Unnamed: 0 int64 | trans_date_trans_time string | cc_num int64 | merchant string | category string | amt float64 | first string | last string | gender string | street string | city string | state string | zip int64 | lat float64 | long float64 | city_pop int64 | job string | dob string | trans_num string | unix_time int64 | merch_lat float64 | merch_long float64 | is_fraud int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,283,500 | 2020-06-16 04:46:02 | 3,525,668,150,756,629 | fraud_Lesch Ltd | shopping_pos | 151.14 | Christopher | Choi | M | 04611 Sandra Spring Suite 059 | Rumely | MI | 49,826 | 46.3481 | -87.0436 | 137 | Film/video editor | 1990-08-13 | 7c835381661a8c0a15f43b15193bb2a9 | 1,371,357,962 | 45.398192 | -87.963754 | 0 |
1,283,501 | 2020-06-16 04:46:04 | 377,113,842,678,100 | fraud_Stamm-Rodriguez | misc_pos | 4.06 | Billy | Gallagher | M | 673 Delgado Burg | Greenwich | NJ | 8,323 | 39.4055 | -75.3209 | 804 | Insurance risk surveyor | 1965-03-25 | 5f5e6c24f485495796196317f9eab6f9 | 1,371,357,964 | 39.141037 | -75.464905 | 0 |
1,283,502 | 2020-06-16 04:46:14 | 630,425,673,344 | fraud_Mraz-Herzog | gas_transport | 56.67 | Bryan | Miller | M | 411 Laurie Fords | Cass | WV | 24,927 | 38.388 | -79.9906 | 365 | Special effects artist | 1970-03-14 | 2e6c3894a897e008a2c6d646893acb6e | 1,371,357,974 | 37.651704 | -79.866272 | 0 |
1,283,503 | 2020-06-16 04:46:26 | 6,011,917,798,331,152 | fraud_Smith-Stokes | misc_pos | 41.65 | William | Johnson | M | 50843 Vincent Mission | South Londonderry | VT | 5,155 | 43.1699 | -72.8515 | 828 | Scientific laboratory technician | 1957-08-30 | 92072ee1de1882553a9adb535127edef | 1,371,357,986 | 42.836034 | -72.204001 | 0 |
1,283,504 | 2020-06-16 04:47:30 | 6,011,109,736,646,996 | fraud_Streich, Hansen and Veum | gas_transport | 68.24 | Rebecca | Erickson | F | 594 Berry Lights Apt. 392 | Wilmington | NC | 28,405 | 34.2651 | -77.867 | 186,140 | English as a second language teacher | 1983-02-08 | bf6a471d4b8931000b532ba6cfb0f5dc | 1,371,358,050 | 33.843447 | -77.741556 | 0 |
1,283,505 | 2020-06-16 04:47:48 | 30,376,238,035,123 | fraud_Raynor, Feest and Miller | gas_transport | 40.65 | Cynthia | Davis | F | 7177 Steven Forges | Sixes | OR | 97,476 | 42.825 | -124.4409 | 217 | Retail merchandiser | 1928-10-01 | 6783f992afbd5d87fef275fff84ad320 | 1,371,358,068 | 43.202382 | -125.329169 | 0 |
1,283,506 | 2020-06-16 04:48:23 | 344,342,339,068,828 | fraud_Price Inc | shopping_net | 16.4 | Ruth | Fuller | F | 37732 Joe Courts Apt. 752 | Darien | GA | 31,305 | 31.3826 | -81.4312 | 5,989 | Tax adviser | 1967-05-05 | 25bfade06655a4b01124f919347716ab | 1,371,358,103 | 31.903619 | -81.381548 | 0 |
1,283,507 | 2020-06-16 04:48:26 | 213,199,865,312,311 | fraud_Doyle Ltd | grocery_pos | 139.94 | Christopher | Miller | M | 493 Fitzgerald Fields Suite 454 | Varnell | GA | 30,756 | 34.9298 | -84.9885 | 74 | Pensions consultant | 1944-05-14 | 44f7e660fb4d61abb286813f15088c05 | 1,371,358,106 | 35.739507 | -84.595904 | 0 |
1,283,508 | 2020-06-16 04:48:32 | 38,859,492,057,661 | fraud_Conroy Ltd | shopping_pos | 3.12 | Edward | Sanchez | M | 594 White Dale Suite 530 | Malad City | ID | 83,252 | 42.1808 | -112.262 | 4,154 | Nature conservation officer | 1962-01-19 | cd88689a311229769d6a4007beac5b7b | 1,371,358,112 | 42.271902 | -112.548621 | 0 |
1,283,509 | 2020-06-16 04:48:44 | 4,025,612,008,285,111 | fraud_Reichert, Shanahan and Hayes | shopping_net | 3.96 | Krystal | Key | F | 23142 Montoya Island Apt. 742 | Corsica | PA | 15,829 | 41.1762 | -79.1976 | 1,274 | Maintenance engineer | 1949-03-20 | 3060e0753f3d249bcbd2015b0364c10a | 1,371,358,124 | 40.218014 | -79.031977 | 0 |
1,283,510 | 2020-06-16 04:49:23 | 630,441,765,090 | fraud_Lockman Ltd | grocery_pos | 115.06 | Susan | Washington | F | 759 Erin Mount Suite 956 | May | TX | 76,857 | 31.9571 | -98.9656 | 1,791 | Corporate investment banker | 1965-07-26 | 0771db9ea4d425e49f5edae76ffe0118 | 1,371,358,163 | 32.858845 | -98.509214 | 0 |
