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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,293,200 | 2020-06-20 03:15:21 | 341,546,199,006,537 | fraud_Brekke and Sons | gas_transport | 45.06 | Mark | Brown | M | 8580 Moore Cove | Wales | AK | 99,783 | 64.7556 | -165.6723 | 145 | Administrator, education | 1939-11-09 | f95f36a98663c8bb08542233150fbc18 | 1,371,698,121 | 65.17638 | -166.210197 | 0 |
1,293,201 | 2020-06-20 03:15:35 | 4,841,313,716,651,064 | fraud_Heidenreich PLC | grocery_pos | 93.39 | Omar | Gay | M | 2161 Blankenship Freeway | West Hartford | VT | 5,084 | 43.7185 | -72.4439 | 140 | Development worker, community | 1989-10-28 | c82b313cc3e376670bf1a3b2659c877d | 1,371,698,135 | 44.625542 | -71.717452 | 0 |
1,293,202 | 2020-06-20 03:15:46 | 376,445,266,762,684 | fraud_Kutch LLC | gas_transport | 42.45 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | 59b10808cf42e74ddc0ac541d8d69a92 | 1,371,698,146 | 40.489556 | -100.38762 | 0 |
1,293,203 | 2020-06-20 03:15:58 | 3,558,881,852,140,592 | fraud_Mohr Inc | shopping_pos | 8.21 | Christopher | Holt | M | 05597 Michael Spurs | Parks | AZ | 86,018 | 35.2563 | -111.95 | 759 | Geologist, engineering | 1957-03-28 | 5e5c2e0de9aa364f455ffe1d3ccda9eb | 1,371,698,158 | 34.441388 | -111.788173 | 0 |
1,293,204 | 2020-06-20 03:16:50 | 3,551,217,896,304,745 | fraud_Block Group | misc_pos | 96.38 | 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 | 9f626b3d4444786e9a68a3ab0720abe9 | 1,371,698,210 | 45.051463 | -75.010918 | 0 |
1,293,205 | 2020-06-20 03:17:56 | 343,819,048,608,995 | fraud_Kutch and Sons | grocery_pos | 76.59 | Shelby | Cannon | F | 1535 Ryan Burgs Suite 919 | Des Moines | IA | 50,312 | 41.5855 | -93.6719 | 222,785 | Wellsite geologist | 1956-01-24 | 49f45ef7d16fa3ce75e1175d7134fcc7 | 1,371,698,276 | 41.278963 | -93.610959 | 0 |
1,293,206 | 2020-06-20 03:18:19 | 3,590,736,522,064,285 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 152.77 | Kimberly | Gonzalez | F | 72966 Shannon Pass Apt. 391 | Bauxite | AR | 72,011 | 34.5091 | -92.4828 | 4,074 | Scientist, audiological | 1975-12-20 | b9cca72b7b128c2be0a9feea5defdb70 | 1,371,698,299 | 34.466528 | -92.88907 | 0 |
1,293,207 | 2020-06-20 03:19:00 | 30,518,196,150,127 | fraud_Cummerata-Jones | gas_transport | 55.12 | Karen | Sullivan | F | 6313 Scott Trace | Rossville | IL | 60,963 | 40.3625 | -87.6692 | 1,807 | Buyer, retail | 1975-06-02 | 4de58ee126b9423ccc8b3887b81ba9a0 | 1,371,698,340 | 39.883174 | -86.94478 | 0 |
1,293,208 | 2020-06-20 03:19:23 | 6,011,381,817,520,024 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 84.72 | Kristen | Allen | F | 8619 Lisa Manors Apt. 871 | Lagrange | WY | 82,221 | 41.6423 | -104.1974 | 635 | Product/process development scientist | 1973-07-13 | ddd49e01fc5247527883c30fc70b3746 | 1,371,698,363 | 42.093682 | -104.047437 | 0 |
1,293,209 | 2020-06-20 03:19:25 | 2,254,917,871,818,484 | fraud_Kiehn-Emmerich | grocery_pos | 99.63 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | 15eca97856ba08d6889f1b62d40aaad8 | 1,371,698,365 | 38.875482 | -76.272194 | 0 |
1,293,210 | 2020-06-20 03:20:15 | 30,248,898,834,493 | fraud_Dooley Inc | shopping_pos | 4.17 | 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 | 231161d5ebf8a21c4ab9560caa0b65d3 | 1,371,698,415 | 32.069939 | -98.535206 | 0 |
1,293,211 | 2020-06-20 03:20:22 | 371,226,440,126,102 | fraud_Brekke and Sons | gas_transport | 67.12 | 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 | f2b229c33a1fe2bbf760dc699a693897 | 1,371,698,422 | 39.207203 | -88.591635 | 0 |
1,293,212 | 2020-06-20 03:20:26 | 2,291,163,933,867,244 | fraud_Stoltenberg-Beatty | shopping_pos | 3.73 | Jeff | Elliott | M | 351 Darlene Green | Columbia | SC | 29,209 | 33.9659 | -80.9355 | 333,497 | Mechanical engineer | 1968-03-19 | 353ad4cfd95a10c1bd3056b9cff1d74f | 1,371,698,426 | 33.861685 | -81.848143 | 0 |
