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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,284,100 | 2020-06-16 09:16:28 | 6,523,180,720,198,790 | fraud_Schmeler Inc | misc_pos | 3.71 | Alan | Taylor | M | 560 Molina Path | Oakdale | NY | 11,769 | 40.7382 | -73.1297 | 9,506 | Biochemist, clinical | 1953-04-13 | 642826cd917132868d30993bca98db8c | 1,371,374,188 | 39.981316 | -73.05398 | 0 |
1,284,101 | 2020-06-16 09:16:35 | 4,294,930,380,592 | fraud_Stoltenberg-Beatty | shopping_pos | 2.19 | Misty | Rivera | F | 1980 Vasquez Manors Apt. 574 | Catawba | VA | 24,070 | 37.3696 | -80.1284 | 1,363 | Equality and diversity officer | 1940-08-23 | 471dc88619d5d694c9f65224bdcc8d3e | 1,371,374,195 | 38.29189 | -80.785175 | 0 |
1,284,102 | 2020-06-16 09:16:40 | 3,597,337,756,918,966 | fraud_Hermann and Sons | shopping_pos | 8.29 | 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 | 9937dd276db19f094bbddae8e589fa79 | 1,371,374,200 | 38.958754 | -76.608108 | 0 |
1,284,103 | 2020-06-16 09:16:47 | 4,861,310,130,652,567,000 | fraud_Kutch Group | grocery_net | 40.89 | 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 | 3fc0b05ce81a347112918e21edbf0975 | 1,371,374,207 | 29.355777 | -91.487269 | 0 |
1,284,104 | 2020-06-16 09:16:56 | 630,451,534,402 | fraud_Pacocha-O'Reilly | grocery_pos | 142.95 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | 424b92f08e6c9c18d4128824dc889df0 | 1,371,374,216 | 45.699414 | -86.758428 | 0 |
1,284,105 | 2020-06-16 09:17:05 | 6,011,999,606,625,827 | fraud_VonRueden Group | grocery_net | 87.24 | Ronald | Carson | M | 870 Rocha Drive | Harrington Park | NJ | 7,640 | 40.9918 | -73.98 | 4,664 | Radiographer, diagnostic | 1965-06-30 | c4013dd1e96158d35ef8a3dcb613bebf | 1,371,374,225 | 40.994902 | -74.196362 | 0 |
1,284,106 | 2020-06-16 09:17:13 | 4,066,595,222,529 | fraud_Mohr Inc | shopping_pos | 1.12 | Jamie | Olson | F | 3423 Michael Canyon Suite 276 | River | KY | 41,254 | 37.8795 | -82.7251 | 571 | Quarry manager | 1931-03-07 | 9918dd141db1ab6f37274a80e597e25f | 1,371,374,233 | 38.82449 | -83.555378 | 0 |
1,284,107 | 2020-06-16 09:17:21 | 4,006,047,418,382 | fraud_Zemlak Group | misc_net | 6.51 | Robert | Sanchez | M | 7314 Johnson Square Apt. 296 | Parkers Lake | KY | 42,634 | 36.8347 | -84.4436 | 1,565 | Designer, industrial/product | 1968-07-24 | eee7f73d5ec99a609afee1396bc18fd2 | 1,371,374,241 | 37.716628 | -84.675422 | 0 |
1,284,108 | 2020-06-16 09:17:58 | 4,514,242,065,619,750 | fraud_Kutch LLC | gas_transport | 66.6 | Janet | Carpenter | F | 9870 Collins Flat | Laramie | WY | 82,072 | 41.4247 | -105.4781 | 35,371 | Pilot, airline | 1988-09-02 | 94fd67cc7630945e6837b13249eab60c | 1,371,374,278 | 41.748117 | -105.198746 | 0 |
1,284,109 | 2020-06-16 09:19:11 | 630,469,040,731 | fraud_Halvorson Group | misc_pos | 1.02 | Meredith | Ayala | F | 7107 Henderson Station | Cascade Locks | OR | 97,014 | 45.671 | -121.8686 | 1,288 | Barrister | 1936-05-01 | d0797e4e58773eaf01814eb9a1738a9b | 1,371,374,351 | 45.229646 | -122.762678 | 0 |
1,284,110 | 2020-06-16 09:19:19 | 4,952,583,804,639,909 | fraud_Douglas-White | entertainment | 201.44 | Patricia | Rodriguez | F | 386 Randolph Throughway | Warren | OH | 44,483 | 41.2639 | -80.8164 | 75,903 | Magazine features editor | 1957-04-05 | b822572bc01ef803d84f84a981e94d44 | 1,371,374,359 | 41.396463 | -80.660016 | 0 |
1,284,111 | 2020-06-16 09:19:35 | 4,344,955,088,481,397 | fraud_Doyle Ltd | grocery_pos | 87.92 | Christopher | Rodgers | M | 30587 Fox Shores Apt. 627 | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Communications engineer | 1976-09-29 | b3c61f2b2a123f0a8a1e75fa76bea47e | 1,371,374,375 | 41.592796 | -79.22531 | 0 |
1,284,112 | 2020-06-16 09:19:40 | 4,170,689,372,027,579 | fraud_Kilback LLC | grocery_pos | 34.44 | Samuel | Frey | M | 830 Myers Plaza Apt. 384 | Edmond | OK | 73,034 | 35.6665 | -97.4798 | 116,001 | Media buyer | 1993-05-10 | ab0a90302f8b93c6316650a93d29a25b | 1,371,374,380 | 34.867986 | -97.641991 | 0 |