1,283,511 | 2020-06-16 04:49:54 | 213,163,860,545,705 | fraud_McDermott-Weimann | grocery_pos | 116.7 | Mark | Tyler | M | 82201 Bradley Radial Suite 703 | Avera | GA | 30,803 | 33.141 | -82.515 | 741 | Claims inspector/assessor | 1986-04-28 | f78bfe1a5bd612b0ae395643565125f2 | 1,371,358,194 | 33.699492 | -82.397684 | 0 |
1,283,512 | 2020-06-16 04:50:02 | 3,531,606,252,458,308 | fraud_Bartoletti-Wunsch | gas_transport | 73.4 | Juan | Taylor | M | 7911 Campbell Crossing Apt. 725 | Stoneham | MA | 2,180 | 42.4828 | -71.0978 | 21,437 | Artist | 1964-06-25 | 3f1c8cecbd115fe6deea6ac808bce7cc | 1,371,358,202 | 42.460281 | -70.417738 | 0 |
1,283,513 | 2020-06-16 04:50:14 | 4,926,376,199,189,801 | fraud_Bauch-Raynor | grocery_pos | 206.61 | Claire | Davis | F | 83685 Matthew Center Suite 870 | Cherokee Village | AR | 72,529 | 36.3011 | -91.5281 | 4,726 | Pharmacologist | 1977-06-07 | af86fa129790d45be7802c874c1e5b3e | 1,371,358,214 | 36.488051 | -92.526848 | 0 |
1,283,514 | 2020-06-16 04:50:14 | 4,587,657,402,165,341,700 | fraud_Corwin-Collins | gas_transport | 68.8 | Amber | Lewis | F | 6296 John Keys Suite 858 | Pembroke Township | IL | 60,958 | 41.0646 | -87.5917 | 2,135 | Psychotherapist, child | 2004-05-08 | a07022c2ca0fc666116c2a5ebbf74ca3 | 1,371,358,214 | 40.731322 | -87.097386 | 0 |
1,283,515 | 2020-06-16 04:50:31 | 4,294,930,380,592 | fraud_Ankunding LLC | shopping_net | 4.79 | Misty | Rivera | F | 1980 Vasquez Manors Apt. 574 | Catawba | VA | 24,070 | 37.3696 | -80.1284 | 1,363 | Equality and diversity officer | 1940-08-23 | a86c53062fdfe60ecdf731e0ee283f9e | 1,371,358,231 | 36.440224 | -79.680392 | 0 |
1,283,516 | 2020-06-16 04:50:49 | 4,789,911,625,179,723 | fraud_Hudson-Ratke | grocery_pos | 194.29 | Dorothy | Zuniga | F | 77321 Ford Via | Moriches | NY | 11,955 | 40.8095 | -72.8229 | 3,285 | Research officer, trade union | 1988-04-27 | 4d3b1b84bd7ff14deb3d9ad3733601c5 | 1,371,358,249 | 41.303763 | -73.771553 | 0 |
1,283,517 | 2020-06-16 04:51:13 | 502,049,568,400 | fraud_Ortiz Group | grocery_net | 60.59 | Daniel | Melton | M | 6157 Nichols Mews | Marion | CT | 6,444 | 41.7918 | -72.7188 | 370 | Health service manager | 1962-02-13 | 4e085f1ac5782d315add0e5e245cff79 | 1,371,358,273 | 41.647971 | -73.186371 | 0 |
1,283,518 | 2020-06-16 04:51:54 | 4,128,730,454,058,057,700 | fraud_Raynor, Reinger and Hagenes | gas_transport | 76.56 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 55a0a5b37d84c2e612d424baa980ccba | 1,371,358,314 | 32.211302 | -94.275801 | 0 |
1,283,519 | 2020-06-16 04:52:29 | 4,800,395,067,176,717 | fraud_Auer-Mosciski | grocery_pos | 122.65 | Daniel | Owens | M | 88794 Mandy Lodge Apt. 874 | Howells | NE | 68,641 | 41.6964 | -96.9858 | 1,063 | Research scientist (maths) | 1928-04-02 | 9f3002d1edd37d5706cbaef8ebad2d24 | 1,371,358,349 | 41.208454 | -97.604575 | 0 |
1,283,520 | 2020-06-16 04:52:44 | 6,011,388,901,471,808 | fraud_Stamm-Witting | shopping_net | 2.23 | Jacqueline | Marsh | F | 950 Sheryl Spurs | Dunlevy | PA | 15,432 | 40.1151 | -79.8627 | 427 | Mining engineer | 1951-02-05 | 4db732bfeff86b06d94628c0b439e1c8 | 1,371,358,364 | 40.794573 | -80.676792 | 0 |
1,283,521 | 2020-06-16 04:54:28 | 213,161,293,389,774 | fraud_Heathcote, Yost and Kertzmann | shopping_net | 9.1 | Catherine | Weber | F | 74890 Rodriguez Springs Apt. 540 | West Henrietta | NY | 14,586 | 43.0397 | -77.6871 | 10,256 | Teacher, primary school | 1968-06-24 | 760b9a1067c882ef49bf3442c94a270b | 1,371,358,468 | 42.050784 | -76.910385 | 0 |
1,283,522 | 2020-06-16 04:54:56 | 4,128,730,454,058,057,700 | fraud_Kuvalis Ltd | gas_transport | 32.28 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 1aeeb5a314874c7ee69ca4c1964872bb | 1,371,358,496 | 31.117303 | -94.185655 | 0 |
1,283,523 | 2020-06-16 04:55:13 | 6,011,999,606,625,827 | fraud_Lesch Ltd | shopping_pos | 3.28 | Ronald | Carson | M | 870 Rocha Drive | Harrington Park | NJ | 7,640 | 40.9918 | -73.98 | 4,664 | Radiographer, diagnostic | 1965-06-30 | a7b918f5ac993884c36d43b4e912b541 | 1,371,358,513 | 41.25164 | -74.774076 | 0 |
