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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
14,900 | 2019-01-09 12:25:43 | 4,010,002,218,955,876 | fraud_Heathcote, Yost and Kertzmann | shopping_net | 12.86 | Jennifer | Bishop | F | 589 Matthew Brooks | Houston | TX | 77,026 | 29.7972 | -95.3288 | 2,906,700 | Animator | 1983-08-24 | 12725277df4c837a4d1183dde19706e3 | 1,326,111,943 | 29.779075 | -95.720465 | 0 |
14,901 | 2019-01-09 12:26:04 | 2,264,937,662,466,770 | fraud_Hilpert-Conroy | kids_pets | 12.93 | Juan | Sherman | M | 5939 Garcia Forges Suite 297 | San Antonio | TX | 78,214 | 29.3641 | -98.4924 | 1,595,797 | Land | 1995-10-17 | acec211ca93c620185810a6cb36b472c | 1,326,111,964 | 29.187435 | -97.520415 | 0 |
14,902 | 2019-01-09 12:26:13 | 36,485,887,555,770 | fraud_Botsford Ltd | shopping_pos | 154.36 | Michael | Gross | M | 230 Ryan Tunnel Apt. 025 | Fulton | OH | 43,321 | 40.4971 | -82.8342 | 267 | Facilities manager | 2005-01-29 | ee1065b159edf5038202255a54b43ff4 | 1,326,111,973 | 40.772093 | -83.039265 | 0 |
14,903 | 2019-01-09 12:26:28 | 38,859,492,057,661 | fraud_Crist, Jakubowski and Littel | home | 72.5 | 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 | c22d2a8c7c21a7d3bb912e9bf8644dfa | 1,326,111,988 | 42.985436 | -111.797904 | 0 |
14,904 | 2019-01-09 12:26:30 | 4,826,655,832,045,236 | fraud_Graham, Hegmann and Hammes | food_dining | 16.02 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | 18a1ebd336a9fad808a29e1ef69445ed | 1,326,111,990 | 42.076329 | -69.334632 | 0 |
14,905 | 2019-01-09 12:28:14 | 213,112,402,583,773 | fraud_Reilly LLC | home | 23.32 | Ana | Howell | F | 4664 Sanchez Common Suite 930 | Bradley | SC | 29,819 | 34.0326 | -82.2027 | 1,523 | Research scientist (physical sciences) | 1984-06-03 | 81a7cc006d3ee331502d14d7e481de71 | 1,326,112,094 | 33.746806 | -82.012895 | 0 |
14,906 | 2019-01-09 12:29:37 | 6,011,366,578,560,244 | fraud_O'Connell, Botsford and Hand | home | 33.02 | Adam | Stark | M | 0912 Mark Fields Apt. 080 | Mc Veytown | PA | 17,051 | 40.5046 | -77.7186 | 4,653 | Nutritional therapist | 1997-07-01 | fa4a2229f5424161a77127292bec47c3 | 1,326,112,177 | 40.326639 | -78.35269 | 0 |
14,907 | 2019-01-09 12:31:35 | 370,877,495,212,014 | fraud_Schaefer, Fay and Hilll | entertainment | 37.71 | Sarah | Clark | F | 25961 Beverly Union Apt. 042 | North Wilkesboro | NC | 28,659 | 36.2017 | -81.1286 | 21,134 | Dispensing optician | 1984-03-06 | 322642a94c2cfd9143ae129c8efc589e | 1,326,112,295 | 37.178762 | -81.902284 | 0 |
14,908 | 2019-01-09 12:32:44 | 4,069,975,342,931,683 | fraud_Parker, Nolan and Trantow | entertainment | 37.46 | Kimberly | Martin | F | 1943 Dennis Inlet Suite 145 | Hurricane | WV | 25,526 | 38.4257 | -81.9943 | 21,902 | Sub | 1980-09-18 | 437e14a2844bdc06bdebd37fce947517 | 1,326,112,364 | 38.686516 | -82.50774 | 0 |
14,909 | 2019-01-09 12:37:41 | 3,559,679,414,981,506 | fraud_Fadel-Hilpert | health_fitness | 18.91 | Olivia | Stephenson | F | 292 Cassidy Oval | Lowville | NY | 13,367 | 43.7893 | -75.4156 | 8,830 | Theme park manager | 1991-03-29 | 608021789b384bd9c17a274e3266589e | 1,326,112,661 | 44.787043 | -75.375247 | 0 |
14,910 | 2019-01-09 12:41:30 | 3,566,094,707,272,327 | fraud_Weber, Thiel and Hammes | kids_pets | 49.23 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | f3cc9f72ec91abc08bf472dedb8cee3e | 1,326,112,890 | 35.27153 | -118.75173 | 0 |
14,911 | 2019-01-09 12:44:34 | 6,011,860,238,257,910 | fraud_Adams-Barrows | health_fitness | 8.43 | Lisa | Mendez | F | 44259 Beth Station Suite 215 | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Programme researcher, broadcasting/film/video | 1952-07-06 | add253699fac91d5af409f9c2bdc07a3 | 1,326,113,074 | 36.025224 | -98.951144 | 0 |
