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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,291,300 | 2020-06-19 09:47:06 | 2,719,496,466,799,416 | fraud_Daugherty, Pouros and Beahan | shopping_pos | 6.02 | Sheila | Baker | F | 8030 Walker Heights | Belle Fourche | SD | 57,717 | 44.6723 | -103.8396 | 8,007 | Hospital pharmacist | 1940-09-17 | 6803a2824993d0c2127e0b7b711b160c | 1,371,635,226 | 44.893577 | -104.43063 | 0 |
1,291,301 | 2020-06-19 09:47:50 | 4,623,560,839,669 | fraud_Kihn, Abernathy and Douglas | shopping_net | 2.51 | Vincent | Waller | M | 9379 Vanessa Run Apt. 400 | Lohrville | IA | 51,453 | 42.2619 | -94.5566 | 695 | Administrator | 1954-07-15 | b2ecaf01a62b64ea75c6b1124872d530 | 1,371,635,270 | 42.860175 | -94.695817 | 0 |
1,291,302 | 2020-06-19 09:48:04 | 371,284,424,780,634 | fraud_Kris-Weimann | misc_net | 3.99 | Jeremy | Moore | M | 574 Patricia Extensions | Lubbock | TX | 79,413 | 33.5466 | -101.8871 | 254,282 | Doctor, general practice | 1952-01-29 | cd6a4a56d5ea56c009c5a6271de9ec62 | 1,371,635,284 | 33.565186 | -102.24255 | 0 |
1,291,303 | 2020-06-19 09:48:33 | 4,826,655,832,045,236 | fraud_Zemlak Group | misc_net | 6.85 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | 8565f27c8abd749e5ba86a210e98023a | 1,371,635,313 | 42.237974 | -70.946228 | 0 |
1,291,304 | 2020-06-19 09:49:17 | 4,492,491,748,959,010 | fraud_Kozey-Boehm | shopping_net | 98.67 | Jonathan | Byrd | M | 5554 Mack Meadows | Premier | WV | 24,878 | 37.3752 | -81.6539 | 337 | Advice worker | 1986-10-17 | bf8a21b8cb46c2570eb2c213db65e193 | 1,371,635,357 | 37.206868 | -80.843887 | 0 |
1,291,305 | 2020-06-19 09:50:45 | 4,839,043,708,100,390 | fraud_Jenkins, Hauck and Friesen | gas_transport | 61.35 | Meredith | Campbell | F | 043 Hanson Turnpike | Hedrick | IA | 52,563 | 41.1826 | -92.3097 | 1,583 | Geochemist | 1999-06-28 | 3f73e8f96c2e86254bca501919f853a9 | 1,371,635,445 | 40.274273 | -93.274158 | 0 |
1,291,306 | 2020-06-19 09:52:12 | 213,154,573,301,411 | fraud_Koepp-Parker | grocery_pos | 91.61 | Christopher | Sheppard | M | 39218 Baker Shoals | Bristow | IN | 47,515 | 38.1981 | -86.6821 | 965 | Horticultural therapist | 1982-02-10 | c70cee6d708b0853b424e4950df2951f | 1,371,635,532 | 37.235463 | -86.945952 | 0 |
1,291,307 | 2020-06-19 09:52:33 | 573,283,817,795 | fraud_Herman Inc | misc_pos | 9.36 | Amy | Flynn | F | 46095 Tara Fords | Jaffrey | NH | 3,452 | 42.8178 | -72.0275 | 5,457 | Surveyor, hydrographic | 1950-04-17 | bc8d13823e90b7d76a234db5fa2ae015 | 1,371,635,553 | 41.998939 | -72.090916 | 0 |
1,291,308 | 2020-06-19 09:53:19 | 2,266,735,643,685,262 | fraud_Connelly, Reichert and Fritsch | gas_transport | 62.61 | Carlos | Chung | M | 8957 Russell Key | Grant | AL | 35,747 | 34.4959 | -86.259 | 5,901 | Curator | 1972-07-25 | 38d77940d0f029ac2aedb61de3a7c22b | 1,371,635,599 | 34.040297 | -85.585113 | 0 |
1,291,309 | 2020-06-19 09:54:03 | 375,248,307,838,179 | fraud_Reilly, Heaney and Cole | gas_transport | 65.05 | Joshua | Mendoza | M | 4215 Miranda Field Suite 326 | Tallmansville | WV | 26,237 | 38.8564 | -80.158 | 571 | Accounting technician | 1967-09-16 | d112dcb4ff82eb9ed8febbd7360bec6c | 1,371,635,643 | 39.059961 | -80.526356 | 0 |
1,291,310 | 2020-06-19 09:56:09 | 213,156,747,557,083 | fraud_Dach-Nader | misc_net | 146.23 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | 0d5a59b5966c9b7442b413b213a4b598 | 1,371,635,769 | 34.100058 | -118.638429 | 0 |
1,291,311 | 2020-06-19 09:56:18 | 213,136,802,746,375 | fraud_Luettgen PLC | gas_transport | 49.49 | Christine | Davis | F | 736 Moss Motorway Suite 549 | Humboldt | AZ | 86,329 | 34.5189 | -112.2523 | 1,179 | Civil engineer, contracting | 1955-01-20 | 050956afd4f29174dea29e7e27cdf4be | 1,371,635,778 | 33.563738 | -112.038306 | 0 |
