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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
7,400 | 2020-06-23 10:14:53 | 30,560,609,640,617 | fraud_Ankunding LLC | shopping_net | 2.98 | Michael | Olson | M | 558 Michael Estates | Luray | MO | 63,453 | 40.4931 | -91.8912 | 519 | Town planner | 1966-02-13 | ec10d0a77cc048dab80e95166618f1f0 | 1,371,982,493 | 40.142886 | -91.843724 | 0 |
7,401 | 2020-06-23 10:15:42 | 4,505,383,113,689 | fraud_Simonis-Prohaska | misc_pos | 3.75 | Alicia | Hawkins | F | 507 John Overpass Suite 424 | Harwood | MD | 20,776 | 38.8582 | -76.6145 | 3,289 | Quantity surveyor | 1933-03-15 | f99a3678d9f86a5dfa039cf896e6c686 | 1,371,982,542 | 39.678199 | -77.335118 | 0 |
7,402 | 2020-06-23 10:15:56 | 6,011,348,830,550,197 | fraud_Klocko LLC | misc_net | 3.23 | Samuel | Johnston | M | 16285 Jessica Lights | Birmingham | AL | 35,229 | 33.4629 | -86.7904 | 493,806 | Musician | 1980-07-12 | d78bfea7e004fe0e15db7803fc3539a1 | 1,371,982,556 | 33.087608 | -87.516467 | 0 |
7,403 | 2020-06-23 10:16:28 | 30,487,648,872,433 | fraud_Padberg-Rogahn | entertainment | 26.23 | Stephanie | Crane | F | 144 Martinez Curve | Central | IN | 47,110 | 38.097 | -86.1723 | 350 | Counsellor | 1955-01-05 | 19b71cbc6bf6e5e76f6157ebe42739fe | 1,371,982,588 | 37.848955 | -85.356738 | 0 |
7,404 | 2020-06-23 10:16:28 | 371,226,440,126,102 | fraud_Hackett-Lueilwitz | grocery_pos | 96.39 | 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 | 87f6fb53c4955c7255041a8e8f499e5c | 1,371,982,588 | 39.375258 | -89.529157 | 0 |
7,405 | 2020-06-23 10:16:36 | 6,011,603,272,871,604 | fraud_Emard Inc | gas_transport | 78.7 | Robert | Holland | M | 431 Tracy Expressway | Milner | GA | 30,257 | 33.141 | -84.1759 | 4,138 | Field seismologist | 1969-05-16 | 4e5bf0703e49fbd8d963f26c55a17551 | 1,371,982,596 | 32.602825 | -83.851522 | 0 |
7,406 | 2020-06-23 10:16:42 | 6,517,217,825,320,610 | fraud_Bradtke PLC | grocery_pos | 146.01 | James | Reese | M | 26975 Richardson Mills Apt. 402 | Sontag | MS | 39,665 | 31.6453 | -90.1801 | 1,196 | Librarian, academic | 1958-06-11 | 932c9116e95ad2279ce6ab4f28eb7788 | 1,371,982,602 | 30.789325 | -90.581884 | 0 |
7,407 | 2020-06-23 10:16:49 | 4,536,996,888,716,062,000 | fraud_Kutch LLC | gas_transport | 58.16 | Nathan | Mendoza | M | 767 Adam Mill Apt. 115 | Espanola | NM | 87,533 | 35.9866 | -106.0654 | 18,408 | Historic buildings inspector/conservation officer | 1972-07-18 | 8c78a91bee9bb7875c2e0231cc60daad | 1,371,982,609 | 36.383511 | -106.520888 | 0 |
7,408 | 2020-06-23 10:17:36 | 4,244,953,610,136,705,500 | fraud_Kris-Padberg | shopping_pos | 160.4 | Christopher | Odom | M | 81446 Nicole Highway Apt. 874 | Richland | NJ | 8,350 | 39.485 | -74.8776 | 825 | Licensed conveyancer | 1991-07-06 | 2393089c57ad884fc3d59a1d4811eca5 | 1,371,982,656 | 38.69332 | -74.782961 | 0 |
7,409 | 2020-06-23 10:18:15 | 577,588,686,219 | fraud_Pacocha-O'Reilly | grocery_pos | 53.26 | James | Strickland | M | 25454 Leonard Lake | Spring Church | PA | 15,686 | 40.6153 | -79.4545 | 972 | Public relations account executive | 1997-10-23 | 02eed61b0327342428d5d6657eb7be0e | 1,371,982,695 | 40.676844 | -79.397935 | 0 |
7,410 | 2020-06-23 10:18:18 | 4,777,065,439,639,721 | fraud_Wolf Inc | grocery_pos | 127.81 | Peter | Caldwell | M | 08966 Beltran Route Suite 905 | Oaks | PA | 19,456 | 40.1334 | -75.4536 | 737 | Oceanographer | 1987-04-24 | 256e10edda1848239b99b840e3beed93 | 1,371,982,698 | 40.719027 | -75.207594 | 0 |
7,411 | 2020-06-23 10:18:23 | 4,471,568,287,204 | fraud_Pfeffer and Sons | shopping_pos | 6.07 | Dakota | Maldonado | M | 369 Cochran Radial | Pelham | NC | 27,311 | 36.4899 | -79.4736 | 3,402 | Insurance underwriter | 1927-10-24 | c9d2a07209f0002a94cfdcda00dd9a2c | 1,371,982,703 | 37.022159 | -79.508271 | 0 |