1,283,524 | 2020-06-16 04:55:27 | 2,248,735,346,244,816 | fraud_Terry-Huel | shopping_net | 39.88 | Jacob | Weber | M | 29156 Mark Park Apt. 108 | Utica | KS | 67,584 | 38.6411 | -100.138 | 269 | Product/process development scientist | 1962-11-11 | de4abfa0b12792efbd54e45b6e65fb9a | 1,371,358,527 | 39.619508 | -100.559599 | 0 |
1,283,525 | 2020-06-16 04:55:34 | 30,376,238,035,123 | fraud_Lynch Ltd | shopping_pos | 8.07 | Cynthia | Davis | F | 7177 Steven Forges | Sixes | OR | 97,476 | 42.825 | -124.4409 | 217 | Retail merchandiser | 1928-10-01 | fe5436f863ac5bf40f97ec7ac3481a84 | 1,371,358,534 | 43.426603 | -124.241083 | 0 |
1,283,526 | 2020-06-16 04:55:39 | 30,030,380,240,193 | fraud_Kerluke-Abshire | shopping_net | 91.28 | William | Jenkins | M | 50614 Kevin Point | Harper | TX | 78,631 | 30.2816 | -99.241 | 2,395 | Pharmacist, community | 1993-11-17 | bccd77ee0d2d74cc12949379bbfb0b8a | 1,371,358,539 | 31.119681 | -99.07734 | 0 |
1,283,527 | 2020-06-16 04:56:11 | 3,525,590,521,269,779 | fraud_Koss and Sons | gas_transport | 79.11 | Scott | Fuller | M | 861 Karen Common | Haw River | NC | 27,258 | 36.0424 | -79.3242 | 6,006 | Paramedic | 1984-07-20 | 66d5edf9db5a97b0ff404fd1d340c738 | 1,371,358,571 | 36.781081 | -80.264922 | 0 |
1,283,528 | 2020-06-16 04:56:21 | 4,452,366,298,769,043 | fraud_Koss and Sons | gas_transport | 58.45 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | 3dce65ed38d6c405bc820ff673079347 | 1,371,358,581 | 31.599361 | -96.493378 | 0 |
1,283,529 | 2020-06-16 04:56:22 | 2,576,709,887,791,552 | fraud_Sawayn PLC | shopping_pos | 14.03 | Joseph | Morgan | M | 126 Underwood Drive | San Diego | CA | 92,128 | 33.0067 | -117.069 | 1,241,364 | Chartered public finance accountant | 1959-08-05 | 501e78fd28001b0be68dd243e4ae215c | 1,371,358,582 | 32.771726 | -116.280388 | 0 |
1,283,530 | 2020-06-16 04:56:53 | 3,526,826,139,003,047 | fraud_Conroy-Cruickshank | gas_transport | 44.22 | Nathan | Massey | M | 5783 Evan Roads Apt. 465 | Falmouth | MI | 49,632 | 44.2529 | -85.017 | 1,126 | Furniture designer | 1955-07-06 | cf37f158665b8c64fae737a6200ed19b | 1,371,358,613 | 44.558301 | -84.346283 | 0 |
1,283,531 | 2020-06-16 04:57:35 | 4,294,040,533,480,516 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 74.95 | Gail | Weaver | F | 979 Stewart Lake | New Ellenton | SC | 29,809 | 33.413 | -81.69 | 2,206 | Biomedical scientist | 1986-12-31 | 7edee888c4eaca225b138a8836dc463d | 1,371,358,655 | 33.801275 | -82.667944 | 0 |
1,283,532 | 2020-06-16 04:58:19 | 3,564,839,259,330,465 | fraud_Friesen-D'Amore | gas_transport | 39.07 | 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 | a7c24b5ddbc01afd58bab6e3888e7e61 | 1,371,358,699 | 38.337164 | -121.578943 | 0 |
1,283,533 | 2020-06-16 04:58:36 | 2,576,709,887,791,552 | fraud_Friesen-D'Amore | gas_transport | 90.98 | Joseph | Morgan | M | 126 Underwood Drive | San Diego | CA | 92,128 | 33.0067 | -117.069 | 1,241,364 | Chartered public finance accountant | 1959-08-05 | c25c4fa8a103f6a864cf3540bfff74b4 | 1,371,358,716 | 33.455179 | -117.318286 | 0 |
1,283,534 | 2020-06-16 04:58:56 | 4,890,424,426,862,857,000 | fraud_Jaskolski-Vandervort | misc_net | 8.77 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | 18f62130c0c827355e8736ba510cc312 | 1,371,358,736 | 37.770024 | -121.802464 | 0 |
1,283,535 | 2020-06-16 05:00:17 | 36,153,880,429,415 | fraud_Thiel PLC | misc_pos | 6.63 | Erik | Stevens | M | 84033 Pitts Overpass | Lakeland | FL | 33,809 | 28.1762 | -81.9591 | 237,282 | Plant breeder/geneticist | 1949-10-13 | 587ca2cb2f4bf1c04a5c3816cce1be3e | 1,371,358,817 | 29.033003 | -82.3099 | 0 |
1,283,536 | 2020-06-16 05:00:35 | 2,720,830,304,681,674 | fraud_McCullough LLC | misc_pos | 70.73 | Melissa | Aguilar | F | 21326 Taylor Squares Suite 708 | Clarksville | TN | 37,040 | 36.522 | -87.349 | 151,785 | Pathologist | 1974-03-28 | 3309aa44119290a7ea01f0f2aa1e6ed1 | 1,371,358,835 | 36.404792 | -87.812485 | 0 |