1,293,213 | 2020-06-20 03:23:50 | 213,153,151,785,052 | fraud_Bradtke PLC | grocery_pos | 112.56 | Rebecca | Conley | F | 181 Moreno Light Apt. 215 | Tomahawk | WI | 54,487 | 45.4963 | -89.7273 | 9,594 | Seismic interpreter | 1997-11-23 | b2d3cd66b583854abb21a2a79f0fa3f2 | 1,371,698,630 | 46.172395 | -88.888563 | 0 |
1,293,214 | 2020-06-20 03:24:44 | 4,956,828,990,005,111,000 | fraud_Barton Inc | grocery_pos | 39.61 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | 8674720eba067004f884ee93cee4bc3d | 1,371,698,684 | 40.386777 | -73.461141 | 0 |
1,293,215 | 2020-06-20 03:25:14 | 3,583,793,405,872,580 | fraud_Hamill-Daugherty | misc_net | 2.15 | Beth | Lambert | F | 6447 Johnson Estates Apt. 986 | Roosevelt | OK | 73,564 | 34.847 | -98.9836 | 551 | Amenity horticulturist | 1970-09-27 | ecafc551b07ff1a1cd2b48e00c694bc6 | 1,371,698,714 | 35.198414 | -98.331677 | 0 |
1,293,216 | 2020-06-20 03:25:39 | 4,642,894,980,163 | fraud_Heller-Abshire | grocery_net | 42 | Eddie | Mendez | M | 1831 Faith View Suite 653 | Clarinda | IA | 51,632 | 40.7491 | -95.038 | 7,297 | IT trainer | 1990-07-13 | 0b3df3cfa6679176e5db8f5737ac8c2a | 1,371,698,739 | 40.230364 | -95.489865 | 0 |
1,293,217 | 2020-06-20 03:25:45 | 3,517,814,635,263,522 | fraud_Ruecker Group | misc_net | 7.87 | William | Cannon | M | 43809 Kenneth Circles Suite 152 | Union | WV | 24,983 | 37.5802 | -80.5248 | 2,443 | Chartered public finance accountant | 1941-10-16 | 7f9cf54784fb2c5d5b9ae4da3342d879 | 1,371,698,745 | 37.934793 | -79.58932 | 0 |
1,293,218 | 2020-06-20 03:25:45 | 5,596,347,693,144,598 | fraud_Huel, Hammes and Witting | grocery_pos | 108.95 | Joseph | Moody | M | 5901 Foster Pine | Kenner | LA | 70,062 | 29.9912 | -90.2479 | 68,211 | Engineer, petroleum | 1941-04-23 | 06460b2b49431d58f8cf0469a1fa46a6 | 1,371,698,745 | 29.428268 | -89.675045 | 0 |
1,293,219 | 2020-06-20 03:25:51 | 30,026,790,933,302 | fraud_Hermann-Gaylord | misc_pos | 32.81 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | 3f8901e6109185d4e948df6b71362024 | 1,371,698,751 | 33.453787 | -90.886414 | 0 |
1,293,220 | 2020-06-20 03:26:55 | 3,523,898,249,167,098 | fraud_Hamill-Daugherty | misc_net | 7.75 | Joshua | Carpenter | M | 04975 Allison Shoal | Bronx | NY | 10,463 | 40.8798 | -73.9067 | 1,382,480 | Therapist, drama | 1990-11-09 | 97b14dafbcc5f6d7a768392bb82175a7 | 1,371,698,815 | 40.785693 | -74.884343 | 0 |
1,293,221 | 2020-06-20 03:27:44 | 3,577,663,406,369,449 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 2.91 | Cody | Hooper | M | 7233 John Parks | Lepanto | AR | 72,354 | 35.6069 | -90.3359 | 2,470 | Counselling psychologist | 1968-10-06 | c55bfca27c8947da6cbe85a095c8921d | 1,371,698,864 | 36.241753 | -90.318213 | 0 |
1,293,222 | 2020-06-20 03:29:37 | 4,979,422,371,139,333 | fraud_Heller-Langosh | gas_transport | 55.46 | Kelly | Zimmerman | F | 1893 Katie Tunnel | Westerville | NE | 68,881 | 41.4193 | -99.3844 | 73 | Product designer | 1935-02-10 | fa79856f40e3ef8f572f0511f560f8ec | 1,371,698,977 | 40.829872 | -99.852133 | 0 |
1,293,223 | 2020-06-20 03:30:08 | 30,030,380,240,193 | fraud_Kuhn LLC | shopping_pos | 141.2 | William | Jenkins | M | 50614 Kevin Point | Harper | TX | 78,631 | 30.2816 | -99.241 | 2,395 | Pharmacist, community | 1993-11-17 | df0d625f25ce4d854dee8bdad8b93fe4 | 1,371,699,008 | 29.369751 | -100.233565 | 0 |
1,293,224 | 2020-06-20 03:31:43 | 4,355,790,796,238,265,000 | fraud_Bins, Balistreri and Beatty | shopping_pos | 9.78 | Tanner | Davis | M | 2632 Stevens Light Apt. 213 | Payson | IL | 62,360 | 39.8153 | -91.2627 | 1,656 | Exhibition designer | 1969-08-04 | 034296cc906cb1d8c899cc72fc195f35 | 1,371,699,103 | 39.296777 | -90.896467 | 0 |
