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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,284,300 | 2020-06-16 10:53:36 | 30,175,986,190,993 | fraud_Harber Inc | gas_transport | 69.39 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | 424f51bdc7a50c3568a74a00dd09c28e | 1,371,380,016 | 47.90551 | -96.376137 | 0 |
1,284,301 | 2020-06-16 10:54:08 | 3,534,093,764,340,240 | fraud_Jenkins, Hauck and Friesen | gas_transport | 70.05 | Jeremy | White | M | 9443 Cynthia Court Apt. 038 | Boulder | MT | 59,632 | 46.2306 | -112.1138 | 1,939 | Patent attorney | 1967-01-12 | bd27068e6b8ca574d402c273705730c7 | 1,371,380,048 | 46.751789 | -113.071257 | 0 |
1,284,302 | 2020-06-16 10:55:18 | 30,551,643,947,183 | fraud_Bartoletti-Wunsch | gas_transport | 70.07 | Morgan | Smith | F | 1441 Bradley Place | Grover | NC | 28,073 | 35.1836 | -81.4552 | 5,621 | Toxicologist | 1973-11-14 | 2045471b3f89853aa224261de1e48695 | 1,371,380,118 | 35.208989 | -81.585889 | 0 |
1,284,303 | 2020-06-16 10:55:24 | 3,538,520,143,479,972 | fraud_Luettgen PLC | gas_transport | 45.55 | Cassandra | Nunez | F | 9572 Austin Forge Suite 612 | Clay Center | OH | 43,408 | 41.5686 | -83.3632 | 269 | Insurance underwriter | 1965-09-15 | 7467cc7e3ea4ab8da29c30789f5f58cc | 1,371,380,124 | 41.61186 | -83.766631 | 0 |
1,284,304 | 2020-06-16 10:57:25 | 676,372,984,911 | fraud_Conroy-Cruickshank | gas_transport | 45.7 | Vicki | Mendoza | F | 3645 Atkins Island Apt. 238 | Esbon | KS | 66,941 | 39.7562 | -98.4462 | 242 | Tourism officer | 1987-07-18 | c37b76590471038ab60f3feee2430527 | 1,371,380,245 | 38.789647 | -97.611507 | 0 |
1,284,305 | 2020-06-16 10:57:35 | 5,501,083,170,975,659 | fraud_Bauch-Blanda | entertainment | 8.71 | Wayne | Payne | M | 587 Bradley Inlet Suite 281 | Cuyahoga Falls | OH | 44,223 | 41.1464 | -81.5107 | 47,772 | Equities trader | 1966-01-04 | 7fc34b929cda32cef23b3894fcbf1a7f | 1,371,380,255 | 41.971212 | -81.803253 | 0 |
1,284,306 | 2020-06-16 10:58:32 | 38,544,312,728,630 | fraud_Emard Inc | gas_transport | 90.88 | Veronica | Burton | F | 08932 Bonnie Stravenue | Bonita Springs | FL | 34,135 | 26.3771 | -81.7334 | 51,427 | Claims inspector/assessor | 1991-08-21 | cfa92ddffa8c93f259e7a79a0d45f165 | 1,371,380,312 | 27.010091 | -81.162752 | 0 |
1,284,307 | 2020-06-16 10:58:39 | 5,540,636,818,935,089 | fraud_Zemlak Group | misc_net | 251.74 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | 2b97c55124a2d7cc4ed63a4cc18ccd21 | 1,371,380,319 | 42.190979 | -72.077625 | 0 |
1,284,308 | 2020-06-16 10:59:24 | 3,519,232,971,341,141 | fraud_Watsica, Haag and Considine | shopping_pos | 34.94 | Michael | Jones | M | 754 Smith Isle | Amsterdam | OH | 43,903 | 40.4731 | -80.9596 | 2,208 | Mental health nurse | 1961-09-10 | 7b8644920f87feae896675bbbb3a3bde | 1,371,380,364 | 40.000271 | -80.143037 | 0 |
1,284,309 | 2020-06-16 10:59:57 | 6,596,735,789,587,928 | fraud_Huel, Hammes and Witting | grocery_pos | 77.88 | Spencer | Williams | M | 1145 Tony Drive Suite 080 | Watertown | MN | 55,388 | 44.9595 | -93.8482 | 5,619 | Licensed conveyancer | 1959-01-15 | 72a4890b5c6dd583ae0a22ab49bdef43 | 1,371,380,397 | 44.424389 | -93.33459 | 0 |
1,284,310 | 2020-06-16 11:00:00 | 3,583,635,130,604,947 | fraud_Stiedemann Inc | misc_pos | 58.65 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | 2d16089f7e1102b4843460ebf202d748 | 1,371,380,400 | 39.344347 | -75.235062 | 0 |
1,284,311 | 2020-06-16 11:00:10 | 30,518,196,150,127 | fraud_Rowe-Vandervort | grocery_net | 46.44 | Karen | Sullivan | F | 6313 Scott Trace | Rossville | IL | 60,963 | 40.3625 | -87.6692 | 1,807 | Buyer, retail | 1975-06-02 | d7d7bfbde91002b92212f1f11b45c0ba | 1,371,380,410 | 40.178714 | -86.669547 | 0 |
