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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
10,500 | 2020-06-24 08:05:24 | 375,534,208,663,984 | fraud_Herman Inc | misc_pos | 42.19 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | 85508ca372cd830cd3e0cf981523ee7c | 1,372,061,124 | 39.329236 | -79.319979 | 0 |
10,501 | 2020-06-24 08:09:46 | 4,497,913,965,512,794,000 | fraud_Trantow PLC | grocery_net | 89.62 | Scott | Edwards | M | 838 Amy Street Suite 107 | Pembroke | NC | 28,372 | 34.6902 | -79.1834 | 14,783 | Hospital doctor | 1955-11-07 | 6eec810f9f3adf04f10167f684cd26a3 | 1,372,061,386 | 34.244446 | -79.125783 | 0 |
10,502 | 2020-06-24 08:10:09 | 4,128,730,454,058,057,700 | fraud_Strosin-Cruickshank | grocery_pos | 146.19 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | f8ad4dbd32d9d4f222eb2c3a3b47734b | 1,372,061,409 | 30.950993 | -94.706014 | 0 |
10,503 | 2020-06-24 08:10:43 | 375,974,680,629,816 | fraud_Mraz-Herzog | gas_transport | 114.45 | Roberta | Mccarthy | F | 94431 Matthew Mall Suite 296 | Plymouth | CT | 6,782 | 41.6611 | -73.0449 | 2,376 | Herpetologist | 1973-04-06 | 3b9d4b729f372985b3d73daae856530b | 1,372,061,443 | 42.132844 | -72.28296 | 0 |
10,504 | 2020-06-24 08:11:28 | 639,023,984,367 | fraud_Harris Inc | gas_transport | 62.87 | Destiny | Lowe | F | 79472 Stevens Trace Apt. 120 | Hannawa Falls | NY | 13,647 | 44.6087 | -74.9732 | 69 | Chief Executive Officer | 1991-06-05 | f7b7299c7771609b85eb0f806ce8113a | 1,372,061,488 | 44.065219 | -75.222893 | 0 |
10,505 | 2020-06-24 08:15:19 | 4,792,627,764,422,478,000 | fraud_Rutherford, Homenick and Bergstrom | grocery_net | 44.36 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | 3ae6fb6abf25004537d8d9a76c055b61 | 1,372,061,719 | 39.740445 | -94.044504 | 0 |
10,506 | 2020-06-24 08:18:11 | 30,175,986,190,993 | fraud_Friesen Inc | shopping_pos | 7.38 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | 1c27d0f6efc70e59d4861e0f631e8ea9 | 1,372,061,891 | 47.159662 | -95.034002 | 0 |
10,507 | 2020-06-24 08:19:42 | 4,149,238,353,975,790 | fraud_Reichert, Huels and Hoppe | shopping_net | 97.85 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 92f860a9234da667e2cc0b3ac8990fa5 | 1,372,061,982 | 40.001466 | -79.301996 | 0 |
10,508 | 2020-06-24 08:21:02 | 30,199,621,383,748 | fraud_Wuckert-Walter | grocery_net | 58.7 | Theresa | Powell | F | 117 Natasha Vista Suite 936 | Leonard | TX | 75,452 | 33.4044 | -96.2238 | 4,090 | Sub | 1977-03-23 | 8f924c1a717312d8721de8ac81cea518 | 1,372,062,062 | 33.849812 | -95.854896 | 0 |
10,509 | 2020-06-24 08:21:52 | 676,118,385,837 | fraud_Watsica, Haag and Considine | shopping_pos | 3.83 | Katelyn | Wise | F | 674 Maureen Summit Apt. 276 | Scotts Mills | OR | 97,375 | 44.9897 | -122.6187 | 1,252 | Engineer, petroleum | 1937-02-06 | e3c42e17cb8a8d32cbf4a780803ea0de | 1,372,062,112 | 44.162946 | -121.743407 | 0 |
10,510 | 2020-06-24 08:22:18 | 4,195,740,185,974 | fraud_Harber Inc | gas_transport | 73.35 | Benjamin | Robinson | M | 0701 John Ranch | Portland | OR | 97,210 | 45.5303 | -122.7033 | 841,711 | Engineer, building services | 1963-04-04 | 278f64be873982643324a3aa50597739 | 1,372,062,138 | 44.822023 | -122.563215 | 0 |
10,511 | 2020-06-24 08:22:36 | 4,474,324,669,797,121 | fraud_Schmitt Ltd | misc_net | 8.5 | Matthew | Russell | M | 168 Michael Coves Suite 343 | June Lake | CA | 93,529 | 37.7773 | -119.0825 | 633 | Health service manager | 1927-09-09 | b43caccb2023e7d9c584ae7860e6682d | 1,372,062,156 | 38.43649 | -118.739315 | 0 |
10,512 | 2020-06-24 08:23:45 | 583,699,482,621 | fraud_Herman Inc | misc_pos | 3.78 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | 69b1c9a3c61bf7af9103aff9b7a8f229 | 1,372,062,225 | 43.632969 | -89.425519 | 0 |