7,412 | 2020-06-23 10:18:26 | 4,973,530,368,125,489,000 | fraud_Kiehn-Emmerich | grocery_pos | 102.6 | Mary | Rodriguez | F | 8986 Fitzgerald Plains | Winslow | AR | 72,959 | 35.8312 | -94.1187 | 2,786 | Musician | 1965-09-27 | 378e1767012357fcfeeb60a35f635fda | 1,371,982,706 | 35.183165 | -93.881298 | 0 |
7,413 | 2020-06-23 10:19:42 | 5,540,636,818,935,089 | fraud_Koepp-Witting | grocery_pos | 60.13 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | f74eded727c15e3b8cadca310301bfe0 | 1,371,982,782 | 41.729911 | -70.661547 | 0 |
7,414 | 2020-06-23 10:19:51 | 630,469,040,731 | fraud_Schuppe, Nolan and Hoeger | shopping_pos | 14.03 | Meredith | Ayala | F | 7107 Henderson Station | Cascade Locks | OR | 97,014 | 45.671 | -121.8686 | 1,288 | Barrister | 1936-05-01 | b002d937455889d1e6302df3d7fc3924 | 1,371,982,791 | 46.481936 | -121.613612 | 0 |
7,415 | 2020-06-23 10:19:57 | 4,502,539,526,809,430,000 | fraud_Jast and Sons | food_dining | 42.02 | Stephanie | Cummings | F | 1025 Robin Square | Ash Flat | AR | 72,513 | 36.2201 | -91.6421 | 2,856 | Hydrologist | 1926-08-27 | 9a1a1a1c943bb945e4a7541db28f9ee5 | 1,371,982,797 | 35.893839 | -92.346655 | 0 |
7,416 | 2020-06-23 10:20:01 | 584,673,555,952 | fraud_Kris-Padberg | shopping_pos | 7.99 | Jessica | Jordan | F | 071 Wise Trace | Coleharbor | ND | 58,531 | 47.5196 | -101.2332 | 307 | Make | 1930-08-13 | 826553654317f9927c5fddf455233fed | 1,371,982,801 | 48.48268 | -101.512393 | 0 |
7,417 | 2020-06-23 10:20:07 | 571,314,334,723 | fraud_Eichmann, Bogan and Rodriguez | gas_transport | 33.47 | 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 | b3afa8742ac62c9d55786b37b00f3dfa | 1,371,982,807 | 39.915701 | -79.07976 | 0 |
7,418 | 2020-06-23 10:21:20 | 4,683,520,018,489,354 | fraud_Murray-Smitham | grocery_pos | 38.36 | Charles | Carrillo | M | 17547 Stephen Turnpike Apt. 846 | Hawthorne | CA | 90,250 | 33.9143 | -118.3493 | 93,193 | Editor, magazine features | 1995-04-19 | 15c10b0076a6ef0a3c72a38297d2b9e7 | 1,371,982,880 | 34.712267 | -118.350387 | 0 |
7,419 | 2020-06-23 10:21:23 | 38,580,485,618,059 | fraud_Jast-McDermott | shopping_pos | 2.9 | Teresa | Clark | F | 1323 Derek Mission | Noonan | ND | 58,765 | 48.8856 | -103.0098 | 248 | Industrial/product designer | 1968-05-13 | ded4e769ed7b6b14a2f4aad969f8a60a | 1,371,982,883 | 48.314673 | -103.749428 | 0 |
7,420 | 2020-06-23 10:21:28 | 4,092,452,671,396,169,700 | fraud_Parisian, Schiller and Altenwerth | misc_net | 827.94 | Jeffrey | Vargas | M | 478 Alexandria Mount | Bolton | NC | 28,423 | 34.3091 | -78.3372 | 2,290 | Engineer, biomedical | 1945-12-07 | e3010e097b5f9e3511e7268b758ea91b | 1,371,982,888 | 34.749054 | -79.268155 | 0 |
7,421 | 2020-06-23 10:22:21 | 4,488,941,175,228,467 | fraud_Prohaska-Murray | gas_transport | 65.99 | Jacqueline | Washington | F | 138 Stephen Ridges Apt. 978 | Umatilla | FL | 32,784 | 28.9254 | -81.6801 | 11,432 | Private music teacher | 1986-03-31 | 9f0b350762dce61ae9ed73e1d2443ced | 1,371,982,941 | 28.375216 | -81.419792 | 0 |
7,422 | 2020-06-23 10:22:48 | 213,154,573,301,411 | fraud_Pagac LLC | shopping_pos | 132.96 | Christopher | Sheppard | M | 39218 Baker Shoals | Bristow | IN | 47,515 | 38.1981 | -86.6821 | 965 | Horticultural therapist | 1982-02-10 | 287bb1b6b7df244b1d8d1435c48f7fcd | 1,371,982,968 | 37.396047 | -86.079147 | 0 |
7,423 | 2020-06-23 10:23:57 | 3,526,826,139,003,047 | fraud_Hayes, Marquardt and Dibbert | misc_net | 4.29 | Nathan | Massey | M | 5783 Evan Roads Apt. 465 | Falmouth | MI | 49,632 | 44.2529 | -85.017 | 1,126 | Furniture designer | 1955-07-06 | e1538ed9bb681a3b520aed5707808aea | 1,371,983,037 | 43.447042 | -84.485526 | 0 |
