-06-18 00:43:59 | 180,046,765,320,457 | fraud_Raynor, Reinger and Hagenes | gas_transport | 77.77 | Jared | Camacho | M | 4257 Perez Mall | Canton | OH | 44,702 | 40.8027 | -81.3739 | 192,805 | Building control surveyor | 1963-06-30 | 6f1a7ae8b1909c5a5bdcaa25ebf51034 | 1,371,516,239 | 41.495942 | -81.398939 | 0 |
1,288,562 | 2020-06-18 00:44:33 | 3,559,160,581,764,413 | fraud_Dickinson Ltd | misc_pos | 38.71 | Allen | Bell | M | 70147 Amanda Fields | Saint Bonaventure | NY | 14,778 | 42.2701 | -78.6847 | 1,453 | Toxicologist | 1974-02-15 | 201664ce43b7a9ab0b7495a57c4bdee4 | 1,371,516,273 | 42.92293 | -79.148857 | 0 |
1,288,563 | 2020-06-18 00:44:33 | 4,147,608,975,828,480 | fraud_Kuhn LLC | misc_net | 5.83 | Edward | Tapia | M | 354 Gutierrez Gateway | Comfrey | MN | 56,019 | 44.1111 | -94.9134 | 914 | Health and safety adviser | 1944-07-26 | 3f8dd1f013150de1373462281e8ca332 | 1,371,516,273 | 45.02115 | -94.125084 | 0 |
1,288,564 | 2020-06-18 00:44:58 | 4,383,521,454,815 | fraud_Tillman, Dickinson and Labadie | gas_transport | 69.83 | John | Robertson | M | 209 Austin Stream Apt. 231 | Indianapolis | IN | 46,290 | 39.9347 | -86.1633 | 910,148 | Academic librarian | 1987-09-22 | cf3403f404e4fb4b647bda38b8d1ed3e | 1,371,516,298 | 39.670625 | -85.289194 | 0 |
1,288,565 | 2020-06-18 00:45:44 | 375,248,307,838,179 | fraud_Kiehn-Emmerich | grocery_pos | 139.27 | Joshua | Mendoza | M | 4215 Miranda Field Suite 326 | Tallmansville | WV | 26,237 | 38.8564 | -80.158 | 571 | Accounting technician | 1967-09-16 | 3f283b879e12659c9a2f21a949f69c2a | 1,371,516,344 | 39.82885 | -79.636134 | 0 |
1,288,566 | 2020-06-18 00:46:52 | 342,351,256,941,125 | fraud_Durgan-Auer | misc_net | 561.25 | Rebecca | Obrien | F | 5619 Mendoza Inlet | Juliette | GA | 31,046 | 33.1194 | -83.8235 | 3,343 | Theatre manager | 1990-06-08 | c11ecdbc9f15386c049eca09cd5e1287 | 1,371,516,412 | 32.441057 | -83.881773 | 0 |
1,288,567 | 2020-06-18 00:48:13 | 6,011,542,681,743,618 | fraud_Kuvalis Ltd | gas_transport | 64.76 | Emily | Hall | F | 8851 Reese Neck | Basye | VA | 22,810 | 38.8089 | -78.7776 | 863 | Engineer, mining | 1972-08-09 | 5e8a82508b070eafad39d826cfb60e0e | 1,371,516,493 | 39.430079 | -78.842502 | 0 |
1,288,568 | 2020-06-18 00:50:02 | 630,451,534,402 | fraud_Dooley-Thompson | misc_net | 7.79 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | 327510b4f6bebd9aea4042a26d3b975e | 1,371,516,602 | 47.035929 | -87.13204 | 0 |
1,288,569 | 2020-06-18 00:50:59 | 3,533,177,016,567,295 | fraud_Zboncak, Rowe and Murazik | shopping_net | 2.03 | Derek | Bentley | M | 782 Lee Crossing Apt. 209 | Weeping Water | NE | 68,463 | 40.8731 | -96.1528 | 1,517 | Dealer | 1951-11-08 | 11397fc5a9b6f2dfd3fb3fcde4e3b78d | 1,371,516,659 | 40.956514 | -97.0952 | 0 |
1,288,570 | 2020-06-18 00:51:02 | 3,512,365,128,314,616 | fraud_Cole PLC | grocery_pos | 42.81 | Francisco | Kemp | M | 9554 Flores Drive | Arnold | MO | 63,010 | 38.4305 | -90.387 | 35,439 | Land/geomatics surveyor | 1985-03-31 | 8f74e5906662d39301776e66827830f2 | 1,371,516,662 | 39.419541 | -89.761249 | 0 |