10,513 | 2020-06-24 08:25:17 | 3,543,299,015,720,986 | fraud_Monahan, Bogisich and Ledner | misc_pos | 67.13 | Angela | White | F | 137 Adam Dale | Lebanon | VA | 24,266 | 36.8809 | -82.0956 | 9,521 | Teacher, English as a foreign language | 1977-10-19 | 2e76f615f26f1c5303ec4ee36cc0a947 | 1,372,062,317 | 36.684905 | -82.059975 | 0 |
10,514 | 2020-06-24 08:26:29 | 2,286,236,465,059,468 | fraud_Zieme, Bode and Dooley | gas_transport | 54.99 | Morgan | Murray | F | 2788 Brittney Island | Blairstown | MO | 64,726 | 38.5319 | -93.9221 | 467 | Agricultural consultant | 1950-05-27 | a625a0467911ad246ac016ecddf07cd9 | 1,372,062,389 | 37.878069 | -93.834281 | 0 |
10,515 | 2020-06-24 08:27:20 | 3,573,030,041,201,292 | fraud_Casper, Hand and Zulauf | grocery_pos | 100.6 | Joanne | Williams | F | 3638 Marsh Union | Altonah | UT | 84,002 | 40.3207 | -110.436 | 302 | Sales professional, IT | 1990-01-17 | 1620d1f3f81704aa76f450ab002e6be3 | 1,372,062,440 | 39.473827 | -110.39867 | 0 |
10,516 | 2020-06-24 08:28:40 | 3,577,578,023,716,568 | fraud_Kerluke Inc | misc_net | 127.77 | Debbie | Hughes | F | 0182 Owens Burgs Suite 480 | Diamond | OH | 44,412 | 41.0935 | -81.0425 | 2,644 | Engineer, biomedical | 1983-08-25 | 421fc964d2cbaebe23b564b36843b168 | 1,372,062,520 | 40.714071 | -80.740138 | 0 |
10,517 | 2020-06-24 08:29:02 | 6,528,911,529,051,375 | fraud_Koepp-Witting | grocery_pos | 124.17 | Diane | Smith | F | 195 Murray Overpass Apt. 384 | Winter | WI | 54,896 | 45.8327 | -91.0144 | 1,478 | Neurosurgeon | 1965-04-27 | 78fa58586c58e00d54459269629068ba | 1,372,062,542 | 44.905123 | -91.866783 | 0 |
10,518 | 2020-06-24 08:33:54 | 2,720,012,583,106,919 | fraud_Kling Inc | gas_transport | 70.93 | Joseph | Murray | M | 42933 Ryan Underpass | Manderson | SD | 57,756 | 43.3526 | -102.5411 | 1,126 | Volunteer coordinator | 1980-08-18 | 0a3f433d2008f99659f951e23b30fca1 | 1,372,062,834 | 43.862918 | -102.403168 | 0 |
10,519 | 2020-06-24 08:34:40 | 3,518,758,680,062,249 | fraud_Bins-Rice | gas_transport | 58.24 | Antonio | Koch | M | 8738 Richard Brooks | Moab | UT | 84,532 | 38.5677 | -109.5271 | 9,772 | Location manager | 1989-11-24 | fab11ab21a94517972d47f0cfd7faf73 | 1,372,062,880 | 38.802713 | -108.957696 | 0 |
10,520 | 2020-06-24 08:35:25 | 213,180,742,685,905 | fraud_O'Keefe-Hudson | grocery_pos | 118.51 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | 2c35578e0326c84da5b18fd173485ff5 | 1,372,062,925 | 39.685855 | -123.389782 | 0 |
10,521 | 2020-06-24 08:37:03 | 4,070,511,711,385,545 | fraud_Volkman-Predovic | shopping_net | 8.15 | Stephanie | Hopkins | F | 44089 Carrie Crossing Suite 954 | Falls City | TX | 78,113 | 28.9814 | -98.0156 | 2,435 | Engineer, mining | 1967-04-09 | 14e2511f152d67b3e3e308751b31f995 | 1,372,063,023 | 28.506178 | -97.793725 | 0 |
10,522 | 2020-06-24 08:37:51 | 4,646,845,581,490,336,000 | fraud_Kerluke PLC | misc_net | 2.04 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | dd4d4fec4f036a5a060051b56715ad64 | 1,372,063,071 | 39.836026 | -73.999815 | 0 |
10,523 | 2020-06-24 08:38:34 | 3,534,718,226,968,689 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 67.03 | Lisa | Lopez | F | 32343 Saunders Course | Dongola | IL | 62,926 | 37.3712 | -89.1349 | 2,263 | Scientific laboratory technician | 1984-09-13 | 45957b583617178a20503f8162d6e762 | 1,372,063,114 | 37.181105 | -88.956649 | 0 |
10,524 | 2020-06-24 08:39:03 | 2,252,055,259,910,912 | fraud_Schamberger-O'Keefe | grocery_pos | 102.3 | Jason | Hernandez | M | 220 Frank Gardens | Hewitt | WI | 54,441 | 44.6437 | -90.1031 | 828 | Arts development officer | 1991-08-19 | ec443d75a37e6271725aecdb30ae50a8 | 1,372,063,143 | 44.208149 | -90.715253 | 0 |
10,525 | 2020-06-24 08:40:40 | 3,521,417,320,836,166 | fraud_Kutch and Sons | grocery_pos | 218.06 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | 65905220444611e33ecd82a1840b1dc2 | 1,372,063,240 | 39.372077 | -87.090823 | 0 |
