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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,294,300 | 2020-06-20 15:50:47 | 4,364,010,865,167,176 | fraud_Volkman Ltd | misc_net | 4.13 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 521d1251923a51f10e6c6bb07fdd7334 | 1,371,743,447 | 39.548088 | -120.437653 | 0 |
1,294,301 | 2020-06-20 15:51:17 | 3,526,826,139,003,047 | fraud_Monahan-Morar | personal_care | 123.47 | Nathan | Massey | M | 5783 Evan Roads Apt. 465 | Falmouth | MI | 49,632 | 44.2529 | -85.017 | 1,126 | Furniture designer | 1955-07-06 | 622cc4f852f7ee0441ce3b75f00a8f37 | 1,371,743,477 | 43.257352 | -84.618926 | 0 |
1,294,302 | 2020-06-20 15:51:29 | 2,712,209,726,293,386 | fraud_Treutel-King | travel | 3.23 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | aacec66ed8ebe80b2bf7d92da34a7066 | 1,371,743,489 | 29.498335 | -91.820813 | 0 |
1,294,303 | 2020-06-20 15:51:36 | 571,844,099,986 | fraud_Fahey Inc | kids_pets | 62.9 | Susan | Mills | F | 005 Cody Estates | Louisville | KY | 40,202 | 38.2507 | -85.7476 | 736,284 | Engineering geologist | 1952-04-02 | a52241d8bf578c49f840e8c18ca3c6a1 | 1,371,743,496 | 38.129073 | -85.42963 | 0 |
1,294,304 | 2020-06-20 15:52:11 | 6,554,245,334,757,802 | fraud_Schumm, McLaughlin and Carter | food_dining | 144.89 | Monique | Robinson | F | 07712 Marcus Divide Apt. 831 | Laguna Hills | CA | 92,637 | 33.615 | -117.7114 | 45,303 | Sales executive | 1969-12-22 | a2dd69f837b7986f1c1c8af9cc09433f | 1,371,743,531 | 34.196971 | -117.578403 | 0 |
1,294,305 | 2020-06-20 15:52:11 | 30,270,432,095,985 | fraud_Metz-Boehm | shopping_pos | 7.26 | Lisa | Lin | F | 908 Brooks Brook | Lomax | IL | 61,454 | 40.6761 | -91.0391 | 725 | Environmental consultant | 1972-11-28 | 3e308f880f44519cb1de82bd1221a298 | 1,371,743,531 | 40.611151 | -91.557114 | 0 |
1,294,306 | 2020-06-20 15:52:12 | 30,235,268,718,158 | fraud_Roberts, Ryan and Smith | personal_care | 7.19 | Kenneth | Doyle | M | 8614 Reed Glen | West Harrison | NY | 10,604 | 41.0592 | -73.7395 | 11,250 | Lexicographer | 1977-08-16 | 93c59ad0152cba1c125041327fccb3b8 | 1,371,743,532 | 40.728938 | -72.839799 | 0 |
1,294,307 | 2020-06-20 15:52:16 | 2,450,829,271,795,901 | fraud_Bahringer Group | health_fitness | 25.29 | Timothy | Kirby | M | 7309 Sophia Causeway Suite 702 | Sauk Rapids | MN | 56,379 | 45.604 | -94.1591 | 16,163 | Hydrographic surveyor | 1987-02-22 | f43d09f3cc7238a7996d087f307fa9b4 | 1,371,743,536 | 46.105395 | -94.997778 | 0 |
1,294,308 | 2020-06-20 15:52:48 | 6,011,652,924,285,713 | fraud_Waelchi-Wolf | kids_pets | 55.25 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | 03207d6719c68894dac523af6ab06eb3 | 1,371,743,568 | 37.533262 | -92.233512 | 0 |
1,294,309 | 2020-06-20 15:52:59 | 4,874,017,206,859,125 | fraud_Crona and Sons | kids_pets | 187.67 | Lauren | Williams | F | 065 Jones Stravenue | Lake Oswego | OR | 97,034 | 45.4093 | -122.6847 | 42,817 | Planning and development surveyor | 1982-05-28 | e7da9f8a69c8cba9527e40ce7b77ab64 | 1,371,743,579 | 45.740201 | -122.541997 | 0 |
1,294,310 | 2020-06-20 15:53:08 | 377,113,842,678,100 | fraud_Yost-Rogahn | personal_care | 11.75 | Billy | Gallagher | M | 673 Delgado Burg | Greenwich | NJ | 8,323 | 39.4055 | -75.3209 | 804 | Insurance risk surveyor | 1965-03-25 | 156e1f1ea2bafeeb19335862c5d77364 | 1,371,743,588 | 38.988445 | -75.420922 | 0 |