1,291,312 | 2020-06-19 09:56:48 | 6,011,305,591,981,276 | fraud_Wintheiser, Dietrich and Schimmel | misc_pos | 2.66 | Daniel | Jones | M | 290 Kathryn Fall | Huntsville | AL | 35,803 | 34.6205 | -86.551 | 190,178 | Engineer, automotive | 1959-06-06 | a0c15bccae1c822a91b9c1e2cd126d76 | 1,371,635,808 | 34.665979 | -86.014243 | 0 |
1,291,313 | 2020-06-19 09:57:14 | 377,654,590,313,960 | fraud_Johns Inc | entertainment | 10.8 | 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 | 1d1cf348b123b856bd24b1a169d78115 | 1,371,635,834 | 36.221473 | -84.153754 | 0 |
1,291,314 | 2020-06-19 09:57:35 | 38,588,538,868,506 | fraud_Gutmann Ltd | grocery_net | 81.87 | Jacqueline | Curry | F | 3047 Jeff Place | Marathon | TX | 79,842 | 30.1886 | -103.2214 | 498 | Lexicographer | 1990-11-23 | 14d7ca70e16b7f38aa0269e65e62c4fc | 1,371,635,855 | 31.002329 | -104.039776 | 0 |
1,291,315 | 2020-06-19 09:57:38 | 4,186,530,744,674 | fraud_Cummerata-Jones | gas_transport | 71.15 | Casey | Howell | F | 374 Christopher Ramp Suite 855 | Blackville | SC | 29,817 | 33.3645 | -81.2718 | 4,913 | Technical brewer | 1966-11-10 | 7042b405096a44e42b493c0829e46f61 | 1,371,635,858 | 33.591424 | -82.264873 | 0 |
1,291,316 | 2020-06-19 09:58:30 | 3,521,417,320,836,166 | fraud_Jaskolski-Vandervort | misc_net | 87.76 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | efe5926b4fe6473b884459429c955190 | 1,371,635,910 | 40.251124 | -87.026815 | 0 |
1,291,317 | 2020-06-19 09:58:40 | 5,559,857,416,065,248 | fraud_Roob, Conn and Tremblay | shopping_pos | 9.4 | Jack | Hill | M | 5916 Susan Bridge Apt. 939 | Grenada | CA | 96,038 | 41.6125 | -122.5258 | 589 | Systems analyst | 1945-12-21 | 56d25a24d6a606237d85fe1e15aa17ad | 1,371,635,920 | 42.006552 | -122.160864 | 0 |
1,291,318 | 2020-06-19 09:59:00 | 343,668,971,234,893 | fraud_Tillman, Dickinson and Labadie | gas_transport | 81.63 | Sally | Moore | F | 835 Reese Views Suite 884 | Hopkins | SC | 29,061 | 33.9349 | -80.8449 | 13,717 | Chiropodist | 1949-11-16 | 67afe2c21aefde1077a1954eed28cdd4 | 1,371,635,940 | 33.260541 | -81.159187 | 0 |
1,291,319 | 2020-06-19 09:59:33 | 370,612,217,861,404 | fraud_Rutherford-Mertz | grocery_pos | 213.55 | Amanda | Fitzgerald | F | 298 Kayla Lights | Bristol | PA | 19,007 | 40.1159 | -74.8536 | 21,125 | Administrator, charities/voluntary organisations | 1985-05-25 | 0c1c935f333f43703822e90cb3932fc9 | 1,371,635,973 | 40.569615 | -75.483396 | 0 |
1,291,320 | 2020-06-19 09:59:40 | 6,534,628,260,579,800 | fraud_Berge LLC | gas_transport | 53.56 | Christine | Harris | F | 29606 Martinez Views Suite 653 | Hinesburg | VT | 5,461 | 44.3346 | -73.098 | 4,542 | Claims inspector/assessor | 1998-03-19 | 1f32a1672071717ae2c148c1e3b499d4 | 1,371,635,980 | 45.26757 | -73.419804 | 0 |
1,291,321 | 2020-06-19 10:00:15 | 30,033,162,392,091 | fraud_Lebsack and Sons | misc_net | 110.25 | Kevin | Summers | M | 7302 Samantha Mission | Carroll | NE | 68,723 | 42.277 | -97.1926 | 566 | Metallurgist | 1975-01-26 | 6f63bccec027b40056e8310cae372196 | 1,371,636,015 | 41.826205 | -96.981793 | 0 |
1,291,322 | 2020-06-19 10:00:16 | 6,011,348,830,550,197 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 64.55 | Samuel | Johnston | M | 16285 Jessica Lights | Birmingham | AL | 35,229 | 33.4629 | -86.7904 | 493,806 | Musician | 1980-07-12 | cee35b63b7d6b7fdbc70ac5955507b4a | 1,371,636,016 | 33.240809 | -87.782935 | 0 |
1,291,323 | 2020-06-19 10:01:15 | 213,163,860,545,705 | fraud_Conroy Ltd | shopping_pos | 144.88 | Mark | Tyler | M | 82201 Bradley Radial Suite 703 | Avera | GA | 30,803 | 33.141 | -82.515 | 741 | Claims inspector/assessor | 1986-04-28 | 79103fb04fb61d89c1a36211b0190b28 | 1,371,636,075 | 33.755024 | -81.921281 | 0 |
1,291,324 | 2020-06-19 10:02:46 | 213,161,869,125,933 | fraud_Kihn, Abernathy and Douglas | shopping_net | 8.84 | Monica | Lane | F | 3270 Scott Islands | East Andover | ME | 4,226 | 44.6084 | -70.6993 | 190 | Animal nutritionist | 1970-04-17 | 13c31a0a3d947cfac1b6189809e758a5 | 1,371,636,166 | 44.754588 | -70.516801 | 0 |