1,283,537 | 2020-06-16 05:03:05 | 4,502,539,526,809,430,000 | fraud_Auer-Mosciski | grocery_pos | 99.76 | Stephanie | Cummings | F | 1025 Robin Square | Ash Flat | AR | 72,513 | 36.2201 | -91.6421 | 2,856 | Hydrologist | 1926-08-27 | 2c7cb0ee41805566c248efdf6eeeca10 | 1,371,358,985 | 35.57792 | -90.926906 | 0 |
1,283,538 | 2020-06-16 05:03:27 | 4,198,470,814,557 | fraud_Bradtke PLC | grocery_pos | 96.05 | Christie | Williamson | F | 519 Jerry Views | Avoca | IA | 51,521 | 41.4768 | -95.3509 | 2,036 | Engineering geologist | 1971-08-20 | bb0a61092ad7ea37b5b0eadc46b8d9f8 | 1,371,359,007 | 41.321547 | -96.176285 | 0 |
1,283,539 | 2020-06-16 05:03:59 | 3,565,943,051,129,759 | fraud_Abshire PLC | entertainment | 39.48 | David | Thomas | M | 838 Dan Haven Suite 003 | Webster City | IA | 50,595 | 42.4657 | -93.8262 | 9,165 | Medical secretary | 1963-05-23 | 25e75536972fd086780643ef6a5aca5f | 1,371,359,039 | 42.765819 | -93.94592 | 0 |
1,283,540 | 2020-06-16 05:04:43 | 6,573,561,108,825,071 | fraud_Johns Inc | entertainment | 4.66 | Kristina | Lewis | F | 5449 Brandi Heights Apt. 111 | Tulsa | OK | 74,130 | 36.2395 | -95.9596 | 413,574 | Bookseller | 1968-06-18 | c38ad4bbad7a62fc5fb6cba363c42760 | 1,371,359,083 | 35.404448 | -96.511763 | 0 |
1,283,541 | 2020-06-16 05:04:44 | 3,551,217,896,304,745 | fraud_Funk Group | grocery_net | 86.32 | Sara | Harris | F | 597 Jenny Ford Apt. 543 | Tupper Lake | NY | 12,986 | 44.232 | -74.4905 | 6,120 | Chartered loss adjuster | 1976-10-09 | bdbfc10dede493c3975b21f2e21395b6 | 1,371,359,084 | 44.13662 | -74.236159 | 0 |
1,283,542 | 2020-06-16 05:04:46 | 4,129,767,952,109,660 | fraud_Schamberger-O'Keefe | grocery_pos | 116.15 | Cheryl | Ballard | F | 248 James Squares Apt. 838 | Halstad | MN | 56,548 | 47.3551 | -96.798 | 771 | Scientist, audiological | 1972-06-14 | 89cc400bfd493086d915679ffea23d6d | 1,371,359,086 | 47.05578 | -95.889251 | 0 |
1,283,543 | 2020-06-16 05:04:51 | 6,517,217,825,320,610 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 115.22 | James | Reese | M | 26975 Richardson Mills Apt. 402 | Sontag | MS | 39,665 | 31.6453 | -90.1801 | 1,196 | Librarian, academic | 1958-06-11 | b68c91d9ae1ae5eaec6e7b5206f5a145 | 1,371,359,091 | 31.049268 | -89.40184 | 0 |
1,283,544 | 2020-06-16 05:05:36 | 4,457,732,997,086,323,700 | fraud_Reynolds-Schinner | misc_pos | 32.17 | Stanley | Mayo | M | 3433 Jones Branch | Fiddletown | CA | 95,629 | 38.5234 | -120.6763 | 832 | Immigration officer | 1987-05-19 | 1ec7f8393afc6b8e2bfe06466e748ddb | 1,371,359,136 | 37.880514 | -120.568907 | 0 |
1,283,545 | 2020-06-16 05:06:31 | 4,384,910,379,661,778 | fraud_Conroy-Cruickshank | gas_transport | 77.79 | Michelle | Russell | F | 55505 Christy Via | Hawley | MN | 56,549 | 46.9777 | -96.4092 | 4,508 | Naval architect | 1949-04-24 | 108a0e73fd3d2ab0db867e5609abfab6 | 1,371,359,191 | 47.933868 | -96.461472 | 0 |
1,283,546 | 2020-06-16 05:06:40 | 4,800,395,067,176,717 | fraud_Hermann-Gaylord | misc_pos | 7.06 | Daniel | Owens | M | 88794 Mandy Lodge Apt. 874 | Howells | NE | 68,641 | 41.6964 | -96.9858 | 1,063 | Research scientist (maths) | 1928-04-02 | 5df966a3017b690ebe387adde4b33021 | 1,371,359,200 | 42.658339 | -96.860549 | 0 |
1,283,547 | 2020-06-16 05:07:41 | 30,266,994,494,236 | fraud_Raynor, Feest and Miller | gas_transport | 59.89 | Sarah | Foster | F | 77872 Andrea Glen Apt. 543 | Ford | VA | 23,850 | 37.1349 | -77.7364 | 1,051 | Chief Operating Officer | 1976-11-21 | 69af1be2f4f279e9f921a17a09f26867 | 1,371,359,261 | 36.226247 | -77.809151 | 0 |
1,283,548 | 2020-06-16 05:08:02 | 571,844,099,986 | fraud_Volkman PLC | food_dining | 25.51 | Susan | Mills | F | 005 Cody Estates | Louisville | KY | 40,202 | 38.2507 | -85.7476 | 736,284 | Engineering geologist | 1952-04-02 | 026097bfb26eb0ab88652e4b6c9a8e51 | 1,371,359,282 | 37.693091 | -84.91822 | 0 |