10,526 | 2020-06-24 08:41:09 | 4,040,099,974,063,068,700 | fraud_Barrows PLC | shopping_pos | 123.16 | Jeffrey | Lewis | M | 24255 Bryan Square | Palermo | ND | 58,769 | 48.3396 | -102.24 | 229 | Administrator | 1983-03-20 | a043018652ebce1a7c2f2073c2d1f9dc | 1,372,063,269 | 48.035644 | -101.688489 | 0 |
10,527 | 2020-06-24 08:43:38 | 6,011,603,272,871,604 | fraud_Corwin-Collins | gas_transport | 73.55 | Robert | Holland | M | 431 Tracy Expressway | Milner | GA | 30,257 | 33.141 | -84.1759 | 4,138 | Field seismologist | 1969-05-16 | e2df774ed8c03fdc90d338dd9c5a8f47 | 1,372,063,418 | 32.708061 | -83.356773 | 0 |
10,528 | 2020-06-24 08:45:31 | 4,689,147,265,057,949,000 | fraud_Torp-Labadie | gas_transport | 51.36 | Steven | Brooks | M | 2622 Reynolds Isle | Manley | NE | 68,403 | 40.9207 | -96.168 | 206 | Human resources officer | 1967-10-04 | f34ed58aa3f4e4933e202815fb37a211 | 1,372,063,531 | 40.685588 | -95.581988 | 0 |
10,529 | 2020-06-24 08:45:37 | 30,248,898,834,493 | fraud_McDermott-Weimann | grocery_pos | 105.32 | Michael | Rodriguez | M | 172 Paula Inlet Apt. 650 | Cross Plains | TX | 76,443 | 32.1482 | -99.1872 | 1,897 | Chief Operating Officer | 1953-04-19 | adf951dfc1c4fd1a49b4f5e1348d9733 | 1,372,063,537 | 31.543412 | -98.395794 | 0 |
10,530 | 2020-06-24 08:45:41 | 349,612,764,943,496 | fraud_Johnson, Runolfsdottir and Mayer | misc_net | 110.26 | Xavier | Beltran | M | 61107 Edwards Dam Apt. 463 | Big Creek | KY | 40,914 | 37.1046 | -83.5706 | 467 | Psychologist, forensic | 1984-06-04 | 0c9cfc2129b5292930bec0df4c6eb87e | 1,372,063,541 | 37.011034 | -84.190389 | 0 |
10,531 | 2020-06-24 08:46:00 | 6,011,917,798,331,152 | fraud_Raynor, Feest and Miller | gas_transport | 63.7 | William | Johnson | M | 50843 Vincent Mission | South Londonderry | VT | 5,155 | 43.1699 | -72.8515 | 828 | Scientific laboratory technician | 1957-08-30 | cf0c71d89ea91949679dbb2e6e52bb74 | 1,372,063,560 | 42.713056 | -73.53798 | 0 |
10,532 | 2020-06-24 08:47:11 | 30,273,037,698,427 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 53.35 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | 136bc95e7c4991229f34bab29f55b1aa | 1,372,063,631 | 34.785518 | -91.064962 | 0 |
10,533 | 2020-06-24 08:47:54 | 6,011,542,681,743,618 | fraud_Sporer Inc | gas_transport | 35.99 | Emily | Hall | F | 8851 Reese Neck | Basye | VA | 22,810 | 38.8089 | -78.7776 | 863 | Engineer, mining | 1972-08-09 | e503d257a5afbe7fecc5e4ed0b918f19 | 1,372,063,674 | 38.635593 | -79.581678 | 0 |
10,534 | 2020-06-24 08:48:54 | 4,561,892,980,175 | fraud_Boehm, Predovic and Reinger | misc_pos | 6.15 | Jacqueline | Allen | F | 166 Lisa Fords | Greenwood | IN | 46,143 | 39.596 | -86.1309 | 78,968 | Financial adviser | 1968-02-10 | 532979b9f1c2d70f6c9aeb63a4734d6d | 1,372,063,734 | 39.36847 | -87.043463 | 0 |
10,535 | 2020-06-24 08:51:02 | 2,284,059,275,940,012 | fraud_Haley, Jewess and Bechtelar | shopping_pos | 3.53 | Thomas | Mathis | M | 26615 Nelson Lane | Moores Hill | IN | 47,032 | 39.0945 | -85.0638 | 3,289 | Sub | 1969-11-22 | e28ee5ca2f26d45465676174409400b8 | 1,372,063,862 | 39.770018 | -85.05951 | 0 |
10,536 | 2020-06-24 08:51:22 | 3,521,417,320,836,166 | fraud_Kuhn LLC | misc_net | 7.25 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | ba3de34d517a6e2fbc4c8f0a6607d082 | 1,372,063,882 | 39.450571 | -86.534008 | 0 |
10,537 | 2020-06-24 08:52:18 | 378,858,024,506,425 | fraud_Bins-Rice | gas_transport | 81.3 | Debra | Eaton | F | 72743 Brian Run | Paradise Valley | AZ | 85,253 | 33.5494 | -111.9565 | 17,047 | Building surveyor | 1935-01-29 | eacea849588c9e76d3e1a0dda0358fc8 | 1,372,063,938 | 34.066501 | -111.095246 | 0 |