7,424 | 2020-06-23 10:24:25 | 36,153,880,429,415 | fraud_McDermott-Weimann | grocery_pos | 48.87 | Erik | Stevens | M | 84033 Pitts Overpass | Lakeland | FL | 33,809 | 28.1762 | -81.9591 | 237,282 | Plant breeder/geneticist | 1949-10-13 | eddb5f2053425b56f7612104bfe998c8 | 1,371,983,065 | 28.130419 | -82.225861 | 0 |
7,425 | 2020-06-23 10:25:08 | 4,306,586,894,261,180 | fraud_Kihn-Fritsch | food_dining | 54.8 | Renee | Walls | F | 86542 Jessica Fords Apt. 706 | Veedersburg | IN | 47,987 | 40.1186 | -87.2602 | 4,049 | Development worker, community | 1959-10-19 | 6a61ab5be0255cedb7338876188a9c02 | 1,371,983,108 | 39.29717 | -86.564407 | 0 |
7,426 | 2020-06-23 10:27:01 | 4,428,154,703,770,710 | fraud_Volkman Ltd | misc_net | 1.14 | Brittany | Guerra | F | 79209 Gary Dale | Colton | WA | 99,113 | 46.5901 | -117.1692 | 761 | Chief Marketing Officer | 1943-06-30 | 55ef6e91c6a4da4049d2709a6bdec59a | 1,371,983,221 | 46.276153 | -116.704323 | 0 |
7,427 | 2020-06-23 10:27:23 | 375,534,208,663,984 | fraud_Johnston, Nikolaus and Maggio | grocery_net | 49.37 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | 018a7892af7db4910496785bc8ebaf48 | 1,371,983,243 | 38.00759 | -80.083539 | 0 |
7,428 | 2020-06-23 10:28:52 | 3,590,736,522,064,285 | fraud_Lockman, West and Runte | grocery_pos | 179.01 | Kimberly | Gonzalez | F | 72966 Shannon Pass Apt. 391 | Bauxite | AR | 72,011 | 34.5091 | -92.4828 | 4,074 | Scientist, audiological | 1975-12-20 | 0d39c89e9e973d3ef5e5f40035202556 | 1,371,983,332 | 35.471175 | -92.518684 | 0 |
7,429 | 2020-06-23 10:29:33 | 374,930,071,163,758 | fraud_Kovacek, Dibbert and Ondricka | grocery_pos | 56.62 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | c91b522e898abee2aa2f494fbcc7bdb9 | 1,371,983,373 | 41.26497 | -83.245843 | 0 |
7,430 | 2020-06-23 10:30:30 | 3,573,386,445,588,324 | fraud_Donnelly PLC | misc_net | 7.83 | Stephanie | Murphy | F | 526 Stacy Walks | Barnard | SD | 57,426 | 45.7205 | -98.5534 | 63 | Systems developer | 1969-10-30 | e3405a3fc00dc53699e9c820be479efa | 1,371,983,430 | 44.859856 | -99.091397 | 0 |
7,431 | 2020-06-23 10:30:32 | 4,149,635,823,017 | fraud_Tillman, Fritsch and Schmitt | misc_net | 7.74 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | a834d5cf8bf0b5624d5279d6f0f53726 | 1,371,983,432 | 33.252168 | -86.951305 | 0 |
7,432 | 2020-06-23 10:30:37 | 4,079,773,899,158 | fraud_Lynch Ltd | shopping_pos | 2.28 | Eric | Preston | M | 7020 Doyle Stream Apt. 951 | Mesa | ID | 83,643 | 44.6255 | -116.4493 | 129 | Cartographer | 1965-12-15 | b82dd657f5845babcf014f023f60c484 | 1,371,983,437 | 45.313891 | -116.270912 | 0 |
7,433 | 2020-06-23 10:31:10 | 630,423,337,322 | fraud_Dooley-Thompson | misc_net | 5.46 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | 5b6b275f803ed625fbe467dc37ada05a | 1,371,983,470 | 48.118832 | -117.248084 | 0 |
7,434 | 2020-06-23 10:31:12 | 4,807,552,641,361 | fraud_Rohan, White and Aufderhar | misc_net | 1.9 | Kimberly | Castro | F | 588 Smith Lights Suite 786 | Rosewood | OH | 43,070 | 40.2158 | -83.9579 | 133 | Professor Emeritus | 1954-01-29 | aebb22ac2f2a12ac2f5143f7343cc22f | 1,371,983,472 | 41.039553 | -84.080805 | 0 |
7,435 | 2020-06-23 10:31:48 | 4,607,072,969,078,276 | fraud_Raynor, Reinger and Hagenes | gas_transport | 61.42 | Brenda | Perez | F | 033 Tara Brook Suite 523 | Coyle | OK | 73,027 | 35.8985 | -97.2607 | 1,493 | Amenity horticulturist | 1985-03-21 | a2f825196619aa8dcab9d3c2f7289a3c | 1,371,983,508 | 35.909507 | -97.597729 | 0 |
7,436 | 2020-06-23 10:32:14 | 375,237,305,371,366 | fraud_Connelly, Reichert and Fritsch | gas_transport | 77.3 | David | Erickson | M | 616 Jimenez Meadow Apt. 701 | East Rochester | NY | 14,445 | 43.1128 | -77.4906 | 8,019 | Retail buyer | 1928-06-26 | ed1c73235f27cb7428c4e2609d26fe6b | 1,371,983,534 | 42.433456 | -78.060606 | 0 |