1,284,113 | 2020-06-16 09:20:14 | 4,561,546,772,499 | fraud_Koelpin and Sons | misc_net | 85.92 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | e1157403aa599b73df3a12da30199307 | 1,371,374,414 | 34.420056 | -105.261959 | 0 |
1,284,114 | 2020-06-16 09:21:05 | 4,890,424,426,862,857,000 | fraud_Lehner, Mosciski and King | misc_net | 9.83 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | 8aa97e8bbda5f2aa70b07c07c9449855 | 1,371,374,465 | 37.913169 | -121.355565 | 0 |
1,284,115 | 2020-06-16 09:21:09 | 6,011,231,546,538,393 | fraud_Rippin, Kub and Mann | misc_net | 8.67 | Johnny | Bennett | M | 321 Camacho Causeway | Boonton | NJ | 7,005 | 40.9115 | -74.414 | 15,269 | Psychologist, sport and exercise | 1993-07-05 | 2e90fee1ae86dbfd68a955b6e007775c | 1,371,374,469 | 40.988947 | -75.398271 | 0 |
1,284,116 | 2020-06-16 09:21:26 | 4,610,050,989,831,291 | fraud_McCullough LLC | misc_pos | 36.19 | James | Lynch | M | 5155 Mary Common Apt. 927 | Utica | PA | 16,362 | 41.4798 | -79.9403 | 1,102 | Garment/textile technologist | 1989-07-08 | 291562a42f12124f6cb7cc86d1d50a96 | 1,371,374,486 | 41.381265 | -79.44849 | 0 |
1,284,117 | 2020-06-16 09:21:32 | 4,220,495,028,289,516,500 | fraud_Auer-West | shopping_net | 5.04 | Bethany | Andrade | F | 7898 Wanda Springs | Corona | CA | 92,882 | 33.8419 | -117.6043 | 233,717 | Wellsite geologist | 1966-05-22 | 555cf98eda02bfc77c91ac3834a293a1 | 1,371,374,492 | 32.899045 | -118.602205 | 0 |
1,284,118 | 2020-06-16 09:22:04 | 6,011,367,958,204,270 | fraud_Bradtke PLC | grocery_pos | 195.85 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 85dc5791f850432eed4537d688ae8ee8 | 1,371,374,524 | 40.76228 | -81.215872 | 0 |
1,284,119 | 2020-06-16 09:22:05 | 4,195,832,462,863,385 | fraud_Kunze Inc | grocery_pos | 136.93 | Victoria | Mcbride | F | 0688 Kevin Manor | Clarksville | MO | 63,336 | 39.3465 | -90.9362 | 1,146 | Exercise physiologist | 1929-04-07 | 4bc849c641dbe3afbd8bd29e2aaaea35 | 1,371,374,525 | 39.927541 | -90.126713 | 0 |
1,284,120 | 2020-06-16 09:22:55 | 30,551,643,947,183 | fraud_Pacocha-O'Reilly | grocery_pos | 176.4 | Morgan | Smith | F | 1441 Bradley Place | Grover | NC | 28,073 | 35.1836 | -81.4552 | 5,621 | Toxicologist | 1973-11-14 | 359b8d2730be963a8c17919c1cbc1602 | 1,371,374,575 | 34.417099 | -81.843707 | 0 |
1,284,121 | 2020-06-16 09:24:31 | 213,125,815,021,702 | fraud_Koepp-Witting | grocery_pos | 81.36 | Adam | Kirk | M | 40847 Stark Junctions | Big Indian | NY | 12,410 | 42.074 | -74.453 | 397 | Psychiatrist | 1931-09-12 | 31f57ac7d4e25253f52294ba146a3543 | 1,371,374,671 | 41.59886 | -75.202346 | 0 |
1,284,122 | 2020-06-16 09:24:41 | 4,653,879,239,169,997 | fraud_Kutch LLC | gas_transport | 60.28 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | a47ff2aa778065227146e98f84045d46 | 1,371,374,681 | 36.858882 | -85.814179 | 0 |
1,284,123 | 2020-06-16 09:24:46 | 4,482,427,013,979,020 | fraud_Erdman-Kertzmann | gas_transport | 58.04 | Leslie | Ford | F | 4938 Hatfield Course | Henderson | WV | 25,106 | 38.8265 | -82.1364 | 642 | Building services engineer | 1946-08-30 | 67efb1f641073ad21a0c3c7bbc8cbb88 | 1,371,374,686 | 38.976253 | -81.464005 | 0 |
1,284,124 | 2020-06-16 09:24:59 | 4,874,017,206,859,125 | fraud_Herzog Ltd | misc_pos | 14.47 | Lauren | Williams | F | 065 Jones Stravenue | Lake Oswego | OR | 97,034 | 45.4093 | -122.6847 | 42,817 | Planning and development surveyor | 1982-05-28 | 7c66dda5aed4c1b150278377c36b5710 | 1,371,374,699 | 46.32165 | -122.872131 | 0 |
1,284,125 | 2020-06-16 09:25:09 | 2,284,059,275,940,012 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 90.84 | Thomas | Mathis | M | 26615 Nelson Lane | Moores Hill | IN | 47,032 | 39.0945 | -85.0638 | 3,289 | Sub | 1969-11-22 | f7b3ea2e6c1e9afe6e82cac684e76e86 | 1,371,374,709 | 38.756588 | -86.040132 | 0 |