10,538 | 2020-06-24 08:54:00 | 4,861,310,130,652,567,000 | fraud_Huel, Hammes and Witting | grocery_pos | 213.19 | Ashley | Cruz | F | 65417 Walsh Radial Suite 691 | Saint Amant | LA | 70,774 | 30.2385 | -90.8435 | 10,076 | Surveyor, rural practice | 1977-12-16 | 35c0eda305b11b406499053f41fa6abe | 1,372,064,040 | 31.086219 | -90.083956 | 0 |
10,539 | 2020-06-24 08:54:27 | 180,048,185,037,117 | fraud_Kiehn-Emmerich | grocery_pos | 190.71 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | bcd80b4c3f2803caa6cbeb1ae090174d | 1,372,064,067 | 41.114107 | -74.54211 | 0 |
10,540 | 2020-06-24 08:54:30 | 30,328,384,440,870 | fraud_Ruecker Group | misc_net | 3.15 | Helen | Campbell | F | 182 Sergio Summit Apt. 129 | Browning | MO | 64,630 | 40.029 | -93.1607 | 602 | Cytogeneticist | 1954-07-14 | d03a6af13297eb3613a09bf7897d4d30 | 1,372,064,070 | 40.824866 | -92.769647 | 0 |
10,541 | 2020-06-24 08:54:45 | 4,670,613,943,676,271 | fraud_Macejkovic-Lesch | shopping_pos | 6.5 | Bianca | Novak | F | 0953 David Skyway | Cuthbert | GA | 39,840 | 31.7706 | -84.7936 | 5,726 | Fitness centre manager | 1947-08-14 | d9d51c2d4e454b7cb9fb89831c53af15 | 1,372,064,085 | 31.017042 | -84.798077 | 0 |
10,542 | 2020-06-24 08:55:31 | 2,233,882,705,243,596 | fraud_Boyer-Reichert | shopping_net | 6.55 | Jamie | Robinson | F | 67089 Caitlin Meadow Apt. 905 | Sturgis | MS | 39,769 | 33.357 | -89.0473 | 1,923 | Medical physicist | 1960-01-16 | 2f7dacf8604bf7022de400cb65903b0e | 1,372,064,131 | 32.955618 | -89.442722 | 0 |
10,543 | 2020-06-24 08:56:43 | 30,344,654,314,976 | fraud_Fisher Inc | shopping_net | 18.16 | Christine | Johnson | F | 8011 Chapman Tunnel Apt. 568 | Blairsden-Graeagle | CA | 96,103 | 39.8127 | -120.6405 | 1,725 | Chartered legal executive (England and Wales) | 1967-05-27 | 45fd60a5c48ee94fa25346ccbbda23ce | 1,372,064,203 | 39.934459 | -121.339421 | 0 |
10,544 | 2020-06-24 08:59:18 | 4,220,495,028,289,516,500 | fraud_Auer-West | shopping_net | 8.65 | Bethany | Andrade | F | 7898 Wanda Springs | Corona | CA | 92,882 | 33.8419 | -117.6043 | 233,717 | Wellsite geologist | 1966-05-22 | 022f849691059d81014a4390abe0d1e1 | 1,372,064,358 | 33.105052 | -118.21775 | 0 |
10,545 | 2020-06-24 09:01:26 | 2,254,917,871,818,484 | fraud_Pfeffer LLC | grocery_net | 62.95 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | 8775f03ac40066884b114808f419b78b | 1,372,064,486 | 38.404236 | -75.392913 | 0 |
10,546 | 2020-06-24 09:01:29 | 30,428,204,673,351 | fraud_Lockman, West and Runte | grocery_pos | 91.56 | Greg | Villarreal | M | 2851 Foster Shoals | Schaefferstown | PA | 17,088 | 40.3087 | -76.2963 | 823 | Gaffer | 1982-07-02 | d1bd5c97b6ec9b22fd32ca4446e40896 | 1,372,064,489 | 40.533647 | -75.975209 | 0 |
10,547 | 2020-06-24 09:03:13 | 573,860,193,545 | fraud_Cummings LLC | gas_transport | 71.23 | Cristian | Jones | M | 0423 Kirby Field Suite 623 | Wilmette | IL | 60,091 | 42.0765 | -87.7246 | 27,020 | Trade mark attorney | 1986-07-23 | 071e62c65cb673f7cbd767171dc1f03b | 1,372,064,593 | 42.989762 | -87.027305 | 0 |
10,548 | 2020-06-24 09:05:17 | 4,254,074,738,931,278 | fraud_Bauch-Raynor | grocery_pos | 136.47 | Gary | Hall | M | 69085 Short Shores | Allentown | NY | 14,707 | 42.0737 | -78.0594 | 239 | Radio producer | 1956-05-02 | 89caeef1e9f718de84817eacc64918ce | 1,372,064,717 | 42.052986 | -78.913668 | 0 |
10,549 | 2020-06-24 09:05:33 | 348,789,608,637,806 | fraud_Connelly, Reichert and Fritsch | gas_transport | 72.2 | Megan | Murphy | F | 53696 Laura Radial | Holstein | NE | 68,950 | 40.4542 | -98.6538 | 331 | Telecommunications researcher | 1950-08-19 | 7b48feb0e1924ee02ae8fb2822008b33 | 1,372,064,733 | 40.153131 | -97.78432 | 0 |
10,550 | 2020-06-24 09:06:20 | 4,769,426,683,924,059,000 | fraud_Buckridge PLC | misc_pos | 4.21 | Andrea | Cruz | F | 26572 Hodge Villages Suite 512 | Mifflin | PA | 17,058 | 40.5553 | -77.4001 | 1,909 | Mining engineer | 1954-08-22 | 5f0d7e04f3092f23dfef2fee36acf2a1 | 1,372,064,780 | 41.042137 | -76.820804 | 0 |