1,293,225 | 2020-06-20 03:32:05 | 3,529,597,930,342,630 | fraud_Kuhic Inc | grocery_pos | 98.44 | Melissa | Rodriguez | F | 81708 Christopher Plaza | Jordanville | NY | 13,361 | 42.8948 | -74.8209 | 824 | Travel agency manager | 1985-09-01 | 1715b39819c35583740a11e23bb1b418 | 1,371,699,125 | 43.498347 | -74.723596 | 0 |
1,293,226 | 2020-06-20 03:32:06 | 60,490,596,305 | fraud_Kerluke, Considine and Macejkovic | misc_net | 7.39 | Karen | Johnson | F | 4349 Anna Flat Suite 214 | Haynes | AR | 72,341 | 34.8838 | -90.7666 | 222 | Programmer, applications | 1963-05-19 | 5488dbc2d77760a20f73d29726bdcb65 | 1,371,699,126 | 35.34715 | -91.709875 | 0 |
1,293,227 | 2020-06-20 03:32:06 | 676,369,110,710 | fraud_Cummings LLC | gas_transport | 58.45 | David | Wolfe | M | 81261 Garcia Underpass Suite 741 | Southfield | MI | 48,034 | 42.4969 | -83.2911 | 75,830 | Engineer, automotive | 1974-12-28 | 7e4bad92d32f7a29d5ea069187b24108 | 1,371,699,126 | 43.480867 | -82.509025 | 0 |
1,293,228 | 2020-06-20 03:32:49 | 639,023,984,367 | fraud_Prohaska-Murray | gas_transport | 46.76 | Destiny | Lowe | F | 79472 Stevens Trace Apt. 120 | Hannawa Falls | NY | 13,647 | 44.6087 | -74.9732 | 69 | Chief Executive Officer | 1991-06-05 | fbc1892ed4aaa43d644c77e639340e3b | 1,371,699,169 | 44.344567 | -74.661317 | 0 |
1,293,229 | 2020-06-20 03:33:20 | 3,598,634,130,286,287 | fraud_Skiles-Ankunding | grocery_net | 11.79 | David | Hughes | M | 707 Butler Parkways Apt. 747 | Omaha | NE | 68,117 | 41.2064 | -95.9953 | 518,429 | Surveyor, land/geomatics | 1995-10-10 | 1c5a4456768db77618ea7843be1b380a | 1,371,699,200 | 41.935699 | -95.612063 | 0 |
1,293,230 | 2020-06-20 03:33:23 | 3,558,652,751,678,952 | fraud_Baumbach, Strosin and Nicolas | shopping_pos | 22.78 | Teresa | Blankenship | F | 6638 Lucero Mill Suite 952 | Karnack | TX | 75,661 | 32.6205 | -94.2 | 2,807 | Chiropodist | 1931-01-26 | 2d6f137fe3a8bb35a8dbe47004343f75 | 1,371,699,203 | 31.677981 | -93.577099 | 0 |
1,293,231 | 2020-06-20 03:34:37 | 639,095,706,599 | fraud_Kerluke-Abshire | shopping_net | 215.39 | Kyle | Wilkinson | M | 93970 Trujillo Causeway | Curlew | IA | 50,527 | 42.9633 | -94.7975 | 223 | Estate manager/land agent | 1939-04-14 | e14cbb5dfe0e6723b8642f1aa6bb3564 | 1,371,699,277 | 43.601529 | -94.389121 | 0 |
1,293,232 | 2020-06-20 03:35:24 | 4,874,017,206,859,125 | fraud_Kuhic Inc | grocery_pos | 192.82 | Lauren | Williams | F | 065 Jones Stravenue | Lake Oswego | OR | 97,034 | 45.4093 | -122.6847 | 42,817 | Planning and development surveyor | 1982-05-28 | ad6d73299f3d26bebe682a49f5403e35 | 1,371,699,324 | 45.106236 | -122.109835 | 0 |
1,293,233 | 2020-06-20 03:35:56 | 2,233,882,705,243,596 | fraud_Kuvalis Ltd | gas_transport | 25.8 | Jamie | Robinson | F | 67089 Caitlin Meadow Apt. 905 | Sturgis | MS | 39,769 | 33.357 | -89.0473 | 1,923 | Medical physicist | 1960-01-16 | c0cd5841fe7f25d9c4235194efc82fe9 | 1,371,699,356 | 32.758579 | -89.132396 | 0 |
1,293,234 | 2020-06-20 03:35:57 | 4,424,338,559,877,976 | fraud_Strosin-Cruickshank | grocery_pos | 116.54 | Denise | Barnett | F | 23220 Eaton Harbors | Kirby | OH | 43,330 | 40.813 | -83.4196 | 118 | Private music teacher | 1957-11-12 | 65c411b1c2324ddced4be8fafc03b50f | 1,371,699,357 | 40.678094 | -83.522359 | 0 |
1,293,235 | 2020-06-20 03:36:26 | 4,377,338,765,909,719 | fraud_DuBuque LLC | grocery_pos | 59.22 | Nicholas | Mcmahon | M | 2123 Jonathan Falls Suite 753 | Heiskell | TN | 37,754 | 36.115 | -84.0438 | 4,729 | Geologist, wellsite | 1982-04-19 | 8c4da2fade7e62eec72e34c18afa3e89 | 1,371,699,386 | 35.699104 | -84.97601 | 0 |
1,293,236 | 2020-06-20 03:37:16 | 4,767,265,376,804,500 | fraud_Smitham-Schiller | grocery_net | 52.2 | Jennifer | Conner | F | 4655 David Island | Dublin | PA | 18,917 | 40.375 | -75.2045 | 2,158 | Transport planner | 1961-06-19 | a5101983846ab59efbe5c8f6680e8dfe | 1,371,699,436 | 39.713271 | -74.934357 | 0 |