1,291,325 | 2020-06-19 10:02:51 | 4,979,422,371,139,333 | fraud_Erdman-Kertzmann | gas_transport | 49.69 | Kelly | Zimmerman | F | 1893 Katie Tunnel | Westerville | NE | 68,881 | 41.4193 | -99.3844 | 73 | Product designer | 1935-02-10 | f49ed8fb7e896ac143825be4d75880de | 1,371,636,171 | 41.439197 | -99.952082 | 0 |
1,291,326 | 2020-06-19 10:02:52 | 4,922,710,831,011,201 | fraud_Connelly, Reichert and Fritsch | gas_transport | 78.23 | Heather | Chase | F | 6888 Hicks Stream Suite 954 | Manor | PA | 15,665 | 40.3359 | -79.6607 | 1,472 | Public affairs consultant | 1941-03-07 | 2948c4fefae7416bfb8678d0587db50e | 1,371,636,172 | 39.917408 | -80.490487 | 0 |
1,291,327 | 2020-06-19 10:02:52 | 30,135,235,368,675 | fraud_Tillman, Fritsch and Schmitt | misc_net | 4.9 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | 0a7ffd0fdf7b51cba5205f56d81722f0 | 1,371,636,172 | 39.328608 | -94.867261 | 0 |
1,291,328 | 2020-06-19 10:03:41 | 3,576,281,490,078,437 | fraud_Mohr-Bayer | shopping_net | 94.4 | Chris | Dixon | M | 919 Miller Isle | Williams | IN | 47,470 | 38.7735 | -86.6285 | 1,735 | Financial adviser | 1990-06-13 | 95cef2c930bc8fe6622dd00ca7d99a4b | 1,371,636,221 | 38.430323 | -86.572036 | 0 |
1,291,329 | 2020-06-19 10:04:21 | 345,060,451,158,891 | fraud_Gottlieb, Considine and Schultz | shopping_net | 4.76 | Brian | Perez | M | 78652 Scott Ports | Ashfield | MA | 1,330 | 42.5232 | -72.811 | 1,506 | Production assistant, radio | 1960-04-03 | 941708bf782e099df7b21f37dc6a1047 | 1,371,636,261 | 41.95772 | -73.146472 | 0 |
1,291,330 | 2020-06-19 10:05:00 | 4,798,937,978,667,560,000 | fraud_Lind, Huel and McClure | gas_transport | 83.8 | Robert | Williams | M | 09419 Lewis Rapids | Bay City | MI | 48,706 | 43.6088 | -83.953 | 67,858 | Water quality scientist | 1995-03-13 | 2ed9c1518f3d19f3114cf0ebd3e218b9 | 1,371,636,300 | 42.677606 | -83.604752 | 0 |
1,291,331 | 2020-06-19 10:05:14 | 379,897,244,598,068 | fraud_Kling Inc | gas_transport | 78.27 | Frank | Key | M | 5537 Jessica Plaza | Pewee Valley | KY | 40,056 | 38.3039 | -85.4834 | 3,263 | Stage manager | 1930-02-28 | 6349ea08e570ddf1d1244da4d1928dcd | 1,371,636,314 | 37.407111 | -85.48902 | 0 |
1,291,332 | 2020-06-19 10:06:41 | 4,210,078,554,961,359,000 | fraud_Zemlak Group | misc_net | 5.06 | Valerie | Clark | F | 7402 West Ranch | Lowell | OR | 97,452 | 43.921 | -122.7806 | 1,420 | Systems analyst | 1965-11-11 | dc08cf61a43808babbcc0c17abcbfce7 | 1,371,636,401 | 44.032071 | -123.68191 | 0 |
1,291,333 | 2020-06-19 10:07:18 | 180,067,784,565,096 | fraud_Kihn, Abernathy and Douglas | shopping_net | 2.08 | Mary | Juarez | F | 35440 Ryan Islands | North Prairie | WI | 53,153 | 42.9385 | -88.395 | 2,328 | Applications developer | 1942-01-06 | e17692a50a62ea8d21cd32c9ead0129c | 1,371,636,438 | 43.270496 | -89.200545 | 0 |
1,291,334 | 2020-06-19 10:07:32 | 4,988,304,376,504 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 128.72 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | e50f64013ae2bce91ba73a41122fcba0 | 1,371,636,452 | 40.56918 | -73.990076 | 0 |
1,291,335 | 2020-06-19 10:10:10 | 2,242,542,703,101,233 | fraud_Connelly, Reichert and Fritsch | gas_transport | 59.57 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | ade2c44f8199bb6ad138aea73dcd7652 | 1,371,636,610 | 38.35467 | -86.194559 | 0 |
1,291,336 | 2020-06-19 10:10:27 | 30,371,006,069,917 | fraud_Ledner-Pfannerstill | gas_transport | 74.08 | Robert | James | M | 92021 Miranda Meadows | Tamaroa | IL | 62,888 | 38.138 | -89.2231 | 2,135 | Development worker, community | 1961-01-31 | e8e1508e67c31f8d50cbcf35a3f4eb9d | 1,371,636,627 | 37.638192 | -90.118886 | 0 |
1,291,337 | 2020-06-19 10:11:19 | 4,986,925,034,905,735 | fraud_Goodwin-Nitzsche | grocery_pos | 291.1 | Erika | Gonzalez | F | 907 Courtney Via Apt. 896 | Irvine | KY | 40,336 | 37.6858 | -83.9862 | 13,061 | Editor, magazine features | 1959-06-18 | cc290107f39a08d44200ac9fa9355ec2 | 1,371,636,679 | 38.421771 | -83.66479 | 1 |
