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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
17,300 | 2019-01-11 09:08:51 | 4,824,023,901,222,438 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 145.6 | Christina | Nelson | F | 1233 Sutton Road Suite 701 | Bynum | TX | 76,631 | 31.9907 | -96.9837 | 522 | Commercial/residential surveyor | 1946-03-21 | 18091fff43195dbb202a74489e9b9b1b | 1,326,272,931 | 32.438975 | -97.691764 | 0 |
17,301 | 2019-01-11 09:09:16 | 2,712,209,726,293,386 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 193.79 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | 9c8acd4b9ec20a5a4850c3eadc2f50e5 | 1,326,272,956 | 30.665354 | -90.537458 | 0 |
17,302 | 2019-01-11 09:11:55 | 2,248,348,993,063,230 | fraud_Eichmann, Bogan and Rodriguez | gas_transport | 52.61 | Jennifer | Scott | F | 376 John Fork Suite 848 | Randolph | OH | 44,265 | 41.0109 | -81.2977 | 51 | Mechanical engineer | 1960-08-05 | fcb1d29ee31ca627171ad301bb5d94b5 | 1,326,273,115 | 40.1312 | -82.146995 | 0 |
17,303 | 2019-01-11 09:14:49 | 6,524,376,634,971,418 | fraud_Howe Ltd | misc_pos | 462.65 | Jasmine | Foster | F | 954 White Alley Apt. 251 | Phil Campbell | AL | 35,581 | 34.347 | -87.7154 | 5,778 | Engineer, aeronautical | 1952-12-05 | 4c150c90bf6f63129824fd7d7803de12 | 1,326,273,289 | 34.204563 | -87.256776 | 0 |
17,304 | 2019-01-11 09:14:55 | 2,719,496,466,799,416 | fraud_Howe Ltd | misc_pos | 8.36 | Sheila | Baker | F | 8030 Walker Heights | Belle Fourche | SD | 57,717 | 44.6723 | -103.8396 | 8,007 | Hospital pharmacist | 1940-09-17 | e1c503390d77f92cffd6d8bae6072e9c | 1,326,273,295 | 45.233385 | -103.081875 | 0 |
17,305 | 2019-01-11 09:17:34 | 4,005,676,619,255,478 | fraud_Klocko LLC | misc_net | 7.14 | William | Perry | M | 458 Phillips Island Apt. 768 | Denham Springs | LA | 70,726 | 30.459 | -90.9027 | 71,335 | Herbalist | 1994-05-31 | 81be86547a16a522cce26fb0d8160aa6 | 1,326,273,454 | 29.93568 | -90.096445 | 0 |
17,306 | 2019-01-11 09:21:54 | 376,028,110,684,021 | fraud_Deckow-O'Conner | grocery_pos | 111.13 | Aaron | Murray | M | 624 Hale Springs Apt. 572 | Meadville | MO | 64,659 | 39.7795 | -93.3014 | 964 | Tourist information centre manager | 1974-12-23 | f18bc1a170fc60af6aee76603500697a | 1,326,273,714 | 38.949084 | -92.398145 | 0 |
17,307 | 2019-01-11 09:24:07 | 4,536,996,888,716,062,000 | fraud_Kling-Grant | grocery_net | 84.31 | Nathan | Mendoza | M | 767 Adam Mill Apt. 115 | Espanola | NM | 87,533 | 35.9866 | -106.0654 | 18,408 | Historic buildings inspector/conservation officer | 1972-07-18 | 76ef759c2a1f8462a7ed5b136297e73d | 1,326,273,847 | 35.567147 | -105.437212 | 0 |
17,308 | 2019-01-11 09:25:53 | 3,506,042,666,828,517 | fraud_Kuphal-Bartoletti | misc_net | 7.29 | Christine | Burns | F | 343 Hannah Parkway | Comfort | WV | 25,049 | 38.1372 | -81.5962 | 630 | Fine artist | 1959-07-30 | bb802363ca159d68827142c30d62130e | 1,326,273,953 | 38.176797 | -81.015342 | 0 |
17,309 | 2019-01-11 09:25:59 | 5,359,543,825,610,251 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 57.48 | Michael | Francis | M | 1833 Jeanette Stravenue | Belgrade | MT | 59,714 | 45.7801 | -111.1439 | 18,182 | Engineer, drilling | 1975-06-29 | 050a1b44850bfbff851e2b8df4e10537 | 1,326,273,959 | 46.604948 | -110.344421 | 0 |
17,310 | 2019-01-11 09:26:07 | 180,036,456,789,979 | fraud_Murray-Smitham | grocery_pos | 131.19 | Mackenzie | Salazar | F | 982 Melissa Lock | Bagley | WI | 53,801 | 42.9207 | -91.0685 | 878 | Risk analyst | 1974-11-20 | 9585dff364ccdebefe2e4e241f26205c | 1,326,273,967 | 43.916705 | -91.956897 | 0 |
17,311 | 2019-01-11 09:26:25 | 3,576,431,665,303,017 | fraud_Spinka-Welch | grocery_net | 41.98 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | 0eba94e8ea68e179c4cb274eda8529fd | 1,326,273,985 | 32.788438 | -112.53251 | 0 |