1,293,237 | 2020-06-20 03:38:19 | 4,430,881,574,719,618 | fraud_Spencer-Runolfsson | misc_pos | 26.43 | Alicia | Morales | F | 4456 Dunn Roads | Meredith | CO | 81,642 | 39.3199 | -106.6596 | 61 | Public relations account executive | 1939-11-04 | 842fe933da4b83ff69eedf1c0b415ede | 1,371,699,499 | 40.240345 | -107.221327 | 0 |
1,293,238 | 2020-06-20 03:38:29 | 6,554,245,334,757,802 | fraud_Casper, Hand and Zulauf | grocery_pos | 84.3 | Monique | Robinson | F | 07712 Marcus Divide Apt. 831 | Laguna Hills | CA | 92,637 | 33.615 | -117.7114 | 45,303 | Sales executive | 1969-12-22 | 420de94cd3bb594d948703328648cc04 | 1,371,699,509 | 34.377343 | -117.867104 | 0 |
1,293,239 | 2020-06-20 03:39:18 | 6,011,388,901,471,808 | fraud_Smith-Stokes | misc_pos | 6.38 | Jacqueline | Marsh | F | 950 Sheryl Spurs | Dunlevy | PA | 15,432 | 40.1151 | -79.8627 | 427 | Mining engineer | 1951-02-05 | a88a83ffe6d3331301f017057d09fcc6 | 1,371,699,558 | 39.45388 | -80.521966 | 0 |
1,293,240 | 2020-06-20 03:39:46 | 345,832,460,465,610 | fraud_Runolfsdottir, Mueller and Hand | entertainment | 3.59 | Jason | Mcmahon | M | 6385 Donald Square Suite 429 | Springfield | VA | 22,151 | 38.8029 | -77.2116 | 104,396 | Production engineer | 1950-11-20 | 3dff8906233d6b5e74e216017a734f62 | 1,371,699,586 | 38.862593 | -76.577929 | 0 |
1,293,241 | 2020-06-20 03:40:47 | 6,523,180,720,198,790 | fraud_Boyer PLC | shopping_net | 23.89 | Alan | Taylor | M | 560 Molina Path | Oakdale | NY | 11,769 | 40.7382 | -73.1297 | 9,506 | Biochemist, clinical | 1953-04-13 | 065878e02091751b5f839c6064216e46 | 1,371,699,647 | 41.180853 | -72.58121 | 0 |
1,293,242 | 2020-06-20 03:41:02 | 4,476,840,372,112 | fraud_Goodwin-Nitzsche | grocery_pos | 40.83 | Steven | Walters | M | 3206 Hall Divide Suite 282 | Woodville | AL | 35,776 | 34.6689 | -86.2296 | 3,395 | Editor, commissioning | 1979-01-21 | e2824abf5ffc576027fcf84c350abbcf | 1,371,699,662 | 33.894536 | -86.304707 | 0 |
1,293,243 | 2020-06-20 03:43:49 | 213,148,039,875,802 | fraud_Buckridge PLC | misc_pos | 131.02 | Jill | Jacobs | F | 034 Kimberly Mountains | Brandon | FL | 33,510 | 27.9551 | -82.2966 | 79,613 | Environmental consultant | 1978-11-30 | 929d40a9473ea0a48ff8b115ca26190c | 1,371,699,829 | 27.151076 | -82.365176 | 0 |
1,293,244 | 2020-06-20 03:43:50 | 345,832,460,465,610 | fraud_Smith-Stokes | misc_pos | 6.86 | Jason | Mcmahon | M | 6385 Donald Square Suite 429 | Springfield | VA | 22,151 | 38.8029 | -77.2116 | 104,396 | Production engineer | 1950-11-20 | 263bdd3e6ced69ab7e4a9c890cb66da5 | 1,371,699,830 | 39.300819 | -77.069646 | 0 |
1,293,245 | 2020-06-20 03:44:04 | 3,544,606,805,704,278 | fraud_Gerlach Inc | shopping_net | 7.82 | Carolyn | Thomas | F | 755 Solis Isle Suite 075 | New Memphis | IL | 62,266 | 38.4857 | -89.6816 | 254 | Magazine journalist | 1952-05-07 | 716dbf957e42d7d3e38c3445377f0717 | 1,371,699,844 | 37.58443 | -90.512428 | 0 |
1,293,246 | 2020-06-20 03:46:52 | 4,446,368,897,795,790 | fraud_Keeling-Crist | misc_pos | 30.64 | Ryan | Joseph | M | 8850 Jessica Center | Atlantic | VA | 23,303 | 37.9073 | -75.5089 | 741 | Geologist, engineering | 1986-08-17 | a4a29a50f469719e5c5a5f173e927425 | 1,371,700,012 | 37.283802 | -75.756428 | 0 |
1,293,247 | 2020-06-20 03:47:17 | 30,546,453,310,167 | fraud_Lynch Ltd | shopping_pos | 8.88 | Nicholas | Tran | M | 672 Randall Burg Suite 551 | Belmont | NH | 3,220 | 43.4512 | -71.489 | 7,430 | Scientist, research (medical) | 1955-01-13 | 4b5bdccf3a89644a72c82acc9e61a274 | 1,371,700,037 | 42.477438 | -72.316855 | 0 |
1,293,248 | 2020-06-20 03:48:17 | 3,525,590,521,269,779 | fraud_Streich, Hansen and Veum | gas_transport | 51.1 | Scott | Fuller | M | 861 Karen Common | Haw River | NC | 27,258 | 36.0424 | -79.3242 | 6,006 | Paramedic | 1984-07-20 | 00a9389aa56e9af01ef590d8b6243b4e | 1,371,700,097 | 35.526818 | -79.62533 | 0 |