1,284,312 | 2020-06-16 11:00:53 | 3,590,736,522,064,285 | fraud_Tillman, Dickinson and Labadie | gas_transport | 51.65 | Kimberly | Gonzalez | F | 72966 Shannon Pass Apt. 391 | Bauxite | AR | 72,011 | 34.5091 | -92.4828 | 4,074 | Scientist, audiological | 1975-12-20 | 5d4844627d0072b3cb4dd10d99843418 | 1,371,380,453 | 34.516525 | -91.652398 | 0 |
1,284,313 | 2020-06-16 11:01:04 | 4,707,867,759,656,333 | fraud_Erdman-Kertzmann | gas_transport | 53.67 | Susan | Shah | F | 9016 Jordan Bypass Apt. 516 | Cranks | KY | 40,820 | 36.7558 | -83.1838 | 581 | Psychologist, counselling | 1967-02-04 | 944d5329b98478823f76615db1994b44 | 1,371,380,464 | 35.814768 | -83.064405 | 0 |
1,284,314 | 2020-06-16 11:01:58 | 30,044,330,818,990 | fraud_Kris-Weimann | misc_net | 405.63 | Allison | Ayala | F | 87665 Karen Mill Apt. 586 | Fort Myers | FL | 33,967 | 26.4722 | -81.8122 | 224,256 | Paramedic | 1985-08-29 | 67cca7379564bc307a769ad05c84edd1 | 1,371,380,518 | 25.924566 | -80.931672 | 0 |
1,284,315 | 2020-06-16 11:02:08 | 4,344,955,088,481,397 | fraud_Wiza, Schaden and Stark | misc_pos | 45.25 | Christopher | Rodgers | M | 30587 Fox Shores Apt. 627 | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Communications engineer | 1976-09-29 | 8a264ceb5f4c29f71b2cf81a650d179c | 1,371,380,528 | 41.198993 | -79.575006 | 0 |
1,284,316 | 2020-06-16 11:04:41 | 5,559,857,416,065,248 | fraud_Schmidt and Sons | shopping_net | 202.23 | Jack | Hill | M | 5916 Susan Bridge Apt. 939 | Grenada | CA | 96,038 | 41.6125 | -122.5258 | 589 | Systems analyst | 1945-12-21 | 4b4f1c47a6af67e27fc0b01584d660b5 | 1,371,380,681 | 41.890237 | -121.848788 | 0 |
1,284,317 | 2020-06-16 11:05:03 | 30,248,898,834,493 | fraud_Tillman, Fritsch and Schmitt | misc_net | 30.53 | 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 | 08dacaa610f826ba35d54a006b02eac0 | 1,371,380,703 | 32.479722 | -99.680283 | 0 |
1,284,318 | 2020-06-16 11:05:50 | 3,583,293,909,206,278 | fraud_Huels-Hahn | gas_transport | 95.2 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | a302abc6c66c4fe62940d66853a61967 | 1,371,380,750 | 35.237355 | -106.173205 | 0 |
1,284,319 | 2020-06-16 11:05:55 | 4,586,260,469,584 | fraud_Corwin-Collins | gas_transport | 48.4 | Melody | Thompson | F | 0362 Anderson Wall | Mound City | MO | 64,470 | 40.1362 | -95.2138 | 1,631 | Architect | 1953-01-20 | 5668b13cae29091b61f9be630371f7ae | 1,371,380,755 | 39.945158 | -95.948466 | 0 |
1,284,320 | 2020-06-16 11:06:37 | 5,559,857,416,065,248 | fraud_Schmitt Ltd | misc_net | 3.1 | Jack | Hill | M | 5916 Susan Bridge Apt. 939 | Grenada | CA | 96,038 | 41.6125 | -122.5258 | 589 | Systems analyst | 1945-12-21 | c913a889860bda0f31ebfa90255462d7 | 1,371,380,797 | 40.9689 | -122.442174 | 0 |
1,284,321 | 2020-06-16 11:06:53 | 4,584,931,703,207,308,300 | fraud_Herzog Ltd | misc_pos | 47.83 | Amanda | Gomez | F | 8152 Brittany Centers | Dallas | TX | 75,218 | 32.8463 | -96.6972 | 1,263,321 | Designer, ceramics/pottery | 1975-04-16 | d9112b9c4bcb8cc5f3b131461bfbaaf3 | 1,371,380,813 | 32.385699 | -96.694607 | 0 |
1,284,322 | 2020-06-16 11:06:57 | 4,670,613,943,676,271 | fraud_Cremin, Hamill and Reichel | misc_pos | 9.01 | Bianca | Novak | F | 0953 David Skyway | Cuthbert | GA | 39,840 | 31.7706 | -84.7936 | 5,726 | Fitness centre manager | 1947-08-14 | 939f2d52424854e881dd96658e64f61d | 1,371,380,817 | 30.98026 | -85.492607 | 0 |
1,284,323 | 2020-06-16 11:07:09 | 4,040,099,974,063,068,700 | fraud_Lockman, West and Runte | grocery_pos | 89.78 | Jeffrey | Lewis | M | 24255 Bryan Square | Palermo | ND | 58,769 | 48.3396 | -102.24 | 229 | Administrator | 1983-03-20 | ecf233bbcdfc29fc738faee5efbd4c79 | 1,371,380,829 | 48.978482 | -101.795993 | 0 |
1,284,324 | 2020-06-16 11:07:40 | 675,990,301,623 | fraud_Morissette, Weber and Wiegand | grocery_net | 35.53 | Amanda | Spencer | F | 6682 Green Forks | Ogdensburg | NJ | 7,439 | 41.0767 | -74.5982 | 2,456 | Senior tax professional/tax inspector | 1994-03-13 | 3dbd8d5e14460e0bf691d3ced961d2de | 1,371,380,860 | 40.491393 | -73.807989 | 0 |