17,312 | 2019-01-11 09:28:08 | 345,389,171,551,808 | fraud_Huel Ltd | misc_net | 2.71 | Justin | Fowler | M | 5569 Phillips Neck Apt. 003 | Coffeeville | MS | 38,922 | 33.9215 | -89.6782 | 3,451 | Financial trader | 1984-05-19 | b52bd46a19c895906b0772bd8307d4b8 | 1,326,274,088 | 33.340068 | -90.391841 | 0 |
17,313 | 2019-01-11 09:29:30 | 3,583,093,681,934,489 | fraud_Hickle Group | shopping_pos | 2.87 | Hannah | Knight | F | 0900 Beverly Landing | Louisville | KY | 40,209 | 38.1901 | -85.7519 | 736,284 | Education officer, museum | 1961-09-13 | 84799acebf74817dd26d5b676c9125eb | 1,326,274,170 | 38.618529 | -85.798448 | 0 |
17,314 | 2019-01-11 09:30:52 | 4,798,937,978,667,560,000 | fraud_O'Keefe-Hudson | grocery_pos | 49.32 | Robert | Williams | M | 09419 Lewis Rapids | Bay City | MI | 48,706 | 43.6088 | -83.953 | 67,858 | Water quality scientist | 1995-03-13 | 975938ff8f28b86e5ad49bd6ae3337d4 | 1,326,274,252 | 42.780947 | -84.937522 | 0 |
17,315 | 2019-01-11 09:32:03 | 3,597,926,034,019,603 | fraud_Rippin, Kub and Mann | misc_net | 135.7 | Derrick | Flores | M | 83690 Nicholas Ports Apt. 846 | Oakland | TN | 38,060 | 35.2229 | -89.5518 | 9,496 | Furniture conservator/restorer | 1993-03-23 | a9a99b3625c820b281f2142c23602c9e | 1,326,274,323 | 35.080778 | -90.114088 | 0 |
17,316 | 2019-01-11 09:32:45 | 371,985,236,239,474 | fraud_Miller-Harris | misc_net | 100.72 | Benjamin | Martin | M | 0495 Baker Manors | Oriskany Falls | NY | 13,425 | 42.9576 | -75.4838 | 1,970 | Programmer, multimedia | 1949-06-09 | 536cc937bda355d6b8d8ebaf4513de6c | 1,326,274,365 | 43.253874 | -75.537092 | 0 |
17,317 | 2019-01-11 09:33:19 | 4,005,676,619,255,478 | fraud_Bins-Rice | gas_transport | 60.19 | William | Perry | M | 458 Phillips Island Apt. 768 | Denham Springs | LA | 70,726 | 30.459 | -90.9027 | 71,335 | Herbalist | 1994-05-31 | eadbbaef508a5887165e6670a4d639b4 | 1,326,274,399 | 30.784359 | -90.042543 | 0 |
17,318 | 2019-01-11 09:34:20 | 30,270,432,095,985 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 110.15 | Lisa | Lin | F | 908 Brooks Brook | Lomax | IL | 61,454 | 40.6761 | -91.0391 | 725 | Environmental consultant | 1972-11-28 | e3afa4dc5225d17262bdea6551a557b9 | 1,326,274,460 | 40.760727 | -90.426756 | 0 |
17,319 | 2019-01-11 09:35:05 | 4,836,998,673,805,450 | fraud_Nienow, Ankunding and Collier | misc_pos | 2.79 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 39155808bd47a68a7625c31b28fc24a6 | 1,326,274,505 | 45.516817 | -85.537539 | 0 |
17,320 | 2019-01-11 09:36:50 | 30,238,755,902,988 | fraud_Heller-Langosh | gas_transport | 56.02 | Danielle | Yu | F | 5395 Colon Burgs Suite 037 | Thrall | TX | 76,578 | 30.592 | -97.2893 | 1,766 | Press sub | 1976-01-02 | e53d8878c5473b7d07018c4a0f5abdf9 | 1,326,274,610 | 30.931558 | -96.520434 | 0 |
17,321 | 2019-01-11 09:38:00 | 375,767,678,113,375 | fraud_Harber Inc | gas_transport | 77.83 | Christopher | Patterson | M | 16744 Campbell Wall Apt. 372 | Timberville | VA | 22,853 | 38.6476 | -78.7717 | 4,367 | Waste management officer | 1962-04-12 | ce45fa65a82ca41581cefbc97d880498 | 1,326,274,680 | 38.216126 | -78.286575 | 0 |
17,322 | 2019-01-11 09:38:01 | 30,029,052,116,970 | fraud_Dach-Borer | grocery_net | 38.76 | Curtis | Young | M | 4319 Watson Shoals Suite 658 | Falconer | NY | 14,733 | 42.1239 | -79.1895 | 3,833 | Metallurgist | 1970-10-09 | a3bae1f01c6f6ae02be46e2946dce7a9 | 1,326,274,681 | 41.729844 | -78.725282 | 0 |
17,323 | 2019-01-11 09:38:13 | 4,841,313,716,651,064 | fraud_Gleason-Macejkovic | shopping_net | 108.58 | Omar | Gay | M | 2161 Blankenship Freeway | West Hartford | VT | 5,084 | 43.7185 | -72.4439 | 140 | Development worker, community | 1989-10-28 | c817c5ed67d9cf8ce39e3a7305b84047 | 1,326,274,693 | 44.062402 | -72.488181 | 0 |