7,437 | 2020-06-23 10:32:24 | 4,777,065,439,639,721 | fraud_Daugherty, Pouros and Beahan | shopping_pos | 130.26 | Peter | Caldwell | M | 08966 Beltran Route Suite 905 | Oaks | PA | 19,456 | 40.1334 | -75.4536 | 737 | Oceanographer | 1987-04-24 | 7efbf3a25e917219482b7da43d369f42 | 1,371,983,544 | 40.185996 | -76.048756 | 0 |
7,438 | 2020-06-23 10:32:34 | 370,877,495,212,014 | fraud_Barton Inc | grocery_pos | 185.72 | Sarah | Clark | F | 25961 Beverly Union Apt. 042 | North Wilkesboro | NC | 28,659 | 36.2017 | -81.1286 | 21,134 | Dispensing optician | 1984-03-06 | 1b019f7d5d7ebfaecd3266f76a1c9f56 | 1,371,983,554 | 35.946255 | -81.144814 | 0 |
7,439 | 2020-06-23 10:32:34 | 30,238,755,902,988 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 42.47 | Danielle | Yu | F | 5395 Colon Burgs Suite 037 | Thrall | TX | 76,578 | 30.592 | -97.2893 | 1,766 | Press sub | 1976-01-02 | 5c073ee355931f2e8463ee531a8f998b | 1,371,983,554 | 29.968848 | -96.770578 | 0 |
7,440 | 2020-06-23 10:32:47 | 6,595,970,453,799,027 | fraud_Marks Inc | gas_transport | 110.11 | Gina | Gomez | F | 72030 Shelton Crossing Apt. 742 | Stirling | NJ | 7,980 | 40.6774 | -74.4968 | 2,307 | Science writer | 1969-09-11 | 93720b5ef38347876afb2b6bcaa1a113 | 1,371,983,567 | 41.621877 | -74.427281 | 0 |
7,441 | 2020-06-23 10:33:27 | 3,566,875,419,572,867 | fraud_Heller, Gutmann and Zieme | grocery_pos | 92.29 | Adam | Mcdonald | M | 997 Cameron Meadow Apt. 980 | South Hero | VT | 5,486 | 44.64 | -73.3113 | 1,654 | Transport planner | 1991-01-31 | 5e2dc9b06ffd30434238b8fae227c888 | 1,371,983,607 | 44.862061 | -73.666165 | 0 |
7,442 | 2020-06-23 10:33:29 | 4,512,828,414,983,802,000 | fraud_McDermott-Weimann | grocery_pos | 122.45 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | acdf172873f9643fae7d2d5b103b67b2 | 1,371,983,609 | 39.50892 | -80.022673 | 0 |
7,443 | 2020-06-23 10:33:50 | 377,993,105,397,617 | fraud_Bogisich-Homenick | misc_net | 87.28 | Nathan | Martinez | M | 586 Thomas Cliffs | Oconto Falls | WI | 54,154 | 44.8755 | -88.1555 | 5,548 | Mining engineer | 1975-09-11 | c19a09629ba888885ff406dd5dfe5e5a | 1,371,983,630 | 44.83785 | -87.472811 | 0 |
7,444 | 2020-06-23 10:35:18 | 349,612,764,943,496 | fraud_Goodwin-Nitzsche | grocery_pos | 96.99 | Xavier | Beltran | M | 61107 Edwards Dam Apt. 463 | Big Creek | KY | 40,914 | 37.1046 | -83.5706 | 467 | Psychologist, forensic | 1984-06-04 | d8819a4e457595768830a90aa7eb4c1b | 1,371,983,718 | 37.063682 | -84.164396 | 0 |
7,445 | 2020-06-23 10:35:20 | 30,270,432,095,985 | fraud_Jaskolski-Dibbert | grocery_net | 78.16 | Lisa | Lin | F | 908 Brooks Brook | Lomax | IL | 61,454 | 40.6761 | -91.0391 | 725 | Environmental consultant | 1972-11-28 | 408098e2bde9180c3f153600a8643e51 | 1,371,983,720 | 40.051167 | -91.660154 | 0 |
7,446 | 2020-06-23 10:35:34 | 630,412,733,309 | fraud_Rempel Inc | shopping_net | 31.41 | Heather | Stanton | F | 445 Jerry Lights Apt. 081 | Republic | MI | 49,879 | 46.368 | -87.9938 | 1,038 | Armed forces training and education officer | 1964-04-22 | d410f97318fc8882c9b819c8baeb95a2 | 1,371,983,734 | 46.48248 | -88.87995 | 0 |
7,447 | 2020-06-23 10:36:31 | 4,992,346,398,065,154,000 | fraud_Rodriguez Group | gas_transport | 54.43 | Benjamin | Kim | M | 920 Patrick Light | Mc Nabb | IL | 61,335 | 41.173 | -89.2187 | 532 | Audiological scientist | 1956-01-09 | 6f86208bc31d683dfb796bb89c25642a | 1,371,983,791 | 41.790941 | -88.731941 | 0 |
7,448 | 2020-06-23 10:36:34 | 4,839,615,922,685,395 | fraud_Rohan, White and Aufderhar | misc_net | 1.94 | Phillip | Robertson | M | 85344 Smith Gateway Apt. 280 | Harrodsburg | IN | 47,434 | 39.013 | -86.5457 | 76 | Social researcher | 1955-05-06 | 1c7bd04d1507cb60a61e6d0f032b5018 | 1,371,983,794 | 39.982904 | -86.475207 | 0 |