1,284,325 | 2020-06-16 11:08:00 | 6,539,653,032,686,894 | fraud_Hudson-Grady | shopping_pos | 8.93 | Samuel | Short | M | 23383 Denise Pine Apt. 099 | Sacramento | CA | 95,842 | 38.6865 | -121.3494 | 757,530 | Soil scientist | 1966-09-19 | 56a32c7627a9ef89f9e80d36dc9e81cc | 1,371,380,880 | 38.545412 | -121.737651 | 0 |
1,284,326 | 2020-06-16 11:08:33 | 6,011,382,886,333,463 | fraud_Huels-Nolan | gas_transport | 61.56 | Martin | Duarte | M | 6251 Payne Flats Apt. 581 | Luzerne | MI | 48,636 | 44.6001 | -84.2931 | 864 | General practice doctor | 1942-05-04 | a2e6910fb8a9ea5e5fb08d7e79f4c363 | 1,371,380,913 | 44.835464 | -84.464431 | 0 |
1,284,327 | 2020-06-16 11:08:43 | 6,515,067,575,568,369 | fraud_Bauch-Raynor | grocery_pos | 34.39 | Kevin | Pena | M | 2674 Bentley Radial | Damascus | VA | 24,236 | 36.6403 | -81.7776 | 3,085 | Land/geomatics surveyor | 1990-10-15 | 33780da0efee30dc1110f7116dd3c4a8 | 1,371,380,923 | 37.609512 | -81.084042 | 0 |
1,284,328 | 2020-06-16 11:09:19 | 3,587,044,315,915,002 | fraud_Heller, Gutmann and Zieme | grocery_pos | 93.37 | Christian | Roman | M | 495 Fisher Throughway | Grand Junction | TN | 38,039 | 35.0659 | -89.1534 | 1,804 | Clothing/textile technologist | 1974-10-15 | 31847d7b3e34042ef8727687a85165b3 | 1,371,380,959 | 35.001859 | -88.308634 | 0 |
1,284,329 | 2020-06-16 11:09:33 | 4,025,612,008,285,111 | fraud_Cummings LLC | gas_transport | 21.2 | Krystal | Key | F | 23142 Montoya Island Apt. 742 | Corsica | PA | 15,829 | 41.1762 | -79.1976 | 1,274 | Maintenance engineer | 1949-03-20 | 2b57843085ce3ba5721ca06deb01b0f0 | 1,371,380,973 | 41.820415 | -78.748463 | 0 |
1,284,330 | 2020-06-16 11:09:51 | 4,800,395,067,176,717 | fraud_Boyer-Reichert | shopping_net | 79.47 | Daniel | Owens | M | 88794 Mandy Lodge Apt. 874 | Howells | NE | 68,641 | 41.6964 | -96.9858 | 1,063 | Research scientist (maths) | 1928-04-02 | 4eb838e6f391cd066a06afea759c835a | 1,371,380,991 | 42.436238 | -96.201326 | 0 |
1,284,331 | 2020-06-16 11:10:11 | 180,067,784,565,096 | fraud_Zieme, Bode and Dooley | gas_transport | 85.6 | Mary | Juarez | F | 35440 Ryan Islands | North Prairie | WI | 53,153 | 42.9385 | -88.395 | 2,328 | Applications developer | 1942-01-06 | 97e57d180f6b63c1ffeb82bbb0dc7686 | 1,371,381,011 | 42.943215 | -87.473461 | 0 |
1,284,332 | 2020-06-16 11:10:32 | 4,092,452,671,396,169,700 | fraud_Baumbach, Feeney and Morar | shopping_net | 3.31 | Jeffrey | Vargas | M | 478 Alexandria Mount | Bolton | NC | 28,423 | 34.3091 | -78.3372 | 2,290 | Engineer, biomedical | 1945-12-07 | dd4da0189e92e9cd370f4e58d84dc362 | 1,371,381,032 | 33.628355 | -77.367247 | 0 |
1,284,333 | 2020-06-16 11:10:35 | 4,956,828,990,005,111,000 | fraud_O'Keefe-Hudson | grocery_pos | 68.08 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | b913504a1eeae7f695d0c220de0eefa3 | 1,371,381,035 | 41.016619 | -73.269566 | 0 |
1,284,334 | 2020-06-16 11:11:09 | 5,359,543,825,610,251 | fraud_Friesen-Stamm | gas_transport | 74.48 | Michael | Francis | M | 1833 Jeanette Stravenue | Belgrade | MT | 59,714 | 45.7801 | -111.1439 | 18,182 | Engineer, drilling | 1975-06-29 | 3513d1efe5701294abf8e352f502dfb6 | 1,371,381,069 | 45.648639 | -111.151256 | 0 |
1,284,335 | 2020-06-16 11:11:21 | 3,514,865,930,894,695 | fraud_Torp-Labadie | gas_transport | 29.91 | Christopher | Castaneda | M | 1632 Cohen Drive Suite 639 | High Rolls Mountain Park | NM | 88,325 | 32.9396 | -105.8189 | 899 | Naval architect | 1967-08-30 | 546c00bb851e37ba2e7d677e805978f9 | 1,371,381,081 | 33.473075 | -105.51527 | 0 |
1,284,336 | 2020-06-16 11:11:31 | 3,549,202,406,645,667 | fraud_Doyle Ltd | grocery_pos | 93.61 | Larry | Williams | M | 6274 David Oval Suite 725 | Scarborough | ME | 4,074 | 43.5835 | -70.3457 | 18,760 | Make | 1933-04-02 | fb2dbb79778170b61dcd9259da6c4c3d | 1,371,381,091 | 44.295472 | -70.007199 | 0 |