10,551 | 2020-06-24 09:09:42 | 30,427,035,050,508 | fraud_Torp-Labadie | gas_transport | 73.69 | John | Chandler | M | 88325 Brandon Greens Apt. 477 | Detroit | MI | 48,202 | 42.377 | -83.0796 | 673,342 | Broadcast presenter | 1969-11-20 | 8ebc5cb0ded09f524e6f3a39290df735 | 1,372,064,982 | 42.872109 | -83.569316 | 0 |
10,552 | 2020-06-24 09:10:05 | 3,529,597,810,116,815 | fraud_Corwin-Collins | gas_transport | 44.42 | Pamela | Curtis | F | 8969 Fuentes Station Apt. 291 | Mill Creek | PA | 17,060 | 40.4679 | -77.8967 | 1,334 | Archaeologist | 1986-12-17 | 9a568c37e8b527eb9c420efab0b697c3 | 1,372,065,005 | 39.643958 | -78.082967 | 0 |
10,553 | 2020-06-24 09:10:22 | 60,427,851,591 | fraud_Bailey-Morar | grocery_pos | 89.09 | Bradley | Martinez | M | 3426 David Divide Suite 717 | Burns Flat | OK | 73,624 | 35.3492 | -99.188 | 2,142 | Politician's assistant | 1976-06-30 | c03f4e6b015e95ce75131a81b1735864 | 1,372,065,022 | 35.692323 | -99.85363 | 0 |
10,554 | 2020-06-24 09:10:32 | 30,427,035,050,508 | fraud_Hudson-Grady | shopping_pos | 7.38 | John | Chandler | M | 88325 Brandon Greens Apt. 477 | Detroit | MI | 48,202 | 42.377 | -83.0796 | 673,342 | Broadcast presenter | 1969-11-20 | 6b74357fe1c3fa67a66b0da5b000ad71 | 1,372,065,032 | 42.32009 | -83.228707 | 0 |
10,555 | 2020-06-24 09:11:06 | 4,119,762,878,330,989 | fraud_Johnson, Runolfsdottir and Mayer | misc_net | 7.48 | Melinda | Gutierrez | F | 1497 West Gateway | Eureka | IL | 61,530 | 40.7152 | -89.2706 | 6,713 | Archivist | 1945-08-19 | f93e97649e8d6609179983bddaf3ec73 | 1,372,065,066 | 41.699338 | -89.182459 | 0 |
10,556 | 2020-06-24 09:11:25 | 4,066,595,222,529 | fraud_Reichert, Rowe and Mraz | shopping_net | 1.98 | Jamie | Olson | F | 3423 Michael Canyon Suite 276 | River | KY | 41,254 | 37.8795 | -82.7251 | 571 | Quarry manager | 1931-03-07 | 04d407b0f7e8e6ffec54d17b78e4220d | 1,372,065,085 | 37.467651 | -82.334929 | 0 |
10,557 | 2020-06-24 09:11:34 | 38,295,635,583,927 | fraud_Mraz-Herzog | gas_transport | 64.33 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | d60077310d887c8f45061219c5f4930b | 1,372,065,094 | 33.476637 | -99.870119 | 0 |
10,558 | 2020-06-24 09:15:37 | 38,295,635,583,927 | fraud_Spinka-Welch | grocery_net | 47.11 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | 3fcd18b05c73a66394f4f5452e2ce7f6 | 1,372,065,337 | 34.355696 | -98.853254 | 0 |
10,559 | 2020-06-24 09:16:18 | 4,839,615,922,685,395 | fraud_Swaniawski, Bahringer and Ledner | grocery_net | 106.54 | Phillip | Robertson | M | 85344 Smith Gateway Apt. 280 | Harrodsburg | IN | 47,434 | 39.013 | -86.5457 | 76 | Social researcher | 1955-05-06 | 23501d2a4a53f0514d4e3f844a369a3b | 1,372,065,378 | 38.180022 | -86.477936 | 0 |
10,560 | 2020-06-24 09:17:45 | 4,181,833,256,558,614,000 | fraud_Kovacek, Dibbert and Ondricka | grocery_pos | 98.17 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | 1e5374ce681724f7ec73dd149bd98ce5 | 1,372,065,465 | 36.261178 | -104.516349 | 0 |
10,561 | 2020-06-24 09:20:01 | 2,248,348,993,063,230 | fraud_Sporer Inc | gas_transport | 78.78 | Jennifer | Scott | F | 376 John Fork Suite 848 | Randolph | OH | 44,265 | 41.0109 | -81.2977 | 51 | Mechanical engineer | 1960-08-05 | c52dd509302a245ed4e53f9c8f04ac8d | 1,372,065,601 | 41.482961 | -81.641296 | 0 |
10,562 | 2020-06-24 09:20:09 | 4,425,161,475,596,168 | fraud_Bailey-Morar | grocery_pos | 90.58 | Brooke | Fisher | F | 815 Heather Divide Apt. 965 | San Angelo | TX | 76,905 | 31.4647 | -100.39 | 103,927 | Drilling engineer | 1962-06-27 | 64e0da41f7701f3291670f3ee1453c9a | 1,372,065,609 | 31.760651 | -101.273896 | 0 |