1,288,571 | 2020-06-18 00:51:49 | 4,742,883,543,039,288,000 | fraud_Schultz, Simonis and Little | grocery_pos | 109.73 | Cassandra | Sanders | F | 78117 George Mountains | Paauilo | HI | 96,776 | 20.0271 | -155.3697 | 1,490 | Scientist, research (maths) | 1991-04-13 | 4dd8bdf8444f91e8a8e596ece78761e7 | 1,371,516,709 | 20.656263 | -154.782032 | 0 |
1,288,572 | 2020-06-18 00:52:01 | 4,149,635,823,017 | fraud_Cummings LLC | gas_transport | 69.06 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | af3afa049a7a9b1b9f72dfda83b59040 | 1,371,516,721 | 33.368579 | -86.222742 | 0 |
1,288,573 | 2020-06-18 00:53:19 | 3,566,094,707,272,327 | fraud_Swift, Bradtke and Marquardt | grocery_net | 39.28 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | be2f94d82c6971fe7ab99eb1e3007e9a | 1,371,516,799 | 34.549127 | -118.359059 | 0 |
1,288,574 | 2020-06-18 00:53:40 | 344,342,339,068,828 | fraud_Quitzon, Green and Bashirian | shopping_pos | 3.04 | Ruth | Fuller | F | 37732 Joe Courts Apt. 752 | Darien | GA | 31,305 | 31.3826 | -81.4312 | 5,989 | Tax adviser | 1967-05-05 | f66922a8c28299098338c99bae4cfe4f | 1,371,516,820 | 32.011224 | -81.781933 | 0 |
1,288,575 | 2020-06-18 00:55:19 | 377,550,167,323,848 | fraud_Flatley Group | misc_pos | 8.77 | Kevin | Walters | M | 87227 Tapia Burgs | Auburn | ME | 4,210 | 44.0948 | -70.239 | 23,045 | Tourist information centre manager | 1958-09-02 | b82bf61f1499886da0fce3935457e9bf | 1,371,516,919 | 44.04234 | -69.364766 | 0 |
1,288,576 | 2020-06-18 00:55:38 | 3,583,293,909,206,278 | fraud_Rau and Sons | grocery_pos | 124.56 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | 1fc2e95be90a5524759db3006bdbf7fa | 1,371,516,938 | 35.366374 | -105.771578 | 0 |
1,288,577 | 2020-06-18 00:57:27 | 6,011,399,591,920,186 | fraud_Heller, Gutmann and Zieme | grocery_pos | 89.79 | Maria | Roy | F | 58665 Nicholas Ford Suite 348 | Sheffield | MA | 1,257 | 42.1001 | -73.3611 | 2,121 | Radio producer | 1973-10-14 | e0ace3984bb3c239b633e2c6106f0cee | 1,371,517,047 | 42.554684 | -73.059536 | 0 |
1,288,578 | 2020-06-18 00:57:48 | 2,266,735,643,685,262 | fraud_Emard Inc | gas_transport | 56.36 | Carlos | Chung | M | 8957 Russell Key | Grant | AL | 35,747 | 34.4959 | -86.259 | 5,901 | Curator | 1972-07-25 | bcc1513dff75c4cd9eafe88753b1aa14 | 1,371,517,068 | 35.175417 | -86.405178 | 0 |
1,288,579 | 2020-06-18 00:58:27 | 630,425,673,344 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 52.96 | Bryan | Miller | M | 411 Laurie Fords | Cass | WV | 24,927 | 38.388 | -79.9906 | 365 | Special effects artist | 1970-03-14 | 3faf34e39c18e758b2d4f3abcefc460a | 1,371,517,107 | 38.443728 | -80.972423 | 0 |
1,288,580 | 2020-06-18 00:58:39 | 3,527,536,963,490,470 | fraud_Padberg-Welch | grocery_pos | 361.74 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | c6980fe74cbc8db95e24959b3faa447c | 1,371,517,119 | 32.778751 | -80.339052 | 1 |