14,912 | 2019-01-09 12:44:51 | 3,564,839,259,330,465 | fraud_Turner LLC | travel | 9.2 | Robert | Ashley | M | 1250 Christopher Prairie Suite 016 | Port Costa | CA | 94,569 | 38.046 | -122.1866 | 198 | Armed forces training and education officer | 1959-03-31 | 6eb670e4c783c59e4850c330f3f2b595 | 1,326,113,091 | 37.299045 | -121.286941 | 0 |
14,913 | 2019-01-09 12:49:42 | 30,143,535,920,989 | fraud_Terry Ltd | home | 23.19 | Lisa | Collins | F | 44197 Jeffrey Port Suite 050 | Bridgeport | NJ | 8,014 | 39.8016 | -75.3478 | 504 | Engineer, control and instrumentation | 1980-08-17 | 4f4321107fe7f81ca7a877ee9f9f049e | 1,326,113,382 | 39.938274 | -75.296473 | 0 |
14,914 | 2019-01-09 12:50:03 | 4,767,265,376,804,500 | fraud_Watsica LLC | personal_care | 85.87 | Jennifer | Conner | F | 4655 David Island | Dublin | PA | 18,917 | 40.375 | -75.2045 | 2,158 | Transport planner | 1961-06-19 | fd96fc0877be2e376aef240034a38d0f | 1,326,113,403 | 40.13024 | -75.524102 | 0 |
14,915 | 2019-01-09 12:50:37 | 4,586,260,469,584 | fraud_Fadel, Mertz and Rippin | entertainment | 13.13 | Melody | Thompson | F | 0362 Anderson Wall | Mound City | MO | 64,470 | 40.1362 | -95.2138 | 1,631 | Architect | 1953-01-20 | b6d225c002fa8fd63d0cdfe537c52214 | 1,326,113,437 | 40.546064 | -95.026431 | 0 |
14,916 | 2019-01-09 12:53:57 | 213,195,754,007,681 | fraud_Durgan, Gislason and Spencer | home | 7.37 | Zachary | Allen | M | 69252 Oconnor Alley Apt. 153 | Ollie | IA | 52,576 | 41.2001 | -92.1354 | 568 | Commercial horticulturist | 1969-07-24 | b22b9ae3f4ac50e9b4aea1e66f41b281 | 1,326,113,637 | 40.634797 | -93.04123 | 0 |
14,917 | 2019-01-09 12:54:49 | 4,169,759,661,243,568 | fraud_Douglas, Schneider and Turner | shopping_pos | 9.74 | Jamie | Carr | F | 55363 Aaron Circle Suite 450 | Lawn | PA | 17,041 | 40.2236 | -76.538 | 213 | Special educational needs teacher | 1972-02-15 | f550ec2f474615629606b51185de68ec | 1,326,113,689 | 40.038947 | -76.46371 | 0 |
14,918 | 2019-01-09 12:55:23 | 4,428,154,703,770,710 | fraud_Collier LLC | home | 41.21 | Brittany | Guerra | F | 79209 Gary Dale | Colton | WA | 99,113 | 46.5901 | -117.1692 | 761 | Chief Marketing Officer | 1943-06-30 | 7c90f02359012951775f5a72447715a2 | 1,326,113,723 | 47.534349 | -117.406317 | 0 |
14,919 | 2019-01-09 12:55:40 | 5,540,636,818,935,089 | fraud_Beier-Hyatt | shopping_pos | 10.74 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | 8fa973c77df356dd29d28081e26a95d5 | 1,326,113,740 | 41.986229 | -71.988237 | 0 |
14,920 | 2019-01-09 12:59:14 | 2,264,937,662,466,770 | fraud_Block Group | misc_pos | 4.7 | Juan | Sherman | M | 5939 Garcia Forges Suite 297 | San Antonio | TX | 78,214 | 29.3641 | -98.4924 | 1,595,797 | Land | 1995-10-17 | 9877ba39b86d95ef6d09c77b037d844d | 1,326,113,954 | 30.251502 | -98.779998 | 0 |
14,921 | 2019-01-09 12:59:23 | 30,131,826,429,364 | fraud_Nienow, Barrows and Romaguera | personal_care | 79.17 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | 8f07a35a6abeb6466cfa67f7ec4c98b3 | 1,326,113,963 | 36.438102 | -83.993556 | 0 |
14,922 | 2019-01-09 13:04:08 | 4,334,230,547,694,630 | fraud_Ritchie, Oberbrunner and Cremin | travel | 3.85 | Scott | Martin | M | 7483 Navarro Flats | Freedom | WY | 83,120 | 43.0172 | -111.0292 | 471 | Education officer, museum | 1967-08-02 | b8d7d8a670a2f74fefcc034ef521ac4b | 1,326,114,248 | 43.97906 | -111.122623 | 0 |
14,923 | 2019-01-09 13:05:13 | 3,506,592,072,985,012 | fraud_Moore, Williamson and Emmerich | home | 37.28 | Randy | Murphy | M | 0356 Sarah Light | Ballwin | MO | 63,021 | 38.577 | -90.5255 | 92,608 | Engineer, communications | 2001-07-26 | 58cee0f53001d9e000790cb40f69f350 | 1,326,114,313 | 39.237672 | -90.768338 | 0 |