1,294,311 | 2020-06-20 15:53:15 | 4,822,367,783,500,458 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 6.55 | Christopher | Farrell | M | 97070 Anderson Land | Haines City | FL | 33,844 | 28.0758 | -81.5929 | 33,804 | Exercise physiologist | 1991-01-01 | d3872af833896c3a6b76d200808a32f2 | 1,371,743,595 | 28.837211 | -81.934199 | 0 |
1,294,312 | 2020-06-20 15:53:53 | 3,587,960,728,692,500 | fraud_McCullough LLC | misc_pos | 134.62 | Kathy | Hughes | F | 02110 Lucas Freeway Suite 517 | Battle Creek | IA | 51,006 | 42.3327 | -95.6045 | 1,075 | Teacher, early years/pre | 1997-01-02 | 5235de9a3d65e00b1ceed3f868f17aec | 1,371,743,633 | 42.209539 | -94.856078 | 0 |
1,294,313 | 2020-06-20 15:54:14 | 2,222,001,896,600,109 | fraud_Weimann, Kuhic and Beahan | shopping_pos | 1.38 | Susan | Hernandez | F | 2193 Osborne Run Apt. 789 | Moro | IL | 62,067 | 38.9318 | -89.9618 | 2,401 | Buyer, industrial | 1972-01-03 | 0e785a57fcdd7fd469ea7c83d6704c01 | 1,371,743,654 | 39.833232 | -90.680911 | 0 |
1,294,314 | 2020-06-20 15:54:56 | 4,822,367,783,500,458 | fraud_Klocko, Runolfsdottir and Breitenberg | health_fitness | 15.65 | Christopher | Farrell | M | 97070 Anderson Land | Haines City | FL | 33,844 | 28.0758 | -81.5929 | 33,804 | Exercise physiologist | 1991-01-01 | af28b9fa60ee64e38dcf44c751998a75 | 1,371,743,696 | 27.701831 | -80.982035 | 0 |
1,294,315 | 2020-06-20 15:55:02 | 6,538,891,242,532,018 | fraud_Emmerich-Rau | personal_care | 115.34 | Jodi | Rodriguez | F | 5796 Lee Coves Apt. 286 | Walnut Ridge | AR | 72,476 | 36.0244 | -90.9288 | 7,155 | Engineer, control and instrumentation | 1977-03-23 | 2831a51f7588f86570104ff4f8624ce5 | 1,371,743,702 | 36.355779 | -90.27434 | 0 |
1,294,316 | 2020-06-20 15:55:17 | 2,720,433,095,629,877 | fraud_Ankunding LLC | shopping_net | 4.98 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | 592f6b379c1a30bb99efdebccda0c820 | 1,371,743,717 | 44.502424 | -70.500821 | 0 |
1,294,317 | 2020-06-20 15:55:49 | 4,646,845,581,490,336,000 | fraud_Hettinger, McCullough and Fay | home | 135.69 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | 69d4080af6945628bf89ad46f9137128 | 1,371,743,749 | 41.558391 | -72.742409 | 0 |
1,294,318 | 2020-06-20 15:56:05 | 4,587,577,161,160,601 | fraud_Streich, Rolfson and Wilderman | kids_pets | 92.33 | Tina | Lawrence | F | 12444 Jacob Pines | Nobleboro | ME | 4,555 | 44.0943 | -69.4828 | 1,643 | Financial trader | 1976-04-12 | 0f3776fc4823b537145878fc5bba0379 | 1,371,743,765 | 43.818906 | -69.400464 | 0 |
1,294,319 | 2020-06-20 15:56:45 | 3,550,554,389,581,384 | fraud_Conroy-Emard | food_dining | 62.25 | Ryan | Foster | M | 03921 Cole Mission Suite 882 | Hampton | FL | 32,044 | 29.8575 | -82.1483 | 2,060 | Oncologist | 1983-11-10 | 6e13ffc014d481e41488d193e1567b34 | 1,371,743,805 | 30.778357 | -81.822655 | 0 |
1,294,320 | 2020-06-20 15:57:26 | 3,533,742,182,628,021 | fraud_Dietrich-Fadel | health_fitness | 42.72 | Robert | Haynes | M | 857 Aaron Circles Suite 398 | Johns Island | SC | 29,455 | 32.8357 | -79.8217 | 20,478 | Materials engineer | 1997-06-04 | cd98f66e56b1f4f2aafa9b0b46af6b25 | 1,371,743,846 | 33.373133 | -79.905585 | 0 |
1,294,321 | 2020-06-20 15:57:28 | 3,587,960,728,692,500 | fraud_Romaguera Ltd | health_fitness | 24.3 | Kathy | Hughes | F | 02110 Lucas Freeway Suite 517 | Battle Creek | IA | 51,006 | 42.3327 | -95.6045 | 1,075 | Teacher, early years/pre | 1997-01-02 | 3ee7865429e406982947dce7bb13f086 | 1,371,743,848 | 42.319979 | -94.761172 | 0 |