10,563 | 2020-06-24 09:20:14 | 580,954,173,374 | fraud_Pacocha-O'Reilly | grocery_pos | 104.87 | Jessica | Benitez | F | 31281 Thomas Inlet | Montrose | NY | 10,548 | 41.2496 | -73.9446 | 3,487 | Race relations officer | 1960-01-13 | 579e8edb001ddb301a8e702807248c0c | 1,372,065,614 | 40.651096 | -74.23268 | 0 |
10,564 | 2020-06-24 09:21:22 | 30,248,898,834,493 | fraud_Olson, Becker and Koch | gas_transport | 87.95 | Michael | Rodriguez | M | 172 Paula Inlet Apt. 650 | Cross Plains | TX | 76,443 | 32.1482 | -99.1872 | 1,897 | Chief Operating Officer | 1953-04-19 | a63cfd480837034ab6b2b8a9455bedaf | 1,372,065,682 | 32.40043 | -98.97914 | 0 |
10,565 | 2020-06-24 09:21:48 | 3,577,596,616,955,856 | fraud_Kuphal-Toy | food_dining | 118.59 | David | Rogers | M | 265 Mullen Park Apt. 307 | Summerfield | NC | 27,358 | 36.2245 | -79.8901 | 14,075 | Buyer, industrial | 1929-04-22 | e3e3c0fe7cdc9883a71df2a93b8d0f50 | 1,372,065,708 | 35.454792 | -79.504458 | 0 |
10,566 | 2020-06-24 09:23:08 | 6,501,313,409,525,696 | fraud_Block Group | misc_pos | 15.29 | Carrie | Lewis | F | 28925 Powell Mountains Apt. 762 | Pecos | TX | 79,772 | 31.4467 | -103.5791 | 12,747 | Merchandiser, retail | 1987-05-05 | 194bb6783bb1a77b70e7cb6dbf18288a | 1,372,065,788 | 32.446246 | -102.927003 | 0 |
10,567 | 2020-06-24 09:23:12 | 3,549,202,406,645,667 | fraud_Lemke-Gutmann | shopping_net | 37.68 | Larry | Williams | M | 6274 David Oval Suite 725 | Scarborough | ME | 4,074 | 43.5835 | -70.3457 | 18,760 | Make | 1933-04-02 | f04b170e97fa6737853ea469a9562a3d | 1,372,065,792 | 44.374177 | -71.097854 | 0 |
10,568 | 2020-06-24 09:24:30 | 567,868,110,212 | fraud_Dickinson Ltd | misc_pos | 19.7 | Dawn | Tucker | F | 789 Herring Manors | Houston | TX | 77,007 | 29.7736 | -95.4034 | 2,906,700 | Copywriter, advertising | 1984-12-16 | cd7eebadbaba946f72a22e83809bf71e | 1,372,065,870 | 30.404586 | -95.986724 | 0 |
10,569 | 2020-06-24 09:25:13 | 3,599,237,318,576,484 | fraud_Kerluke-Abshire | shopping_net | 6.1 | Jessica | Smith | F | 06808 Ryan Valleys | Dubre | KY | 42,731 | 36.8421 | -85.5396 | 341 | Insurance risk surveyor | 1932-11-19 | 5a62058dc8bc96e51abdb2171cd8f96c | 1,372,065,913 | 36.004533 | -86.344554 | 0 |
10,570 | 2020-06-24 09:26:53 | 4,599,735,407,877,245,000 | fraud_Stroman, Hudson and Erdman | gas_transport | 74.45 | Mary | Myers | F | 39787 Pamela Fall Suite 639 | Tiptonville | TN | 38,079 | 36.3846 | -89.4649 | 5,577 | Geochemist | 1964-12-30 | 3f14a6825e43fe365448db7cd72eb8e9 | 1,372,066,013 | 37.293424 | -90.184063 | 0 |
10,571 | 2020-06-24 09:30:01 | 30,234,966,027,947 | fraud_Bernhard Inc | gas_transport | 90.57 | Matthew | Lambert | M | 7188 Melissa Crest Apt. 151 | New Holstein | WI | 53,061 | 43.9446 | -88.0911 | 5,196 | Child psychotherapist | 1978-01-22 | d181e9b566de67e51e8236314a1525f8 | 1,372,066,201 | 44.019764 | -87.642913 | 0 |
10,572 | 2020-06-24 09:30:02 | 2,450,829,271,795,901 | fraud_Hudson-Ratke | grocery_pos | 73.19 | Timothy | Kirby | M | 7309 Sophia Causeway Suite 702 | Sauk Rapids | MN | 56,379 | 45.604 | -94.1591 | 16,163 | Hydrographic surveyor | 1987-02-22 | 14364798611d7997ebda60630a3e19c2 | 1,372,066,202 | 46.209224 | -93.417002 | 0 |
10,573 | 2020-06-24 09:30:52 | 4,450,831,335,606,294 | fraud_Erdman-Kertzmann | gas_transport | 81.98 | Donna | Davis | F | 6760 Donovan Lakes | Clayton | OK | 74,536 | 34.5906 | -95.38 | 1,760 | Occupational psychologist | 1972-01-20 | 05a289ba6ce2528484f15404038309a3 | 1,372,066,252 | 35.240388 | -96.241877 | 0 |
10,574 | 2020-06-24 09:32:13 | 4,890,424,426,862,857,000 | fraud_Barton Inc | grocery_pos | 64.01 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | 2871474461c031195b773f757068a5a4 | 1,372,066,333 | 38.185511 | -121.568205 | 0 |