1,284,337 | 2020-06-16 11:11:42 | 4,239,552,724,014,407 | fraud_Doyle Ltd | grocery_pos | 80.39 | Carl | Hernandez | M | 9134 Darryl Flat Suite 916 | Paulding | OH | 45,879 | 41.141 | -84.5722 | 6,284 | Secondary school teacher | 1936-03-27 | 4e18e1ec2581755cfb192259ef7cade5 | 1,371,381,102 | 41.757128 | -83.764135 | 0 |
1,284,338 | 2020-06-16 11:12:11 | 30,143,535,920,989 | fraud_Harber Inc | gas_transport | 108.85 | Lisa | Collins | F | 44197 Jeffrey Port Suite 050 | Bridgeport | NJ | 8,014 | 39.8016 | -75.3478 | 504 | Engineer, control and instrumentation | 1980-08-17 | 900a012f0873fed02a8f25b947d2f4ea | 1,371,381,131 | 39.329444 | -75.128348 | 0 |
1,284,339 | 2020-06-16 11:12:45 | 377,026,671,291,680 | fraud_Heller-Langosh | gas_transport | 43.99 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | c9190e559b58ff22ec80e8ffb568b189 | 1,371,381,165 | 38.166723 | -91.664831 | 0 |
1,284,340 | 2020-06-16 11:12:52 | 346,273,234,529,002 | fraud_Hills-Olson | grocery_net | 73.65 | Donna | Moreno | F | 32301 Albert River Suite 364 | Ronceverte | WV | 24,970 | 37.7418 | -80.4626 | 4,575 | Statistician | 1991-10-22 | 27910cc9c86a5ddedbc657b213db8687 | 1,371,381,172 | 38.437874 | -80.543972 | 0 |
1,284,341 | 2020-06-16 11:13:10 | 4,424,338,559,877,976 | fraud_Corwin-Collins | gas_transport | 48.45 | Denise | Barnett | F | 23220 Eaton Harbors | Kirby | OH | 43,330 | 40.813 | -83.4196 | 118 | Private music teacher | 1957-11-12 | 6cff762e0b41026606b4001c7cba649c | 1,371,381,190 | 41.775637 | -84.358691 | 0 |
1,284,342 | 2020-06-16 11:14:17 | 213,161,869,125,933 | fraud_Pfeffer and Sons | shopping_pos | 34.22 | Monica | Lane | F | 3270 Scott Islands | East Andover | ME | 4,226 | 44.6084 | -70.6993 | 190 | Animal nutritionist | 1970-04-17 | 03c81af816bb7e23d23ea2b7d001953d | 1,371,381,257 | 43.741997 | -71.374294 | 0 |
1,284,343 | 2020-06-16 11:14:20 | 501,828,204,849 | fraud_Zieme, Bode and Dooley | gas_transport | 67.08 | Sandra | Davies | F | 31954 Eugene Lane Suite 572 | Dexter | KS | 67,038 | 37.1641 | -96.6917 | 602 | Buyer, industrial | 1958-10-26 | 098b621f7b71b28c9492e6c168116964 | 1,371,381,260 | 36.997595 | -97.211352 | 0 |
1,284,344 | 2020-06-16 11:14:56 | 180,065,479,077,096 | fraud_Boehm, Block and Jakubowski | misc_pos | 84.69 | Krystal | Gamble | F | 47152 Clayton Burg | Manchester | MD | 21,102 | 39.6747 | -76.8941 | 11,751 | Clinical research associate | 1964-02-15 | 4ef1b8175459ce10fb56a2eb3b95ed11 | 1,371,381,296 | 40.376238 | -76.906814 | 0 |
1,284,345 | 2020-06-16 11:15:04 | 348,789,608,637,806 | fraud_Koelpin and Sons | misc_net | 85.59 | Megan | Murphy | F | 53696 Laura Radial | Holstein | NE | 68,950 | 40.4542 | -98.6538 | 331 | Telecommunications researcher | 1950-08-19 | 3017d847422aa23907741700205d10aa | 1,371,381,304 | 40.367187 | -98.563414 | 0 |
1,284,346 | 2020-06-16 11:15:50 | 3,583,635,130,604,947 | fraud_Smitham-Schiller | grocery_net | 30.34 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | e46347bb39ad332468d8587dd2c8e8e7 | 1,371,381,350 | 39.184325 | -74.372526 | 0 |
1,284,347 | 2020-06-16 11:16:52 | 374,125,201,044,065 | fraud_Kemmer-Reinger | grocery_net | 89.51 | Christopher | Gilbert | M | 20937 Reed Lakes Apt. 271 | Washington | DC | 20,012 | 38.9757 | -77.0282 | 601,723 | Optician, dispensing | 1970-07-20 | d69d22d6c9910ac46e3244530f11030f | 1,371,381,412 | 39.974192 | -76.218589 | 0 |
1,284,348 | 2020-06-16 11:18:07 | 213,186,334,552,049 | fraud_Trantow PLC | grocery_net | 41.15 | Andrea | Perkins | F | 37426 Olson Villages | Irvine | PA | 16,329 | 41.8117 | -79.2643 | 528 | Chief Marketing Officer | 1972-09-13 | 8b2dbb670ea210b33237749cf5ef24ca | 1,371,381,487 | 41.580948 | -79.982513 | 0 |
1,284,349 | 2020-06-16 11:18:26 | 213,126,662,687,660 | fraud_DuBuque LLC | grocery_pos | 56.36 | Christopher | Luna | M | 242 Brian Mountain | Laredo | TX | 78,040 | 27.5155 | -99.4986 | 248,858 | Video editor | 1971-01-28 | 692c960026b4120d41d342e184c276c2 | 1,371,381,506 | 28.38426 | -98.997327 | 0 |