1,294,322 | 2020-06-20 15:57:29 | 30,238,755,902,988 | fraud_Dibbert-Green | entertainment | 30.58 | Danielle | Yu | F | 5395 Colon Burgs Suite 037 | Thrall | TX | 76,578 | 30.592 | -97.2893 | 1,766 | Press sub | 1976-01-02 | 84f7847e95f71e85eed62dd2b1303ddd | 1,371,743,849 | 31.124485 | -96.494319 | 0 |
1,294,323 | 2020-06-20 15:59:08 | 3,561,963,695,236,764 | fraud_Welch, Rath and Koepp | entertainment | 81.36 | Michael | Lee | M | 7915 Dawn Roads Apt. 544 | Shelter Island | NY | 11,964 | 41.064 | -72.3366 | 1,858 | Clinical biochemist | 1984-03-03 | c04b3b384dc5ef12a9bc675180ac983f | 1,371,743,948 | 41.724556 | -71.597905 | 0 |
1,294,324 | 2020-06-20 15:59:24 | 4,104,312,520,615,374 | fraud_Kris-Padberg | shopping_pos | 123.02 | Brooke | Rodriguez | F | 901 Todd Gardens Apt. 466 | Mountain Center | CA | 92,561 | 33.6401 | -116.5567 | 1,661 | Therapist, music | 1988-09-19 | 3e37ce63b2187cd3ea2baafcf919c47a | 1,371,743,964 | 34.230435 | -116.246321 | 0 |
1,294,325 | 2020-06-20 16:00:10 | 581,293,083,266 | fraud_Hettinger, McCullough and Fay | home | 78.07 | William | Thomas | M | 39227 Mcpherson Shoals | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Podiatrist | 1989-10-06 | de3186e180e4e3e01dfb9adb0075c7f9 | 1,371,744,010 | 36.848796 | -97.167933 | 0 |
1,294,326 | 2020-06-20 16:00:24 | 213,102,873,001,603 | fraud_Rau-Grant | kids_pets | 5.54 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | 6e6f6e07ed591efc94fbb2103d776d69 | 1,371,744,024 | 43.781631 | -124.858789 | 0 |
1,294,327 | 2020-06-20 16:00:57 | 4,610,050,989,831,291 | fraud_O'Connell, Botsford and Hand | home | 75.77 | James | Lynch | M | 5155 Mary Common Apt. 927 | Utica | PA | 16,362 | 41.4798 | -79.9403 | 1,102 | Garment/textile technologist | 1989-07-08 | f559bb081b9011e1d7a06d783e26a74e | 1,371,744,057 | 41.702542 | -79.369707 | 0 |
1,294,328 | 2020-06-20 16:01:04 | 4,961,003,488,432,306 | fraud_Roberts, Ryan and Smith | personal_care | 14.31 | Stacy | Walsh | F | 324 Donna Ridge Suite 651 | Cressona | PA | 17,929 | 40.6284 | -76.195 | 1,606 | Ecologist | 1966-05-10 | 120528558524455f65854f3920c2eb31 | 1,371,744,064 | 41.157445 | -76.923371 | 0 |
1,294,329 | 2020-06-20 16:01:42 | 571,365,235,126 | fraud_Willms, Kris and Bergnaum | shopping_pos | 48.53 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | 54066ea4b762017fc1bf65d202abc79f | 1,371,744,102 | 44.410309 | -85.690461 | 0 |
1,294,330 | 2020-06-20 16:02:02 | 3,543,591,270,174,051 | fraud_Sporer-Keebler | personal_care | 7.59 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | 591315ad49aaccf26b3c580d8bc3ad9d | 1,371,744,122 | 40.498946 | -78.303322 | 0 |
1,294,331 | 2020-06-20 16:02:38 | 4,745,996,322,265 | fraud_Ratke and Sons | health_fitness | 19.6 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | ef61b2b8d7e450eb0b60dc39caa9306c | 1,371,744,158 | 41.650054 | -85.898588 | 0 |
1,294,332 | 2020-06-20 16:02:46 | 180,042,946,491,150 | fraud_Swaniawski, Lowe and Robel | shopping_pos | 4.84 | Charles | Robles | M | 3337 Lisa Divide | Saint Petersburg | FL | 33,710 | 27.7898 | -82.7243 | 341,043 | Engineer, land | 1989-02-28 | 1cabe68925b2e8658ab8099277e350ee | 1,371,744,166 | 27.311519 | -82.202612 | 0 |
1,294,333 | 2020-06-20 16:03:06 | 30,143,535,920,989 | fraud_Stark-Koss | home | 152.36 | Lisa | Collins | F | 44197 Jeffrey Port Suite 050 | Bridgeport | NJ | 8,014 | 39.8016 | -75.3478 | 504 | Engineer, control and instrumentation | 1980-08-17 | 9b5bdaf0fdaafdc4787fb6e29c2da1b6 | 1,371,744,186 | 39.700231 | -75.701997 | 0 |