1,284,126 | 2020-06-16 09:25:34 | 375,767,678,113,375 | fraud_McDermott-Rice | misc_pos | 6.98 | Christopher | Patterson | M | 16744 Campbell Wall Apt. 372 | Timberville | VA | 22,853 | 38.6476 | -78.7717 | 4,367 | Waste management officer | 1962-04-12 | 0dd4eb1ca5eb5a35b6f07a825c638104 | 1,371,374,734 | 38.943391 | -78.446615 | 0 |
1,284,127 | 2020-06-16 09:25:52 | 2,248,735,346,244,816 | fraud_Barton Inc | grocery_pos | 142.41 | Jacob | Weber | M | 29156 Mark Park Apt. 108 | Utica | KS | 67,584 | 38.6411 | -100.138 | 269 | Product/process development scientist | 1962-11-11 | d42b51a61fc161ba365c126da275dc8f | 1,371,374,752 | 39.219362 | -100.620717 | 0 |
1,284,128 | 2020-06-16 09:26:34 | 501,802,953,619 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 101.43 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96,037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | 362e7f4fccd857563ed05b3bd35cff32 | 1,371,374,794 | 41.751423 | -122.239537 | 0 |
1,284,129 | 2020-06-16 09:27:52 | 4,457,732,997,086,323,700 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 113.84 | Stanley | Mayo | M | 3433 Jones Branch | Fiddletown | CA | 95,629 | 38.5234 | -120.6763 | 832 | Immigration officer | 1987-05-19 | f9ad5cf82de9daf89c67d4c724b64368 | 1,371,374,872 | 37.589038 | -121.068274 | 0 |
1,284,130 | 2020-06-16 09:28:13 | 3,598,895,972,308,782 | fraud_Haley Group | misc_pos | 2.95 | Kenneth | Richards | M | 994 Livingston Extensions Suite 918 | Norwalk | OH | 44,857 | 41.2403 | -82.6078 | 23,805 | Copy | 1970-02-22 | f6f98f50b33ba980db049c4634c88942 | 1,371,374,893 | 41.257264 | -82.793188 | 0 |
1,284,131 | 2020-06-16 09:30:53 | 630,423,337,322 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 46.08 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | a12ac88f51e48cb208e0ac140c20ba28 | 1,371,375,053 | 48.855562 | -119.14726 | 0 |
1,284,132 | 2020-06-16 09:31:29 | 4,377,338,765,909,719 | fraud_Stroman, Hudson and Erdman | gas_transport | 49.96 | Nicholas | Mcmahon | M | 2123 Jonathan Falls Suite 753 | Heiskell | TN | 37,754 | 36.115 | -84.0438 | 4,729 | Geologist, wellsite | 1982-04-19 | f4242bdecf7787a8b18f1c9336a5e393 | 1,371,375,089 | 35.842194 | -85.021396 | 0 |
1,284,133 | 2020-06-16 09:31:34 | 4,427,805,710,168 | fraud_Adams, Kovacek and Kuhlman | grocery_net | 38.57 | Michelle | Rodriguez | F | 1742 Brandon Squares Apt. 461 | Ruidoso | NM | 88,355 | 33.3305 | -105.6933 | 8,874 | Licensed conveyancer | 2000-08-16 | 9b98c7ba66151dc150e412ca4db19ce1 | 1,371,375,094 | 33.057459 | -106.032031 | 0 |
1,284,134 | 2020-06-16 09:31:47 | 4,334,230,547,694,630 | fraud_Connelly, Reichert and Fritsch | gas_transport | 69.38 | Scott | Martin | M | 7483 Navarro Flats | Freedom | WY | 83,120 | 43.0172 | -111.0292 | 471 | Education officer, museum | 1967-08-02 | 41a12d1dd366f0e703b3f1ee379c79ae | 1,371,375,107 | 42.829335 | -111.677913 | 0 |
1,284,135 | 2020-06-16 09:31:49 | 4,623,560,839,669 | fraud_Cartwright-Harris | grocery_pos | 110.33 | Vincent | Waller | M | 9379 Vanessa Run Apt. 400 | Lohrville | IA | 51,453 | 42.2619 | -94.5566 | 695 | Administrator | 1954-07-15 | bbfc3817b02d18e994248b5502d28760 | 1,371,375,109 | 42.459062 | -95.392567 | 0 |
1,284,136 | 2020-06-16 09:32:16 | 4,713,464,490,314,802 | fraud_Bernier, Streich and Jewess | grocery_net | 52.29 | Wesley | Parker | M | 7452 Browning Port | Mc Intosh | SD | 57,641 | 45.7084 | -101.1546 | 295 | Designer, industrial/product | 1981-01-26 | 0bde9806f34733e9db92d6ac05a70413 | 1,371,375,136 | 44.755336 | -101.420688 | 0 |
1,284,137 | 2020-06-16 09:32:19 | 3,533,800,906,065,217 | fraud_Ledner-Pfannerstill | gas_transport | 64.41 | Amber | Thornton | F | 840 Werner Lock Apt. 852 | Campbell | NE | 68,932 | 40.2967 | -98.737 | 493 | Surveyor, minerals | 1940-09-13 | d8aad46494b30c22dfac36dd007e8f5c | 1,371,375,139 | 39.812323 | -99.477547 | 0 |