17,324 | 2019-01-11 09:40:32 | 6,011,360,759,745,864 | fraud_Schuppe, Nolan and Hoeger | shopping_pos | 5.49 | Steven | Williams | M | 231 Flores Pass Suite 720 | Edinburg | VA | 22,824 | 38.8432 | -78.6003 | 6,018 | Designer, multimedia | 1947-08-21 | 435410daaa19c52f83145ae4ee637620 | 1,326,274,832 | 39.016697 | -79.311473 | 0 |
17,325 | 2019-01-11 09:40:40 | 6,011,367,958,204,270 | fraud_Kling-Grant | grocery_net | 108.44 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 1c5cb9d2289c9c094f042d2d842e57c0 | 1,326,274,840 | 41.59845 | -82.389979 | 0 |
17,326 | 2019-01-11 09:40:51 | 4,862,293,128,558 | fraud_Bogisich-Homenick | misc_net | 4.53 | Elizabeth | Payne | F | 897 Daugherty Mission | Grassflat | PA | 16,839 | 41.0036 | -78.1104 | 489 | Pension scheme manager | 1956-09-15 | 2c768e0cc7bc47842cc64a49bca420ec | 1,326,274,851 | 40.763064 | -78.754138 | 0 |
17,327 | 2019-01-11 09:42:00 | 630,451,534,402 | fraud_Zieme, Bode and Dooley | gas_transport | 52.53 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | ee6794678ea8fd74420c965ddbdc9963 | 1,326,274,920 | 46.983864 | -85.945654 | 0 |
17,328 | 2019-01-11 09:43:00 | 2,248,735,346,244,816 | fraud_Tillman, Dickinson and Labadie | gas_transport | 83.76 | Jacob | Weber | M | 29156 Mark Park Apt. 108 | Utica | KS | 67,584 | 38.6411 | -100.138 | 269 | Product/process development scientist | 1962-11-11 | 9ce478ea61977f199318c1279ce724d4 | 1,326,274,980 | 37.728263 | -100.949544 | 0 |
17,329 | 2019-01-11 09:44:27 | 4,634,955,908,138,648 | fraud_Friesen-Stamm | gas_transport | 60.84 | Mackenzie | Smith | F | 7178 Willis Drive | Hooper | NE | 68,031 | 41.6414 | -96.5232 | 1,745 | Engineer, automotive | 1973-12-26 | 91e20b7e9154f6a13f64b9405e8fefcd | 1,326,275,067 | 40.981105 | -96.825666 | 0 |
17,330 | 2019-01-11 09:47:52 | 342,035,762,534,413 | fraud_Kling Inc | gas_transport | 59.55 | Jennifer | Carrillo | F | 334 Adam Mountains Apt. 868 | Manquin | VA | 23,106 | 37.7184 | -77.186 | 976 | Engineer, automotive | 1999-06-19 | fbfba852c90ce2e34fde387b3a2976a1 | 1,326,275,272 | 38.513377 | -77.345606 | 0 |
17,331 | 2019-01-11 09:48:16 | 345,832,460,465,610 | fraud_Spencer PLC | entertainment | 2.76 | Jason | Mcmahon | M | 6385 Donald Square Suite 429 | Springfield | VA | 22,151 | 38.8029 | -77.2116 | 104,396 | Production engineer | 1950-11-20 | 9fb7ea65145c4fdc4054e7e0e2b19f84 | 1,326,275,296 | 37.901699 | -76.667913 | 0 |
17,332 | 2019-01-11 09:51:40 | 676,372,984,911 | fraud_DuBuque LLC | grocery_pos | 76.69 | Vicki | Mendoza | F | 3645 Atkins Island Apt. 238 | Esbon | KS | 66,941 | 39.7562 | -98.4462 | 242 | Tourism officer | 1987-07-18 | 4b5ca0ea52b1a93a2aad5f33ec2730e1 | 1,326,275,500 | 39.293977 | -98.601031 | 0 |
17,333 | 2019-01-11 09:51:50 | 213,195,754,007,681 | fraud_Torp-Labadie | gas_transport | 74.37 | Zachary | Allen | M | 69252 Oconnor Alley Apt. 153 | Ollie | IA | 52,576 | 41.2001 | -92.1354 | 568 | Commercial horticulturist | 1969-07-24 | 0bf34bb391fa9a50ddd831b4cbf54eb3 | 1,326,275,510 | 42.131706 | -92.778264 | 0 |
17,334 | 2019-01-11 09:51:58 | 4,092,452,671,396,169,700 | fraud_Bins, Balistreri and Beatty | shopping_pos | 7.74 | Jeffrey | Vargas | M | 478 Alexandria Mount | Bolton | NC | 28,423 | 34.3091 | -78.3372 | 2,290 | Engineer, biomedical | 1945-12-07 | e2c04b124d153d0fef9cb0b2978750a0 | 1,326,275,518 | 33.636168 | -78.024853 | 0 |
17,335 | 2019-01-11 09:53:35 | 4,103,158,249,977 | fraud_Flatley Group | misc_pos | 35 | Christopher | Adkins | M | 3512 Knight Center | Lorenzo | TX | 79,343 | 33.6666 | -101.5277 | 1,571 | Petroleum engineer | 1982-06-27 | 035c2f970e5d257c98ee95f0f7d412f4 | 1,326,275,615 | 34.449682 | -100.555836 | 0 |