1,294,334 | 2020-06-20 16:03:42 | 3,538,520,143,479,972 | fraud_Bahringer-Streich | food_dining | 6.52 | Cassandra | Nunez | F | 9572 Austin Forge Suite 612 | Clay Center | OH | 43,408 | 41.5686 | -83.3632 | 269 | Insurance underwriter | 1965-09-15 | a3f45320d6790c38ba1abb74978b280c | 1,371,744,222 | 41.460169 | -82.543546 | 0 |
1,294,335 | 2020-06-20 16:04:03 | 3,585,740,823,295,298 | fraud_Bednar PLC | kids_pets | 49.67 | James | Greene | M | 082 Hernandez Bypass Apt. 886 | Quanah | TX | 79,252 | 34.2956 | -99.7494 | 3,202 | Librarian, public | 1998-03-18 | 3c6c24631cbfd23e78f71e10f421599b | 1,371,744,243 | 34.977558 | -100.555256 | 0 |
1,294,336 | 2020-06-20 16:04:23 | 180,067,784,565,096 | fraud_Kertzmann LLC | health_fitness | 23.19 | Mary | Juarez | F | 35440 Ryan Islands | North Prairie | WI | 53,153 | 42.9385 | -88.395 | 2,328 | Applications developer | 1942-01-06 | 1c0a5e74e2694e500f1088dd451d0568 | 1,371,744,263 | 42.35057 | -88.550602 | 0 |
1,294,337 | 2020-06-20 16:04:41 | 3,528,231,451,607,350 | fraud_Sporer-Keebler | personal_care | 216.32 | Lauren | Moreno | F | 83719 Wilson Shore | Heislerville | NJ | 8,324 | 39.224 | -74.9942 | 526 | Exercise physiologist | 1940-09-06 | 924c6dc8ec77afca2d02e3b4c66a4aac | 1,371,744,281 | 40.040397 | -75.272482 | 0 |
1,294,338 | 2020-06-20 16:04:43 | 4,400,011,257,587,662,000 | fraud_Hyatt, Russel and Gleichner | health_fitness | 2.12 | Marissa | Powell | F | 474 Allen Haven | North Loup | NE | 68,859 | 41.4972 | -98.7858 | 509 | Nurse, children's | 1980-09-15 | 460aaf7303ca407d983298928b5cebc7 | 1,371,744,283 | 42.16713 | -99.165842 | 0 |
1,294,339 | 2020-06-20 16:04:49 | 3,523,898,249,167,098 | fraud_Runte-Mohr | food_dining | 7.92 | Joshua | Carpenter | M | 04975 Allison Shoal | Bronx | NY | 10,463 | 40.8798 | -73.9067 | 1,382,480 | Therapist, drama | 1990-11-09 | f4ad70e2e2cac6752f6ad88a28a0d247 | 1,371,744,289 | 39.924645 | -73.591311 | 0 |
1,294,340 | 2020-06-20 16:04:54 | 3,519,232,971,341,141 | fraud_Kilback and Sons | entertainment | 25.84 | Michael | Jones | M | 754 Smith Isle | Amsterdam | OH | 43,903 | 40.4731 | -80.9596 | 2,208 | Mental health nurse | 1961-09-10 | 43b0d6c8d76cf089f4b767d07f24ea60 | 1,371,744,294 | 40.546687 | -81.23948 | 0 |
1,294,341 | 2020-06-20 16:05:24 | 180,072,527,505,094 | fraud_Watsica LLC | personal_care | 37.2 | Cody | Miller | M | 25748 John Wells | Mooresville | NC | 28,117 | 35.584 | -80.8685 | 69,793 | Control and instrumentation engineer | 1953-12-08 | 4192e99b4b98daf60c554ac3927c6e3e | 1,371,744,324 | 35.908928 | -81.032615 | 0 |
1,294,342 | 2020-06-20 16:05:25 | 4,760,122,961,662 | fraud_Schneider, Hayes and Nikolaus | food_dining | 51.02 | Robert | Jordan | M | 4602 Lopez Glens Suite 900 | Arcadia | OH | 44,804 | 41.1116 | -83.502 | 1,202 | Curator | 1933-03-01 | 3882363cd8c1b232b8df2306efec1ca5 | 1,371,744,325 | 40.259438 | -82.692592 | 0 |
1,294,343 | 2020-06-20 16:06:23 | 4,170,689,372,027,579 | fraud_Eichmann-Kilback | home | 13.02 | Samuel | Frey | M | 830 Myers Plaza Apt. 384 | Edmond | OK | 73,034 | 35.6665 | -97.4798 | 116,001 | Media buyer | 1993-05-10 | 0028511a39c13142c50e5b3270c67926 | 1,371,744,383 | 35.524707 | -98.374002 | 0 |