1,284,138 | 2020-06-16 09:32:51 | 4,550,599,031,376,731 | fraud_O'Keefe-Hudson | grocery_pos | 100.3 | Angela | West | F | 9471 Wong Islands | Mansfield | OH | 44,902 | 40.7559 | -82.5123 | 92,985 | Press photographer | 1968-05-29 | 71beebbb9ec72116d214eb5a17eb2813 | 1,371,375,171 | 41.428435 | -81.825707 | 0 |
1,284,139 | 2020-06-16 09:33:06 | 3,561,963,695,236,764 | fraud_Hudson-Ratke | grocery_pos | 107.06 | Michael | Lee | M | 7915 Dawn Roads Apt. 544 | Shelter Island | NY | 11,964 | 41.064 | -72.3366 | 1,858 | Clinical biochemist | 1984-03-03 | a03f7f401c9325be39276fe6cef7bc3b | 1,371,375,186 | 40.454432 | -72.827373 | 0 |
1,284,140 | 2020-06-16 09:33:16 | 4,265,776,278,887,457 | fraud_Conroy-Cruickshank | gas_transport | 38.87 | Christine | Best | F | 68248 Deanna Land | Enola | AR | 72,047 | 35.2087 | -92.2123 | 969 | Physicist, medical | 1954-01-05 | d4612039f90b794c9a0e93ad39b283ab | 1,371,375,196 | 34.774087 | -91.458032 | 0 |
1,284,141 | 2020-06-16 09:33:25 | 4,587,577,161,160,601 | fraud_Donnelly PLC | misc_net | 383.51 | Tina | Lawrence | F | 12444 Jacob Pines | Nobleboro | ME | 4,555 | 44.0943 | -69.4828 | 1,643 | Financial trader | 1976-04-12 | 3b18cc75bf2a74d70da7538b95e501aa | 1,371,375,205 | 44.055742 | -69.073155 | 0 |
1,284,142 | 2020-06-16 09:35:06 | 345,389,171,551,808 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 24.79 | Justin | Fowler | M | 5569 Phillips Neck Apt. 003 | Coffeeville | MS | 38,922 | 33.9215 | -89.6782 | 3,451 | Financial trader | 1984-05-19 | 78776b4c9d84b646139002ce34b6f6ba | 1,371,375,306 | 33.238592 | -89.742454 | 0 |
1,284,143 | 2020-06-16 09:35:26 | 3,575,540,972,310,993 | fraud_Kutch-Hegmann | grocery_net | 48.79 | Rachel | Villarreal | F | 250 Carrie Throughway | University | MS | 38,677 | 34.3396 | -89.5736 | 4,198 | Curator | 2001-06-22 | 37294a696f71977ccd0495ed80051d70 | 1,371,375,326 | 34.077585 | -89.943492 | 0 |
1,284,144 | 2020-06-16 09:36:00 | 630,441,765,090 | fraud_Kerluke PLC | misc_net | 6.34 | Susan | Washington | F | 759 Erin Mount Suite 956 | May | TX | 76,857 | 31.9571 | -98.9656 | 1,791 | Corporate investment banker | 1965-07-26 | 2f37c1e9abcc9827f1475c0855b052d4 | 1,371,375,360 | 32.487198 | -98.369018 | 0 |
1,284,145 | 2020-06-16 09:36:27 | 4,509,922,033,272,157 | fraud_Heidenreich PLC | grocery_pos | 108.99 | Monica | West | F | 22084 Smith Roads Suite 776 | Hurley | SD | 57,036 | 43.2893 | -97.1904 | 811 | Neurosurgeon | 1972-03-28 | 20d0c382d29999da347aa0af1bcf6d55 | 1,371,375,387 | 43.865548 | -97.164416 | 0 |
1,284,146 | 2020-06-16 09:36:28 | 4,836,998,673,805,450 | fraud_Paucek-Wiza | grocery_net | 45.02 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 802b2292d471bb6a9458572b702dfe2a | 1,371,375,388 | 46.451526 | -86.818249 | 0 |
1,284,147 | 2020-06-16 09:36:51 | 180,046,617,132,290 | fraud_Murray Ltd | grocery_net | 70.89 | Erika | Mason | F | 083 Karen Island Apt. 656 | Goreville | IL | 62,939 | 37.575 | -88.9655 | 3,119 | Teacher, secondary school | 1942-04-17 | 854ca897d9b2232d7f2cb4688b0ef0a8 | 1,371,375,411 | 37.399033 | -88.229509 | 0 |
1,284,148 | 2020-06-16 09:36:55 | 30,026,790,933,302 | fraud_Kihn, Abernathy and Douglas | shopping_net | 94.86 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | b774051756a2b85e5936f704415c9311 | 1,371,375,415 | 31.934191 | -91.43783 | 0 |
1,284,149 | 2020-06-16 09:37:38 | 4,740,713,119,940,984 | fraud_Welch, Rath and Koepp | entertainment | 5.9 | Heather | Hines | F | 13776 Hicks Plains | Pomona | NY | 10,970 | 41.1901 | -74.0436 | 9,993 | Pensions consultant | 1962-10-16 | 600553ed44add391dffaf855dc53da32 | 1,371,375,458 | 40.719129 | -73.477826 | 0 |