14,924 | 2019-01-09 13:05:20 | 36,913,587,729,122 | fraud_Reichel LLC | personal_care | 13.95 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | 5d56952dc576a92d55d875ed3df75f49 | 1,326,114,320 | 43.556687 | -115.432436 | 0 |
14,925 | 2019-01-09 13:06:01 | 373,905,417,449,658 | fraud_Fritsch and Sons | health_fitness | 1.91 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | fd2ef6f90e3dc3b98e0bec826bb688e7 | 1,326,114,361 | 32.884888 | -98.329853 | 0 |
14,926 | 2019-01-09 13:08:21 | 3,540,075,240,003,197 | fraud_Stark-Koss | home | 8.14 | Christian | Johns | M | 892 Solis Neck | Lonsdale | MN | 55,046 | 44.4477 | -93.4252 | 5,211 | Chief Strategy Officer | 1987-01-27 | 9660bd62fb03091e65de663e1ef27377 | 1,326,114,501 | 44.705333 | -94.380396 | 0 |
14,927 | 2019-01-09 13:09:06 | 4,642,255,475,285,942 | fraud_Ankunding-Carroll | travel | 6.46 | Sabrina | Johnson | F | 320 Nicholson Orchard | Thompson | UT | 84,540 | 38.9999 | -109.615 | 46 | Surveyor, minerals | 1987-04-23 | 3f45175485e3aaf4a94fc6da92ebee50 | 1,326,114,546 | 39.735613 | -110.281537 | 0 |
14,928 | 2019-01-09 13:10:16 | 3,572,976,568,630,035 | fraud_Kihn-Schuster | food_dining | 13.01 | William | Lopez | M | 785 Kevin Walk Suite 237 | Brainard | NE | 68,626 | 41.1832 | -96.9882 | 614 | Associate Professor | 1967-06-20 | 2def6c02385e7b01902800fa2d4bd747 | 1,326,114,616 | 41.80702 | -97.457249 | 0 |
14,929 | 2019-01-09 13:11:00 | 377,834,944,388,609 | fraud_Sporer-Keebler | personal_care | 7.7 | Michael | Jackson | M | 539 Underwood Divide | Pea Ridge | AR | 72,751 | 36.4539 | -94.118 | 6,434 | Product designer | 1967-08-28 | d68fb93b3a5330e7b654898590204f12 | 1,326,114,660 | 35.600866 | -95.071603 | 0 |
14,930 | 2019-01-09 13:13:19 | 372,246,459,334,925 | fraud_Gleason and Sons | kids_pets | 44.95 | Rick | Martinez | M | 062 Poole Hollow Apt. 815 | Deadwood | SD | 57,732 | 44.3566 | -103.6999 | 1,979 | Multimedia programmer | 1970-03-13 | 76d6c92905548e05805ece74da294922 | 1,326,114,799 | 44.74307 | -104.371837 | 0 |
14,931 | 2019-01-09 13:13:47 | 3,583,293,909,206,278 | fraud_Swift PLC | kids_pets | 21.7 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | 2e46810460fd32d7bd09127b7bfd278a | 1,326,114,827 | 35.636423 | -105.827578 | 0 |
14,932 | 2019-01-09 13:16:23 | 30,328,384,440,870 | fraud_Hills, Hegmann and Schaefer | health_fitness | 5.88 | Helen | Campbell | F | 182 Sergio Summit Apt. 129 | Browning | MO | 64,630 | 40.029 | -93.1607 | 602 | Cytogeneticist | 1954-07-14 | ec96c47ecc9f99b3fb522b930d8b6a51 | 1,326,114,983 | 40.666375 | -92.599756 | 0 |
14,933 | 2019-01-09 13:17:48 | 4,855,488,158,131,690,000 | fraud_Schimmel-Olson | kids_pets | 52.44 | Jeremy | Roberson | M | 25887 Martin Inlet | Graniteville | VT | 5,654 | 44.1554 | -72.4847 | 970 | Agricultural consultant | 1993-09-29 | 3da4228d3af460f2c46fd5e077f69880 | 1,326,115,068 | 43.89477 | -72.582425 | 0 |
14,934 | 2019-01-09 13:19:34 | 3,583,635,130,604,947 | fraud_Crooks and Sons | personal_care | 58.64 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | c76e800b0474ad15dc42181e1de08811 | 1,326,115,174 | 39.111795 | -75.385985 | 0 |
14,935 | 2019-01-09 13:22:24 | 30,446,018,552,504 | fraud_Hammes-Beatty | kids_pets | 4.84 | Felicia | Thomas | F | 47035 Murray Harbors | Achille | OK | 74,720 | 33.8396 | -96.3648 | 608 | Seismic interpreter | 1993-05-27 | 8c24047f57e558ae3ae145e41771c5c3 | 1,326,115,344 | 33.355491 | -96.650457 | 0 |
14,936 | 2019-01-09 13:24:20 | 4,226,219,726,886,853,000 | fraud_Konopelski, Schneider and Hartmann | food_dining | 113.94 | Jessica | Bell | F | 669 Moore Shoal | Bethel | OH | 45,106 | 38.9424 | -84.092 | 12,349 | Field trials officer | 1985-07-08 | 0274cdc0f663c1568b443be613c62c96 | 1,326,115,460 | 39.580493 | -84.017145 | 0 |