1,294,344 | 2020-06-20 16:07:09 | 30,270,432,095,985 | fraud_Weber and Sons | food_dining | 46.29 | Lisa | Lin | F | 908 Brooks Brook | Lomax | IL | 61,454 | 40.6761 | -91.0391 | 725 | Environmental consultant | 1972-11-28 | 0c21fab43c33ff7d43599350a87d403a | 1,371,744,429 | 40.951 | -91.985845 | 0 |
1,294,345 | 2020-06-20 16:07:16 | 4,807,552,641,361 | fraud_Brown, Homenick and Lesch | health_fitness | 9.33 | Kimberly | Castro | F | 588 Smith Lights Suite 786 | Rosewood | OH | 43,070 | 40.2158 | -83.9579 | 133 | Professor Emeritus | 1954-01-29 | e9b1a7ea286da83d8f6f9e7f533af61c | 1,371,744,436 | 39.525418 | -84.658314 | 0 |
1,294,346 | 2020-06-20 16:10:00 | 4,873,783,502,705,038 | fraud_Koss, McLaughlin and Mayer | food_dining | 81.08 | Elizabeth | Maxwell | F | 194 Goodman Fall Apt. 569 | Burlington | WA | 98,233 | 48.4786 | -122.3345 | 14,871 | Public house manager | 1974-03-10 | 4fad23a8fc90367c7ef1093b9b55ee42 | 1,371,744,600 | 48.478294 | -121.618302 | 0 |
1,294,347 | 2020-06-20 16:10:17 | 4,926,376,199,189,801 | fraud_Pollich LLC | home | 42.92 | Claire | Davis | F | 83685 Matthew Center Suite 870 | Cherokee Village | AR | 72,529 | 36.3011 | -91.5281 | 4,726 | Pharmacologist | 1977-06-07 | a022380903f10b8a31a158d09ab5b503 | 1,371,744,617 | 35.986368 | -91.092177 | 0 |
1,294,348 | 2020-06-20 16:10:50 | 4,003,989,662,068,504 | fraud_Altenwerth, Cartwright and Koss | shopping_net | 109.36 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | e48435b83897aa0928094d61e8898844 | 1,371,744,650 | 32.631787 | -86.274077 | 0 |
1,294,349 | 2020-06-20 16:10:54 | 6,593,250,708,747,804 | fraud_Goyette, Howell and Collier | shopping_pos | 9.14 | Melissa | Meza | F | 244 Abbott Parkway | Loxahatchee | FL | 33,470 | 26.7383 | -80.276 | 26,551 | Paramedic | 1977-01-04 | 03c909f87f78572f8b758f8bed7825f9 | 1,371,744,654 | 27.296296 | -79.292462 | 0 |
1,294,350 | 2020-06-20 16:11:05 | 6,592,243,974,328,236 | fraud_Bernier and Sons | kids_pets | 15.46 | Philip | Hart | M | 97405 Vazquez Plains | Montgomery | AL | 36,111 | 32.3374 | -86.2715 | 214,703 | Chemist, analytical | 1994-10-07 | 3af8226631ac21b5d33d1cb3bd37cb73 | 1,371,744,665 | 31.59153 | -85.840372 | 0 |
1,294,351 | 2020-06-20 16:11:26 | 3,561,963,695,236,764 | fraud_Wuckert-Goldner | home | 86.85 | Michael | Lee | M | 7915 Dawn Roads Apt. 544 | Shelter Island | NY | 11,964 | 41.064 | -72.3366 | 1,858 | Clinical biochemist | 1984-03-03 | 7317986a0b8a5a7b94b0e3620a56c3c4 | 1,371,744,686 | 40.578101 | -71.4002 | 0 |
1,294,352 | 2020-06-20 16:11:30 | 581,686,439,828 | fraud_Flatley-Durgan | misc_net | 6.5 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 386fc8afec54f4a64a372c91af2cf315 | 1,371,744,690 | 41.80729 | -79.365666 | 0 |
1,294,353 | 2020-06-20 16:11:45 | 38,295,635,583,927 | fraud_Kilback and Sons | entertainment | 60.76 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | f3358ec315906ca2e6b4a3dd0f65098d | 1,371,744,705 | 34.105006 | -100.440388 | 0 |
1,294,354 | 2020-06-20 16:12:02 | 30,434,173,205,605 | fraud_Jakubowski Inc | home | 115.91 | Kylie | Kirby | F | 79816 Jackson Squares | Shedd | OR | 97,377 | 44.453 | -123.1065 | 917 | Radio broadcast assistant | 1995-07-08 | a656b733bbcb104e81a11fe4ecc8b7db | 1,371,744,722 | 43.610856 | -123.585808 | 0 |
1,294,355 | 2020-06-20 16:12:18 | 213,148,039,875,802 | fraud_Powlowski-Weimann | food_dining | 27.01 | Jill | Jacobs | F | 034 Kimberly Mountains | Brandon | FL | 33,510 | 27.9551 | -82.2966 | 79,613 | Environmental consultant | 1978-11-30 | 2612c16d4b4b05f1795a223eed5e2185 | 1,371,744,738 | 26.968614 | -83.025795 | 0 |