1,284,150 | 2020-06-16 09:38:26 | 3,523,898,249,167,098 | fraud_Flatley-Durgan | misc_net | 1.67 | Joshua | Carpenter | M | 04975 Allison Shoal | Bronx | NY | 10,463 | 40.8798 | -73.9067 | 1,382,480 | Therapist, drama | 1990-11-09 | 97cc8d82465c782ef5c91ae4d6c2dd65 | 1,371,375,506 | 40.58176 | -72.991005 | 0 |
1,284,151 | 2020-06-16 09:38:59 | 3,540,210,836,308,425 | fraud_Lesch Ltd | shopping_pos | 138.74 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | 99c060a745c218747a4e1f881086f462 | 1,371,375,539 | 34.897731 | -103.098238 | 0 |
1,284,152 | 2020-06-16 09:41:14 | 3,526,826,139,003,047 | fraud_Koepp-Witting | grocery_pos | 157.65 | Nathan | Massey | M | 5783 Evan Roads Apt. 465 | Falmouth | MI | 49,632 | 44.2529 | -85.017 | 1,126 | Furniture designer | 1955-07-06 | 5a2240bef54718379d361f2505b94088 | 1,371,375,674 | 43.417141 | -85.047732 | 0 |
1,284,153 | 2020-06-16 09:41:16 | 4,562,827,002,127 | fraud_Heller, Gutmann and Zieme | grocery_pos | 86.14 | Christopher | Johnson | M | 28711 Kristine Junction Suite 309 | Greenville | OH | 45,331 | 40.0987 | -84.6342 | 22,930 | Media planner | 1971-11-26 | 61c712d6ad846ed08ee1399407fc748e | 1,371,375,676 | 40.695698 | -85.253719 | 0 |
1,284,154 | 2020-06-16 09:41:23 | 30,242,921,189,660 | fraud_McDermott-Weimann | grocery_pos | 119.94 | Dalton | Jones | M | 3304 Hernandez Run | Afton | MI | 49,705 | 45.3637 | -84.4695 | 937 | Technical brewer | 1958-04-06 | 498c9b96b886e239d4ceb94a18555d80 | 1,371,375,683 | 45.187361 | -84.253946 | 0 |
1,284,155 | 2020-06-16 09:41:42 | 341,546,199,006,537 | fraud_Lehner, Mosciski and King | misc_net | 78.24 | Mark | Brown | M | 8580 Moore Cove | Wales | AK | 99,783 | 64.7556 | -165.6723 | 145 | Administrator, education | 1939-11-09 | bdc4b7bfdcd44b29a9f03038253de0b8 | 1,371,375,702 | 64.803643 | -166.262488 | 0 |
1,284,156 | 2020-06-16 09:43:20 | 2,475,085,306,462,014 | fraud_Kihn, Abernathy and Douglas | shopping_net | 76.27 | John | Miller | M | 153 Mccullough Springs Apt. 857 | Lamberton | MN | 56,152 | 44.2378 | -95.2739 | 1,507 | Land/geomatics surveyor | 1993-10-12 | e204bc2b6853e69a3f4df8374509d08f | 1,371,375,800 | 43.396756 | -95.926798 | 0 |
1,284,157 | 2020-06-16 09:43:38 | 6,534,628,260,579,800 | fraud_Mraz-Herzog | gas_transport | 79.13 | Christine | Harris | F | 29606 Martinez Views Suite 653 | Hinesburg | VT | 5,461 | 44.3346 | -73.098 | 4,542 | Claims inspector/assessor | 1998-03-19 | e8302295367ce373cbad352a7054e0cf | 1,371,375,818 | 43.645805 | -72.371504 | 0 |
1,284,158 | 2020-06-16 09:43:49 | 3,541,160,328,600,277 | fraud_Berge LLC | gas_transport | 46.43 | Jason | Singh | M | 4720 Anna Ways | Murrayville | IL | 62,668 | 39.5723 | -90.2379 | 1,512 | Commercial/residential surveyor | 2003-05-07 | 46556a221a4df42d3da4e8d10e16193e | 1,371,375,829 | 39.597099 | -89.834383 | 0 |
1,284,159 | 2020-06-16 09:44:04 | 4,904,681,492,230,012 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 60.38 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | 29b783bf79c195dafcb8d159aa8d6d1d | 1,371,375,844 | 40.934992 | -73.942561 | 0 |
1,284,160 | 2020-06-16 09:44:09 | 371,226,440,126,102 | fraud_Friesen-D'Amore | gas_transport | 49.86 | Stacy | Lambert | F | 85430 Julie Trafficway Suite 792 | Mulberry Grove | IL | 62,262 | 38.9311 | -89.2463 | 1,810 | Race relations officer | 1974-12-24 | fbac11e00d032a51da9a62a2e97af534 | 1,371,375,849 | 38.080978 | -89.712945 | 0 |
1,284,161 | 2020-06-16 09:44:35 | 30,143,535,920,989 | fraud_Rau and Sons | grocery_pos | 66.53 | Lisa | Collins | F | 44197 Jeffrey Port Suite 050 | Bridgeport | NJ | 8,014 | 39.8016 | -75.3478 | 504 | Engineer, control and instrumentation | 1980-08-17 | f18ae941a97ed88ba444207037ba4967 | 1,371,375,875 | 39.929405 | -75.559957 | 0 |
1,284,162 | 2020-06-16 09:44:39 | 6,011,109,736,646,996 | fraud_Schmitt Ltd | misc_net | 107.06 | Rebecca | Erickson | F | 594 Berry Lights Apt. 392 | Wilmington | NC | 28,405 | 34.2651 | -77.867 | 186,140 | English as a second language teacher | 1983-02-08 | d6273b62d1f2de3a58db49f012b4b32b | 1,371,375,879 | 35.115024 | -77.530965 | 0 |