1,284,350 | 2020-06-16 11:18:53 | 377,234,009,633,447 | fraud_Cormier LLC | shopping_net | 3.64 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | c303894eae0f1e33a359063d3f643f60 | 1,371,381,533 | 38.86333 | -77.75573 | 0 |
1,284,351 | 2020-06-16 11:19:19 | 180,067,784,565,096 | fraud_Barton Inc | grocery_pos | 137.52 | Mary | Juarez | F | 35440 Ryan Islands | North Prairie | WI | 53,153 | 42.9385 | -88.395 | 2,328 | Applications developer | 1942-01-06 | 90860cefd5ab34d49632d8a0042242f8 | 1,371,381,559 | 42.359038 | -88.46765 | 0 |
1,284,352 | 2020-06-16 11:19:23 | 30,442,439,074,871 | fraud_Kerluke PLC | misc_net | 50.66 | Linda | Sanchez | F | 6574 William Hill Apt. 375 | Jermyn | PA | 18,433 | 41.5744 | -75.5881 | 6,508 | Training and development officer | 1981-06-22 | 079d102be091312380d3aa61a5732806 | 1,371,381,563 | 41.122871 | -75.334464 | 0 |
1,284,353 | 2020-06-16 11:21:16 | 6,011,367,958,204,270 | fraud_Dickinson Ltd | misc_pos | 56.88 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | d82762da64da92fbdea3707f688eb886 | 1,371,381,676 | 40.618863 | -82.022577 | 0 |
1,284,354 | 2020-06-16 11:21:20 | 639,095,706,599 | fraud_Kuhic LLC | shopping_net | 1.41 | Kyle | Wilkinson | M | 93970 Trujillo Causeway | Curlew | IA | 50,527 | 42.9633 | -94.7975 | 223 | Estate manager/land agent | 1939-04-14 | eb53ea95dbb9cd527c60079e9d1d8067 | 1,371,381,680 | 43.666421 | -93.951813 | 0 |
1,284,355 | 2020-06-16 11:21:23 | 344,342,339,068,828 | fraud_Barrows PLC | shopping_pos | 8.13 | Ruth | Fuller | F | 37732 Joe Courts Apt. 752 | Darien | GA | 31,305 | 31.3826 | -81.4312 | 5,989 | Tax adviser | 1967-05-05 | afcc0d91f9caffdf50db7e35c3a5e486 | 1,371,381,683 | 31.278093 | -81.26865 | 0 |
1,284,356 | 2020-06-16 11:22:42 | 4,210,078,554,961,359,000 | fraud_Harber Inc | gas_transport | 46.94 | Valerie | Clark | F | 7402 West Ranch | Lowell | OR | 97,452 | 43.921 | -122.7806 | 1,420 | Systems analyst | 1965-11-11 | f9bc27be280c3af479ef1bd83cd88345 | 1,371,381,762 | 43.990083 | -123.43974 | 0 |
1,284,357 | 2020-06-16 11:22:56 | 4,839,615,922,685,395 | fraud_Ledner-Pfannerstill | gas_transport | 73.22 | Phillip | Robertson | M | 85344 Smith Gateway Apt. 280 | Harrodsburg | IN | 47,434 | 39.013 | -86.5457 | 76 | Social researcher | 1955-05-06 | f64db940488f80ce185ee812638d0e86 | 1,371,381,776 | 39.296739 | -86.764085 | 0 |
1,284,358 | 2020-06-16 11:22:59 | 3,501,509,250,702,469 | fraud_Kerluke, Considine and Macejkovic | misc_net | 9.19 | Frank | Anderson | M | 0611 Stafford Valley Suite 504 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Programme researcher, broadcasting/film/video | 1979-01-02 | 2c10bb213e50e8289a44ca9165012059 | 1,371,381,779 | 26.367606 | -82.108036 | 0 |
1,284,359 | 2020-06-16 11:24:44 | 584,673,555,952 | fraud_Bernhard, Grant and Langworth | shopping_pos | 695.32 | Jessica | Jordan | F | 071 Wise Trace | Coleharbor | ND | 58,531 | 47.5196 | -101.2332 | 307 | Make | 1930-08-13 | 08868360402669d47921d81b28c1f5fd | 1,371,381,884 | 47.005282 | -101.198909 | 0 |
1,284,360 | 2020-06-16 11:25:24 | 6,011,366,578,560,244 | fraud_Shields Inc | grocery_net | 42.67 | Adam | Stark | M | 0912 Mark Fields Apt. 080 | Mc Veytown | PA | 17,051 | 40.5046 | -77.7186 | 4,653 | Nutritional therapist | 1997-07-01 | 0ecf3307d655172bef94122d637fc651 | 1,371,381,924 | 40.687154 | -76.893494 | 0 |
1,284,361 | 2020-06-16 11:25:42 | 4,147,608,975,828,480 | fraud_Lehner, Reichert and Mills | misc_pos | 9.14 | Edward | Tapia | M | 354 Gutierrez Gateway | Comfrey | MN | 56,019 | 44.1111 | -94.9134 | 914 | Health and safety adviser | 1944-07-26 | 2d1e9166321b631bb2ecc56ac2cb6f13 | 1,371,381,942 | 43.393771 | -94.435181 | 0 |