1,294,356 | 2020-06-20 16:14:28 | 340,953,839,692,349 | fraud_Bauch-Blanda | entertainment | 98.81 | Tyler | Wright | M | 615 Clarke Spring Apt. 172 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Doctor, hospital | 1980-05-18 | 9b64f3c6b92b12a4a088f97744fdf059 | 1,371,744,868 | 42.93017 | -83.003714 | 0 |
1,294,357 | 2020-06-20 16:14:29 | 4,210,078,554,961,359,000 | fraud_Wuckert-Goldner | home | 79.71 | Valerie | Clark | F | 7402 West Ranch | Lowell | OR | 97,452 | 43.921 | -122.7806 | 1,420 | Systems analyst | 1965-11-11 | c7544af5e3a411c57034f05140294d4a | 1,371,744,869 | 43.80711 | -121.909806 | 0 |
1,294,358 | 2020-06-20 16:14:44 | 4,561,546,772,499 | fraud_Gaylord-Powlowski | home | 141.08 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | 96987aca2eda5ebaa529ad4ded27e36a | 1,371,744,884 | 34.365861 | -106.25068 | 0 |
1,294,359 | 2020-06-20 16:14:53 | 3,582,754,887,089,201 | fraud_Larkin, Stracke and Greenfelder | entertainment | 20.6 | Terrance | Mckinney | M | 42965 Christopher Fords Suite 659 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Magazine features editor | 1966-08-08 | 07ee60a3d97a922dff22a64ccb4d684b | 1,371,744,893 | 34.062902 | -94.013579 | 0 |
1,294,360 | 2020-06-20 16:15:32 | 343,472,729,187,663 | fraud_Daugherty-Thompson | food_dining | 9.93 | Gloria | Wallace | F | 234 Bridges Wells Apt. 389 | Center Tuftonboro | NH | 3,816 | 43.6849 | -71.2551 | 1,368 | Optician, dispensing | 1971-08-05 | 32911c31f9bda3154be3ac6872b7581c | 1,371,744,932 | 43.752809 | -70.528412 | 0 |
1,294,361 | 2020-06-20 16:16:21 | 3,527,536,963,490,470 | fraud_Pouros, Walker and Spencer | kids_pets | 65.29 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | 5ff866b0cbf1ba029a45ad3b8797e687 | 1,371,744,981 | 33.462309 | -81.847971 | 0 |
1,294,362 | 2020-06-20 16:16:47 | 373,905,417,449,658 | fraud_Gleason-Macejkovic | shopping_net | 39.93 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | f8a9580ae5e6a0580d05ad4d647ad4fe | 1,371,745,007 | 31.715035 | -97.62367 | 0 |
1,294,363 | 2020-06-20 16:17:25 | 3,513,285,035,244,624 | fraud_Emmerich-Rau | personal_care | 10 | Ariana | Campbell | F | 50932 Neal Valley | Daniels | WV | 25,832 | 37.7256 | -81.1087 | 3,994 | Biochemist, clinical | 1936-11-05 | 9b32dbfa3905b7b7d0d3bc177b9f2520 | 1,371,745,045 | 37.131132 | -80.130113 | 0 |
1,294,364 | 2020-06-20 16:17:30 | 3,591,919,803,438,423 | fraud_Friesen Inc | shopping_pos | 6.55 | Brian | Williams | M | 32941 Krystal Mill Apt. 552 | Titusville | FL | 32,780 | 28.5697 | -80.8191 | 54,767 | Set designer | 1987-07-25 | ed33cf4ec0c0c3efc16125a066a0d04f | 1,371,745,050 | 28.854388 | -81.423207 | 0 |
1,294,365 | 2020-06-20 16:17:57 | 581,293,083,266 | fraud_Botsford PLC | home | 82.67 | William | Thomas | M | 39227 Mcpherson Shoals | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Podiatrist | 1989-10-06 | fc302947116e3f47d4ea9242e3047874 | 1,371,745,077 | 35.479154 | -97.162568 | 0 |
1,294,366 | 2020-06-20 16:17:59 | 3,511,378,610,369,890 | fraud_Botsford and Sons | home | 10.26 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | 5e0889ff5f535263e429f399038905ed | 1,371,745,079 | 35.681833 | -86.38756 | 0 |