14,937 | 2019-01-09 13:24:57 | 375,974,680,629,816 | fraud_Eichmann-Russel | misc_pos | 8.82 | Roberta | Mccarthy | F | 94431 Matthew Mall Suite 296 | Plymouth | CT | 6,782 | 41.6611 | -73.0449 | 2,376 | Herpetologist | 1973-04-06 | 135f3785a5f3b5c5fbda9306fb183307 | 1,326,115,497 | 42.137867 | -72.541113 | 0 |
14,938 | 2019-01-09 13:28:55 | 3,598,215,285,024,754 | fraud_Denesik, Powlowski and Pouros | home | 54.78 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | 5a3f5b9a52194023efd0c043b89b43c3 | 1,326,115,735 | 40.174666 | -73.942768 | 0 |
14,939 | 2019-01-09 13:30:41 | 3,577,578,023,716,568 | fraud_Friesen Ltd | health_fitness | 23.43 | Debbie | Hughes | F | 0182 Owens Burgs Suite 480 | Diamond | OH | 44,412 | 41.0935 | -81.0425 | 2,644 | Engineer, biomedical | 1983-08-25 | 4d04c99c3e758b04233477612e5506ed | 1,326,115,841 | 41.851098 | -81.38615 | 0 |
14,940 | 2019-01-09 13:32:50 | 4,951,647,200,979,051 | fraud_Erdman-Schaden | personal_care | 38.03 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 7085602cc7741ac89d211b9b832f62fc | 1,326,115,970 | 38.850821 | -89.218698 | 0 |
14,941 | 2019-01-09 13:33:35 | 3,595,192,916,105,588 | fraud_Friesen-Ortiz | personal_care | 18.5 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | 81cd1b89d4c2fdd89cee8524f69aaf75 | 1,326,116,015 | 34.533359 | -79.150751 | 0 |
14,942 | 2019-01-09 13:34:16 | 4,390,966,588,600,993,000 | fraud_Bogisich-Weimann | kids_pets | 22.65 | Kyle | Simmons | M | 8149 Harris Divide | Oklahoma City | OK | 73,134 | 35.6174 | -97.5583 | 640,470 | Advertising copywriter | 1966-06-24 | 1ba4bdea48797e5a86f4413e4eed0a55 | 1,326,116,056 | 35.142031 | -97.524917 | 0 |
14,943 | 2019-01-09 13:34:22 | 4,961,003,488,432,306 | fraud_Larson, Quitzon and Spencer | travel | 9.6 | Stacy | Walsh | F | 324 Donna Ridge Suite 651 | Cressona | PA | 17,929 | 40.6284 | -76.195 | 1,606 | Ecologist | 1966-05-10 | eb326510316a767191dd0c48438f6a07 | 1,326,116,062 | 39.892247 | -75.306389 | 0 |
14,944 | 2019-01-09 13:34:53 | 343,746,486,082,492 | fraud_Kilback and Sons | entertainment | 14.72 | Jeffrey | Munoz | M | 836 Stephanie Union | Cedar | MI | 49,621 | 44.8605 | -85.8138 | 3,096 | Social research officer, government | 1975-10-11 | db1fc914e3c23dd29c3c33cc1fa29200 | 1,326,116,093 | 45.31437 | -85.671585 | 0 |
14,945 | 2019-01-09 13:35:40 | 374,497,717,543,058 | fraud_Windler LLC | kids_pets | 83.95 | Linda | Hurst | F | 31701 Tucker Square Suite 893 | Wilton | ND | 58,579 | 47.1709 | -100.7944 | 1,190 | Designer, ceramics/pottery | 1948-06-30 | faf7a03735d3aa0d6664b32339430dd4 | 1,326,116,140 | 47.456242 | -100.474714 | 0 |
14,946 | 2019-01-09 13:37:56 | 180,084,576,295,055 | fraud_Wuckert, Wintheiser and Friesen | home | 22.94 | David | Kirby | M | 133 Alyssa Plains | Lolita | TX | 77,971 | 28.7724 | -96.4793 | 911 | Archaeologist | 1970-01-18 | d900513638411523ee89daea64faab0b | 1,326,116,276 | 29.146405 | -97.452085 | 0 |
14,947 | 2019-01-09 13:39:18 | 4,836,998,673,805,450 | fraud_Shanahan-Lehner | personal_care | 26.11 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 8d1b52da20770d06832099772d36cb77 | 1,326,116,358 | 45.015928 | -85.873436 | 0 |
14,948 | 2019-01-09 13:40:21 | 4,173,950,183,554,608 | fraud_Abbott-Rogahn | entertainment | 10.96 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | c64df93df20405cd9a8bf9e9cec0d8ca | 1,326,116,421 | 39.413556 | -73.675312 | 0 |