17,336 | 2019-01-11 09:55:33 | 4,742,883,543,039,288,000 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 55.99 | Cassandra | Sanders | F | 78117 George Mountains | Paauilo | HI | 96,776 | 20.0271 | -155.3697 | 1,490 | Scientist, research (maths) | 1991-04-13 | 55da36b188c0f0b4295378474c462e00 | 1,326,275,733 | 19.399206 | -155.983153 | 0 |
17,337 | 2019-01-11 09:57:44 | 4,006,047,418,382 | fraud_Heller-Langosh | gas_transport | 82.96 | 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 | 59cd7161ea704de5b5738ee07f480437 | 1,326,275,864 | 35.901627 | -84.977968 | 0 |
17,338 | 2019-01-11 09:58:05 | 377,234,009,633,447 | fraud_Huel, Hammes and Witting | grocery_pos | 126.07 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | 3f75c8b7ab487e09c44e6b60e12a0783 | 1,326,275,885 | 39.817795 | -77.068058 | 0 |
17,339 | 2019-01-11 09:58:56 | 4,254,074,738,931,278 | fraud_Kris-Padberg | shopping_pos | 2.52 | Gary | Hall | M | 69085 Short Shores | Allentown | NY | 14,707 | 42.0737 | -78.0594 | 239 | Radio producer | 1956-05-02 | 6f00833bb4145db2b71dc0589af785aa | 1,326,275,936 | 42.095468 | -78.825263 | 0 |
17,340 | 2019-01-11 09:59:38 | 3,597,926,034,019,603 | fraud_Murray-Smitham | grocery_pos | 108.53 | Derrick | Flores | M | 83690 Nicholas Ports Apt. 846 | Oakland | TN | 38,060 | 35.2229 | -89.5518 | 9,496 | Furniture conservator/restorer | 1993-03-23 | 15d6223d960ebd8ae31887900b82eac4 | 1,326,275,978 | 35.620659 | -89.994062 | 0 |
17,341 | 2019-01-11 09:59:44 | 3,528,231,451,607,350 | fraud_Harber Inc | gas_transport | 69.08 | Lauren | Moreno | F | 83719 Wilson Shore | Heislerville | NJ | 8,324 | 39.224 | -74.9942 | 526 | Exercise physiologist | 1940-09-06 | 0c0e70aa0f2f466a2e444c786de1781d | 1,326,275,984 | 39.956068 | -74.694668 | 0 |
17,342 | 2019-01-11 10:01:16 | 4,239,436,242,473 | fraud_Funk Group | grocery_net | 50.89 | James | Leon | M | 826 Benjamin Stravenue | Alexandria | VA | 22,311 | 38.832 | -77.12 | 321,490 | Scientist, biomedical | 1991-10-04 | c52e33a89cddae178ee62832f4d41d66 | 1,326,276,076 | 38.81696 | -77.517334 | 0 |
17,343 | 2019-01-11 10:01:46 | 375,534,208,663,984 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 126.34 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | 805b2bb51863c1a06dc48c7b915540b3 | 1,326,276,106 | 38.776516 | -79.980193 | 0 |
17,344 | 2019-01-11 10:03:25 | 346,208,242,862,904 | fraud_Howe PLC | entertainment | 17.47 | Tabitha | Reyes | F | 20938 Barbara Viaduct | New York City | NY | 10,280 | 40.7105 | -74.0163 | 1,577,385 | Pharmacist, hospital | 1961-05-13 | 84c5dbd4c503cd5d4e8b327d48e2db37 | 1,326,276,205 | 39.865157 | -74.073906 | 0 |
17,345 | 2019-01-11 10:04:27 | 3,547,574,373,318,979 | fraud_Fisher-Schowalter | shopping_net | 2.11 | Jacob | Patel | M | 54822 Hill Forks | Dieterich | IL | 62,424 | 39.0319 | -88.4074 | 2,092 | Psychologist, clinical | 1962-04-30 | 2dc3ee598271b5de176519c3a36740a9 | 1,326,276,267 | 38.253534 | -88.956139 | 0 |
17,346 | 2019-01-11 10:07:56 | 341,283,058,448,499 | fraud_Kuvalis Ltd | gas_transport | 86.86 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | 61d8b410944615a292ff4be6d3f3bcc1 | 1,326,276,476 | 30.063741 | -85.348652 | 0 |
17,347 | 2019-01-11 10:08:52 | 5,501,083,170,975,659 | fraud_Kris-Padberg | shopping_pos | 7.79 | Wayne | Payne | M | 587 Bradley Inlet Suite 281 | Cuyahoga Falls | OH | 44,223 | 41.1464 | -81.5107 | 47,772 | Equities trader | 1966-01-04 | a9ba3144a5e1e5b291be28cc9df6c09f | 1,326,276,532 | 41.153663 | -81.405969 | 0 |
17,348 | 2019-01-11 10:13:07 | 571,365,235,126 | fraud_Friesen-Stamm | gas_transport | 61.92 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | f1fd3db9baa4d45d1fe51784c72b1eee | 1,326,276,787 | 44.709382 | -85.910729 | 0 |
17,349 | 2019-01-11 10:13:49 | 2,713,913,904,780,408 | fraud_Kuvalis Ltd | gas_transport | 64.89 | Jacqueline | Howard | F | 4511 Choi Lock | Delhi | LA | 71,232 | 32.3929 | -91.4714 | 6,581 | Multimedia programmer | 1964-02-13 | 82887e1e794447394fbd5e5525352e1c | 1,326,276,829 | 33.067697 | -91.108151 | 0 |