1,294,367 | 2020-06-20 16:18:14 | 3,540,862,542,587,229 | fraud_Reichel Inc | entertainment | 2.37 | Nancy | Roach | F | 376 Brown Courts | Yellowstone National Park | WY | 82,190 | 44.7957 | -110.6137 | 369 | Materials engineer | 1941-11-16 | 08a7e505cd66a35b015109bdd9f077e9 | 1,371,745,094 | 45.649334 | -111.436436 | 0 |
1,294,368 | 2020-06-20 16:18:15 | 3,598,304,579,370,089 | fraud_Flatley Group | misc_pos | 7.6 | Vincent | Flowers | M | 0189 Emily Prairie | Wichita | KS | 67,232 | 37.6395 | -97.1714 | 409,656 | Heritage manager | 1985-12-27 | 84267e3d03719aac70883a135fed7e61 | 1,371,745,095 | 36.856889 | -97.06569 | 0 |
1,294,369 | 2020-06-20 16:18:19 | 30,357,372,465,631 | fraud_Dickinson Ltd | personal_care | 4.62 | John | Nichols | M | 00821 Joanna Meadow | Dalton | WI | 53,926 | 43.6718 | -89.1918 | 1,628 | Civil Service fast streamer | 1967-09-30 | b0e04003326fdeb43ccbc13fad0febde | 1,371,745,099 | 43.096699 | -88.71401 | 0 |
1,294,370 | 2020-06-20 16:18:59 | 4,951,647,200,979,051 | fraud_Stiedemann Inc | misc_pos | 3.47 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 1b3e91b11cade8e9c608725f4db8ba27 | 1,371,745,139 | 37.594803 | -89.38094 | 0 |
1,294,371 | 2020-06-20 16:19:50 | 3,523,843,138,706,408 | fraud_Swift PLC | kids_pets | 52.62 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36,758 | 32.6176 | -86.9475 | 1,412 | Drilling engineer | 1970-11-20 | 97620941f681fe9b923ad4964eac6d65 | 1,371,745,190 | 32.218319 | -87.747133 | 0 |
1,294,372 | 2020-06-20 16:20:10 | 180,048,185,037,117 | fraud_Volkman-Predovic | shopping_net | 10.43 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | 7452a75b9d67ddbc47a45d8dce0103a9 | 1,371,745,210 | 41.152622 | -75.204404 | 0 |
1,294,373 | 2020-06-20 16:21:41 | 342,952,484,382,519 | fraud_Greenholt, O'Hara and Balistreri | shopping_net | 3.86 | Kayla | Jones | F | 6033 Young Track Suite 804 | East Canaan | CT | 6,024 | 42.0158 | -73.2913 | 647 | Comptroller | 1987-09-26 | 25fd8ddf3d7e4465f84e5ec39f72e402 | 1,371,745,301 | 41.492779 | -72.93128 | 0 |
1,294,374 | 2020-06-20 16:21:52 | 3,589,255,887,819,806 | fraud_Nienow, Ankunding and Collier | misc_pos | 59.06 | David | Miller | M | 622 Bradley Knoll Apt. 758 | Hancock | MD | 21,750 | 39.6991 | -78.1762 | 3,766 | Press photographer | 1984-02-14 | 8d22a962b8c9dc95ace140f88fddf9d8 | 1,371,745,312 | 39.598024 | -78.951405 | 0 |
1,294,375 | 2020-06-20 16:22:19 | 3,595,192,916,105,588 | fraud_Friesen-Ortiz | personal_care | 13.33 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | 821ed67363b559d0d584d0428d0aab8a | 1,371,745,339 | 35.899713 | -79.166091 | 0 |
1,294,376 | 2020-06-20 16:24:41 | 342,351,256,941,125 | fraud_Lubowitz-Walter | kids_pets | 27.6 | Rebecca | Obrien | F | 5619 Mendoza Inlet | Juliette | GA | 31,046 | 33.1194 | -83.8235 | 3,343 | Theatre manager | 1990-06-08 | 68c9fa90855cbc54b78dcd770f5d45e1 | 1,371,745,481 | 32.650734 | -84.751113 | 0 |
1,294,377 | 2020-06-20 16:25:35 | 374,497,717,543,058 | fraud_Nolan-Williamson | kids_pets | 20.86 | Linda | Hurst | F | 31701 Tucker Square Suite 893 | Wilton | ND | 58,579 | 47.1709 | -100.7944 | 1,190 | Designer, ceramics/pottery | 1948-06-30 | d0233a6ae61b7e666083dd40411153c5 | 1,371,745,535 | 46.470444 | -101.405217 | 0 |
1,294,378 | 2020-06-20 16:26:20 | 2,248,348,993,063,230 | fraud_Champlin-Casper | home | 70.4 | Jennifer | Scott | F | 376 John Fork Suite 848 | Randolph | OH | 44,265 | 41.0109 | -81.2977 | 51 | Mechanical engineer | 1960-08-05 | c73bf37761df3e78d47fba487ed193cd | 1,371,745,580 | 40.84435 | -81.344913 | 0 |