1,283,549 | 2020-06-16 05:08:32 | 4,607,072,969,078,276 | fraud_Kilback LLC | grocery_pos | 111.32 | Brenda | Perez | F | 033 Tara Brook Suite 523 | Coyle | OK | 73,027 | 35.8985 | -97.2607 | 1,493 | Amenity horticulturist | 1985-03-21 | ee9c51d11c07107c636ad4dfd89fb41a | 1,371,359,312 | 35.056106 | -96.721891 | 0 |
1,283,550 | 2020-06-16 05:08:38 | 30,263,540,414,123 | fraud_Lynch Ltd | shopping_pos | 93.21 | Erik | Patterson | M | 162 Jessica Row Apt. 072 | Hatch | UT | 84,735 | 37.7175 | -112.4777 | 258 | Geoscientist | 1961-11-24 | f005372bf6394c74d43a8dc05bc06455 | 1,371,359,318 | 38.01326 | -111.494854 | 0 |
1,283,551 | 2020-06-16 05:08:58 | 213,124,978,348,176 | fraud_Gottlieb, Considine and Schultz | shopping_net | 7.7 | Steven | Arnold | M | 079 Chelsea Rest | Belfast | NY | 14,711 | 42.32 | -78.0943 | 1,766 | Mechanical engineer | 1962-06-04 | 466ae29bad0071669d523255e93fb5de | 1,371,359,338 | 43.006384 | -78.568938 | 0 |
1,283,552 | 2020-06-16 05:09:52 | 4,469,777,115,158,235,000 | fraud_Stehr, Jewess and Schimmel | misc_net | 1.57 | Gregory | Graham | M | 4005 Dana Glens | Methuen | MA | 1,844 | 42.728 | -71.181 | 47,249 | Market researcher | 1980-11-22 | 70cd0f8d896b70316d2ee7ef467d9183 | 1,371,359,392 | 42.168873 | -72.004975 | 0 |
1,283,553 | 2020-06-16 05:10:02 | 561,942,763,351 | fraud_Kuphal-Predovic | misc_net | 157.86 | Melissa | Brown | F | 330 Montoya Ramp | Washington | DC | 20,036 | 38.9087 | -77.0414 | 601,723 | Prison officer | 1986-03-14 | 797d8061eb09e03c856534abf53bf3f3 | 1,371,359,402 | 39.855741 | -77.442195 | 0 |
1,283,554 | 2020-06-16 05:10:13 | 6,011,477,612,335,392 | fraud_Kerluke-Abshire | shopping_net | 1.79 | Anthony | Roberts | M | 95488 Cabrera Well | Maria Stein | OH | 45,860 | 40.4062 | -84.5076 | 2,274 | Designer, television/film set | 1943-12-17 | 09c9847c3b7cc2e208e7ac42a0dc7999 | 1,371,359,413 | 39.967914 | -85.031354 | 0 |
1,283,555 | 2020-06-16 05:10:27 | 38,588,538,868,506 | fraud_Parisian and Sons | gas_transport | 40.53 | Jacqueline | Curry | F | 3047 Jeff Place | Marathon | TX | 79,842 | 30.1886 | -103.2214 | 498 | Lexicographer | 1990-11-23 | 9791923511548f919f6c6d2bcef15831 | 1,371,359,427 | 29.271666 | -102.31048 | 0 |
1,283,556 | 2020-06-16 05:11:28 | 3,582,402,971,899,057 | fraud_Moen, Reinger and Murphy | grocery_pos | 103.88 | Michele | Patrick | F | 557 Lynn Garden Suite 907 | Spirit Lake | ID | 83,869 | 47.9657 | -116.868 | 4,161 | Production manager | 1957-06-12 | f21cc23825707c31145f1b9559559188 | 1,371,359,488 | 48.064272 | -117.754022 | 0 |
1,283,557 | 2020-06-16 05:12:12 | 180,064,817,343,047 | fraud_Block Group | misc_pos | 4.12 | Patricia | Gonzalez | F | 8973 Mark Drive | Stephensport | KY | 40,170 | 37.9048 | -86.524 | 344 | Chartered public finance accountant | 1967-03-30 | 27e55e10570ed6ddcb41fac3f28e5730 | 1,371,359,532 | 37.206095 | -86.67604 | 0 |
1,283,558 | 2020-06-16 05:12:38 | 3,599,237,318,576,484 | fraud_Barton Inc | grocery_pos | 173.58 | Jessica | Smith | F | 06808 Ryan Valleys | Dubre | KY | 42,731 | 36.8421 | -85.5396 | 341 | Insurance risk surveyor | 1932-11-19 | 49f80ebd5a7d6228edc1b6ff70fa14f7 | 1,371,359,558 | 37.77053 | -85.008171 | 0 |
1,283,559 | 2020-06-16 05:12:58 | 4,841,313,716,651,064 | fraud_Hermann-Gaylord | misc_pos | 25.92 | Omar | Gay | M | 2161 Blankenship Freeway | West Hartford | VT | 5,084 | 43.7185 | -72.4439 | 140 | Development worker, community | 1989-10-28 | 488d944fd3b7fbf8294bb91bf5bc8dd3 | 1,371,359,578 | 44.111722 | -72.93554 | 0 |
1,283,560 | 2020-06-16 05:14:53 | 4,384,910,379,661,778 | fraud_Morissette PLC | shopping_pos | 4.18 | Michelle | Russell | F | 55505 Christy Via | Hawley | MN | 56,549 | 46.9777 | -96.4092 | 4,508 | Naval architect | 1949-04-24 | 2aac1fe87be043a80551c42b066e8d16 | 1,371,359,693 | 46.442995 | -96.652611 | 0 |
1,283,561 | 2020-06-16 05:15:08 | 3,527,536,963,490,470 | fraud_Heidenreich PLC | grocery_pos | 123.74 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | ead6886762b9d31ee5208cb82b30f22b | 1,371,359,708 | 32.901343 | -80.916047 | 0 |