1,284,362 | 2020-06-16 11:26:36 | 3,514,897,282,719,543 | fraud_Cummerata-Hilpert | entertainment | 34.15 | Steven | Faulkner | M | 841 Cheryl Centers Suite 115 | Farmington | NY | 14,425 | 42.958 | -77.3083 | 10,717 | Cytogeneticist | 1952-10-13 | a20434159ae356643513c3d77793488e | 1,371,381,996 | 43.713406 | -76.944667 | 0 |
1,284,363 | 2020-06-16 11:27:06 | 4,178,097,073,221,156 | fraud_McGlynn-Heathcote | misc_net | 4.63 | Jill | Flores | F | 639 Cruz Islands | Baroda | MI | 49,101 | 41.9488 | -86.4913 | 3,104 | Horticulturist, commercial | 1981-03-29 | 97143ac6dbc97cc0b1ef425214adb642 | 1,371,382,026 | 41.521612 | -86.790014 | 0 |
1,284,364 | 2020-06-16 11:27:26 | 4,364,010,865,167,176 | fraud_Kling-Grant | grocery_net | 26.04 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 28fe1681dd9a60518a593cbb09ec6008 | 1,371,382,046 | 38.811683 | -120.574628 | 0 |
1,284,365 | 2020-06-16 11:27:27 | 348,789,608,637,806 | fraud_Jenkins, Hauck and Friesen | gas_transport | 64.09 | Megan | Murphy | F | 53696 Laura Radial | Holstein | NE | 68,950 | 40.4542 | -98.6538 | 331 | Telecommunications researcher | 1950-08-19 | c6c9175792a055c57205e347ca3c05f2 | 1,371,382,047 | 40.797075 | -98.368292 | 0 |
1,284,366 | 2020-06-16 11:27:34 | 3,551,217,896,304,745 | fraud_Stamm-Rodriguez | misc_pos | 66.53 | 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 | a028963a0cfb797f505b55029a7b69bf | 1,371,382,054 | 43.603538 | -73.832315 | 0 |
1,284,367 | 2020-06-16 11:29:54 | 3,540,210,836,308,425 | fraud_Huel, Hammes and Witting | grocery_pos | 87.77 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | d530dc5134d741c0a11e04390c90d51f | 1,371,382,194 | 34.299268 | -102.870026 | 0 |
1,284,368 | 2020-06-16 11:30:04 | 4,025,612,008,285,111 | fraud_Goodwin-Nitzsche | grocery_pos | 126.76 | Krystal | Key | F | 23142 Montoya Island Apt. 742 | Corsica | PA | 15,829 | 41.1762 | -79.1976 | 1,274 | Maintenance engineer | 1949-03-20 | 51a403083a4b3c35eb7edea29d967e90 | 1,371,382,204 | 40.876097 | -79.510616 | 0 |
1,284,369 | 2020-06-16 11:30:52 | 4,996,263,498,048,679 | fraud_Kutch, Hermiston and Farrell | gas_transport | 43.44 | Kendra | King | F | 154 Hernandez Keys | Smith River | CA | 95,567 | 41.9404 | -124.1587 | 1,930 | Web designer | 1983-06-13 | ccb05acff24963de24404271c5f9b9e9 | 1,371,382,252 | 41.125176 | -123.838726 | 0 |
1,284,370 | 2020-06-16 11:30:54 | 213,174,467,670,432 | fraud_Auer-Mosciski | grocery_pos | 137.43 | James | Bishop | M | 7055 Fernandez Estates Apt. 676 | Cecilton | MD | 21,913 | 39.4015 | -75.8654 | 663 | Podiatrist | 1969-01-14 | cc5e277ed3916b8ab7f94b8fc64cd60e | 1,371,382,254 | 40.024702 | -76.451752 | 0 |
1,284,371 | 2020-06-16 11:31:39 | 4,587,577,161,160,601 | fraud_Streich, Hansen and Veum | gas_transport | 70.19 | Tina | Lawrence | F | 12444 Jacob Pines | Nobleboro | ME | 4,555 | 44.0943 | -69.4828 | 1,643 | Financial trader | 1976-04-12 | a05dd5b7fa2d679fda98c0278560fe0f | 1,371,382,299 | 43.902785 | -69.320064 | 0 |
1,284,372 | 2020-06-16 11:31:44 | 3,582,754,887,089,201 | fraud_Johnston, Nikolaus and Maggio | grocery_net | 47.22 | Terrance | Mckinney | M | 42965 Christopher Fords Suite 659 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Magazine features editor | 1966-08-08 | 20120ed4bd898e93c8f54f83de0eb480 | 1,371,382,304 | 33.531878 | -93.254078 | 0 |
1,284,373 | 2020-06-16 11:32:45 | 5,501,083,170,975,659 | fraud_Schuppe, Nolan and Hoeger | shopping_pos | 3.05 | Wayne | Payne | M | 587 Bradley Inlet Suite 281 | Cuyahoga Falls | OH | 44,223 | 41.1464 | -81.5107 | 47,772 | Equities trader | 1966-01-04 | 8077f5c039fdc5784bf8e95795ed3216 | 1,371,382,365 | 40.824406 | -81.888913 | 0 |
1,284,374 | 2020-06-16 11:33:22 | 3,525,668,150,756,629 | fraud_Baumbach, Feeney and Morar | shopping_net | 97.33 | Christopher | Choi | M | 04611 Sandra Spring Suite 059 | Rumely | MI | 49,826 | 46.3481 | -87.0436 | 137 | Film/video editor | 1990-08-13 | 4d896d094377dc4507b46e0cc0000296 | 1,371,382,402 | 46.583157 | -87.91825 | 0 |