14,949 | 2019-01-09 13:42:24 | 4,755,696,071,492 | fraud_Volkman PLC | food_dining | 5.63 | Robert | Evans | M | 01892 Patricia Vista Apt. 828 | Sachse | TX | 75,048 | 32.9643 | -96.6012 | 20,328 | Site engineer | 1985-06-20 | 826a58378992cd0252ed53959d540ac1 | 1,326,116,544 | 33.047525 | -96.196097 | 0 |
14,950 | 2019-01-09 13:44:14 | 4,798,937,978,667,560,000 | fraud_Runte-Mohr | food_dining | 1.45 | Robert | Williams | M | 09419 Lewis Rapids | Bay City | MI | 48,706 | 43.6088 | -83.953 | 67,858 | Water quality scientist | 1995-03-13 | 4ab31ecd5f612ce774c9dd61660ea9cf | 1,326,116,654 | 42.685738 | -83.173889 | 0 |
14,951 | 2019-01-09 13:44:29 | 3,585,740,823,295,298 | fraud_Kozey-Boehm | shopping_net | 1.7 | James | Greene | M | 082 Hernandez Bypass Apt. 886 | Quanah | TX | 79,252 | 34.2956 | -99.7494 | 3,202 | Librarian, public | 1998-03-18 | a6b6170cb059ccb44143b82bfd539252 | 1,326,116,669 | 33.97049 | -98.76574 | 0 |
14,952 | 2019-01-09 13:45:21 | 3,551,217,896,304,745 | fraud_Bechtelar-Rippin | food_dining | 160.78 | 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 | 28eb74dba17742b1c48a5771e9050270 | 1,326,116,721 | 43.831772 | -74.988922 | 0 |
14,953 | 2019-01-09 13:45:38 | 374,821,819,075,109 | fraud_Bogisich-Weimann | kids_pets | 41.03 | Zachary | Boone | M | 3703 Benson Wells | Palmyra | NY | 14,522 | 43.0622 | -77.2218 | 9,565 | Exhibition designer | 1927-12-11 | bf0e29b8a8132920b4679c46223cec7f | 1,326,116,738 | 43.807612 | -77.756951 | 0 |
14,954 | 2019-01-09 13:48:05 | 571,365,235,126 | fraud_Runolfsdottir, Mueller and Hand | entertainment | 35.31 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | 210c2a8ab75418429b3faa02a2763539 | 1,326,116,885 | 44.252219 | -85.785821 | 0 |
14,955 | 2019-01-09 13:48:13 | 4,099,707,841,315,751 | fraud_Heller PLC | health_fitness | 117.49 | James | Stephens | M | 1166 Castillo Mountains | Ruckersville | VA | 22,968 | 38.2586 | -78.4074 | 9,815 | Designer, ceramics/pottery | 1975-07-07 | c7a136419beda6ee63b1a245f714ae5a | 1,326,116,893 | 39.192757 | -78.430873 | 0 |
14,956 | 2019-01-09 13:48:17 | 4,063,094,974,360,571,400 | fraud_Ratke and Sons | health_fitness | 105.48 | Patricia | Mendoza | F | 1683 Davidson Freeway | Mendon | UT | 84,325 | 41.71 | -111.9817 | 2,078 | Scientist, audiological | 1963-06-13 | 6a99d4bb96905e4d4c8f96f0dac641fd | 1,326,116,897 | 40.775051 | -111.992641 | 0 |
14,957 | 2019-01-09 13:49:25 | 503,874,407,318 | fraud_Zulauf LLC | personal_care | 28.75 | Andrew | Mcgee | M | 4130 Tiffany Glen Apt. 562 | San Antonio | TX | 78,248 | 29.5894 | -98.5201 | 1,595,797 | Exhibition designer | 1975-12-28 | 96818921682aa2684606e5af3021f119 | 1,326,116,965 | 30.389975 | -98.707565 | 0 |
14,958 | 2019-01-09 13:50:17 | 4,683,638,447,911 | fraud_Labadie LLC | personal_care | 70.1 | Daniel | Boyd | M | 8925 Nicholas Points | Egan | LA | 70,531 | 30.251 | -92.5002 | 1,261 | Broadcast presenter | 1972-07-01 | 3e35baf357bbd0a8f51dc2826f18452a | 1,326,117,017 | 30.988959 | -91.622542 | 0 |
14,959 | 2019-01-09 13:50:19 | 3,583,635,130,604,947 | fraud_Haley, Jewess and Bechtelar | shopping_pos | 2.67 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | 0d459cd338582dbf5f73fe0b861648ad | 1,326,117,019 | 39.439607 | -75.441801 | 0 |
14,960 | 2019-01-09 13:50:38 | 341,283,058,448,499 | fraud_Denesik, Powlowski and Pouros | home | 43.36 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | e1c4fd1ac54e099e3c381a28f8e95262 | 1,326,117,038 | 30.670607 | -85.174687 | 0 |
14,961 | 2019-01-09 13:51:00 | 4,509,142,395,811,241 | fraud_Witting, Beer and Ernser | home | 4.97 | Margaret | Williams | F | 165 Jerry Meadows Suite 460 | Surrency | GA | 31,563 | 31.6489 | -82.1982 | 1,324 | Engineer, technical sales | 1926-07-12 | 027bbb7b845f345275074b4b088b8c4b | 1,326,117,060 | 31.940293 | -83.032352 | 0 |