1,283,562 | 2020-06-16 05:15:14 | 4,344,955,088,481,397 | fraud_Bashirian Group | shopping_net | 90.62 | Christopher | Rodgers | M | 30587 Fox Shores Apt. 627 | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Communications engineer | 1976-09-29 | ce46d0d44619ad676a3ff8175776c245 | 1,371,359,714 | 40.84779 | -79.995884 | 0 |
1,283,563 | 2020-06-16 05:15:46 | 6,593,250,708,747,804 | fraud_Johnston, Nikolaus and Maggio | grocery_net | 69.32 | Melissa | Meza | F | 244 Abbott Parkway | Loxahatchee | FL | 33,470 | 26.7383 | -80.276 | 26,551 | Paramedic | 1977-01-04 | aaebf6c5131940937cad7d7d4bc9389d | 1,371,359,746 | 26.706717 | -80.515258 | 0 |
1,283,564 | 2020-06-16 05:15:57 | 377,654,590,313,960 | fraud_Kilback and Sons | entertainment | 8.31 | 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 | e1ff8a1459cc2a0a3ecaea3f3e8a6b91 | 1,371,359,757 | 36.27768 | -83.660818 | 0 |
1,283,565 | 2020-06-16 05:16:00 | 4,181,833,256,558,614,000 | fraud_Jenkins, Hauck and Friesen | gas_transport | 50.53 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | 46c3bc890fe80f09017d9e5385188403 | 1,371,359,760 | 36.50888 | -106.437775 | 0 |
1,283,566 | 2020-06-16 05:17:24 | 4,605,902,936,394 | fraud_Runolfsson and Sons | grocery_net | 113.45 | Vincent | Mueller | M | 79019 Taylor Cliffs | Dallas | TX | 75,238 | 32.877 | -96.708 | 1,263,321 | Drilling engineer | 1959-06-28 | f3847e36b4c9e8e2f10d67bd4bfff6fc | 1,371,359,844 | 32.260635 | -97.32044 | 0 |
1,283,567 | 2020-06-16 05:17:28 | 4,045,036,286,570,100,700 | fraud_Bradtke PLC | grocery_pos | 121.17 | Bianca | Scott | F | 9588 Cox Rapid Apt. 257 | Atglen | PA | 19,310 | 39.9458 | -75.9703 | 3,066 | Product manager | 1928-07-15 | 94c5d4e78df81602029f41c2874684e4 | 1,371,359,848 | 40.290259 | -75.995617 | 0 |
1,283,568 | 2020-06-16 05:17:57 | 2,256,234,701,263,057 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 63.38 | Christopher | Grimes | M | 39631 Dunn Radial | Grantham | NH | 3,753 | 43.5103 | -72.1334 | 2,971 | Charity fundraiser | 1948-04-11 | f76725dc2b0d4bb3c9a0cd799be20c86 | 1,371,359,877 | 44.126397 | -71.558464 | 0 |
1,283,569 | 2020-06-16 05:18:56 | 3,583,793,405,872,580 | fraud_Bartoletti-Wunsch | gas_transport | 65.57 | Beth | Lambert | F | 6447 Johnson Estates Apt. 986 | Roosevelt | OK | 73,564 | 34.847 | -98.9836 | 551 | Amenity horticulturist | 1970-09-27 | 3fef2eaa2110b24c3776c141011582c0 | 1,371,359,936 | 35.549192 | -98.323753 | 0 |
1,283,570 | 2020-06-16 05:19:00 | 676,102,124,465 | fraud_Schamberger-O'Keefe | grocery_pos | 183.31 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | e9e7e12474d35e7e2ea6fadafaf430e8 | 1,371,359,940 | 38.512706 | -122.527171 | 0 |
1,283,571 | 2020-06-16 05:19:32 | 30,175,986,190,993 | fraud_Kassulke PLC | shopping_net | 3.24 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | 913ff4f7ab6fe94eee338acf374b41eb | 1,371,359,972 | 48.368016 | -96.136612 | 0 |
1,283,572 | 2020-06-16 05:20:21 | 2,720,894,374,956,739 | fraud_Kunze Inc | grocery_pos | 110.57 | Audrey | Hickman | F | 3325 Gregory Square | Mount Clemens | MI | 48,043 | 42.5978 | -82.8823 | 16,305 | Psychologist, sport and exercise | 1927-05-25 | 503fe820773e6c27d48ec441ef400bd1 | 1,371,360,021 | 41.74513 | -82.376553 | 0 |
1,283,573 | 2020-06-16 05:20:35 | 4,640,395,708,703 | fraud_McDermott-Rice | misc_pos | 8.85 | Melissa | Krause | F | 67632 Martin Gateway | Fordoche | LA | 70,732 | 30.6576 | -91.6264 | 1,178 | Community education officer | 1951-06-13 | 2c2c9fb4e772efa26c5ad8819958bcb2 | 1,371,360,035 | 31.184323 | -91.908553 | 0 |
1,283,574 | 2020-06-16 05:20:41 | 4,430,881,574,719,618 | fraud_Raynor, Reinger and Hagenes | gas_transport | 53.52 | Alicia | Morales | F | 4456 Dunn Roads | Meredith | CO | 81,642 | 39.3199 | -106.6596 | 61 | Public relations account executive | 1939-11-04 | e322b46e35f140752ff09557877b0297 | 1,371,360,041 | 40.293303 | -106.083594 | 0 |