1,291,338 | 2020-06-19 10:13:39 | 3,538,520,143,479,972 | fraud_Goodwin-Nitzsche | grocery_pos | 105.93 | Cassandra | Nunez | F | 9572 Austin Forge Suite 612 | Clay Center | OH | 43,408 | 41.5686 | -83.3632 | 269 | Insurance underwriter | 1965-09-15 | 56c0d0ebe116eddf2d7b439aa413da88 | 1,371,636,819 | 41.88547 | -83.836081 | 0 |
1,291,339 | 2020-06-19 10:14:10 | 347,073,228,412,010 | fraud_Herzog Ltd | misc_pos | 38.22 | Ryan | Johnson | M | 40178 Lisa Mission | Alva | WY | 82,711 | 44.6873 | -104.4414 | 110 | Administrator, local government | 1973-05-16 | ae28b97c1201c410d218678e39500ba8 | 1,371,636,850 | 45.131461 | -103.758917 | 0 |
1,291,340 | 2020-06-19 10:14:25 | 6,011,388,901,471,808 | fraud_Smith-Stokes | misc_pos | 8.23 | Jacqueline | Marsh | F | 950 Sheryl Spurs | Dunlevy | PA | 15,432 | 40.1151 | -79.8627 | 427 | Mining engineer | 1951-02-05 | 399aa551b58623d15e6647a0a4444425 | 1,371,636,865 | 39.425238 | -80.830251 | 0 |
1,291,341 | 2020-06-19 10:15:03 | 4,239,552,724,014,407 | fraud_Pouros-Conroy | shopping_pos | 31.06 | Carl | Hernandez | M | 9134 Darryl Flat Suite 916 | Paulding | OH | 45,879 | 41.141 | -84.5722 | 6,284 | Secondary school teacher | 1936-03-27 | 50f94b5c3890e61fea35f162de02adb2 | 1,371,636,903 | 40.20182 | -85.502735 | 0 |
1,291,342 | 2020-06-19 10:16:30 | 3,596,217,206,093,829 | fraud_Friesen-D'Amore | gas_transport | 37.09 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | 544166a8bee782a97b1e9d71c186e74e | 1,371,636,990 | 40.045716 | -91.895331 | 0 |
1,291,343 | 2020-06-19 10:18:08 | 30,131,826,429,364 | fraud_Stokes, Christiansen and Sipes | grocery_net | 42.95 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | 26dc7739af8aff192f53383b5777f990 | 1,371,637,088 | 36.118192 | -84.149526 | 0 |
1,291,344 | 2020-06-19 10:18:08 | 3,518,758,680,062,249 | fraud_Ferry, Lynch and Kautzer | misc_net | 3.39 | Antonio | Koch | M | 8738 Richard Brooks | Moab | UT | 84,532 | 38.5677 | -109.5271 | 9,772 | Location manager | 1989-11-24 | f3db156621f1eb8154912d0db9bd9a91 | 1,371,637,088 | 39.176605 | -108.802122 | 0 |
1,291,345 | 2020-06-19 10:20:25 | 4,005,676,619,255,478 | fraud_Schumm, Bauch and Ondricka | grocery_pos | 54.07 | William | Perry | M | 458 Phillips Island Apt. 768 | Denham Springs | LA | 70,726 | 30.459 | -90.9027 | 71,335 | Herbalist | 1994-05-31 | 23b6c4ab2c78434d6ee7c1aa30ee6c68 | 1,371,637,225 | 30.340276 | -91.111636 | 0 |
1,291,346 | 2020-06-19 10:20:52 | 3,597,337,756,918,966 | fraud_Weimann, Kuhic and Beahan | shopping_pos | 1.92 | Linda | Gonzalez | F | 17667 Price Spur Apt. 366 | Glen Rock | PA | 17,327 | 39.7813 | -76.7477 | 7,565 | Insurance claims handler | 1952-03-08 | 2d0c0c20775700b10b5de49b17ffb85f | 1,371,637,252 | 38.864044 | -77.098622 | 0 |
1,291,347 | 2020-06-19 10:21:21 | 3,566,875,419,572,867 | fraud_Heller, Gutmann and Zieme | grocery_pos | 96.3 | Adam | Mcdonald | M | 997 Cameron Meadow Apt. 980 | South Hero | VT | 5,486 | 44.64 | -73.3113 | 1,654 | Transport planner | 1991-01-31 | 1d3996955531c6ff30762330333148db | 1,371,637,281 | 44.874974 | -72.649062 | 0 |
1,291,348 | 2020-06-19 10:21:58 | 2,248,348,993,063,230 | fraud_Bashirian Group | shopping_net | 16.05 | Jennifer | Scott | F | 376 John Fork Suite 848 | Randolph | OH | 44,265 | 41.0109 | -81.2977 | 51 | Mechanical engineer | 1960-08-05 | cdfba367a8c6d813465c1f152ec36034 | 1,371,637,318 | 41.635954 | -81.909018 | 0 |
1,291,349 | 2020-06-19 10:23:01 | 4,355,790,796,238,265,000 | fraud_Runolfsdottir, Mueller and Hand | entertainment | 63.28 | Tanner | Davis | M | 2632 Stevens Light Apt. 213 | Payson | IL | 62,360 | 39.8153 | -91.2627 | 1,656 | Exhibition designer | 1969-08-04 | c44e654376d068246d8a0c42d5cddef9 | 1,371,637,381 | 40.476674 | -91.093598 | 0 |