1,293,249 | 2020-06-20 03:48:33 | 4,792,627,764,422,478,000 | fraud_Kuphal-Predovic | misc_net | 2.71 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | 2979599559523d67b77921c8768ce83e | 1,371,700,113 | 39.06639 | -95.281545 | 0 |
1,293,250 | 2020-06-20 03:48:39 | 3,573,030,041,201,292 | fraud_Rempel Inc | shopping_net | 876.1 | Joanne | Williams | F | 3638 Marsh Union | Altonah | UT | 84,002 | 40.3207 | -110.436 | 302 | Sales professional, IT | 1990-01-17 | 0f4248cd9f8216a81b79dcfc23c39cdc | 1,371,700,119 | 40.638516 | -109.952976 | 1 |
1,293,251 | 2020-06-20 03:48:54 | 3,534,330,126,107,879 | fraud_Kerluke, Kertzmann and Wiza | misc_net | 100.9 | Jeffrey | Smith | M | 713 Scott Pike Apt. 712 | Bridger | MT | 59,014 | 45.2857 | -108.9082 | 1,446 | Chartered loss adjuster | 1978-01-15 | 9604623faffbf5f98d5f77236b07c6de | 1,371,700,134 | 45.319918 | -109.897605 | 0 |
1,293,252 | 2020-06-20 03:49:08 | 377,550,167,323,848 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 96.49 | Kevin | Walters | M | 87227 Tapia Burgs | Auburn | ME | 4,210 | 44.0948 | -70.239 | 23,045 | Tourist information centre manager | 1958-09-02 | 52768937cc88930e193245db7a5b125f | 1,371,700,148 | 43.858498 | -70.306632 | 0 |
1,293,253 | 2020-06-20 03:50:23 | 6,011,367,958,204,270 | fraud_Cassin-Harvey | grocery_net | 73.51 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | d5046e92ae1ce8c522c4887f89c250e3 | 1,371,700,223 | 41.193748 | -81.989913 | 0 |
1,293,254 | 2020-06-20 03:50:59 | 6,011,917,798,331,152 | fraud_Hayes, Marquardt and Dibbert | misc_net | 2.14 | William | Johnson | M | 50843 Vincent Mission | South Londonderry | VT | 5,155 | 43.1699 | -72.8515 | 828 | Scientific laboratory technician | 1957-08-30 | c7ff52af7f8a993e3de74f23569469c7 | 1,371,700,259 | 43.231359 | -73.137755 | 0 |
1,293,255 | 2020-06-20 03:51:48 | 4,826,655,832,045,236 | fraud_Cormier LLC | shopping_net | 9.6 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | 4f2aa2b100d6e75cbc276ba754bd0d9a | 1,371,700,308 | 41.154905 | -69.30123 | 0 |
1,293,256 | 2020-06-20 03:54:02 | 30,197,398,657,930 | fraud_Lockman Ltd | grocery_pos | 180.39 | April | Johnson | F | 9727 Deleon Mountain | Creedmoor | NC | 27,522 | 36.1124 | -78.6476 | 12,335 | Chief Strategy Officer | 1987-09-19 | 48aec79c487b1bffc4abcc90141b6845 | 1,371,700,442 | 36.33789 | -79.54722 | 0 |
1,293,257 | 2020-06-20 03:54:47 | 676,248,282,243 | fraud_Cormier LLC | shopping_net | 4.81 | Amanda | Wheeler | F | 329 Emily Cape | Cape Coral | FL | 33,909 | 26.6939 | -81.9452 | 156,391 | Higher education careers adviser | 1968-02-09 | c9fd6785d342f420507a101de3911e51 | 1,371,700,487 | 27.36804 | -81.572578 | 0 |
1,293,258 | 2020-06-20 03:55:11 | 4,181,833,256,558,614,000 | fraud_Parisian, Schiller and Altenwerth | misc_net | 3.83 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | e3e0bdc26a7854edbebe80395be13c80 | 1,371,700,511 | 36.09167 | -106.449365 | 0 |
1,293,259 | 2020-06-20 03:55:53 | 180,031,190,491,743 | fraud_Reilly, Heaney and Cole | gas_transport | 39.13 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | 9ea5247e25399e348e40a1ccb2b4fb0c | 1,371,700,553 | 31.396677 | -88.806819 | 0 |
1,293,260 | 2020-06-20 03:56:14 | 4,607,072,969,078,276 | fraud_Runolfsson and Sons | grocery_net | 36.36 | Brenda | Perez | F | 033 Tara Brook Suite 523 | Coyle | OK | 73,027 | 35.8985 | -97.2607 | 1,493 | Amenity horticulturist | 1985-03-21 | 74c5e1c099766e74abf483486cf519d9 | 1,371,700,574 | 36.411282 | -96.618062 | 0 |
1,293,261 | 2020-06-20 03:56:49 | 6,547,670,341,037,171 | fraud_Stroman, Hudson and Erdman | gas_transport | 62.21 | Bryce | Joseph | M | 148 Baker Field | Chester Heights | PA | 19,017 | 39.8839 | -75.4669 | 348 | Management consultant | 1945-05-05 | e3423ef4f002b25f84910366decbf719 | 1,371,700,609 | 40.42455 | -74.47949 | 0 |