10,575 | 2020-06-24 09:32:23 | 4,646,845,581,490,336,000 | fraud_Vandervort-Funk | grocery_pos | 224.93 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | 5a0087d569f1f6ae99e49f64bd399375 | 1,372,066,343 | 40.413798 | -72.446678 | 0 |
10,576 | 2020-06-24 09:32:37 | 4,277,232,699,798,846 | fraud_Schmidt and Sons | shopping_net | 173.17 | Jennifer | Vance | F | 13299 Patrick Terrace | Rhame | ND | 58,651 | 46.1664 | -103.7079 | 475 | Illustrator | 1955-11-10 | c0cb4493e63826526cebd1132f0b8c67 | 1,372,066,357 | 45.738013 | -103.170564 | 0 |
10,577 | 2020-06-24 09:32:46 | 375,237,305,371,366 | fraud_Casper, Hand and Zulauf | grocery_pos | 74.42 | David | Erickson | M | 616 Jimenez Meadow Apt. 701 | East Rochester | NY | 14,445 | 43.1128 | -77.4906 | 8,019 | Retail buyer | 1928-06-26 | ab7cf717d66e369ceb6b167bac4d9c96 | 1,372,066,366 | 43.584413 | -77.394464 | 0 |
10,578 | 2020-06-24 09:33:17 | 30,501,624,614,310 | fraud_Marks Inc | gas_transport | 44.97 | Amanda | Smith | F | 180 Graves Shore | Scotia | SC | 29,939 | 32.6786 | -81.2455 | 302 | Magazine features editor | 1973-05-04 | 755e2accb55ba5b697e191d97721ec59 | 1,372,066,397 | 32.530521 | -80.62649 | 0 |
10,579 | 2020-06-24 09:35:02 | 3,598,895,972,308,782 | fraud_Kunde-Sanford | misc_net | 599.51 | Kenneth | Richards | M | 994 Livingston Extensions Suite 918 | Norwalk | OH | 44,857 | 41.2403 | -82.6078 | 23,805 | Copy | 1970-02-22 | 78bb7325e8483a2beb6362f495b17584 | 1,372,066,502 | 40.314273 | -82.501538 | 0 |
10,580 | 2020-06-24 09:35:55 | 675,945,690,716 | fraud_Brekke and Sons | gas_transport | 59.31 | Ellen | Smith | F | 285 George Lake | Beaver Falls | PA | 15,010 | 40.7687 | -80.3592 | 28,425 | Podiatrist | 2000-06-09 | 41519b457bfe5fc0bf0a29b8b0ea5948 | 1,372,066,555 | 40.093224 | -80.222267 | 0 |
10,581 | 2020-06-24 09:36:09 | 30,428,204,673,351 | fraud_Vandervort-Funk | grocery_pos | 110.95 | Greg | Villarreal | M | 2851 Foster Shoals | Schaefferstown | PA | 17,088 | 40.3087 | -76.2963 | 823 | Gaffer | 1982-07-02 | 8eaf9318ff03d074a8f36c4ca7105dc9 | 1,372,066,569 | 39.464286 | -75.719118 | 0 |
10,582 | 2020-06-24 09:36:16 | 3,558,652,751,678,952 | fraud_Lesch, D'Amore and Brown | food_dining | 60.14 | Teresa | Blankenship | F | 6638 Lucero Mill Suite 952 | Karnack | TX | 75,661 | 32.6205 | -94.2 | 2,807 | Chiropodist | 1931-01-26 | d27ea004ee35bc252b30e6c193700b9d | 1,372,066,576 | 32.76292 | -94.37529 | 0 |
10,583 | 2020-06-24 09:36:52 | 3,564,839,259,330,465 | fraud_Goodwin-Nitzsche | grocery_pos | 117.43 | Robert | Ashley | M | 1250 Christopher Prairie Suite 016 | Port Costa | CA | 94,569 | 38.046 | -122.1866 | 198 | Armed forces training and education officer | 1959-03-31 | 26ebc456b0c7b303f53a5ff67f2b5a7b | 1,372,066,612 | 38.754498 | -121.793395 | 0 |
10,584 | 2020-06-24 09:37:13 | 6,540,981,358,631,302 | fraud_Bauch-Blanda | entertainment | 33.34 | Bryan | Torres | M | 152 James Centers Apt. 768 | Detroit | MI | 48,221 | 42.426 | -83.15 | 673,342 | Retail manager | 1967-06-19 | b8ff9d1da9e4392b0c6ec1468b8aae1d | 1,372,066,633 | 42.56321 | -82.299267 | 0 |
10,585 | 2020-06-24 09:44:02 | 4,586,260,469,584 | fraud_Rodriguez, Yost and Jenkins | misc_net | 20.54 | Melody | Thompson | F | 0362 Anderson Wall | Mound City | MO | 64,470 | 40.1362 | -95.2138 | 1,631 | Architect | 1953-01-20 | 19bcee45158575963191a2e05161ec70 | 1,372,067,042 | 41.07407 | -96.045235 | 0 |
10,586 | 2020-06-24 09:44:23 | 213,161,231,269,724 | fraud_Labadie, Treutel and Bode | shopping_net | 5.88 | Alyssa | Morgan | F | 622 Robin Run Suite 764 | Gadsden | AL | 35,901 | 34.048 | -85.9246 | 67,082 | Physiological scientist | 1963-02-09 | 2fa1b2b3eae255d618431e85619eaba3 | 1,372,067,063 | 33.207366 | -86.335999 | 0 |
10,587 | 2020-06-24 09:44:56 | 213,180,742,685,905 | fraud_Strosin-Cruickshank | grocery_pos | 134.9 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | 65a841982000a9b60cf883c2ef64a886 | 1,372,067,096 | 40.523178 | -123.830833 | 0 |