17,350 | 2019-01-11 10:14:30 | 4,446,368,897,795,790 | fraud_Kutch LLC | gas_transport | 62.47 | Ryan | Joseph | M | 8850 Jessica Center | Atlantic | VA | 23,303 | 37.9073 | -75.5089 | 741 | Geologist, engineering | 1986-08-17 | c14fc9e4504ab6bda41a30cd41f4fd5d | 1,326,276,870 | 37.961532 | -75.724884 | 0 |
17,351 | 2019-01-11 10:15:46 | 676,314,217,768 | fraud_Harris, Gusikowski and Heaney | grocery_net | 48.84 | Ellen | Carrillo | F | 9431 Amanda Mills | Odessa | MO | 64,076 | 38.9829 | -93.9757 | 9,512 | Clinical research associate | 1972-12-31 | 9d3dcaec4d89760e1ec5076cc5d881c5 | 1,326,276,946 | 38.146518 | -93.949632 | 0 |
17,352 | 2019-01-11 10:16:43 | 4,599,735,407,877,245,000 | fraud_Bruen-Yost | misc_pos | 3.8 | Mary | Myers | F | 39787 Pamela Fall Suite 639 | Tiptonville | TN | 38,079 | 36.3846 | -89.4649 | 5,577 | Geochemist | 1964-12-30 | 7fc59cc9097c3d01e2994ce2b4f664e4 | 1,326,277,003 | 36.220372 | -89.275967 | 0 |
17,353 | 2019-01-11 10:16:46 | 4,560,395,181,594,436,000 | fraud_Friesen-Stamm | gas_transport | 66.6 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | 5124199926dfbfdf4c375b0bf8eb011f | 1,326,277,006 | 38.935371 | -123.646898 | 0 |
17,354 | 2019-01-11 10:17:03 | 3,558,881,852,140,592 | fraud_Mraz-Herzog | gas_transport | 71.55 | Christopher | Holt | M | 05597 Michael Spurs | Parks | AZ | 86,018 | 35.2563 | -111.95 | 759 | Geologist, engineering | 1957-03-28 | b22dc0a8603ce2df305a8340fd5ca5d3 | 1,326,277,023 | 36.133015 | -112.795296 | 0 |
17,355 | 2019-01-11 10:18:19 | 4,698,163,635,895,795 | fraud_Olson, Becker and Koch | gas_transport | 81.3 | Sharon | Powell | F | 101 Carla Loop | Wendel | CA | 96,136 | 40.3406 | -120.2824 | 104 | Teacher, adult education | 1989-08-16 | ae9fd64333c7b09c3560a92f8beb059a | 1,326,277,099 | 40.051807 | -121.106125 | 0 |
17,356 | 2019-01-11 10:21:07 | 30,030,380,240,193 | fraud_Fisher Inc | shopping_net | 86.13 | William | Jenkins | M | 50614 Kevin Point | Harper | TX | 78,631 | 30.2816 | -99.241 | 2,395 | Pharmacist, community | 1993-11-17 | 5ce01bbf7026e29aa294bd809fc66bee | 1,326,277,267 | 31.252023 | -98.322513 | 0 |
17,357 | 2019-01-11 10:21:24 | 30,270,432,095,985 | fraud_Goodwin-Nitzsche | grocery_pos | 95.05 | Lisa | Lin | F | 908 Brooks Brook | Lomax | IL | 61,454 | 40.6761 | -91.0391 | 725 | Environmental consultant | 1972-11-28 | 39782ea8a0b7a9e91515bdc6693bed73 | 1,326,277,284 | 40.24352 | -91.830126 | 0 |
17,358 | 2019-01-11 10:24:34 | 38,052,002,992,326 | fraud_Kling Inc | gas_transport | 44.16 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | 1abdbda900ddd56d2f095fda51521cbe | 1,326,277,474 | 30.372568 | -94.77312 | 0 |
17,359 | 2019-01-11 10:24:39 | 6,011,381,817,520,024 | fraud_Murray-Smitham | grocery_pos | 124.17 | Kristen | Allen | F | 8619 Lisa Manors Apt. 871 | Lagrange | WY | 82,221 | 41.6423 | -104.1974 | 635 | Product/process development scientist | 1973-07-13 | 4acbcacc1fde13ecc30d7b08116ae5aa | 1,326,277,479 | 42.372251 | -105.025116 | 0 |
17,360 | 2019-01-11 10:25:53 | 4,839,615,922,685,395 | fraud_Schmitt Inc | gas_transport | 89.28 | Phillip | Robertson | M | 85344 Smith Gateway Apt. 280 | Harrodsburg | IN | 47,434 | 39.013 | -86.5457 | 76 | Social researcher | 1955-05-06 | 8c7dd2c93cd945a68570589acb0bce20 | 1,326,277,553 | 38.647247 | -86.953477 | 0 |
17,361 | 2019-01-11 10:30:07 | 4,365,382,885,912,355 | fraud_Pfeffer LLC | grocery_net | 53.76 | Robert | Goodman | M | 956 Paul Fields Suite 108 | Orr | MN | 55,771 | 48.1439 | -92.8561 | 1,680 | Horticultural therapist | 1976-12-10 | 88990ac0fe1dcda098aa2621aed0ed47 | 1,326,277,807 | 47.869036 | -93.262382 | 0 |