7,449 | 2020-06-23 10:38:02 | 3,525,590,521,269,779 | fraud_Koepp-Parker | grocery_pos | 84.21 | Scott | Fuller | M | 861 Karen Common | Haw River | NC | 27,258 | 36.0424 | -79.3242 | 6,006 | Paramedic | 1984-07-20 | 0c49f0887c282ecba44dc7194b45c4ba | 1,371,983,882 | 35.579002 | -79.27797 | 0 |
7,450 | 2020-06-23 10:38:06 | 2,284,059,275,940,012 | fraud_Huel Ltd | misc_net | 3.28 | Thomas | Mathis | M | 26615 Nelson Lane | Moores Hill | IN | 47,032 | 39.0945 | -85.0638 | 3,289 | Sub | 1969-11-22 | 6373597cd8f193247be53194d692f472 | 1,371,983,886 | 38.550965 | -84.644364 | 0 |
7,451 | 2020-06-23 10:38:49 | 3,523,843,138,706,408 | fraud_Rodriguez Group | gas_transport | 70.72 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36,758 | 32.6176 | -86.9475 | 1,412 | Drilling engineer | 1970-11-20 | 2b86892ca7babf7a97a98a297e2fb86c | 1,371,983,929 | 32.437971 | -87.663829 | 0 |
7,452 | 2020-06-23 10:39:36 | 6,597,888,193,422,452 | fraud_Bernhard Inc | gas_transport | 48.1 | Bill | Lane | M | 4725 Hurst Curve Apt. 634 | Holliday | TX | 76,366 | 33.6751 | -98.6576 | 2,317 | Chief Technology Officer | 1964-08-23 | 49e083df49313101ccc0029e00a543a3 | 1,371,983,976 | 33.623498 | -99.153785 | 0 |
7,453 | 2020-06-23 10:39:46 | 30,153,452,207,526 | fraud_Lind-Buckridge | entertainment | 4.3 | Robin | Smith | F | 0537 Margaret Common Suite 526 | Coleman | TX | 76,834 | 31.8287 | -99.427 | 5,908 | Radio producer | 1962-04-05 | b302f1ab233d4f225192dfb33f6a9185 | 1,371,983,986 | 31.713704 | -100.06588 | 0 |
7,454 | 2020-06-23 10:40:21 | 36,913,587,729,122 | fraud_Swift, Bradtke and Marquardt | grocery_net | 66.65 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | 7bb0a4d35bbcab9dd63bbd570e03440e | 1,371,984,021 | 42.843414 | -115.750903 | 0 |
7,455 | 2020-06-23 10:43:35 | 4,452,366,298,769,043 | fraud_Ortiz Group | grocery_net | 32.52 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | b331d2e5a0d1a685ffc9d1c05909c203 | 1,371,984,215 | 32.008063 | -96.801277 | 0 |
7,456 | 2020-06-23 10:43:41 | 377,026,671,291,680 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 75.24 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | 220416cb3d7b1ac4a2743ad9e8e47eb4 | 1,371,984,221 | 37.863135 | -90.508209 | 0 |
7,457 | 2020-06-23 10:43:54 | 4,561,368,699,336,875 | fraud_Rowe, Batz and Goodwin | grocery_pos | 62.21 | Pamela | Lewis | F | 653 Jessica Extension Apt. 668 | Clifton | SC | 29,324 | 34.9906 | -81.8327 | 167 | Museum/gallery conservator | 1988-11-01 | 15f54d81ad7c143e9a281499dbe41a2d | 1,371,984,234 | 35.29905 | -81.476822 | 0 |
7,458 | 2020-06-23 10:44:18 | 3,566,094,707,272,327 | fraud_Dooley-Thompson | misc_net | 34.41 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | 164325db3c7dbea2a1f7d416e0fc7611 | 1,371,984,258 | 33.716679 | -118.618232 | 0 |
7,459 | 2020-06-23 10:44:58 | 571,844,099,986 | fraud_Daugherty-Thompson | food_dining | 13.89 | Susan | Mills | F | 005 Cody Estates | Louisville | KY | 40,202 | 38.2507 | -85.7476 | 736,284 | Engineering geologist | 1952-04-02 | 9cf9535787b2a3f2855c3e173c03d34f | 1,371,984,298 | 37.556227 | -86.030914 | 0 |
7,460 | 2020-06-23 10:45:46 | 2,248,348,993,063,230 | fraud_Greenholt, O'Hara and Balistreri | shopping_net | 3.65 | Jennifer | Scott | F | 376 John Fork Suite 848 | Randolph | OH | 44,265 | 41.0109 | -81.2977 | 51 | Mechanical engineer | 1960-08-05 | 55534817a16da8e60de9a9635cc66618 | 1,371,984,346 | 40.18402 | -81.747501 | 0 |
7,461 | 2020-06-23 10:46:06 | 377,654,590,313,960 | fraud_Friesen-Stamm | gas_transport | 86.4 | 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 | 3645cfa56f95cabbbe4ebf5f0bcdca9a | 1,371,984,366 | 36.553059 | -84.589192 | 0 |