1,284,375 | 2020-06-16 11:33:45 | 4,610,064,888,664,703 | fraud_Bins-Rice | gas_transport | 37.82 | Tammy | Maldonado | F | 3312 Rachel Parks Suite 474 | Stittville | NY | 13,469 | 43.2229 | -75.2899 | 847 | Systems analyst | 1996-01-11 | 6466fd435ca128209b9844aaf177380d | 1,371,382,425 | 42.341063 | -75.392053 | 0 |
1,284,376 | 2020-06-16 11:34:09 | 6,011,626,928,491,360 | fraud_Lebsack and Sons | misc_net | 3.28 | Heather | Roberts | F | 62934 Maria Cliffs Suite 350 | Bethel Springs | TN | 38,315 | 35.2289 | -88.644 | 3,876 | Senior tax professional/tax inspector | 1960-11-19 | a313db27580a3396cbd23526a23a34d5 | 1,371,382,449 | 34.568904 | -89.633219 | 0 |
1,284,377 | 2020-06-16 11:34:35 | 180,031,190,491,743 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 230.88 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | cde4514f82d0145cd30e0edf5cb98db5 | 1,371,382,475 | 31.647943 | -87.143507 | 0 |
1,284,378 | 2020-06-16 11:35:03 | 30,033,162,392,091 | fraud_Friesen-Stamm | gas_transport | 68.11 | Kevin | Summers | M | 7302 Samantha Mission | Carroll | NE | 68,723 | 42.277 | -97.1926 | 566 | Metallurgist | 1975-01-26 | e52561e07e6de3c03b8780b2f59f98a8 | 1,371,382,503 | 42.489041 | -97.763979 | 0 |
1,284,379 | 2020-06-16 11:35:13 | 213,114,122,496,591 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 101.83 | Jeremy | Perry | M | 797 Jennifer Loop Suite 634 | Minnesota Lake | MN | 56,068 | 43.8295 | -93.8282 | 1,087 | Music tutor | 1963-07-14 | 37a3afe1a7cf8294b03d6517f8d1c97e | 1,371,382,513 | 42.968634 | -93.579276 | 0 |
1,284,380 | 2020-06-16 11:35:14 | 346,243,940,647,414 | fraud_Corwin-Collins | gas_transport | 81.03 | Sean | Miller | M | 6340 Jeffrey Dale | Thornville | OH | 43,076 | 39.8974 | -82.4071 | 9,051 | Audiological scientist | 1983-01-08 | c5128d209064dfa82cc343da2aaad77b | 1,371,382,514 | 40.247479 | -82.661248 | 0 |
1,284,381 | 2020-06-16 11:35:42 | 38,859,492,057,661 | fraud_Marks Inc | gas_transport | 56.43 | 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 | ce93f0bba72e1c0241b60e50b31b92d1 | 1,371,382,542 | 41.37982 | -112.247763 | 0 |
1,284,382 | 2020-06-16 11:36:14 | 213,120,463,918,358 | fraud_Zboncak, Rowe and Murazik | shopping_net | 2.59 | Willie | Jordan | M | 529 West Key | Spearsville | LA | 71,277 | 32.955 | -92.587 | 1,758 | Psychologist, forensic | 1957-08-08 | 9884a9f44fe9901e136bb724b915b520 | 1,371,382,574 | 32.280576 | -92.199912 | 0 |
1,284,383 | 2020-06-16 11:36:49 | 2,348,245,054,386,329 | fraud_Metz-Boehm | shopping_pos | 3.25 | Justin | Gay | M | 268 Hayes Rue Suite 811 | Harborcreek | PA | 16,421 | 42.1767 | -79.9416 | 2,518 | Event organiser | 1946-02-02 | 5be219e36f63520e169434b07061e845 | 1,371,382,609 | 42.826518 | -80.432455 | 0 |
1,284,384 | 2020-06-16 11:37:01 | 3,549,202,406,645,667 | fraud_Mayert Group | shopping_pos | 83.52 | Larry | Williams | M | 6274 David Oval Suite 725 | Scarborough | ME | 4,074 | 43.5835 | -70.3457 | 18,760 | Make | 1933-04-02 | ed49a63f44ac717e86ce1d5cb4f6246c | 1,371,382,621 | 43.408354 | -70.355132 | 0 |
1,284,385 | 2020-06-16 11:37:01 | 4,610,064,888,664,703 | fraud_Harris, Gusikowski and Heaney | grocery_net | 14.62 | Tammy | Maldonado | F | 3312 Rachel Parks Suite 474 | Stittville | NY | 13,469 | 43.2229 | -75.2899 | 847 | Systems analyst | 1996-01-11 | f5c71e672191b949acc625c3601a6809 | 1,371,382,621 | 42.802438 | -74.739192 | 0 |
1,284,386 | 2020-06-16 11:37:24 | 4,266,200,684,857,219 | fraud_Murray-Smitham | grocery_pos | 204.72 | Joshua | Bryant | M | 5452 Patricia Inlet Apt. 280 | Nelson | NE | 68,961 | 40.201 | -98.0684 | 732 | Television/film/video producer | 1956-12-13 | 6d19b2b98dabe325ab1e5eb4c60ff81e | 1,371,382,644 | 40.967402 | -97.421301 | 0 |