17,362 | 2019-01-11 10:30:59 | 4,239,436,242,473 | fraud_Kris-Weimann | misc_net | 5.71 | James | Leon | M | 826 Benjamin Stravenue | Alexandria | VA | 22,311 | 38.832 | -77.12 | 321,490 | Scientist, biomedical | 1991-10-04 | 3212c193e4d0e88e9e9d9827382631d8 | 1,326,277,859 | 37.942214 | -77.060207 | 0 |
17,363 | 2019-01-11 10:31:18 | 4,364,010,865,167,176 | fraud_Streich, Hansen and Veum | gas_transport | 52.55 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 29d3ada3bcd4448ccdae5a49443736c6 | 1,326,277,878 | 39.997398 | -119.689899 | 0 |
17,364 | 2019-01-11 10:33:53 | 4,451,952,084,362,894 | fraud_Huel-Langworth | misc_net | 68.94 | Joseph | Davis | M | 941 Adam Stravenue | Nazareth | TX | 79,063 | 34.5444 | -102.1069 | 686 | Petroleum engineer | 1980-07-30 | 6be8abe2e40a77866827ae166b89bf9b | 1,326,278,033 | 35.116358 | -102.575182 | 0 |
17,365 | 2019-01-11 10:38:22 | 4,904,681,492,230,012 | fraud_Streich, Hansen and Veum | gas_transport | 27.04 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | e06a2f7fcc11fc25725ade38a6b697f7 | 1,326,278,302 | 42.157852 | -73.273106 | 0 |
17,366 | 2019-01-11 10:39:27 | 4,469,777,115,158,235,000 | fraud_Paucek-Wiza | grocery_net | 89.77 | Gregory | Graham | M | 4005 Dana Glens | Methuen | MA | 1,844 | 42.728 | -71.181 | 47,249 | Market researcher | 1980-11-22 | 33b74c90e744ec65864481127d722556 | 1,326,278,367 | 43.368727 | -71.405222 | 0 |
17,367 | 2019-01-11 10:41:10 | 4,481,131,401,752 | fraud_Bradtke PLC | grocery_pos | 85.74 | Frank | Foster | M | 37910 Ward Lights | Shrewsbury | MA | 1,545 | 42.2848 | -71.7205 | 35,299 | English as a second language teacher | 1975-04-30 | 30e7a1bf7c52bc678a46b49aeefcefbf | 1,326,278,470 | 42.563958 | -71.338626 | 0 |
17,368 | 2019-01-11 10:42:49 | 4,855,488,158,131,690,000 | fraud_Dickinson-Rempel | misc_pos | 29.18 | Jeremy | Roberson | M | 25887 Martin Inlet | Graniteville | VT | 5,654 | 44.1554 | -72.4847 | 970 | Agricultural consultant | 1993-09-29 | 6fb26a67598455bd93076a6dcd2e77c1 | 1,326,278,569 | 44.912516 | -71.921562 | 0 |
17,369 | 2019-01-11 10:46:57 | 6,502,195,877,055,606 | fraud_Schuppe, Nolan and Hoeger | shopping_pos | 154.27 | Nathan | Byrd | M | 155 Gregory Mount Suite 791 | Red Cliff | CO | 81,649 | 39.4584 | -106.3851 | 277 | Human resources officer | 1985-04-03 | d383bd2beab4db10cc7a3b5f03e2179a | 1,326,278,817 | 40.002816 | -106.256982 | 0 |
17,370 | 2019-01-11 10:47:27 | 4,713,464,490,314,802 | fraud_Olson, Becker and Koch | gas_transport | 63.91 | Wesley | Parker | M | 7452 Browning Port | Mc Intosh | SD | 57,641 | 45.7084 | -101.1546 | 295 | Designer, industrial/product | 1981-01-26 | d0448a0fa62a29b82e7e59b9e44021d4 | 1,326,278,847 | 46.475521 | -100.666108 | 0 |
17,371 | 2019-01-11 10:47:57 | 4,972,228,199,573,984 | fraud_Stroman, Hudson and Erdman | gas_transport | 61.07 | Brian | Hogan | M | 3316 Cindy Land | Lane | OK | 74,555 | 34.2691 | -95.9685 | 861 | Quantity surveyor | 1960-04-08 | ca3fe2881cb89348462bf5b70ba88c16 | 1,326,278,877 | 35.175128 | -96.953481 | 0 |
17,372 | 2019-01-11 10:48:47 | 3,533,800,906,065,217 | fraud_Kutch and Sons | grocery_pos | 135.26 | Amber | Thornton | F | 840 Werner Lock Apt. 852 | Campbell | NE | 68,932 | 40.2967 | -98.737 | 493 | Surveyor, minerals | 1940-09-13 | ce74ab33955afe2fc7a6b93d45838d0d | 1,326,278,927 | 40.751615 | -98.467792 | 0 |
17,373 | 2019-01-11 10:50:06 | 4,400,011,257,587,662,000 | fraud_Parisian and Sons | gas_transport | 37.82 | Marissa | Powell | F | 474 Allen Haven | North Loup | NE | 68,859 | 41.4972 | -98.7858 | 509 | Nurse, children's | 1980-09-15 | b7b69bd2b9eef29a663fb4c583ff23df | 1,326,279,006 | 42.147784 | -98.710015 | 0 |
17,374 | 2019-01-11 10:52:37 | 3,567,527,758,368,741 | fraud_Wolf Inc | grocery_pos | 113.76 | Amanda | Vance | F | 14601 Downs Skyway Apt. 440 | Sterling City | TX | 76,951 | 31.8351 | -101.0017 | 1,143 | Scientist, biomedical | 1962-03-19 | adcb743271064599ccc0fd04648d8ed8 | 1,326,279,157 | 31.052258 | -101.82343 | 0 |