1,288,581 | 2020-06-18 01:01:27 | 6,515,067,575,568,369 | fraud_Morar Inc | grocery_net | 85.78 | Kevin | Pena | M | 2674 Bentley Radial | Damascus | VA | 24,236 | 36.6403 | -81.7776 | 3,085 | Land/geomatics surveyor | 1990-10-15 | ed116bdbbcac7cc61999615a866ea6a2 | 1,371,517,287 | 37.628646 | -82.775814 | 0 |
1,288,582 | 2020-06-18 01:01:53 | 4,430,881,574,719,618 | fraud_Goyette Inc | shopping_net | 128.09 | Alicia | Morales | F | 4456 Dunn Roads | Meredith | CO | 81,642 | 39.3199 | -106.6596 | 61 | Public relations account executive | 1939-11-04 | c22911d238d9d116421a03d061d61885 | 1,371,517,313 | 38.33258 | -105.891472 | 0 |
1,288,583 | 2020-06-18 01:02:11 | 3,598,215,285,024,754 | fraud_Moen, Reinger and Murphy | grocery_pos | 172.63 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | 61bca4aed0b328015a0697edb4c256f6 | 1,371,517,331 | 41.559057 | -72.631209 | 0 |
1,288,584 | 2020-06-18 01:03:03 | 3,534,093,764,340,240 | fraud_Corwin-Collins | gas_transport | 102.94 | Jeremy | White | M | 9443 Cynthia Court Apt. 038 | Boulder | MT | 59,632 | 46.2306 | -112.1138 | 1,939 | Patent attorney | 1967-01-12 | c9d6680a37166d2cdbdf6012e6378d1a | 1,371,517,383 | 45.469148 | -111.116207 | 0 |
1,288,585 | 2020-06-18 01:03:26 | 349,612,764,943,496 | fraud_Auer-Mosciski | grocery_pos | 119.08 | Xavier | Beltran | M | 61107 Edwards Dam Apt. 463 | Big Creek | KY | 40,914 | 37.1046 | -83.5706 | 467 | Psychologist, forensic | 1984-06-04 | f3864768f593dd25c184790999982e73 | 1,371,517,406 | 37.52362 | -84.392262 | 0 |
1,288,586 | 2020-06-18 01:03:50 | 2,512,312,531,485,080 | fraud_Sporer Inc | gas_transport | 75 | John | Mccormick | M | 79414 Clark Lakes Suite 966 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Producer, radio | 1956-10-08 | bec6f60ed38beefe44918d241931706d | 1,371,517,430 | 42.340826 | -83.314523 | 0 |
1,288,587 | 2020-06-18 01:04:13 | 4,716,561,796,955,522 | fraud_Kutch LLC | gas_transport | 61.07 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | 0f77e36f64f9e1af098c89cc7b66ddaa | 1,371,517,453 | 48.720497 | -112.200442 | 0 |
1,288,588 | 2020-06-18 01:05:32 | 4,906,628,655,840,914,000 | fraud_Deckow-O'Conner | grocery_pos | 60.68 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 3b6e53622d2ea4fb788033e1bf2f9c4c | 1,371,517,532 | 24.753039 | -81.177479 | 0 |
1,288,589 | 2020-06-18 01:12:32 | 370,877,495,212,014 | fraud_Parisian, Schiller and Altenwerth | misc_net | 152.46 | Sarah | Clark | F | 25961 Beverly Union Apt. 042 | North Wilkesboro | NC | 28,659 | 36.2017 | -81.1286 | 21,134 | Dispensing optician | 1984-03-06 | 39cd8c88b05f2e93fa6abfca07442b34 | 1,371,517,952 | 35.293034 | -81.500879 | 0 |
1,288,590 | 2020-06-18 01:15:48 | 3,573,386,445,588,324 | fraud_Reichert, Shanahan and Hayes | shopping_net | 5.92 | Stephanie | Murphy | F | 526 Stacy Walks | Barnard | SD | 57,426 | 45.7205 | -98.5534 | 63 | Systems developer | 1969-10-30 | b9d7b90eebe1154ecfab128a8dc661cf | 1,371,518,148 | 44.845253 | -97.925617 | 0 |