1,283,575 | 2020-06-16 05:20:53 | 2,254,799,658,404,120 | fraud_Koepp-Parker | grocery_pos | 206.95 | Barbara | Nelson | F | 7337 Browning Falls Suite 027 | Valdosta | GA | 31,605 | 30.946 | -83.2474 | 94,325 | Educational psychologist | 1987-09-08 | 9c3afab60b18f0eaf514a575f5d864a9 | 1,371,360,053 | 31.500957 | -82.97307 | 0 |
1,283,576 | 2020-06-16 05:20:57 | 3,501,365,119,557,234 | fraud_Rutherford-Mertz | grocery_pos | 121.8 | Danielle | Allen | F | 87198 Macias Drive Suite 389 | Loving | NM | 88,256 | 32.274 | -104.0914 | 1,925 | Educational psychologist | 1952-05-26 | 892fda8f4635a7e4a03d211988787f90 | 1,371,360,057 | 32.327254 | -104.094249 | 0 |
1,283,577 | 2020-06-16 05:21:07 | 4,220,345,354,880 | fraud_Fisher Inc | shopping_net | 9.04 | Patrick | Torres | M | 27386 Snyder Station | Oxford | MI | 48,371 | 42.8223 | -83.2829 | 24,840 | Agricultural consultant | 1960-01-20 | a37a1838d13b37df447238d4e96bd4ff | 1,371,360,067 | 43.740861 | -82.693403 | 0 |
1,283,578 | 2020-06-16 05:21:59 | 213,161,231,269,724 | fraud_Zboncak, Rowe and Murazik | shopping_net | 7.56 | Alyssa | Morgan | F | 622 Robin Run Suite 764 | Gadsden | AL | 35,901 | 34.048 | -85.9246 | 67,082 | Physiological scientist | 1963-02-09 | fd5f7336ba765f3a4c96eebf6a3e62e2 | 1,371,360,119 | 34.609496 | -85.63933 | 0 |
1,283,579 | 2020-06-16 05:22:06 | 4,226,219,726,886,853,000 | fraud_Goodwin-Nitzsche | grocery_pos | 174.78 | Jessica | Bell | F | 669 Moore Shoal | Bethel | OH | 45,106 | 38.9424 | -84.092 | 12,349 | Field trials officer | 1985-07-08 | f3efe9926dc151f297bfdc703243021f | 1,371,360,126 | 39.937773 | -83.563744 | 0 |
1,283,580 | 2020-06-16 05:23:02 | 4,698,163,635,895,795 | fraud_Heidenreich PLC | grocery_pos | 112.83 | Sharon | Powell | F | 101 Carla Loop | Wendel | CA | 96,136 | 40.3406 | -120.2824 | 104 | Teacher, adult education | 1989-08-16 | 0cd9a9970ce1ab799826beecb2d223d7 | 1,371,360,182 | 39.976382 | -120.420892 | 0 |
1,283,581 | 2020-06-16 05:23:18 | 4,452,366,298,769,043 | fraud_Friesen-Stamm | gas_transport | 38.74 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | ffe1a58eb3b429e2170c18ddb18aef4e | 1,371,360,198 | 32.33506 | -96.643296 | 0 |
1,283,582 | 2020-06-16 05:23:22 | 4,355,790,796,238,265,000 | fraud_Lehner, Reichert and Mills | misc_pos | 426.1 | Tanner | Davis | M | 2632 Stevens Light Apt. 213 | Payson | IL | 62,360 | 39.8153 | -91.2627 | 1,656 | Exhibition designer | 1969-08-04 | a86837a70f2149b78cb8ffcd28bce06a | 1,371,360,202 | 39.918388 | -90.951461 | 0 |
1,283,583 | 2020-06-16 05:23:48 | 3,560,697,798,177,746 | fraud_Goldner-Lemke | entertainment | 26.65 | Matthew | Young | M | 8840 Miller Port Suite 645 | Indian Wells | CA | 92,210 | 33.7163 | -116.3381 | 4,677 | Learning mentor | 1955-05-06 | 5983095b350c19589b0205f05427a566 | 1,371,360,228 | 34.693031 | -115.539251 | 0 |
1,283,584 | 2020-06-16 05:24:18 | 4,769,426,683,924,059,000 | fraud_Friesen-D'Amore | gas_transport | 56.39 | Andrea | Cruz | F | 26572 Hodge Villages Suite 512 | Mifflin | PA | 17,058 | 40.5553 | -77.4001 | 1,909 | Mining engineer | 1954-08-22 | 69b409729f613a97f0adc53d62f62365 | 1,371,360,258 | 41.187004 | -76.776885 | 0 |
1,283,585 | 2020-06-16 05:25:05 | 4,935,858,973,307,492 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 100.14 | Lance | Wagner | M | 6003 Brady Shoal Apt. 449 | Irwinton | GA | 31,042 | 32.8088 | -83.174 | 1,841 | Film/video editor | 1975-06-01 | 3e0bdbf0de92f731a5d5e5b1385ab882 | 1,371,360,305 | 32.013026 | -83.252313 | 0 |
1,283,586 | 2020-06-16 05:25:25 | 6,011,109,736,646,996 | fraud_Haley Group | misc_pos | 186.89 | Rebecca | Erickson | F | 594 Berry Lights Apt. 392 | Wilmington | NC | 28,405 | 34.2651 | -77.867 | 186,140 | English as a second language teacher | 1983-02-08 | 73f204ff4e43e8ed39f5abe118fe1b48 | 1,371,360,325 | 33.457711 | -77.136957 | 0 |