14,962 | 2019-01-09 13:51:26 | 4,861,310,130,652,567,000 | fraud_Boyer PLC | shopping_net | 20.1 | Ashley | Cruz | F | 65417 Walsh Radial Suite 691 | Saint Amant | LA | 70,774 | 30.2385 | -90.8435 | 10,076 | Surveyor, rural practice | 1977-12-16 | 2494917b86b41880b38bd6d894577395 | 1,326,117,086 | 31.081004 | -90.780767 | 0 |
14,963 | 2019-01-09 13:51:34 | 371,284,424,780,634 | fraud_Hoppe-Parisian | kids_pets | 29.23 | Jeremy | Moore | M | 574 Patricia Extensions | Lubbock | TX | 79,413 | 33.5466 | -101.8871 | 254,282 | Doctor, general practice | 1952-01-29 | 4c012cc8749cae173d7daccd71d9c78c | 1,326,117,094 | 33.997776 | -101.948894 | 0 |
14,964 | 2019-01-09 13:51:34 | 4,587,657,402,165,341,700 | fraud_Hermiston, Pacocha and Smith | health_fitness | 49.15 | Amber | Lewis | F | 6296 John Keys Suite 858 | Pembroke Township | IL | 60,958 | 41.0646 | -87.5917 | 2,135 | Psychotherapist, child | 2004-05-08 | 311608d58b64cf024d110769a0554c7d | 1,326,117,094 | 40.521478 | -88.0948 | 0 |
14,965 | 2019-01-09 13:53:36 | 4,025,612,008,285,111 | fraud_Lynch-Wisozk | home | 32.38 | Krystal | Key | F | 23142 Montoya Island Apt. 742 | Corsica | PA | 15,829 | 41.1762 | -79.1976 | 1,274 | Maintenance engineer | 1949-03-20 | 270ea36a3faf0fbac90e60a686840b38 | 1,326,117,216 | 41.697719 | -78.332841 | 0 |
14,966 | 2019-01-09 13:54:47 | 4,129,767,952,109,660 | fraud_Kassulke Inc | entertainment | 19.73 | Cheryl | Ballard | F | 248 James Squares Apt. 838 | Halstad | MN | 56,548 | 47.3551 | -96.798 | 771 | Scientist, audiological | 1972-06-14 | ba83dc6e4c3507eb9909d5815213150e | 1,326,117,287 | 47.168497 | -96.207009 | 0 |
14,967 | 2019-01-09 13:55:26 | 4,512,828,414,983,802,000 | fraud_Lynch Ltd | shopping_pos | 9.67 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | e6cef6ec2a691e02a58f0d0c98798c9a | 1,326,117,326 | 38.994583 | -79.551559 | 0 |
14,968 | 2019-01-09 13:55:56 | 3,567,697,931,646,329 | fraud_Dooley Inc | shopping_pos | 1.07 | John | Stevens | M | 428 Morgan River | Hudson | NY | 12,534 | 42.247 | -73.7552 | 17,867 | Travel agency manager | 1998-07-29 | eed95b22d476dc34565cceaf7664fbff | 1,326,117,356 | 42.009597 | -73.248758 | 0 |
14,969 | 2019-01-09 13:57:27 | 4,560,395,181,594,436,000 | fraud_Bogisich-Weimann | kids_pets | 32.72 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | 7c016d6582d6f11c00f644bfe9699955 | 1,326,117,447 | 38.391146 | -123.892955 | 0 |
14,970 | 2019-01-09 13:57:28 | 36,913,587,729,122 | fraud_Breitenberg-Hermiston | kids_pets | 62.67 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | 025bc6de68b0ca0ca36b102e1d58dd72 | 1,326,117,448 | 43.899261 | -115.60625 | 0 |
14,971 | 2019-01-09 13:57:49 | 5,540,636,818,935,089 | fraud_Thiel-Thiel | entertainment | 64.38 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | f3575d122d61e1d6323d07502f6d5bc3 | 1,326,117,469 | 42.074868 | -71.476388 | 0 |
14,972 | 2019-01-09 13:58:02 | 3,517,814,635,263,522 | fraud_Hauck, Dietrich and Funk | kids_pets | 128.01 | 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 | 6253eac578f07c3c7dc19028f2643459 | 1,326,117,482 | 36.839849 | -80.842732 | 0 |
14,973 | 2019-01-09 14:00:36 | 3,593,118,134,380,341 | fraud_Schoen-Quigley | kids_pets | 28.42 | Laura | Casey | F | 6114 Moran Way | Steuben | ME | 4,680 | 44.4971 | -67.9503 | 1,131 | Make | 1959-05-10 | c18cbf3f0d928fa993c2403b59602727 | 1,326,117,636 | 43.622018 | -67.336079 | 0 |
14,974 | 2019-01-09 14:01:40 | 38,588,538,868,506 | fraud_Fadel-Hilpert | health_fitness | 9.25 | Jacqueline | Curry | F | 3047 Jeff Place | Marathon | TX | 79,842 | 30.1886 | -103.2214 | 498 | Lexicographer | 1990-11-23 | 0a6848251f508ab705974cb578a18092 | 1,326,117,700 | 29.80578 | -102.985617 | 0 |