1,293,262 | 2020-06-20 03:57:32 | 180,058,696,935,600 | fraud_Tillman, Dickinson and Labadie | gas_transport | 77.74 | Richard | Barnes | M | 1339 Johnson Landing Suite 007 | De Lancey | NY | 13,752 | 42.189 | -74.9229 | 782 | Chartered accountant | 2000-08-28 | 86710ec8067b60f6d3bfd2c82b445d5b | 1,371,700,652 | 42.919265 | -74.128637 | 0 |
1,293,263 | 2020-06-20 03:58:17 | 4,469,777,115,158,235,000 | fraud_Kutch and Sons | grocery_pos | 61.21 | Gregory | Graham | M | 4005 Dana Glens | Methuen | MA | 1,844 | 42.728 | -71.181 | 47,249 | Market researcher | 1980-11-22 | 258f27976d142b5db90e383a3407f4e0 | 1,371,700,697 | 42.99289 | -71.402196 | 0 |
1,293,264 | 2020-06-20 03:58:42 | 3,591,919,803,438,423 | fraud_Hamill-Daugherty | misc_net | 9.85 | Brian | Williams | M | 32941 Krystal Mill Apt. 552 | Titusville | FL | 32,780 | 28.5697 | -80.8191 | 54,767 | Set designer | 1987-07-25 | 8f760db88f4256ff30e9f3828a4d4ae8 | 1,371,700,722 | 27.945291 | -80.362269 | 0 |
1,293,265 | 2020-06-20 03:59:19 | 3,552,581,383,553,463 | fraud_Luettgen PLC | gas_transport | 65.22 | Jonathan | Castro | M | 200 Christie Mills Apt. 307 | Andrews | NC | 28,901 | 35.1959 | -83.8228 | 5,354 | Retail buyer | 1965-04-13 | c188cb9842fe0c21d3a1f5b1d9b91974 | 1,371,700,759 | 34.295203 | -83.602362 | 0 |
1,293,266 | 2020-06-20 03:59:21 | 376,028,110,684,021 | fraud_Denesik and Sons | shopping_pos | 131.68 | Aaron | Murray | M | 624 Hale Springs Apt. 572 | Meadville | MO | 64,659 | 39.7795 | -93.3014 | 964 | Tourist information centre manager | 1974-12-23 | 3c7268e44e9646641ec2e2cb27208b09 | 1,371,700,761 | 39.39488 | -92.762833 | 0 |
1,293,267 | 2020-06-20 04:00:35 | 4,239,552,724,014,407 | fraud_Graham, Hegmann and Hammes | food_dining | 70.45 | Carl | Hernandez | M | 9134 Darryl Flat Suite 916 | Paulding | OH | 45,879 | 41.141 | -84.5722 | 6,284 | Secondary school teacher | 1936-03-27 | 09f0d7bda76cf2e3bb13f3a44b1335f3 | 1,371,700,835 | 41.038794 | -84.117048 | 0 |
1,293,268 | 2020-06-20 04:01:08 | 379,897,244,598,068 | fraud_Barrows PLC | shopping_pos | 7.01 | Frank | Key | M | 5537 Jessica Plaza | Pewee Valley | KY | 40,056 | 38.3039 | -85.4834 | 3,263 | Stage manager | 1930-02-28 | 989a48c067f3b3c493aff9c4bcd39dae | 1,371,700,868 | 37.493529 | -86.437647 | 0 |
1,293,269 | 2020-06-20 04:01:43 | 30,235,438,713,303 | fraud_Dooley-Thompson | misc_net | 6.24 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | ed5d9b8533cb1e155efe8cb9f9afafef | 1,371,700,903 | 37.818521 | -82.356033 | 0 |
1,293,270 | 2020-06-20 04:03:51 | 6,544,734,391,390,261 | fraud_Doyle Ltd | grocery_pos | 25.87 | John | Myers | M | 701 Wilson Divide | Highland | IN | 46,322 | 41.55 | -87.4569 | 23,727 | Community arts worker | 1982-02-08 | 4c39f6af301a97af4e688b9f91eb98bd | 1,371,701,031 | 42.301946 | -88.201985 | 0 |
1,293,271 | 2020-06-20 04:04:08 | 30,343,344,410,970 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 125.02 | Jacob | Dawson | M | 663 Anna Plaza | Marienville | PA | 16,239 | 41.4622 | -79.1306 | 4,172 | Copywriter, advertising | 1962-03-20 | fd90ba696fc22702e8f0913e5b6a2675 | 1,371,701,048 | 41.971094 | -79.675137 | 0 |
1,293,272 | 2020-06-20 04:07:10 | 3,560,697,798,177,746 | fraud_Roob, Conn and Tremblay | shopping_pos | 3.06 | Matthew | Young | M | 8840 Miller Port Suite 645 | Indian Wells | CA | 92,210 | 33.7163 | -116.3381 | 4,677 | Learning mentor | 1955-05-06 | 0cd888ea958bf4836ca2b339d2fa8063 | 1,371,701,230 | 32.881549 | -116.648012 | 0 |
1,293,273 | 2020-06-20 04:07:28 | 38,199,021,865,320 | fraud_Conroy-Cruickshank | gas_transport | 72.84 | Jesse | Roberts | M | 8415 Vaughn Squares Apt. 788 | Acworth | NH | 3,601 | 43.196 | -72.3001 | 477 | Naval architect | 1988-04-15 | 1adc08a959c2a02802f48f3f71eb0f38 | 1,371,701,248 | 43.558504 | -72.841563 | 0 |