1,291,350 | 2020-06-19 10:23:55 | 3,546,897,637,165,774 | fraud_Brekke and Sons | gas_transport | 68.04 | Kayla | Obrien | F | 7921 Robert Port Suite 343 | Prairie Hill | TX | 76,678 | 31.6591 | -96.8094 | 263 | Barrister | 1956-05-30 | d2edcef62df9da42f9e283a5a9910752 | 1,371,637,435 | 32.511465 | -96.160861 | 0 |
1,291,351 | 2020-06-19 10:24:12 | 3,597,926,034,019,603 | fraud_Adams, Kovacek and Kuhlman | grocery_net | 52.45 | Derrick | Flores | M | 83690 Nicholas Ports Apt. 846 | Oakland | TN | 38,060 | 35.2229 | -89.5518 | 9,496 | Furniture conservator/restorer | 1993-03-23 | 728bc3078b362b4bfba4d6d6b171c6e3 | 1,371,637,452 | 35.103569 | -89.744933 | 0 |
1,291,352 | 2020-06-19 10:24:21 | 6,538,891,242,532,018 | fraud_Terry, Johns and Bins | misc_pos | 88.09 | Jodi | Rodriguez | F | 5796 Lee Coves Apt. 286 | Walnut Ridge | AR | 72,476 | 36.0244 | -90.9288 | 7,155 | Engineer, control and instrumentation | 1977-03-23 | a901d8d2bb9fbb1746d47e53fbdb3f84 | 1,371,637,461 | 35.48763 | -91.722287 | 0 |
1,291,353 | 2020-06-19 10:25:18 | 3,525,590,521,269,779 | fraud_Kling Inc | gas_transport | 75.2 | Scott | Fuller | M | 861 Karen Common | Haw River | NC | 27,258 | 36.0424 | -79.3242 | 6,006 | Paramedic | 1984-07-20 | 1cbefb33d3c522c9bb872af1c7ed97c6 | 1,371,637,518 | 35.26592 | -79.583268 | 0 |
1,291,354 | 2020-06-19 10:25:31 | 6,011,542,681,743,618 | fraud_Brown PLC | misc_net | 7.63 | Emily | Hall | F | 8851 Reese Neck | Basye | VA | 22,810 | 38.8089 | -78.7776 | 863 | Engineer, mining | 1972-08-09 | d9315613e2ceae5c65939ca2e4f2bc2c | 1,371,637,531 | 38.555889 | -78.583112 | 0 |
1,291,355 | 2020-06-19 10:25:51 | 4,428,154,703,770,710 | fraud_Cole PLC | grocery_pos | 97.68 | Brittany | Guerra | F | 79209 Gary Dale | Colton | WA | 99,113 | 46.5901 | -117.1692 | 761 | Chief Marketing Officer | 1943-06-30 | dfdd0ba7149f7047d784cb36455e1bfc | 1,371,637,551 | 45.840068 | -116.521117 | 0 |
1,291,356 | 2020-06-19 10:26:24 | 4,334,230,547,694,630 | fraud_Morissette, Weber and Wiegand | grocery_net | 73.39 | Scott | Martin | M | 7483 Navarro Flats | Freedom | WY | 83,120 | 43.0172 | -111.0292 | 471 | Education officer, museum | 1967-08-02 | c227864bc3242cae6d6df725a836beff | 1,371,637,584 | 43.107814 | -110.547991 | 0 |
1,291,357 | 2020-06-19 10:26:46 | 6,011,360,759,745,864 | fraud_Turcotte, McKenzie and Koss | entertainment | 227.76 | Steven | Williams | M | 231 Flores Pass Suite 720 | Edinburg | VA | 22,824 | 38.8432 | -78.6003 | 6,018 | Designer, multimedia | 1947-08-21 | 3163f88d29db32b6db11ba15eddbdce1 | 1,371,637,606 | 39.802313 | -78.259175 | 0 |
1,291,358 | 2020-06-19 10:27:38 | 2,383,461,948,823,908 | fraud_Dickinson Ltd | misc_pos | 1.59 | Patrick | Vaughan | M | 651 Miller Common | Parsonsfield | ME | 4,047 | 43.745 | -70.9092 | 1,892 | Audiological scientist | 1956-03-02 | 400496af577085599926f6d874e72599 | 1,371,637,658 | 43.426714 | -70.011048 | 0 |
1,291,359 | 2020-06-19 10:28:09 | 3,511,378,610,369,890 | fraud_Cummings LLC | gas_transport | 74.85 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | 3d2bfacb42b1f209d891d26bcafaec94 | 1,371,637,689 | 34.019537 | -87.248928 | 0 |
1,291,360 | 2020-06-19 10:28:35 | 4,467,456,915,153,312,300 | fraud_Conroy Ltd | shopping_pos | 1.51 | Rita | Myers | F | 75703 Hernandez Corner Suite 348 | Tampa | FL | 33,620 | 28.06 | -82.4079 | 717,255 | Waste management officer | 1966-09-16 | c0278a6c3269ddf972dfdcc12ca3555b | 1,371,637,715 | 28.086064 | -82.830369 | 0 |
1,291,361 | 2020-06-19 10:29:41 | 3,585,052,663,373,890 | fraud_Reichert, Rowe and Mraz | shopping_net | 2.6 | Jeffery | Brown | M | 296 Maria Street | West Eaton | NY | 13,484 | 42.8546 | -75.6605 | 176 | Science writer | 1963-12-28 | f4b36405c13e57de11ea282f241f649b | 1,371,637,781 | 43.491272 | -76.653466 | 0 |
1,291,362 | 2020-06-19 10:29:45 | 3,587,044,315,915,002 | fraud_Fisher Inc | shopping_net | 98.31 | Christian | Roman | M | 495 Fisher Throughway | Grand Junction | TN | 38,039 | 35.0659 | -89.1534 | 1,804 | Clothing/textile technologist | 1974-10-15 | a6a1da56460d73e8e8fa837d94c5dc54 | 1,371,637,785 | 34.972134 | -88.750672 | 0 |