7,462 | 2020-06-23 10:48:07 | 38,797,410,705,641 | fraud_Gleason-Macejkovic | shopping_net | 108.36 | Andrew | Tucker | M | 583 Gray Creek | Oak Hill | NY | 12,460 | 42.4069 | -74.1528 | 277 | Glass blower/designer | 1971-12-12 | 4829ce2747458e19fb1d5dc71fca4cda | 1,371,984,487 | 41.459951 | -74.114747 | 0 |
7,463 | 2020-06-23 10:49:09 | 4,179,719,215,697,782 | fraud_Emard Inc | gas_transport | 51.78 | Belinda | Jimenez | F | 6807 Jacob Skyway Apt. 331 | Rockwell | IA | 50,469 | 43.0032 | -93.2167 | 1,574 | Scientist, audiological | 1982-12-27 | f22a5a4ace1317441fdd9916d0cf9fe9 | 1,371,984,549 | 42.194058 | -92.538158 | 0 |
7,464 | 2020-06-23 10:49:36 | 4,129,767,952,109,660 | fraud_Dooley-Thompson | misc_net | 3.71 | Cheryl | Ballard | F | 248 James Squares Apt. 838 | Halstad | MN | 56,548 | 47.3551 | -96.798 | 771 | Scientist, audiological | 1972-06-14 | 1ba7e26bcdc065d146a8ece5b5a5e0d4 | 1,371,984,576 | 46.965819 | -96.856047 | 0 |
7,465 | 2020-06-23 10:50:03 | 6,011,652,924,285,713 | fraud_Cummerata-Jones | gas_transport | 76.59 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | e201e703d309a345f07baed51042f0bf | 1,371,984,603 | 38.346917 | -92.299521 | 0 |
7,466 | 2020-06-23 10:50:05 | 571,844,099,986 | fraud_Romaguera, Cruickshank and Greenholt | shopping_net | 6.4 | Susan | Mills | F | 005 Cody Estates | Louisville | KY | 40,202 | 38.2507 | -85.7476 | 736,284 | Engineering geologist | 1952-04-02 | 8882d1e5de802a2012867b2c1c8afc68 | 1,371,984,605 | 37.700327 | -85.274557 | 0 |
7,467 | 2020-06-23 10:50:12 | 2,286,236,465,059,468 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 40.07 | Morgan | Murray | F | 2788 Brittney Island | Blairstown | MO | 64,726 | 38.5319 | -93.9221 | 467 | Agricultural consultant | 1950-05-27 | 0c09186120c55a5cbd6cb511a36b01d5 | 1,371,984,612 | 38.698423 | -93.903441 | 0 |
7,468 | 2020-06-23 10:50:15 | 571,365,235,126 | fraud_Raynor, Reinger and Hagenes | gas_transport | 41.01 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | 7cd3d0445bbee5a45f66ee87d84c7d20 | 1,371,984,615 | 43.77693 | -86.266527 | 0 |
7,469 | 2020-06-23 10:50:34 | 377,550,167,323,848 | fraud_Sporer Inc | gas_transport | 65.22 | Kevin | Walters | M | 87227 Tapia Burgs | Auburn | ME | 4,210 | 44.0948 | -70.239 | 23,045 | Tourist information centre manager | 1958-09-02 | dd2c350fe7dd50b2a7846b1e6fed681e | 1,371,984,634 | 43.769012 | -69.335254 | 0 |
7,470 | 2020-06-23 10:50:57 | 3,560,697,798,177,746 | fraud_Parisian and Sons | gas_transport | 68.1 | Matthew | Young | M | 8840 Miller Port Suite 645 | Indian Wells | CA | 92,210 | 33.7163 | -116.3381 | 4,677 | Learning mentor | 1955-05-06 | 9d9f511642d37562ad94a6f9cfd9bd5a | 1,371,984,657 | 33.43918 | -117.293345 | 0 |
7,471 | 2020-06-23 10:50:58 | 2,713,913,904,780,408 | fraud_Bartoletti-Wunsch | gas_transport | 48.19 | Jacqueline | Howard | F | 4511 Choi Lock | Delhi | LA | 71,232 | 32.3929 | -91.4714 | 6,581 | Multimedia programmer | 1964-02-13 | b5c31e2f475239bd4dc7b63f95b31211 | 1,371,984,658 | 31.841315 | -92.420736 | 0 |
7,472 | 2020-06-23 10:50:59 | 3,506,040,590,383,211 | fraud_Hudson-Grady | shopping_pos | 121.45 | Michael | Orozco | M | 13956 Hughes Causeway Suite 124 | Alder | MT | 59,710 | 45.1939 | -112.0568 | 286 | Chief of Staff | 1989-03-09 | 88dcd0c770272a379c7f366125969210 | 1,371,984,659 | 44.701885 | -112.975756 | 0 |
7,473 | 2020-06-23 10:51:22 | 4,797,297,220,948,469,000 | fraud_Huels-Hahn | gas_transport | 47.48 | Erica | Briggs | F | 3310 Davidson Spurs Apt. 107 | Oolitic | IN | 47,451 | 38.8938 | -86.5246 | 1,228 | Counsellor | 1991-03-13 | 9ba08df0522eaf8807db14e3b6122285 | 1,371,984,682 | 38.228073 | -87.345857 | 0 |