1,293,274 | 2020-06-20 04:10:28 | 4,355,790,796,238,265,000 | fraud_Stroman, Hudson and Erdman | gas_transport | 70.22 | Tanner | Davis | M | 2632 Stevens Light Apt. 213 | Payson | IL | 62,360 | 39.8153 | -91.2627 | 1,656 | Exhibition designer | 1969-08-04 | 16a66ed2a6ea38cee5ddd9035c8fa401 | 1,371,701,428 | 39.441944 | -91.291746 | 0 |
1,293,275 | 2020-06-20 04:10:51 | 3,593,118,134,380,341 | fraud_Boehm, Predovic and Reinger | misc_pos | 2.1 | Laura | Casey | F | 6114 Moran Way | Steuben | ME | 4,680 | 44.4971 | -67.9503 | 1,131 | Make | 1959-05-10 | d9cb04fb23ef7044cb46308dca223c14 | 1,371,701,451 | 44.147126 | -68.439998 | 0 |
1,293,276 | 2020-06-20 04:11:11 | 5,596,347,693,144,598 | fraud_Morissette LLC | entertainment | 17.49 | Joseph | Moody | M | 5901 Foster Pine | Kenner | LA | 70,062 | 29.9912 | -90.2479 | 68,211 | Engineer, petroleum | 1941-04-23 | a2c66998a4ed9502a3851fdb9fb53c75 | 1,371,701,471 | 30.127634 | -89.472378 | 0 |
1,293,277 | 2020-06-20 04:11:34 | 3,583,635,130,604,947 | fraud_Johnston, Nikolaus and Maggio | grocery_net | 92.49 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | 11cfb87e052c12d4438a74206d480606 | 1,371,701,494 | 40.058809 | -74.468335 | 0 |
1,293,278 | 2020-06-20 04:11:36 | 4,344,955,088,481,397 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 81.78 | Christopher | Rodgers | M | 30587 Fox Shores Apt. 627 | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Communications engineer | 1976-09-29 | ca003e1acfc474ba7b044b4395c844f6 | 1,371,701,496 | 40.380638 | -79.087996 | 0 |
1,293,279 | 2020-06-20 04:14:43 | 213,153,151,785,052 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 53.26 | Rebecca | Conley | F | 181 Moreno Light Apt. 215 | Tomahawk | WI | 54,487 | 45.4963 | -89.7273 | 9,594 | Seismic interpreter | 1997-11-23 | 3477db2eaff08fcd3afa0fec3ff8155c | 1,371,701,683 | 45.703342 | -90.043467 | 0 |
1,293,280 | 2020-06-20 04:14:50 | 4,613,314,721,966 | fraud_Towne, Greenholt and Koepp | shopping_net | 91.89 | Jason | Murphy | M | 542 Steve Curve Suite 011 | Collettsville | NC | 28,611 | 35.9946 | -81.7266 | 885 | Soil scientist | 1988-09-15 | 2dc9beea2a49e67da8b829c1d765dd8d | 1,371,701,690 | 35.613565 | -81.549413 | 0 |
1,293,281 | 2020-06-20 04:14:55 | 3,501,942,333,500,073 | fraud_Friesen-Stamm | gas_transport | 56.64 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | 3b617b5042a74eab3ed32a1051f8766c | 1,371,701,695 | 34.223303 | -111.541019 | 0 |
1,293,282 | 2020-06-20 04:15:45 | 4,149,238,353,975,790 | fraud_Flatley-Durgan | misc_net | 103.02 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | dde2629d5c963ef3714c12ab303b7581 | 1,371,701,745 | 40.143808 | -80.705483 | 0 |
1,293,283 | 2020-06-20 04:15:53 | 4,092,452,671,396,169,700 | fraud_Torphy-Goyette | shopping_pos | 318.46 | Jeffrey | Vargas | M | 478 Alexandria Mount | Bolton | NC | 28,423 | 34.3091 | -78.3372 | 2,290 | Engineer, biomedical | 1945-12-07 | ad369ec5d638e9113092f911fb0d156d | 1,371,701,753 | 34.290988 | -77.820423 | 0 |
1,293,284 | 2020-06-20 04:17:09 | 213,174,467,670,432 | fraud_Reichert, Shanahan and Hayes | shopping_net | 7.94 | James | Bishop | M | 7055 Fernandez Estates Apt. 676 | Cecilton | MD | 21,913 | 39.4015 | -75.8654 | 663 | Podiatrist | 1969-01-14 | 7948bc2ee0a538f9b9bce3a998c21aa0 | 1,371,701,829 | 39.232426 | -76.829366 | 0 |
1,293,285 | 2020-06-20 04:17:10 | 630,423,337,322 | fraud_Friesen-D'Amore | gas_transport | 53.89 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | 5b15be48386b09f595395e39aee8454a | 1,371,701,830 | 48.801362 | -118.760456 | 0 |
1,293,286 | 2020-06-20 04:18:18 | 2,712,209,726,293,386 | fraud_Auer-Mosciski | grocery_pos | 167.13 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | b3a8d5b2662a12002eab42ccc307052d | 1,371,701,898 | 30.057524 | -90.882254 | 0 |