1,291,363 | 2020-06-19 10:32:24 | 4,841,313,716,651,064 | fraud_Baumbach, Strosin and Nicolas | shopping_pos | 149.85 | Omar | Gay | M | 2161 Blankenship Freeway | West Hartford | VT | 5,084 | 43.7185 | -72.4439 | 140 | Development worker, community | 1989-10-28 | 9d0fd7d634ca634636271c33569b3da4 | 1,371,637,944 | 43.25635 | -73.164625 | 0 |
1,291,364 | 2020-06-19 10:32:50 | 3,583,293,909,206,278 | fraud_Huel-Langworth | misc_net | 3.05 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | 43173e99113f995550f37d44eea255e9 | 1,371,637,970 | 34.385363 | -106.161837 | 0 |
1,291,365 | 2020-06-19 10:33:07 | 378,278,619,832,195 | fraud_Johns-Hoeger | entertainment | 7.36 | Mary | Mcintyre | F | 77921 Costa Villages | Eugene | OR | 97,403 | 44.0385 | -123.0614 | 191,096 | Scientist, physiological | 1964-04-06 | 17c30624c4ef27d2367a0b7eac79400c | 1,371,637,987 | 44.225137 | -123.060602 | 0 |
1,291,366 | 2020-06-19 10:33:32 | 6,011,724,471,098,086 | fraud_Kunze Inc | grocery_pos | 196.98 | Ann | Lawson | F | 144 Evans Islands Apt. 683 | Burbank | WA | 99,323 | 46.1966 | -118.9017 | 3,684 | Musician | 1981-11-29 | 2cf47ee7c7052b4b83dad7a02837e3c7 | 1,371,638,012 | 45.671283 | -119.809855 | 0 |
1,291,367 | 2020-06-19 10:33:33 | 6,511,349,151,405,438 | fraud_Kovacek, Dibbert and Ondricka | grocery_pos | 120.93 | Robert | Nguyen | M | 74835 Garner Point | Ruth | NV | 89,319 | 39.3426 | -114.8859 | 450 | Interpreter | 1946-08-24 | 1be38b72e8a3d4d2976de7a60d240330 | 1,371,638,013 | 40.34083 | -114.289706 | 0 |
1,291,368 | 2020-06-19 10:37:58 | 30,029,052,116,970 | fraud_Roob LLC | grocery_net | 28.07 | Curtis | Young | M | 4319 Watson Shoals Suite 658 | Falconer | NY | 14,733 | 42.1239 | -79.1895 | 3,833 | Metallurgist | 1970-10-09 | 08bdd0124b3bfa0b190a9f7f0deefeb7 | 1,371,638,278 | 42.829966 | -80.011217 | 0 |
1,291,369 | 2020-06-19 10:38:12 | 676,372,984,911 | fraud_Lind, Huel and McClure | gas_transport | 114.42 | Vicki | Mendoza | F | 3645 Atkins Island Apt. 238 | Esbon | KS | 66,941 | 39.7562 | -98.4462 | 242 | Tourism officer | 1987-07-18 | 443e03b6c2d0c29b61126d76f8a6aad7 | 1,371,638,292 | 39.225279 | -98.531017 | 0 |
1,291,370 | 2020-06-19 10:38:12 | 3,553,629,419,254,918 | fraud_Jaskolski-Vandervort | misc_net | 13.47 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 0306482981318b3a0671208d6a329a86 | 1,371,638,292 | 49.219776 | -121.987849 | 0 |
1,291,371 | 2020-06-19 10:38:36 | 5,501,083,170,975,659 | fraud_Torp-Labadie | gas_transport | 67.83 | Wayne | Payne | M | 587 Bradley Inlet Suite 281 | Cuyahoga Falls | OH | 44,223 | 41.1464 | -81.5107 | 47,772 | Equities trader | 1966-01-04 | 7992a8bfce767c32ee09b9f651024669 | 1,371,638,316 | 40.916497 | -82.114357 | 0 |
1,291,372 | 2020-06-19 10:38:49 | 349,612,764,943,496 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 104.31 | Xavier | Beltran | M | 61107 Edwards Dam Apt. 463 | Big Creek | KY | 40,914 | 37.1046 | -83.5706 | 467 | Psychologist, forensic | 1984-06-04 | 86954442d7e634a2d0fc50db41ad4a7a | 1,371,638,329 | 37.010305 | -82.959958 | 0 |
1,291,373 | 2020-06-19 10:38:52 | 3,558,881,852,140,592 | fraud_Conroy-Cruickshank | gas_transport | 65.21 | Christopher | Holt | M | 05597 Michael Spurs | Parks | AZ | 86,018 | 35.2563 | -111.95 | 759 | Geologist, engineering | 1957-03-28 | 517926cc3f8ab181500913164f9a8d35 | 1,371,638,332 | 34.73095 | -111.53088 | 0 |
1,291,374 | 2020-06-19 10:39:22 | 38,057,513,087,029 | fraud_Tillman, Dickinson and Labadie | gas_transport | 56.97 | Marissa | Clark | F | 2677 Byrd Village Suite 035 | San Jose | CA | 95,148 | 37.3304 | -121.7913 | 973,849 | Geoscientist | 1997-01-18 | 10956da7394a20e258e6a70c7579662a | 1,371,638,362 | 37.569251 | -121.50542 | 0 |