17,375 | 2019-01-11 10:55:27 | 4,334,230,547,694,630 | fraud_Friesen-D'Amore | gas_transport | 69.58 | Scott | Martin | M | 7483 Navarro Flats | Freedom | WY | 83,120 | 43.0172 | -111.0292 | 471 | Education officer, museum | 1967-08-02 | 2837c563c5e11152116ba5dd338d7306 | 1,326,279,327 | 42.202713 | -110.12607 | 0 |
17,376 | 2019-01-11 10:55:31 | 2,720,012,583,106,919 | fraud_Koepp-Witting | grocery_pos | 97.55 | Joseph | Murray | M | 42933 Ryan Underpass | Manderson | SD | 57,756 | 43.3526 | -102.5411 | 1,126 | Volunteer coordinator | 1980-08-18 | 98628241c3eb033193b116850ca417fe | 1,326,279,331 | 43.153418 | -103.042398 | 0 |
17,377 | 2019-01-11 10:57:04 | 4,512,828,414,983,802,000 | fraud_Spinka Inc | grocery_net | 34.76 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | 183596cc6bfed3135ebc7ad1aa262009 | 1,326,279,424 | 39.905117 | -79.645257 | 0 |
17,378 | 2019-01-11 10:58:12 | 6,011,388,901,471,808 | fraud_Stamm-Rodriguez | misc_pos | 6.03 | Jacqueline | Marsh | F | 950 Sheryl Spurs | Dunlevy | PA | 15,432 | 40.1151 | -79.8627 | 427 | Mining engineer | 1951-02-05 | ddbdbab06faf57ff999e79f3c40cbea3 | 1,326,279,492 | 39.234131 | -80.807633 | 0 |
17,379 | 2019-01-11 10:58:28 | 30,273,037,698,427 | fraud_Cummings LLC | gas_transport | 59.13 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | f5442c8bb4a47ad4f2dee68f79a120c3 | 1,326,279,508 | 35.49876 | -92.374292 | 0 |
17,380 | 2019-01-11 10:59:58 | 6,596,735,789,587,928 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 91.33 | Spencer | Williams | M | 1145 Tony Drive Suite 080 | Watertown | MN | 55,388 | 44.9595 | -93.8482 | 5,619 | Licensed conveyancer | 1959-01-15 | 27113071dd886591d3adeaa92e7bd885 | 1,326,279,598 | 44.815322 | -93.952218 | 0 |
17,381 | 2019-01-11 11:00:42 | 370,348,764,075,623 | fraud_Reinger, Weissnat and Strosin | food_dining | 53.12 | Christopher | Gomez | M | 950 Dunn Squares | Tickfaw | LA | 70,466 | 30.5668 | -90.482 | 8,512 | Accountant, chartered public finance | 1951-09-03 | aa96f727f71231ea3b368a1cb53bd072 | 1,326,279,642 | 29.835898 | -90.702552 | 0 |
17,382 | 2019-01-11 11:00:49 | 4,826,655,832,045,236 | fraud_Abshire PLC | entertainment | 10.82 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | cbf63e323494fce67a11f25a81643d1e | 1,326,279,649 | 41.375203 | -71.259534 | 0 |
17,383 | 2019-01-11 11:01:59 | 4,210,078,554,961,359,000 | fraud_Stroman, Hudson and Erdman | gas_transport | 58.95 | Valerie | Clark | F | 7402 West Ranch | Lowell | OR | 97,452 | 43.921 | -122.7806 | 1,420 | Systems analyst | 1965-11-11 | 8a10820a7b8d6bd34a488cef60a530f4 | 1,326,279,719 | 43.743054 | -122.918358 | 0 |
17,384 | 2019-01-11 11:02:20 | 4,302,475,216,404,898 | fraud_Schultz, Simonis and Little | grocery_pos | 113.75 | Daniel | Cain | M | 384 Newman Forks Apt. 370 | Belmond | IA | 50,421 | 42.8511 | -93.62 | 3,032 | Community pharmacist | 1964-08-08 | f265bb6d966ce4464eb6914a31f37efa | 1,326,279,740 | 43.52539 | -92.725224 | 0 |
17,385 | 2019-01-11 11:02:46 | 30,238,755,902,988 | fraud_Connelly, Reichert and Fritsch | gas_transport | 41.1 | Danielle | Yu | F | 5395 Colon Burgs Suite 037 | Thrall | TX | 76,578 | 30.592 | -97.2893 | 1,766 | Press sub | 1976-01-02 | 531f0423fbfcf3cd74d343173dce0626 | 1,326,279,766 | 30.174227 | -97.687979 | 0 |
17,386 | 2019-01-11 11:02:50 | 38,014,427,445,058 | fraud_Hickle Group | shopping_pos | 6.98 | Sonya | Jensen | F | 4470 Jillian Courts | Adams | WI | 53,910 | 43.8967 | -89.8219 | 3,508 | Sport and exercise psychologist | 1946-08-11 | 8936243a0774886051191abc8cc54756 | 1,326,279,770 | 44.553922 | -90.613998 | 0 |