1,293,287 | 2020-06-20 04:19:13 | 30,487,648,872,433 | fraud_Beier-Hyatt | shopping_pos | 6.07 | Stephanie | Crane | F | 144 Martinez Curve | Central | IN | 47,110 | 38.097 | -86.1723 | 350 | Counsellor | 1955-01-05 | 1de37a4fcfc543fff8936dd560bf9b75 | 1,371,701,953 | 37.732048 | -87.022025 | 0 |
1,293,288 | 2020-06-20 04:19:21 | 4,040,099,974,063,068,700 | fraud_Strosin-Cruickshank | grocery_pos | 81.64 | Jeffrey | Lewis | M | 24255 Bryan Square | Palermo | ND | 58,769 | 48.3396 | -102.24 | 229 | Administrator | 1983-03-20 | 0947bcff9b237e919b22d90799c9f520 | 1,371,701,961 | 48.28664 | -101.523046 | 0 |
1,293,289 | 2020-06-20 04:19:43 | 30,153,452,207,526 | fraud_Mante Group | misc_net | 6.69 | Robin | Smith | F | 0537 Margaret Common Suite 526 | Coleman | TX | 76,834 | 31.8287 | -99.427 | 5,908 | Radio producer | 1962-04-05 | 583a9db6f108a8c23d30b7622ca24f14 | 1,371,701,983 | 31.828766 | -98.582413 | 0 |
1,293,290 | 2020-06-20 04:20:10 | 2,720,433,095,629,877 | fraud_Corwin-Collins | gas_transport | 27.78 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | 9aff27670386576c19cbacce6cf57e5d | 1,371,702,010 | 44.137316 | -69.303293 | 0 |
1,293,291 | 2020-06-20 04:21:24 | 4,344,955,088,481,397 | fraud_Corwin-Collins | gas_transport | 71.01 | Christopher | Rodgers | M | 30587 Fox Shores Apt. 627 | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Communications engineer | 1976-09-29 | 9415770127c474b1cbce0a6f9fe8c436 | 1,371,702,084 | 40.342966 | -80.164716 | 0 |
1,293,292 | 2020-06-20 04:22:44 | 180,036,456,789,979 | fraud_Barton Inc | grocery_pos | 116.84 | Mackenzie | Salazar | F | 982 Melissa Lock | Bagley | WI | 53,801 | 42.9207 | -91.0685 | 878 | Risk analyst | 1974-11-20 | f6d9e6b5187b35dd9b836f9070c525ef | 1,371,702,164 | 42.183584 | -91.212 | 0 |
1,293,293 | 2020-06-20 04:22:52 | 2,242,542,703,101,233 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 37.69 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 763c4e73d480ebc960554f8cf596be9a | 1,371,702,172 | 38.298357 | -85.602204 | 0 |
1,293,294 | 2020-06-20 04:23:07 | 570,273,151,375 | fraud_Pagac LLC | shopping_pos | 2.29 | Peter | Edwards | M | 96122 Steven Flat | Allentown | GA | 31,003 | 32.6064 | -83.2095 | 112 | Lecturer, higher education | 1965-02-03 | 80500e235e6a58aabd5ff6502d0840d9 | 1,371,702,187 | 33.284746 | -83.66355 | 0 |
1,293,295 | 2020-06-20 04:24:15 | 3,562,679,455,732,797 | fraud_Pacocha-Bauch | shopping_pos | 8.94 | Amanda | Jones | F | 7320 Jennifer Forges | Queenstown | MD | 21,658 | 39.0026 | -76.1424 | 3,862 | Maintenance engineer | 1962-12-06 | be19b183923e2b9cfaac94068001a9ce | 1,371,702,255 | 38.83477 | -75.19471 | 0 |
1,293,296 | 2020-06-20 04:24:26 | 36,153,880,429,415 | fraud_Runolfsdottir, Mueller and Hand | entertainment | 50.35 | Erik | Stevens | M | 84033 Pitts Overpass | Lakeland | FL | 33,809 | 28.1762 | -81.9591 | 237,282 | Plant breeder/geneticist | 1949-10-13 | ae1dc20f057f2104635ebd7e8fe199e6 | 1,371,702,266 | 28.288941 | -81.037363 | 0 |
1,293,297 | 2020-06-20 04:24:38 | 3,533,012,926,413,100 | fraud_Kiehn Inc | grocery_pos | 97.95 | Megan | Bernard | F | 128 Nathan Ramp | Barneveld | NY | 13,304 | 43.2237 | -75.1612 | 1,684 | IT trainer | 1994-03-01 | 796df7e4887eeb5a4123036cd582898e | 1,371,702,278 | 44.198151 | -74.580714 | 0 |
1,293,298 | 2020-06-20 04:25:34 | 4,102,003,771,126,577,700 | fraud_Kerluke PLC | misc_net | 2.19 | William | Fitzgerald | M | 715 Courtney Pike Suite 932 | Keller | TX | 76,248 | 32.9276 | -97.2489 | 95,035 | Probation officer | 1987-06-13 | 7b064fbb13e92aaa11b9e60330860d75 | 1,371,702,334 | 32.193424 | -97.452428 | 0 |
1,293,299 | 2020-06-20 04:26:21 | 4,958,589,671,582,727,000 | fraud_Volkman Ltd | misc_net | 61.6 | Aaron | Pena | M | 793 Hooper Tunnel Suite 154 | Burke | VA | 22,015 | 38.7894 | -77.2818 | 43,102 | Health visitor | 1950-11-27 | b8afdd1470110d0e10f92957c5f85fd8 | 1,371,702,381 | 39.024133 | -77.029977 | 0 |
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