1,288,591 | 2020-06-18 01:15:58 | 3,560,318,482,131,952 | fraud_Rowe, Batz and Goodwin | grocery_pos | 368.88 | William | Skinner | M | 524 Wu Spurs Suite 894 | Mount Hope | AL | 35,651 | 34.4793 | -87.4769 | 1,312 | Librarian, academic | 1955-02-01 | e337a0c4ab775ac9287829a1f70f0d84 | 1,371,518,158 | 35.178772 | -87.451901 | 1 |
1,288,592 | 2020-06-18 01:17:03 | 4,682,744,518,117,239 | fraud_Simonis-Prohaska | misc_pos | 14.58 | Gregory | Webster | M | 66035 Benjamin Villages | Syracuse | MO | 65,354 | 38.6547 | -92.8929 | 628 | Radiographer, diagnostic | 1961-12-18 | 0a74036adf5c09113a00f8f65dd4c150 | 1,371,518,223 | 38.714312 | -92.254341 | 0 |
1,288,593 | 2020-06-18 01:17:41 | 4,561,892,980,175 | fraud_Kilback LLC | food_dining | 63.96 | Jacqueline | Allen | F | 166 Lisa Fords | Greenwood | IN | 46,143 | 39.596 | -86.1309 | 78,968 | Financial adviser | 1968-02-10 | 330136678aec52b80344daa3e4bc9fdb | 1,371,518,261 | 40.57514 | -86.51207 | 0 |
1,288,594 | 2020-06-18 01:18:56 | 4,683,520,018,489,354 | fraud_Ledner-Pfannerstill | gas_transport | 76.54 | Charles | Carrillo | M | 17547 Stephen Turnpike Apt. 846 | Hawthorne | CA | 90,250 | 33.9143 | -118.3493 | 93,193 | Editor, magazine features | 1995-04-19 | 956aa373254c174d7cd9c2bcaed03201 | 1,371,518,336 | 33.357081 | -118.880585 | 0 |
1,288,595 | 2020-06-18 01:20:19 | 2,297,447,006,766,555 | fraud_Bogisich Inc | grocery_pos | 154.39 | Laura | Walker | F | 611 Michael Rue | Cisco | IL | 61,830 | 39.9972 | -88.6962 | 478 | Landscape architect | 1960-01-13 | 3a3c4103256024f611e0d97e63c37c34 | 1,371,518,419 | 39.717335 | -89.190128 | 0 |
1,288,596 | 2020-06-18 01:21:08 | 4,839,615,922,685,395 | fraud_Jones, Sawayn and Romaguera | misc_net | 10.11 | Phillip | Robertson | M | 85344 Smith Gateway Apt. 280 | Harrodsburg | IN | 47,434 | 39.013 | -86.5457 | 76 | Social researcher | 1955-05-06 | 6206b5414b949f43dc7944599ab58518 | 1,371,518,468 | 39.36617 | -87.408054 | 0 |
1,288,597 | 2020-06-18 01:22:09 | 501,899,453,424 | fraud_Zboncak LLC | food_dining | 139.86 | Jessica | Dominguez | F | 06393 Nancy Parkways Suite 855 | Gadsden | AL | 35,903 | 33.9845 | -85.9077 | 67,082 | Ceramics designer | 1970-01-08 | 1a4369bbd85c1477076b8c0b4c4246dc | 1,371,518,529 | 33.271801 | -85.195909 | 0 |
1,288,598 | 2020-06-18 01:22:57 | 3,518,234,918,950,662 | fraud_Block-Parisian | misc_net | 86.04 | Barbara | Lowe | F | 67210 Lori Creek | Sherman | TX | 75,092 | 33.6372 | -96.6184 | 46,563 | Systems developer | 1970-09-11 | 77ab49e0ebecf02d5fcb32b2f8b7d7cb | 1,371,518,577 | 33.124185 | -97.426108 | 0 |
1,288,599 | 2020-06-18 01:23:25 | 567,868,110,212 | fraud_Casper, Hand and Zulauf | grocery_pos | 187.76 | Dawn | Tucker | F | 789 Herring Manors | Houston | TX | 77,007 | 29.7736 | -95.4034 | 2,906,700 | Copywriter, advertising | 1984-12-16 | 8633fe40b5d1accb3fec3843371198ee | 1,371,518,605 | 29.0379 | -95.22947 | 0 |
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