17,387 | 2019-01-11 11:03:49 | 4,425,161,475,596,168 | fraud_Denesik and Sons | shopping_pos | 9.13 | Brooke | Fisher | F | 815 Heather Divide Apt. 965 | San Angelo | TX | 76,905 | 31.4647 | -100.39 | 103,927 | Drilling engineer | 1962-06-27 | 51d876133a4a644bd7c3eddb8e490acf | 1,326,279,829 | 31.861952 | -99.582733 | 0 |
17,388 | 2019-01-11 11:03:50 | 4,890,424,426,862,857,000 | fraud_Spinka Inc | grocery_net | 80.03 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | dba81fd014b70a779cfeb6cd28f22a60 | 1,326,279,830 | 38.017861 | -122.049331 | 0 |
17,389 | 2019-01-11 11:04:28 | 2,657,850,734,909,997 | fraud_Upton PLC | entertainment | 1.02 | Alan | Howard | M | 04139 Johnson Prairie Suite 401 | Detroit | MI | 48,206 | 42.3749 | -83.1087 | 673,342 | Trading standards officer | 1946-11-01 | 110add6b9cb9ec4ae4da43c93def1459 | 1,326,279,868 | 41.787922 | -83.81341 | 0 |
17,390 | 2019-01-11 11:05:35 | 2,268,221,587,779,419 | fraud_Towne LLC | misc_pos | 156.92 | Peggy | Berry | F | 517 Vasquez Lodge | Vancouver | WA | 98,665 | 45.6892 | -122.6616 | 299,480 | Teaching laboratory technician | 1985-01-02 | 217516f88e3d13836bf5042a8ac26756 | 1,326,279,935 | 45.8975 | -123.556221 | 0 |
17,391 | 2019-01-11 11:06:15 | 4,935,858,973,307,492 | fraud_Turcotte-Halvorson | misc_pos | 30.91 | Lance | Wagner | M | 6003 Brady Shoal Apt. 449 | Irwinton | GA | 31,042 | 32.8088 | -83.174 | 1,841 | Film/video editor | 1975-06-01 | f26e7d122423b3c7226834616c9ca9b4 | 1,326,279,975 | 33.29365 | -84.159398 | 0 |
17,392 | 2019-01-11 11:09:48 | 4,698,163,635,895,795 | fraud_Lebsack and Sons | misc_net | 6.86 | Sharon | Powell | F | 101 Carla Loop | Wendel | CA | 96,136 | 40.3406 | -120.2824 | 104 | Teacher, adult education | 1989-08-16 | 5e2f960ba6e6553b7c378d8438116dd6 | 1,326,280,188 | 40.116216 | -120.957782 | 0 |
17,393 | 2019-01-11 11:10:04 | 3,566,875,419,572,867 | fraud_Wisozk and Sons | misc_pos | 32.14 | Adam | Mcdonald | M | 997 Cameron Meadow Apt. 980 | South Hero | VT | 5,486 | 44.64 | -73.3113 | 1,654 | Transport planner | 1991-01-31 | 6f7a21663f2c6704fe19717515a2a0c1 | 1,326,280,204 | 44.330905 | -74.267973 | 0 |
17,394 | 2019-01-11 11:11:00 | 375,248,307,838,179 | fraud_Gerlach Inc | shopping_net | 4.56 | Joshua | Mendoza | M | 4215 Miranda Field Suite 326 | Tallmansville | WV | 26,237 | 38.8564 | -80.158 | 571 | Accounting technician | 1967-09-16 | 44a8cceec1f99b6462170284cd6c3e81 | 1,326,280,260 | 37.935414 | -79.348852 | 0 |
17,395 | 2019-01-11 11:11:08 | 584,673,555,952 | fraud_Rodriguez, Yost and Jenkins | misc_net | 1.08 | Jessica | Jordan | F | 071 Wise Trace | Coleharbor | ND | 58,531 | 47.5196 | -101.2332 | 307 | Make | 1930-08-13 | 5d7fd9592dc5a7ede5d6c14b37e8532b | 1,326,280,268 | 46.976572 | -101.456127 | 0 |
17,396 | 2019-01-11 11:12:03 | 3,528,231,451,607,350 | fraud_Tillman, Dickinson and Labadie | gas_transport | 73.04 | Lauren | Moreno | F | 83719 Wilson Shore | Heislerville | NJ | 8,324 | 39.224 | -74.9942 | 526 | Exercise physiologist | 1940-09-06 | 17dfd0bbfc5bfafb1f39708f63101cad | 1,326,280,323 | 39.451752 | -75.810727 | 0 |
17,397 | 2019-01-11 11:13:15 | 30,273,037,698,427 | fraud_Parisian and Sons | gas_transport | 73.31 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | b72e84648052d6771c3aefab1391f889 | 1,326,280,395 | 35.961279 | -90.991459 | 0 |
17,398 | 2019-01-11 11:13:44 | 4,661,996,144,291,812,000 | fraud_Torphy-Goyette | shopping_pos | 5.49 | Linda | Park | F | 24607 Charles Mountains | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Operations geologist | 1963-08-04 | 371a323b8d73e46d6693fe97551a311b | 1,326,280,424 | 39.939047 | -79.572551 | 0 |
17,399 | 2019-01-11 11:18:17 | 4,951,647,200,979,051 | fraud_Rutherford-Mertz | grocery_pos | 76.87 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 9923aa2a45605d1e7054852c3a4f5606 | 1,326,280,697 | 37.323534 | -89.701838 | 0 |
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