1,283,587 | 2020-06-16 05:26:09 | 2,719,496,466,799,416 | fraud_Kilback and Sons | entertainment | 37.63 | Sheila | Baker | F | 8030 Walker Heights | Belle Fourche | SD | 57,717 | 44.6723 | -103.8396 | 8,007 | Hospital pharmacist | 1940-09-17 | 8a46971ff1e15d1b4a48cfc7b9d2479c | 1,371,360,369 | 45.477482 | -103.665441 | 0 |
1,283,588 | 2020-06-16 05:26:30 | 6,595,970,453,799,027 | fraud_Williamson LLC | misc_pos | 1.9 | Gina | Gomez | F | 72030 Shelton Crossing Apt. 742 | Stirling | NJ | 7,980 | 40.6774 | -74.4968 | 2,307 | Science writer | 1969-09-11 | 09e6c76713d50379f0c505ba61b68802 | 1,371,360,390 | 39.693654 | -74.897788 | 0 |
1,283,589 | 2020-06-16 05:26:57 | 4,623,560,839,669 | fraud_Zboncak, Rowe and Murazik | shopping_net | 1,485.35 | Vincent | Waller | M | 9379 Vanessa Run Apt. 400 | Lohrville | IA | 51,453 | 42.2619 | -94.5566 | 695 | Administrator | 1954-07-15 | bd21f25aa202cda551105768d98d6dd6 | 1,371,360,417 | 42.928088 | -94.52543 | 0 |
1,283,590 | 2020-06-16 05:27:21 | 4,451,438,912,406,400 | fraud_Smitham-Schiller | grocery_net | 21.92 | Cheryl | Morgan | F | 7535 Amanda Manors Suite 293 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Manufacturing engineer | 1999-09-11 | 0a7042e83315dffaa0f8d6c40bbf8849 | 1,371,360,441 | 34.468617 | -93.682205 | 0 |
1,283,591 | 2020-06-16 05:28:19 | 377,550,167,323,848 | fraud_Goyette, Howell and Collier | shopping_pos | 168.62 | Kevin | Walters | M | 87227 Tapia Burgs | Auburn | ME | 4,210 | 44.0948 | -70.239 | 23,045 | Tourist information centre manager | 1958-09-02 | 08d8b248a6ae3df79db2392ccf14d8ff | 1,371,360,499 | 44.277439 | -70.305275 | 0 |
1,283,592 | 2020-06-16 05:28:31 | 3,561,963,695,236,764 | fraud_Pacocha-O'Reilly | grocery_pos | 122.34 | Michael | Lee | M | 7915 Dawn Roads Apt. 544 | Shelter Island | NY | 11,964 | 41.064 | -72.3366 | 1,858 | Clinical biochemist | 1984-03-03 | 0d4471f7719c1c21714ee1f91561a300 | 1,371,360,511 | 41.906011 | -72.458574 | 0 |
1,283,593 | 2020-06-16 05:28:52 | 341,283,058,448,499 | fraud_Howe Ltd | misc_pos | 216.8 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | 4f56342a69cd94f0d56da2b8671fa927 | 1,371,360,532 | 30.38363 | -84.351593 | 0 |
1,283,594 | 2020-06-16 05:29:27 | 6,011,388,901,471,808 | fraud_Streich, Hansen and Veum | gas_transport | 48.42 | Jacqueline | Marsh | F | 950 Sheryl Spurs | Dunlevy | PA | 15,432 | 40.1151 | -79.8627 | 427 | Mining engineer | 1951-02-05 | 32cbfd16f8302eebdf6da8bd4bc1c8c2 | 1,371,360,567 | 40.00579 | -79.524015 | 0 |
1,283,595 | 2020-06-16 05:29:38 | 60,416,207,185 | fraud_Marks Inc | gas_transport | 70.29 | Mary | Diaz | F | 9886 Anita Drive | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Information systems manager | 1986-02-17 | a7324860a8a6c974a910f2b58119f19a | 1,371,360,578 | 43.817051 | -108.525903 | 0 |
1,283,596 | 2020-06-16 05:30:02 | 4,467,456,915,153,312,300 | fraud_Bradtke PLC | grocery_pos | 106.3 | Rita | Myers | F | 75703 Hernandez Corner Suite 348 | Tampa | FL | 33,620 | 28.06 | -82.4079 | 717,255 | Waste management officer | 1966-09-16 | 2b4744fcaa512025e8f75ced55ec8ce4 | 1,371,360,602 | 28.064357 | -83.319038 | 0 |
1,283,597 | 2020-06-16 05:31:34 | 213,102,873,001,603 | fraud_Macejkovic-Lesch | shopping_pos | 103.94 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | 14051202cd135c0ba876c9937e828849 | 1,371,360,694 | 44.702788 | -123.410764 | 0 |
1,283,598 | 2020-06-16 05:31:42 | 374,238,209,524,200 | fraud_Bailey-Morar | grocery_pos | 137.2 | Daniel | Martinez | M | 8510 Acevedo Burgs | Kent | OR | 97,033 | 45.0838 | -120.6649 | 60 | Museum education officer | 1942-04-03 | d856e92ab5803b54b9be7e04e84baaca | 1,371,360,702 | 44.668645 | -120.62661 | 0 |
1,283,599 | 2020-06-16 05:32:14 | 6,544,734,391,390,261 | fraud_Sporer Inc | gas_transport | 57.41 | John | Myers | M | 701 Wilson Divide | Highland | IN | 46,322 | 41.55 | -87.4569 | 23,727 | Community arts worker | 1982-02-08 | 21b86be16e28213ae69888730232f45b | 1,371,360,734 | 41.900915 | -88.43666 | 0 |
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