14,975 | 2019-01-09 14:01:41 | 4,681,601,008,538,160 | fraud_Johnston-Casper | travel | 9.32 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 3ff8754891bf11e09242e8bd163ddbd7 | 1,326,117,701 | 39.47321 | -80.35857 | 0 |
14,976 | 2019-01-09 14:02:35 | 4,623,560,839,669 | fraud_Veum-Koelpin | travel | 4.26 | Vincent | Waller | M | 9379 Vanessa Run Apt. 400 | Lohrville | IA | 51,453 | 42.2619 | -94.5566 | 695 | Administrator | 1954-07-15 | 7c518c01dbd6ec9680ed67c6fd11a7f0 | 1,326,117,755 | 42.044834 | -93.848553 | 0 |
14,977 | 2019-01-09 14:02:51 | 4,708,992,452,821,239 | fraud_Kovacek Ltd | travel | 5.03 | Jared | Walters | M | 3326 Hannah Fords | Cord | AR | 72,524 | 35.8184 | -91.3375 | 376 | Designer, ceramics/pottery | 1938-09-08 | bfe0daeb43f1d63eb54fd6d6e5f0b847 | 1,326,117,771 | 34.988163 | -90.840501 | 0 |
14,978 | 2019-01-09 14:03:40 | 4,908,846,471,916,297 | fraud_Kuhic, Bins and Pfeffer | shopping_net | 1.44 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | c9de4929213f07c4b807411d77924308 | 1,326,117,820 | 31.71184 | -97.503968 | 0 |
14,979 | 2019-01-09 14:04:12 | 3,560,336,828,629,935 | fraud_Waters-Cruickshank | health_fitness | 25.23 | Christopher | White | M | 13613 Hammond Ferry | Clutier | IA | 52,217 | 42.0789 | -92.3763 | 590 | Embryologist, clinical | 1953-03-30 | 8127880f4e08f1e860f6b75628599b38 | 1,326,117,852 | 43.018586 | -93.22382 | 0 |
14,980 | 2019-01-09 14:04:54 | 4,745,996,322,265 | fraud_Champlin and Sons | home | 23.53 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | cdfa1fe478b74004745cae9ba1266eaf | 1,326,117,894 | 42.077518 | -87.424622 | 0 |
14,981 | 2019-01-09 14:05:30 | 3,553,629,419,254,918 | fraud_Dooley Inc | shopping_pos | 7.7 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 1bccb511bb86fdf00dab914d1dc5d7fe | 1,326,117,930 | 48.905955 | -121.574867 | 0 |
14,982 | 2019-01-09 14:06:01 | 6,011,893,664,860,915 | fraud_Ruecker-Mayert | kids_pets | 109.59 | Erin | Chavez | F | 3379 Williams Common | Littleton | CO | 80,120 | 39.5994 | -105.0044 | 320,420 | Water engineer | 1975-07-31 | eee4597f40074022c7d4105b14e27a15 | 1,326,117,961 | 39.478962 | -104.43495 | 0 |
14,983 | 2019-01-09 14:06:41 | 4,198,470,814,557 | fraud_Cartwright PLC | kids_pets | 109.24 | Christie | Williamson | F | 519 Jerry Views | Avoca | IA | 51,521 | 41.4768 | -95.3509 | 2,036 | Engineering geologist | 1971-08-20 | 2efef3aa4f46493c44009aacb6f42b31 | 1,326,118,001 | 41.299999 | -94.858409 | 0 |
14,984 | 2019-01-09 14:09:48 | 213,195,754,007,681 | fraud_Bauch-Blanda | entertainment | 7.01 | Zachary | Allen | M | 69252 Oconnor Alley Apt. 153 | Ollie | IA | 52,576 | 41.2001 | -92.1354 | 568 | Commercial horticulturist | 1969-07-24 | 2476e9ddeafb809441e42cffe2a93f91 | 1,326,118,188 | 40.332352 | -92.507405 | 0 |
14,985 | 2019-01-09 14:10:40 | 3,561,212,938,177,173 | fraud_Hickle Group | shopping_pos | 2.83 | Jose | Campbell | M | 550 Cunningham Squares | Dadeville | AL | 36,853 | 32.8224 | -85.7704 | 8,269 | Minerals surveyor | 1977-01-04 | 8751c8e5372582208a3ecbb9ecc18f96 | 1,326,118,240 | 33.655015 | -85.815046 | 0 |
14,986 | 2019-01-09 14:11:09 | 373,905,417,449,658 | fraud_Pouros-Conroy | shopping_pos | 75.32 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | 67cdb8f733d59fb3334fab3e0f34dd1e | 1,326,118,269 | 32.637169 | -98.359439 | 0 |
14,987 | 2019-01-09 14:11:55 | 5,456,712,664,803,820 | fraud_Zemlak, Tillman and Cremin | personal_care | 28.75 | Pamela | Matthews | F | 36659 Smith Club Apt. 080 | Llano | NM | 87,543 | 36.1486 | -105.6648 | 247 | Architectural technologist | 1961-10-24 | a7304d11d50292f91b840ede35ae61ea | 1,326,118,315 | 35.334068 | -105.096783 | 0 |