1,284,387 | 2020-06-16 11:37:25 | 375,848,982,312,810 | fraud_Auer-Mosciski | grocery_pos | 129.35 | Dale | Smith | M | 25036 Contreras Turnpike Suite 270 | Purmela | TX | 76,566 | 31.4841 | -97.9903 | 258 | Web designer | 1943-12-15 | 1b9709d2ed1a1be4ec5cca900d3e9f2c | 1,371,382,645 | 31.535591 | -98.601272 | 0 |
1,284,388 | 2020-06-16 11:37:40 | 6,011,603,272,871,604 | fraud_Heathcote LLC | shopping_net | 3.43 | Robert | Holland | M | 431 Tracy Expressway | Milner | GA | 30,257 | 33.141 | -84.1759 | 4,138 | Field seismologist | 1969-05-16 | 29c635d5c080338bb71b0e825ec30240 | 1,371,382,660 | 33.869184 | -84.75882 | 0 |
1,284,389 | 2020-06-16 11:37:49 | 4,259,996,134,423 | fraud_Thiel PLC | misc_pos | 6.09 | Julie | Johnson | F | 9331 Robert Passage Suite 327 | Hudson | KS | 67,545 | 38.1485 | -98.6408 | 215 | Probation officer | 1968-11-22 | 47dec133e613c248c24864684c41a54f | 1,371,382,669 | 37.96505 | -98.248328 | 0 |
1,284,390 | 2020-06-16 11:37:53 | 4,939,976,756,738,216 | fraud_Gislason Group | misc_pos | 8.45 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | 9dcf81ebe8c81d180d061ad141376109 | 1,371,382,673 | 25.860986 | -99.355013 | 0 |
1,284,391 | 2020-06-16 11:38:09 | 213,195,754,007,681 | fraud_Hudson-Grady | shopping_pos | 31.18 | Zachary | Allen | M | 69252 Oconnor Alley Apt. 153 | Ollie | IA | 52,576 | 41.2001 | -92.1354 | 568 | Commercial horticulturist | 1969-07-24 | 9fc0e443dacbf4ce8ab65841792e9d5c | 1,371,382,689 | 40.927988 | -92.291019 | 0 |
1,284,392 | 2020-06-16 11:38:27 | 6,506,116,513,503,136 | fraud_Heller, Gutmann and Zieme | grocery_pos | 161.93 | Kimberly | Rice | F | 63991 Destiny Rue Apt. 651 | Tyler | TX | 75,703 | 32.2768 | -95.3031 | 144,160 | Sports development officer | 1984-05-04 | 044f4e4facbee33477a88880ed49a337 | 1,371,382,707 | 31.540158 | -95.326456 | 0 |
1,284,393 | 2020-06-16 11:38:53 | 38,057,513,087,029 | fraud_Doyle Ltd | grocery_pos | 61.57 | Marissa | Clark | F | 2677 Byrd Village Suite 035 | San Jose | CA | 95,148 | 37.3304 | -121.7913 | 973,849 | Geoscientist | 1997-01-18 | 98a2c81ffec7056b64eb555dfbd1cfcf | 1,371,382,733 | 36.68617 | -120.859356 | 0 |
1,284,394 | 2020-06-16 11:38:58 | 3,513,285,035,244,624 | fraud_Kiehn Inc | grocery_pos | 77.06 | Ariana | Campbell | F | 50932 Neal Valley | Daniels | WV | 25,832 | 37.7256 | -81.1087 | 3,994 | Biochemist, clinical | 1936-11-05 | d3bc0f2aee891e86cbe3527e8b839454 | 1,371,382,738 | 38.495984 | -82.101598 | 0 |
1,284,395 | 2020-06-16 11:40:05 | 180,031,190,491,743 | fraud_Stokes, Christiansen and Sipes | grocery_net | 77.53 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | 16f9ab9a4109ebf08c4e06f0e53e252c | 1,371,382,805 | 30.785958 | -87.108746 | 0 |
1,284,396 | 2020-06-16 11:40:50 | 4,610,050,989,831,291 | fraud_Cassin-Harvey | grocery_net | 50.46 | James | Lynch | M | 5155 Mary Common Apt. 927 | Utica | PA | 16,362 | 41.4798 | -79.9403 | 1,102 | Garment/textile technologist | 1989-07-08 | 4c837bef05b6ae1c2175fcc0bc73c0b9 | 1,371,382,850 | 40.767506 | -79.209143 | 0 |
1,284,397 | 2020-06-16 11:43:19 | 38,295,635,583,927 | fraud_Rau and Sons | grocery_pos | 119.04 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | a6d2c7683a3648115f34dd1cda47fcd4 | 1,371,382,999 | 32.72382 | -100.53696 | 0 |
1,284,398 | 2020-06-16 11:44:22 | 3,558,652,751,678,952 | fraud_Hudson-Grady | shopping_pos | 7.66 | Teresa | Blankenship | F | 6638 Lucero Mill Suite 952 | Karnack | TX | 75,661 | 32.6205 | -94.2 | 2,807 | Chiropodist | 1931-01-26 | 74365fae0300e2571e6687185a87f57f | 1,371,383,062 | 32.340615 | -93.647766 | 0 |
1,284,399 | 2020-06-16 11:44:23 | 3,506,592,072,985,012 | fraud_Heller-Abshire | grocery_net | 88.54 | Randy | Murphy | M | 0356 Sarah Light | Ballwin | MO | 63,021 | 38.577 | -90.5255 | 92,608 | Engineer, communications | 2001-07-26 | ac2c6e928b689f1eecfc621d07588e7e | 1,371,383,063 | 39.030726 | -90.203928 | 0 |
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