7,474 | 2020-06-23 10:52:06 | 4,147,608,975,828,480 | fraud_Boyer PLC | shopping_net | 1.84 | Edward | Tapia | M | 354 Gutierrez Gateway | Comfrey | MN | 56,019 | 44.1111 | -94.9134 | 914 | Health and safety adviser | 1944-07-26 | 544e80c492c2e6d4fdac36dc40c271ae | 1,371,984,726 | 43.96151 | -95.383486 | 0 |
7,475 | 2020-06-23 10:53:22 | 4,512,828,414,983,802,000 | fraud_Murray Ltd | grocery_net | 34.06 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | d92fc89bc447d6daad0e0bdaabb1dddc | 1,371,984,802 | 40.51632 | -80.670502 | 0 |
7,476 | 2020-06-23 10:53:28 | 30,376,238,035,123 | fraud_Reichert, Shanahan and Hayes | shopping_net | 4.71 | Cynthia | Davis | F | 7177 Steven Forges | Sixes | OR | 97,476 | 42.825 | -124.4409 | 217 | Retail merchandiser | 1928-10-01 | 0a83a0c7f287447112d1a3436b8cce0c | 1,371,984,808 | 43.525756 | -124.877471 | 0 |
7,477 | 2020-06-23 10:54:15 | 378,278,619,832,195 | fraud_Hamill-Daugherty | misc_net | 2.31 | Mary | Mcintyre | F | 77921 Costa Villages | Eugene | OR | 97,403 | 44.0385 | -123.0614 | 191,096 | Scientist, physiological | 1964-04-06 | ff5b0ad12900a298f32a2f4818901d2a | 1,371,984,855 | 44.501954 | -122.819999 | 0 |
7,478 | 2020-06-23 10:55:11 | 213,180,742,685,905 | fraud_Auer-West | shopping_net | 2.04 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | 189ce8f9d09e84c9cb5a4e2368524551 | 1,371,984,911 | 39.8457 | -123.514609 | 0 |
7,479 | 2020-06-23 10:55:29 | 4,384,910,379,661,778 | fraud_Koepp-Witting | grocery_pos | 75.31 | Michelle | Russell | F | 55505 Christy Via | Hawley | MN | 56,549 | 46.9777 | -96.4092 | 4,508 | Naval architect | 1949-04-24 | 122676a1b17c1a02fa0db2348dafd385 | 1,371,984,929 | 47.024644 | -97.120951 | 0 |
7,480 | 2020-06-23 10:55:38 | 3,549,202,406,645,667 | fraud_Torp-Lemke | misc_pos | 6.44 | Larry | Williams | M | 6274 David Oval Suite 725 | Scarborough | ME | 4,074 | 43.5835 | -70.3457 | 18,760 | Make | 1933-04-02 | 06affdf5e6a7b5f92397574c063a7c93 | 1,371,984,938 | 44.321481 | -70.480725 | 0 |
7,481 | 2020-06-23 10:56:07 | 6,011,393,492,413,821 | fraud_Stiedemann Inc | misc_pos | 6.03 | Natalie | Watson | F | 386 James Roads Apt. 233 | Los Angeles | CA | 90,014 | 34.0443 | -118.2509 | 2,383,912 | Journalist, newspaper | 1959-05-30 | 7e701a05b44ede528c84fd59e916f805 | 1,371,984,967 | 33.872172 | -117.412944 | 0 |
7,482 | 2020-06-23 10:56:16 | 4,681,601,008,538,160 | fraud_Strosin-Cruickshank | grocery_pos | 223.11 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 8e7171c4ae5274e41114a32eb69917b7 | 1,371,984,976 | 40.620835 | -79.78952 | 0 |
7,483 | 2020-06-23 10:56:42 | 4,961,003,488,432,306 | fraud_Rodriguez Group | gas_transport | 43.57 | Stacy | Walsh | F | 324 Donna Ridge Suite 651 | Cressona | PA | 17,929 | 40.6284 | -76.195 | 1,606 | Ecologist | 1966-05-10 | eb1d8843317f7e56669e787cb8c72fe7 | 1,371,985,002 | 40.91508 | -75.740293 | 0 |
7,484 | 2020-06-23 10:57:23 | 676,369,110,710 | fraud_Wiegand-Lowe | grocery_net | 77.63 | David | Wolfe | M | 81261 Garcia Underpass Suite 741 | Southfield | MI | 48,034 | 42.4969 | -83.2911 | 75,830 | Engineer, automotive | 1974-12-28 | 8adad8468609487656ab888d3d385722 | 1,371,985,043 | 42.20618 | -83.715645 | 0 |
7,485 | 2020-06-23 10:57:28 | 3,559,160,581,764,413 | fraud_Dicki Ltd | grocery_net | 51.48 | Allen | Bell | M | 70147 Amanda Fields | Saint Bonaventure | NY | 14,778 | 42.2701 | -78.6847 | 1,453 | Toxicologist | 1974-02-15 | e3854841bb7d293b8adc12245ee20791 | 1,371,985,048 | 42.230687 | -78.903466 | 0 |
7,486 | 2020-06-23 10:59:27 | 4,792,627,764,422,478,000 | fraud_Kerluke, Considine and Macejkovic | misc_net | 10.45 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | 1e920c757a07b96ee85ebf3e0f20d92c | 1,371,985,167 | 39.02213 | -94.693221 | 0 |