14,988 | 2019-01-09 14:12:32 | 4,155,021,259,183,870 | fraud_Hintz, Bauch and Smith | health_fitness | 29.18 | 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 | 2379c2e639d5daa18a4c1249081cca2f | 1,326,118,352 | 35.175918 | -98.988718 | 0 |
14,989 | 2019-01-09 14:13:26 | 3,559,723,917,628,303 | fraud_Dare, Fritsch and Zboncak | health_fitness | 76.43 | Matthew | Huerta | M | 622 Williams Trafficway | Ringwood | IL | 60,072 | 42.4048 | -88.3054 | 928 | Outdoor activities/education manager | 1985-05-13 | 3a9fa3163494d60cb26d2987607bf85d | 1,326,118,406 | 42.071055 | -87.424498 | 0 |
14,990 | 2019-01-09 14:13:35 | 4,951,647,200,979,051 | fraud_Homenick LLC | personal_care | 17.26 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 4a00b60e304901ab549ae1022824b4ae | 1,326,118,415 | 37.023382 | -89.326593 | 0 |
14,991 | 2019-01-09 14:14:50 | 377,026,671,291,680 | fraud_Langworth LLC | personal_care | 108 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | 17b5ee4ade3737e347219a3cd3b0c820 | 1,326,118,490 | 36.338819 | -90.481937 | 0 |
14,992 | 2019-01-09 14:17:00 | 4,996,263,498,048,679 | fraud_Thompson-Gleason | health_fitness | 14.45 | Kendra | King | F | 154 Hernandez Keys | Smith River | CA | 95,567 | 41.9404 | -124.1587 | 1,930 | Web designer | 1983-06-13 | 618b98d906721265b8f5032d35ca40e0 | 1,326,118,620 | 42.850773 | -124.481697 | 0 |
14,993 | 2019-01-09 14:18:05 | 4,220,345,354,880 | fraud_Gerhold LLC | home | 34.54 | Patrick | Torres | M | 27386 Snyder Station | Oxford | MI | 48,371 | 42.8223 | -83.2829 | 24,840 | Agricultural consultant | 1960-01-20 | 312901ffa59aa9b2df7d32764b520bde | 1,326,118,685 | 43.633584 | -83.879321 | 0 |
14,994 | 2019-01-09 14:18:19 | 6,506,116,513,503,136 | fraud_Mosciski, Ziemann and Farrell | shopping_net | 206.12 | Kimberly | Rice | F | 63991 Destiny Rue Apt. 651 | Tyler | TX | 75,703 | 32.2768 | -95.3031 | 144,160 | Sports development officer | 1984-05-04 | bc79c3f08f249b52ed9c398c30300e67 | 1,326,118,699 | 33.219305 | -94.455965 | 0 |
14,995 | 2019-01-09 14:18:19 | 346,243,940,647,414 | fraud_Hintz, Bauch and Smith | health_fitness | 2.56 | Sean | Miller | M | 6340 Jeffrey Dale | Thornville | OH | 43,076 | 39.8974 | -82.4071 | 9,051 | Audiological scientist | 1983-01-08 | 148e8a2e10149bb9a97ed52b5e2cb492 | 1,326,118,699 | 39.168355 | -81.633216 | 0 |
14,996 | 2019-01-09 14:18:24 | 3,598,215,285,024,754 | fraud_Yost, Schamberger and Windler | kids_pets | 22.87 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | 776b578ff5fb4da79b5ed6eb83b865ea | 1,326,118,704 | 41.57417 | -73.078433 | 0 |
14,997 | 2019-01-09 14:20:34 | 6,547,670,341,037,171 | fraud_Prosacco, Kreiger and Kovacek | home | 80.32 | Bryce | Joseph | M | 148 Baker Field | Chester Heights | PA | 19,017 | 39.8839 | -75.4669 | 348 | Management consultant | 1945-05-05 | 85e2ef71f798796e4111054f7e080c82 | 1,326,118,834 | 39.490585 | -75.379855 | 0 |
14,998 | 2019-01-09 14:21:17 | 6,592,074,504,369,261 | fraud_Metz, Russel and Metz | kids_pets | 13.78 | Amanda | Molina | F | 8425 Daniel Knolls Suite 288 | Philadelphia | PA | 19,154 | 40.0897 | -74.9781 | 1,526,206 | Commercial horticulturist | 1972-05-23 | 0abb6ac4b61877a0b72fb26a55a97ec6 | 1,326,118,877 | 39.534107 | -75.759418 | 0 |
14,999 | 2019-01-09 14:21:24 | 4,570,636,521,433,188 | fraud_Dietrich-Fadel | health_fitness | 67.37 | Christine | Leblanc | F | 5097 Jodi Vista Suite 811 | Deltona | FL | 32,725 | 28.8989 | -81.2473 | 88,735 | Commercial horticulturist | 1988-04-09 | a5a80b69c0a844655381ef34d1ed4348 | 1,326,118,884 | 29.604324 | -80.448413 | 0 |
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