1,291,375 | 2020-06-19 10:40:03 | 3,589,289,942,931,264 | fraud_Adams, Kovacek and Kuhlman | grocery_net | 40.81 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | ec559e65784ba0538dc7171367254e1e | 1,371,638,403 | 43.894457 | -98.518019 | 0 |
1,291,376 | 2020-06-19 10:40:22 | 180,046,165,512,893 | fraud_Turcotte, McKenzie and Koss | entertainment | 28.27 | Erica | Walker | F | 084 Holmes Avenue Suite 206 | Stayton | OR | 97,383 | 44.8021 | -122.7624 | 9,587 | Engineer, biomedical | 1968-03-24 | 9d825d741feffa11804ec5d80389d50a | 1,371,638,422 | 45.131033 | -123.732716 | 0 |
1,291,377 | 2020-06-19 10:40:51 | 4,173,950,183,554,608 | fraud_Harris Inc | gas_transport | 44.4 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | ea99875708da1a6d4db64e9548dd075f | 1,371,638,451 | 40.305197 | -74.04774 | 0 |
1,291,378 | 2020-06-19 10:41:00 | 6,524,376,634,971,418 | fraud_Konopelski, Schneider and Hartmann | food_dining | 256.85 | Jasmine | Foster | F | 954 White Alley Apt. 251 | Phil Campbell | AL | 35,581 | 34.347 | -87.7154 | 5,778 | Engineer, aeronautical | 1952-12-05 | 3aa7912003420824efd9665c46369135 | 1,371,638,460 | 34.876041 | -87.868106 | 0 |
1,291,379 | 2020-06-19 10:42:22 | 6,526,448,584,969,862 | fraud_Stracke-Lemke | grocery_pos | 64.96 | Nathan | Stewart | M | 63502 Brown Road Apt. 318 | West Long Branch | NJ | 7,764 | 40.2878 | -74.0162 | 8,097 | Mechanical engineer | 1964-02-18 | f8518ccd8ec521303d181317f79b0181 | 1,371,638,542 | 40.436542 | -74.677984 | 0 |
1,291,380 | 2020-06-19 10:42:45 | 4,958,589,671,582,727,000 | fraud_Mante Group | misc_net | 8.35 | Aaron | Pena | M | 793 Hooper Tunnel Suite 154 | Burke | VA | 22,015 | 38.7894 | -77.2818 | 43,102 | Health visitor | 1950-11-27 | 68f139286743b70d000e6e962e7c26a9 | 1,371,638,565 | 39.719753 | -77.876284 | 0 |
1,291,381 | 2020-06-19 10:42:46 | 4,756,039,869,079,882,000 | fraud_Spencer PLC | entertainment | 46.67 | Francisco | Hernandez | M | 980 Smith Gardens | Gainesville | TX | 76,240 | 33.6547 | -97.1583 | 26,120 | Engineer, manufacturing | 1954-01-06 | 0a8800a29f5bfdbcb6d7fabbf3942294 | 1,371,638,566 | 33.563393 | -96.887236 | 0 |
1,291,382 | 2020-06-19 10:43:33 | 372,246,459,334,925 | fraud_Reilly, Heaney and Cole | gas_transport | 83.16 | Rick | Martinez | M | 062 Poole Hollow Apt. 815 | Deadwood | SD | 57,732 | 44.3566 | -103.6999 | 1,979 | Multimedia programmer | 1970-03-13 | 3a3be2ccf2d0626fe62cdd915019c028 | 1,371,638,613 | 44.107017 | -104.279187 | 0 |
1,291,383 | 2020-06-19 10:44:07 | 4,509,142,395,811,241 | fraud_Fisher Inc | shopping_net | 8 | Margaret | Williams | F | 165 Jerry Meadows Suite 460 | Surrency | GA | 31,563 | 31.6489 | -82.1982 | 1,324 | Engineer, technical sales | 1926-07-12 | ad7aba28d1eaf382af09f62475cb751c | 1,371,638,647 | 30.996751 | -82.532029 | 0 |
1,291,384 | 2020-06-19 10:45:14 | 4,859,525,594,182,537 | fraud_O'Keefe-Hudson | grocery_pos | 90.64 | Rebecca | Farley | F | 383 Long Islands | Downsville | NY | 13,755 | 42.0716 | -75.0152 | 1,228 | Psychotherapist, child | 1990-02-25 | 958f98d334679eb8d1eda6ee8b45bc19 | 1,371,638,714 | 41.134479 | -75.858936 | 0 |
1,291,385 | 2020-06-19 10:45:17 | 568,279,015,842 | fraud_Spinka Inc | grocery_net | 47.36 | Micheal | Hernandez | M | 6139 Mark Rapid Apt. 651 | Christine | ND | 58,015 | 46.5522 | -96.7909 | 291 | Television floor manager | 1991-05-01 | 14ec7f94f86853c5e30efb253b95220a | 1,371,638,717 | 46.857084 | -97.700792 | 0 |
1,291,386 | 2020-06-19 10:46:02 | 30,487,648,872,433 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 133.61 | Stephanie | Crane | F | 144 Martinez Curve | Central | IN | 47,110 | 38.097 | -86.1723 | 350 | Counsellor | 1955-01-05 | ea31e36d01f35e7051f8a1b7dfa88ead | 1,371,638,762 | 37.243748 | -85.837043 | 0 |
1,291,387 | 2020-06-19 10:47:13 | 30,135,235,368,675 | fraud_Bogisich-Homenick | misc_net | 264.76 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | d1f69a2d8d15e96649465c1ec820822c | 1,371,638,833 | 38.364743 | -93.632412 | 0 |