7,487 | 2020-06-23 11:00:15 | 347,612,609,554,823 | fraud_Parisian and Sons | gas_transport | 91.08 | Robert | James | M | 18316 Cannon Place | Newport | ME | 4,953 | 44.8393 | -69.2675 | 3,228 | Lexicographer | 1995-12-28 | 790980b13270a6b348833aab01f9eaa1 | 1,371,985,215 | 44.185268 | -68.564054 | 0 |
7,488 | 2020-06-23 11:00:40 | 3,545,109,339,866,548 | fraud_Friesen-D'Amore | gas_transport | 48.11 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | 9c60264572e66c8ca4ba359c0d59bf6a | 1,371,985,240 | 32.714588 | -91.495069 | 0 |
7,489 | 2020-06-23 11:01:21 | 3,565,414,434,959,494 | fraud_Jaskolski-Dibbert | grocery_net | 43.95 | Ryan | Arnold | M | 2056 Michael Wells Apt. 348 | Prairie Creek | IN | 47,869 | 39.4336 | -87.4101 | 137 | Materials engineer | 1967-03-12 | 01c1643899c1991762f70f4e12c872da | 1,371,985,281 | 38.86697 | -87.080347 | 0 |
7,490 | 2020-06-23 11:02:25 | 213,180,742,685,905 | fraud_Smith-Stokes | misc_pos | 40.47 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | 55a82660b9d5edb44f65e5d7b1cf1d41 | 1,371,985,345 | 39.653723 | -124.230169 | 0 |
7,491 | 2020-06-23 11:02:43 | 4,390,966,588,600,993,000 | fraud_Stanton, Jakubowski and Baumbach | shopping_net | 2.12 | Kyle | Simmons | M | 8149 Harris Divide | Oklahoma City | OK | 73,134 | 35.6174 | -97.5583 | 640,470 | Advertising copywriter | 1966-06-24 | 0a9e41b3016dc3a25b135bab487cb052 | 1,371,985,363 | 35.273057 | -97.586765 | 0 |
7,492 | 2020-06-23 11:03:06 | 373,905,417,449,658 | fraud_McDermott-Rice | misc_pos | 50.21 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | b27c6afd6316da3997156c2f380a30b5 | 1,371,985,386 | 32.291154 | -97.039715 | 0 |
7,493 | 2020-06-23 11:03:43 | 213,175,487,106,448 | fraud_Lockman, West and Runte | grocery_pos | 116.45 | Diane | Jackson | F | 682 Mills Way Apt. 814 | Rule | TX | 79,548 | 33.0771 | -99.959 | 932 | Physicist, medical | 1954-12-10 | c045e128eafe99945f7d4f47ac321e73 | 1,371,985,423 | 33.74486 | -99.257382 | 0 |
7,494 | 2020-06-23 11:05:04 | 4,908,846,471,916,297 | fraud_McDermott-Rice | misc_pos | 17.76 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | ea839852840789be33f4daac48fd992d | 1,371,985,504 | 31.504606 | -97.164309 | 0 |
7,495 | 2020-06-23 11:05:35 | 4,060,579,726,528,237 | fraud_McDermott-Rice | misc_pos | 118.69 | Steven | Sanders | M | 25955 Amy Via | Ozawkie | KS | 66,070 | 39.2136 | -95.4404 | 2,661 | Theatre director | 1948-11-14 | 60b1f8d162134686b7bd0ac7ca98a7e5 | 1,371,985,535 | 39.036278 | -94.66549 | 0 |
7,496 | 2020-06-23 11:06:08 | 4,195,740,185,974 | fraud_Johns-Hoeger | entertainment | 63.73 | Benjamin | Robinson | M | 0701 John Ranch | Portland | OR | 97,210 | 45.5303 | -122.7033 | 841,711 | Engineer, building services | 1963-04-04 | 0330f542269ee964f25ccb28c76f5af3 | 1,371,985,568 | 44.819631 | -122.010883 | 0 |
7,497 | 2020-06-23 11:06:11 | 4,742,883,543,039,288,000 | fraud_Bailey-Morar | grocery_pos | 101.93 | Cassandra | Sanders | F | 78117 George Mountains | Paauilo | HI | 96,776 | 20.0271 | -155.3697 | 1,490 | Scientist, research (maths) | 1991-04-13 | c5ddf225200d33817e58b628ad994b80 | 1,371,985,571 | 20.139668 | -155.683402 | 0 |
7,498 | 2020-06-23 11:06:33 | 376,028,110,684,021 | fraud_Bruen-Yost | misc_pos | 43.69 | Aaron | Murray | M | 624 Hale Springs Apt. 572 | Meadville | MO | 64,659 | 39.7795 | -93.3014 | 964 | Tourist information centre manager | 1974-12-23 | a08989f9bd1d4caee46ae27036d3a049 | 1,371,985,593 | 39.536064 | -94.073692 | 0 |
7,499 | 2020-06-23 11:06:46 | 3,599,237,318,576,484 | fraud_Lockman, West and Runte | grocery_pos | 95.92 | Jessica | Smith | F | 06808 Ryan Valleys | Dubre | KY | 42,731 | 36.8421 | -85.5396 | 341 | Insurance risk surveyor | 1932-11-19 | bc49f985a85fc9be8cec39339029141e | 1,371,985,606 | 36.083796 | -86.447682 | 0 |
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