1,284,163 | 2020-06-16 09:44:46 | 4,839,043,708,100,390 | fraud_Kutch LLC | gas_transport | 75.51 | Meredith | Campbell | F | 043 Hanson Turnpike | Hedrick | IA | 52,563 | 41.1826 | -92.3097 | 1,583 | Geochemist | 1999-06-28 | 2ebaa6563bebc82f877947f78d02d8c8 | 1,371,375,886 | 41.889023 | -93.232521 | 0 |
1,284,164 | 2020-06-16 09:45:00 | 342,360,239,917,375 | fraud_Willms, Kris and Bergnaum | shopping_pos | 6.53 | Gabriella | Jordan | F | 1299 Joshua Plains | Howes Cave | NY | 12,092 | 42.7045 | -74.3648 | 1,304 | Jewellery designer | 1970-06-09 | 891bd6c7569b710383e32267de38c4e5 | 1,371,375,900 | 41.862823 | -73.846692 | 0 |
1,284,165 | 2020-06-16 09:45:06 | 6,592,074,504,369,261 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 157.24 | Amanda | Molina | F | 8425 Daniel Knolls Suite 288 | Philadelphia | PA | 19,154 | 40.0897 | -74.9781 | 1,526,206 | Commercial horticulturist | 1972-05-23 | 776d3c945b00b2d6e6c7f168000b60f7 | 1,371,375,906 | 40.380929 | -74.707335 | 0 |
1,284,166 | 2020-06-16 09:45:31 | 180,084,576,295,055 | fraud_Lockman, West and Runte | grocery_pos | 122.96 | David | Kirby | M | 133 Alyssa Plains | Lolita | TX | 77,971 | 28.7724 | -96.4793 | 911 | Archaeologist | 1970-01-18 | 5557f13c40a6022b188b03a480ea2084 | 1,371,375,931 | 28.210824 | -96.716145 | 0 |
1,284,167 | 2020-06-16 09:46:20 | 3,564,839,259,330,465 | fraud_Reichert, Shanahan and Hayes | shopping_net | 5.3 | 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 | 0951b664a11ee86af6be7e899cd01744 | 1,371,375,980 | 37.063358 | -122.401818 | 0 |
1,284,168 | 2020-06-16 09:47:08 | 3,558,652,751,678,952 | fraud_Kris-Padberg | shopping_pos | 9.28 | Teresa | Blankenship | F | 6638 Lucero Mill Suite 952 | Karnack | TX | 75,661 | 32.6205 | -94.2 | 2,807 | Chiropodist | 1931-01-26 | c58a44f72285ab60a9bcc430656e5222 | 1,371,376,028 | 31.674039 | -93.286113 | 0 |
1,284,169 | 2020-06-16 09:47:27 | 30,143,535,920,989 | fraud_Emard Inc | gas_transport | 72.92 | Lisa | Collins | F | 44197 Jeffrey Port Suite 050 | Bridgeport | NJ | 8,014 | 39.8016 | -75.3478 | 504 | Engineer, control and instrumentation | 1980-08-17 | cf73717f053543c0c0d623d3607d6049 | 1,371,376,047 | 39.197783 | -75.189725 | 0 |
1,284,170 | 2020-06-16 09:47:39 | 3,533,012,926,413,100 | fraud_Wiegand-Lowe | grocery_net | 49.38 | Megan | Bernard | F | 128 Nathan Ramp | Barneveld | NY | 13,304 | 43.2237 | -75.1612 | 1,684 | IT trainer | 1994-03-01 | b1b4ebcf5285747eb19d9a368fc29fb4 | 1,371,376,059 | 42.765677 | -75.0702 | 0 |
1,284,171 | 2020-06-16 09:47:53 | 3,519,232,971,341,141 | fraud_Kemmer-Reinger | grocery_net | 55.11 | Michael | Jones | M | 754 Smith Isle | Amsterdam | OH | 43,903 | 40.4731 | -80.9596 | 2,208 | Mental health nurse | 1961-09-10 | dc610fd7351ab69dd8f0762ca4cb601d | 1,371,376,073 | 40.12869 | -81.306484 | 0 |
1,284,172 | 2020-06-16 09:48:08 | 571,465,035,400 | fraud_Jast-McDermott | shopping_pos | 149.86 | Louis | Fisher | M | 45654 Hess Rest | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Freight forwarder | 1976-02-26 | 65f65156e210b24a100d5b34539d78d6 | 1,371,376,088 | 42.382683 | -109.346473 | 0 |
1,284,173 | 2020-06-16 09:48:11 | 374,125,201,044,065 | fraud_O'Hara-Wilderman | food_dining | 116.63 | Christopher | Gilbert | M | 20937 Reed Lakes Apt. 271 | Washington | DC | 20,012 | 38.9757 | -77.0282 | 601,723 | Optician, dispensing | 1970-07-20 | d4f9d96f99fe3ee03122b4fd444bf47a | 1,371,376,091 | 39.598443 | -77.317269 | 0 |
1,284,174 | 2020-06-16 09:49:39 | 584,673,555,952 | fraud_Schmitt Inc | gas_transport | 54.35 | Jessica | Jordan | F | 071 Wise Trace | Coleharbor | ND | 58,531 | 47.5196 | -101.2332 | 307 | Make | 1930-08-13 | 4d7691df734769b29c5cbd6cb21a6191 | 1,371,376,179 | 46.658465 | -101.772848 | 0 |