1,291,388 | 2020-06-19 10:47:20 | 2,383,461,948,823,908 | fraud_Kunze Inc | grocery_pos | 146.79 | Patrick | Vaughan | M | 651 Miller Common | Parsonsfield | ME | 4,047 | 43.745 | -70.9092 | 1,892 | Audiological scientist | 1956-03-02 | 6a151c745efb065d52c6ca2067f68005 | 1,371,638,840 | 44.150246 | -71.306592 | 0 |
1,291,389 | 2020-06-19 10:47:24 | 3,536,818,734,263,520 | fraud_Doyle Ltd | grocery_pos | 99.93 | Gerald | Frank | M | 95793 Andrea Ville Suite 533 | Des Moines | IA | 50,314 | 41.603 | -93.633 | 222,785 | Interior and spatial designer | 1981-08-10 | bb679ff5bf06c7e85a653b06165b3103 | 1,371,638,844 | 41.516938 | -93.161476 | 0 |
1,291,390 | 2020-06-19 10:47:37 | 676,148,621,961 | fraud_Rutherford-Mertz | grocery_pos | 153.31 | Jennifer | Vega | F | 91644 Crystal Drives | Eagarville | IL | 62,023 | 39.1118 | -89.7855 | 91 | Materials engineer | 1962-11-18 | 38dfb8f31ade63a97a5b597a0adc3a62 | 1,371,638,857 | 39.218549 | -89.790965 | 0 |
1,291,391 | 2020-06-19 10:48:34 | 3,593,399,694,467,427 | fraud_Kunde-Sanford | misc_net | 7.39 | Douglas | Smith | M | 85932 Marc Throughway Apt. 080 | Knowlesville | NY | 14,479 | 43.2363 | -78.3138 | 275 | TEFL teacher | 1964-08-18 | a919c1eba9cd0b9a463a0b30b9386ed8 | 1,371,638,914 | 42.580404 | -79.083306 | 0 |
1,291,392 | 2020-06-19 10:49:07 | 4,229,733,778,084,049 | fraud_Spinka Inc | grocery_net | 44.37 | Tyler | Mills | M | 7838 Jason Squares | Elizabethtown | KY | 42,701 | 37.6848 | -85.8784 | 48,194 | Surgeon | 1990-05-03 | a4c4f4d0aa7f301265e0d529f7de4cb1 | 1,371,638,947 | 36.969298 | -86.80532 | 0 |
1,291,393 | 2020-06-19 10:51:46 | 3,559,160,581,764,413 | fraud_Boyer PLC | misc_pos | 34.57 | Allen | Bell | M | 70147 Amanda Fields | Saint Bonaventure | NY | 14,778 | 42.2701 | -78.6847 | 1,453 | Toxicologist | 1974-02-15 | af738739a923b72e66300fde55a85390 | 1,371,639,106 | 42.984046 | -79.013193 | 0 |
1,291,394 | 2020-06-19 10:51:58 | 4,155,021,259,183,870 | fraud_Corwin-Collins | gas_transport | 58.26 | Renee | Parrish | F | 174 Jennifer Meadow Apt. 467 | Mountain Park | OK | 73,559 | 34.7032 | -98.9591 | 540 | Research scientist (life sciences) | 1983-10-12 | 738a335c32c6ce288721d85f08072a97 | 1,371,639,118 | 35.563101 | -99.354152 | 0 |
1,291,395 | 2020-06-19 10:52:06 | 3,558,652,751,678,952 | fraud_McGlynn-Jaskolski | misc_pos | 5.17 | Teresa | Blankenship | F | 6638 Lucero Mill Suite 952 | Karnack | TX | 75,661 | 32.6205 | -94.2 | 2,807 | Chiropodist | 1931-01-26 | e3672a8b8b032ec750c59bd6b02632bf | 1,371,639,126 | 31.899895 | -95.030668 | 0 |
1,291,396 | 2020-06-19 10:52:08 | 4,878,364,946,692,291 | fraud_Heller-Abshire | grocery_net | 62.01 | Tina | Alvarez | F | 1976 Tyler Underpass | Early | IA | 50,535 | 42.4483 | -95.1726 | 885 | Pilot, airline | 1949-08-14 | fb4ca307f8437f83906c004160db71e1 | 1,371,639,128 | 41.645524 | -95.281783 | 0 |
1,291,397 | 2020-06-19 10:52:11 | 3,534,330,126,107,879 | fraud_Shields Inc | grocery_net | 45.58 | Jeffrey | Smith | M | 713 Scott Pike Apt. 712 | Bridger | MT | 59,014 | 45.2857 | -108.9082 | 1,446 | Chartered loss adjuster | 1978-01-15 | 3f20469b2610a437cc34d4c34a380597 | 1,371,639,131 | 45.425538 | -108.2946 | 0 |
1,291,398 | 2020-06-19 10:52:21 | 4,550,599,031,376,731 | fraud_Will Ltd | food_dining | 103.11 | Angela | West | F | 9471 Wong Islands | Mansfield | OH | 44,902 | 40.7559 | -82.5123 | 92,985 | Press photographer | 1968-05-29 | 1180279d5addae43b77229c30d426f58 | 1,371,639,141 | 41.641758 | -81.998209 | 0 |
1,291,399 | 2020-06-19 10:53:08 | 60,495,593,109 | fraud_Haag-Blanda | food_dining | 8.24 | Randall | Dillon | M | 4440 George Mills Suite 591 | Dallas | TX | 75,210 | 32.7699 | -96.743 | 1,263,321 | Television camera operator | 1942-11-24 | 93fe33adbc9782cffbf12b80b3f7f642 | 1,371,639,188 | 32.799789 | -97.245992 | 0 |
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