10,588 | 2020-06-24 09:45:40 | 501,831,082,224 | fraud_Okuneva, Schneider and Rau | shopping_pos | 1.26 | Corey | Jones | M | 709 George Underpass Apt. 080 | West Decatur | PA | 16,878 | 40.9493 | -78.3129 | 1,762 | Armed forces logistics/support/administrative officer | 1962-05-04 | a55a0e74a25acff4cd7dcb8d1ebf3db5 | 1,372,067,140 | 41.387744 | -78.647659 | 0 |
10,589 | 2020-06-24 09:46:48 | 30,131,826,429,364 | fraud_Corwin-Gorczany | misc_net | 8.03 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | d6502f22de929aa189b019c656dcbd78 | 1,372,067,208 | 35.835433 | -84.984942 | 0 |
10,590 | 2020-06-24 09:46:58 | 4,433,091,568,498,503 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 72.63 | Linda | Davis | F | 493 Todd Views | Gaithersburg | MD | 20,882 | 39.2335 | -77.1458 | 135,332 | Clinical biochemist | 1936-03-28 | 4b2395acde9ceba6d15548431b7388e4 | 1,372,067,218 | 39.609881 | -77.205744 | 0 |
10,591 | 2020-06-24 09:47:28 | 6,011,367,958,204,270 | fraud_Greenfelder, Bartoletti and Davis | misc_net | 1.09 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 324d1e6286a8dcc8619cccc77327771a | 1,372,067,248 | 41.507074 | -81.353828 | 0 |
10,592 | 2020-06-24 09:49:08 | 3,533,742,182,628,021 | fraud_Stokes, Christiansen and Sipes | grocery_net | 11.93 | Robert | Haynes | M | 857 Aaron Circles Suite 398 | Johns Island | SC | 29,455 | 32.8357 | -79.8217 | 20,478 | Materials engineer | 1997-06-04 | 65895024bb42e4c1de511e4e279d7003 | 1,372,067,348 | 31.911967 | -80.008144 | 0 |
10,593 | 2020-06-24 09:49:11 | 213,180,742,685,905 | fraud_Volkman-Predovic | shopping_net | 46.68 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | d35a3bf93936163e47b279a84eaeec1b | 1,372,067,351 | 39.559683 | -123.673638 | 0 |
10,594 | 2020-06-24 09:50:03 | 36,485,887,555,770 | fraud_Zieme, Bode and Dooley | gas_transport | 31.07 | Michael | Gross | M | 230 Ryan Tunnel Apt. 025 | Fulton | OH | 43,321 | 40.4971 | -82.8342 | 267 | Facilities manager | 2005-01-29 | 585eef70662f517d946b3264e4abb3f1 | 1,372,067,403 | 39.850898 | -82.791437 | 0 |
10,595 | 2020-06-24 09:50:32 | 4,301,028,321,766,222,300 | fraud_Padberg-Welch | grocery_pos | 98.13 | Joe | Howard | M | 109 Brian Lights Apt. 504 | Shippingport | PA | 15,077 | 40.6025 | -80.3863 | 198 | Secretary/administrator | 1978-10-26 | 0a9f51b63f6fd9333d87cba64b653246 | 1,372,067,432 | 40.555421 | -80.96423 | 0 |
10,596 | 2020-06-24 09:51:03 | 60,427,851,591 | fraud_Pfeffer and Sons | shopping_pos | 119.21 | Bradley | Martinez | M | 3426 David Divide Suite 717 | Burns Flat | OK | 73,624 | 35.3492 | -99.188 | 2,142 | Politician's assistant | 1976-06-30 | b3bea02493e931c9d1754cfa35d36e02 | 1,372,067,463 | 34.686438 | -99.934656 | 0 |
10,597 | 2020-06-24 09:51:09 | 5,388,659,976,630,693 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 81.13 | Charles | Preston | M | 5364 William Harbor | Seneca | WI | 54,654 | 43.2064 | -90.9405 | 153 | Quantity surveyor | 1962-02-14 | 9f53ab40a63b41358d58bab6d8c3d2b7 | 1,372,067,469 | 42.289937 | -90.885489 | 0 |
10,598 | 2020-06-24 09:51:53 | 6,523,180,720,198,790 | fraud_Kuhic LLC | shopping_net | 9.39 | Alan | Taylor | M | 560 Molina Path | Oakdale | NY | 11,769 | 40.7382 | -73.1297 | 9,506 | Biochemist, clinical | 1953-04-13 | d2e42cdf3bfac1b295d3858964dfc18d | 1,372,067,513 | 41.174716 | -73.175951 | 0 |
10,599 | 2020-06-24 09:52:07 | 4,451,952,084,362,894 | fraud_Kuhic, Bins and Pfeffer | shopping_net | 81.73 | Joseph | Davis | M | 941 Adam Stravenue | Nazareth | TX | 79,063 | 34.5444 | -102.1069 | 686 | Petroleum engineer | 1980-07-30 | 64137394abc09663d7e09cc4754c46a6 | 1,372,067,527 | 34.499338 | -102.013213 | 0 |
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