1,284,175 | 2020-06-16 09:50:32 | 3,586,008,444,788,268 | fraud_Spinka Inc | grocery_net | 55.93 | Crystal | Fuller | F | 000 Jennifer Mills | Issaquah | WA | 98,027 | 47.4974 | -122.0107 | 50,489 | Osteopath | 1984-02-29 | fe7d29c570d1919a09b67ee777156907 | 1,371,376,232 | 47.196165 | -121.04104 | 0 |
1,284,176 | 2020-06-16 09:50:37 | 3,583,793,405,872,580 | fraud_Rau and Sons | grocery_pos | 106.78 | Beth | Lambert | F | 6447 Johnson Estates Apt. 986 | Roosevelt | OK | 73,564 | 34.847 | -98.9836 | 551 | Amenity horticulturist | 1970-09-27 | f331234c749623d69c79fdb660cf6a7c | 1,371,376,237 | 35.679429 | -99.338975 | 0 |
1,284,177 | 2020-06-16 09:51:20 | 6,011,388,901,471,808 | fraud_Prohaska-Murray | gas_transport | 74.81 | Jacqueline | Marsh | F | 950 Sheryl Spurs | Dunlevy | PA | 15,432 | 40.1151 | -79.8627 | 427 | Mining engineer | 1951-02-05 | 1ea78b166b30f8ffe2647b613399e489 | 1,371,376,280 | 40.428511 | -80.101528 | 0 |
1,284,178 | 2020-06-16 09:51:48 | 3,543,591,270,174,051 | fraud_Koepp-Parker | grocery_pos | 118.17 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | 675b2a3838230d50e1fb82d65f148c38 | 1,371,376,308 | 40.793065 | -79.741195 | 0 |
1,284,179 | 2020-06-16 09:52:50 | 4,933,461,930,348,832 | fraud_Bernhard Inc | gas_transport | 101.66 | Richard | Carter | M | 5097 Martin Ridges | Minneapolis | MN | 55,403 | 44.9673 | -93.2828 | 1,022,298 | Chemical engineer | 1976-09-29 | d90863e619e9d82c4ca82c630d6ead5f | 1,371,376,370 | 44.05247 | -92.541347 | 0 |
1,284,180 | 2020-06-16 09:52:50 | 501,828,204,849 | fraud_Mante Group | misc_net | 6.64 | Sandra | Davies | F | 31954 Eugene Lane Suite 572 | Dexter | KS | 67,038 | 37.1641 | -96.6917 | 602 | Buyer, industrial | 1958-10-26 | bf767f926d2896e47b884bc619559948 | 1,371,376,370 | 36.625065 | -97.525629 | 0 |
1,284,181 | 2020-06-16 09:53:01 | 30,328,384,440,870 | fraud_Schmitt Ltd | misc_net | 370.08 | Helen | Campbell | F | 182 Sergio Summit Apt. 129 | Browning | MO | 64,630 | 40.029 | -93.1607 | 602 | Cytogeneticist | 1954-07-14 | 2ede1997f30e2676bd49921cd267b1a6 | 1,371,376,381 | 41.015296 | -92.754865 | 0 |
1,284,182 | 2020-06-16 09:53:27 | 6,011,948,324,228,984 | fraud_Huel-Langworth | misc_net | 95.48 | Mckenzie | Brooks | F | 3872 Matthew Skyway | Paris | MS | 38,949 | 34.1992 | -89.382 | 297 | Administrator, local government | 1961-12-14 | fabd3c3bfcce6a02210b860c8c8e216e | 1,371,376,407 | 35.192224 | -89.9674 | 0 |
1,284,183 | 2020-06-16 09:53:40 | 180,014,262,259,255 | fraud_Kuhn Group | food_dining | 46.36 | Brianna | Page | F | 0043 Henry Plaza | Brantley | AL | 36,009 | 31.571 | -86.2743 | 2,566 | Exercise physiologist | 1958-06-26 | f25c95e1f592de978b1b4329d0659eb4 | 1,371,376,420 | 30.981725 | -87.235173 | 0 |
1,284,184 | 2020-06-16 09:54:10 | 4,736,845,434,667,908,000 | fraud_Kerluke PLC | misc_net | 6.36 | Toni | Gomez | F | 062 Carl Dam | Altona | NY | 12,910 | 44.8816 | -73.6408 | 2,148 | Surveyor, land/geomatics | 1953-05-23 | fcb16abaab7f2f01392f60c6c8dc5e21 | 1,371,376,450 | 44.044735 | -73.325191 | 0 |
1,284,185 | 2020-06-16 09:54:33 | 676,281,772,837 | fraud_Weimann, Kuhic and Beahan | shopping_pos | 8.63 | Alicia | Bishop | F | 222 Freeman Islands | Whigham | GA | 39,897 | 30.8836 | -84.3246 | 3,430 | Editor, commissioning | 1950-03-25 | 93e757e66afb71d4c7f59cf84a1cc8d9 | 1,371,376,473 | 30.909188 | -84.388293 | 0 |
1,284,186 | 2020-06-16 09:55:01 | 180,072,527,505,094 | fraud_Auer-Mosciski | grocery_pos | 107.16 | Cody | Miller | M | 25748 John Wells | Mooresville | NC | 28,117 | 35.584 | -80.8685 | 69,793 | Control and instrumentation engineer | 1953-12-08 | 0950f35bf72131e849790984c8e7ff94 | 1,371,376,501 | 36.157222 | -80.095545 | 0 |
1,284,187 | 2020-06-16 09:55:08 | 213,124,978,348,176 | fraud_Torp-Lemke | misc_pos | 27.21 | Steven | Arnold | M | 079 Chelsea Rest | Belfast | NY | 14,711 | 42.32 | -78.0943 | 1,766 | Mechanical engineer | 1962-06-04 | 1e5230dade6d1d4fb9cbbebcddb79aa2 | 1,371,376,508 | 42.743854 | -77.180204 | 0 |
1,284,188 | 2020-06-16 09:55:25 | 371,284,100,299,909 | fraud_Harber Inc | gas_transport | 52.46 | Hannah | Thomas | F | 1004 Willis Pass | Hedley | TX | 79,237 | 34.8698 | -100.6806 | 513 | Early years teacher | 1976-05-24 | fa8eca750b2c0564ccc9681611728ef4 | 1,371,376,525 | 34.391175 | -100.330206 | 0 |
1,284,189 | 2020-06-16 09:55:32 | 4,018,105,808,392,773,600 | fraud_Jones, Sawayn and Romaguera | misc_net | 47.28 | Katherine | Love | F | 5884 Sandoval Square Apt. 371 | Allenhurst | NJ | 7,711 | 40.2367 | -74.0067 | 1,533 | Administrator, charities/voluntary organisations | 1935-04-15 | 86a0039536a668e9b6a983821e74ffc4 | 1,371,376,532 | 39.857556 | -74.235655 | 0 |
1,284,190 | 2020-06-16 09:56:11 | 2,242,542,703,101,233 | fraud_O'Keefe-Hudson | grocery_pos | 54.55 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 282a9883734778f22b96a9f878b54141 | 1,371,376,571 | 38.617446 | -84.529677 | 0 |
1,284,191 | 2020-06-16 09:56:27 | 371,034,293,500,716 | fraud_Bogisich Inc | grocery_pos | 102.36 | Jeremy | Jones | M | 5758 Yates Center | Vinton | CA | 96,135 | 40.0235 | -120.7986 | 128 | Education administrator | 1966-02-21 | af33754cdc5bb8f5aa76249ca426125c | 1,371,376,587 | 39.318104 | -120.200289 | 0 |
1,284,192 | 2020-06-16 09:56:44 | 4,926,376,199,189,801 | fraud_Kohler, Lindgren and Koelpin | grocery_net | 43.97 | Claire | Davis | F | 83685 Matthew Center Suite 870 | Cherokee Village | AR | 72,529 | 36.3011 | -91.5281 | 4,726 | Pharmacologist | 1977-06-07 | 78c8659962d41fe2ce4fdb8de37c2282 | 1,371,376,604 | 36.629936 | -90.709984 | 0 |
1,284,193 | 2020-06-16 09:57:11 | 2,719,496,466,799,416 | fraud_Kuhn LLC | shopping_pos | 5.61 | Sheila | Baker | F | 8030 Walker Heights | Belle Fourche | SD | 57,717 | 44.6723 | -103.8396 | 8,007 | Hospital pharmacist | 1940-09-17 | 735d169e1fabf28bf21af1666c086be0 | 1,371,376,631 | 44.932692 | -104.69526 | 0 |
1,284,194 | 2020-06-16 09:57:13 | 4,265,776,278,887,457 | fraud_Eichmann-Russel | misc_pos | 441.31 | Christine | Best | F | 68248 Deanna Land | Enola | AR | 72,047 | 35.2087 | -92.2123 | 969 | Physicist, medical | 1954-01-05 | eb6c79fc2a7c136c296661e58738d381 | 1,371,376,633 | 35.104996 | -92.070013 | 0 |
1,284,195 | 2020-06-16 09:58:59 | 4,767,265,376,804,500 | fraud_Schmidt and Sons | shopping_net | 6.98 | Jennifer | Conner | F | 4655 David Island | Dublin | PA | 18,917 | 40.375 | -75.2045 | 2,158 | Transport planner | 1961-06-19 | 124fe3cfe80dd15faa4730df95e7520b | 1,371,376,739 | 40.585102 | -74.902143 | 0 |
1,284,196 | 2020-06-16 09:59:17 | 3,586,008,444,788,268 | fraud_Schmitt Ltd | misc_net | 13.57 | Crystal | Fuller | F | 000 Jennifer Mills | Issaquah | WA | 98,027 | 47.4974 | -122.0107 | 50,489 | Osteopath | 1984-02-29 | 008b99f000d52d01f2be79d14da7501b | 1,371,376,757 | 47.519693 | -121.635538 | 0 |
1,284,197 | 2020-06-16 09:59:26 | 2,264,937,662,466,770 | fraud_Bernhard Inc | gas_transport | 49.79 | Juan | Sherman | M | 5939 Garcia Forges Suite 297 | San Antonio | TX | 78,214 | 29.3641 | -98.4924 | 1,595,797 | Land | 1995-10-17 | 8cb2f47e585df856dbfb6e573c9a3ee9 | 1,371,376,766 | 29.322445 | -98.348087 | 0 |
1,284,198 | 2020-06-16 09:59:34 | 377,234,009,633,447 | fraud_Metz-Boehm | shopping_pos | 2.26 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | 0302ce903ee4d0a89fbfa39bc05f3257 | 1,371,376,774 | 39.648937 | -77.118472 | 0 |
1,284,199 | 2020-06-16 09:59:38 | 4,128,730,454,058,057,700 | fraud_Mraz-Herzog | gas_transport | 94.44 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | e0c9ec2f0accc04501a84ca724f01bfa | 1,371,376,778 | 31.79096 | -94.093939 | 0 |
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