1,294,379 | 2020-06-20 16:26:54 | 38,052,002,992,326 | fraud_Hills-Witting | shopping_net | 642.4 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | 06b8aac899fd705274a5637ebdcf2a38 | 1,371,745,614 | 29.424478 | -95.198275 | 0 |
1,294,380 | 2020-06-20 16:27:29 | 3,577,578,023,716,568 | fraud_Ernser-Lynch | food_dining | 87.9 | Debbie | Hughes | F | 0182 Owens Burgs Suite 480 | Diamond | OH | 44,412 | 41.0935 | -81.0425 | 2,644 | Engineer, biomedical | 1983-08-25 | ae2ec5599f834d4f1ab14db67a09db89 | 1,371,745,649 | 41.446189 | -80.886783 | 0 |
1,294,381 | 2020-06-20 16:27:58 | 6,011,360,759,745,864 | fraud_Homenick LLC | personal_care | 92.55 | Steven | Williams | M | 231 Flores Pass Suite 720 | Edinburg | VA | 22,824 | 38.8432 | -78.6003 | 6,018 | Designer, multimedia | 1947-08-21 | eb9ae069a0686ef945140c0245f411bc | 1,371,745,678 | 39.689271 | -77.696095 | 0 |
1,294,382 | 2020-06-20 16:28:24 | 4,110,266,553,600,176,000 | fraud_Schoen-Quigley | kids_pets | 11.26 | Sandra | Schwartz | F | 3789 Mark Walks | Sunflower | MS | 38,778 | 33.5567 | -90.5451 | 1,686 | Education officer, community | 1986-11-06 | de0f1dbb0a68ecb636a8076fa5444e00 | 1,371,745,704 | 32.786681 | -91.396503 | 0 |
1,294,383 | 2020-06-20 16:28:29 | 4,312,133,045,694,601,000 | fraud_Kling-Ernser | entertainment | 22.34 | Julian | Price | M | 086 Pierce Cove | Pikesville | MD | 21,208 | 39.3764 | -76.729 | 33,917 | Company secretary | 1977-06-12 | 9fa8200db4952800b7e1f4de0391f331 | 1,371,745,709 | 39.239537 | -76.019601 | 0 |
1,294,384 | 2020-06-20 16:29:12 | 4,294,040,533,480,516 | fraud_Pacocha-Bauch | shopping_pos | 57.72 | Gail | Weaver | F | 979 Stewart Lake | New Ellenton | SC | 29,809 | 33.413 | -81.69 | 2,206 | Biomedical scientist | 1986-12-31 | 5b5fbaa23b9de7bcca72222b6662eb94 | 1,371,745,752 | 33.680238 | -82.519375 | 0 |
1,294,385 | 2020-06-20 16:29:17 | 4,446,368,897,795,790 | fraud_Haag-Blanda | food_dining | 66.37 | Ryan | Joseph | M | 8850 Jessica Center | Atlantic | VA | 23,303 | 37.9073 | -75.5089 | 741 | Geologist, engineering | 1986-08-17 | 23a729e8a4e91fd0ddec515bb0f7bd2c | 1,371,745,757 | 37.277517 | -74.903335 | 0 |
1,294,386 | 2020-06-20 16:29:43 | 6,506,982,560,413,523 | fraud_Auer LLC | personal_care | 15.35 | Alice | Kemp | F | 057 Martinez Radial | Texarkana | AR | 71,854 | 33.431 | -93.8765 | 36,438 | Surgeon | 1985-04-15 | e760362f76ae677dba771a383ff09f5b | 1,371,745,783 | 33.633215 | -93.720616 | 0 |
1,294,387 | 2020-06-20 16:30:43 | 4,536,996,888,716,062,000 | fraud_Okuneva, Schneider and Rau | shopping_pos | 2,098.05 | 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 | ee192dadc5232052df4fb13b4d16e7d1 | 1,371,745,843 | 35.750881 | -106.166758 | 0 |
1,294,388 | 2020-06-20 16:31:03 | 4,640,395,708,703 | fraud_O'Connell, Botsford and Hand | home | 26.72 | Melissa | Krause | F | 67632 Martin Gateway | Fordoche | LA | 70,732 | 30.6576 | -91.6264 | 1,178 | Community education officer | 1951-06-13 | 3caea2f79fa509776faa0d11570ce08c | 1,371,745,863 | 29.975141 | -91.368064 | 0 |
1,294,389 | 2020-06-20 16:31:43 | 2,712,209,726,293,386 | fraud_Leannon-Ward | food_dining | 123.26 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | d09ae25f8939bf4e7a66ecc16e237a5e | 1,371,745,903 | 31.404547 | -91.286578 | 0 |
1,294,390 | 2020-06-20 16:32:01 | 6,564,459,919,350,820 | fraud_Mosciski, Ziemann and Farrell | shopping_net | 1,006.48 | Douglas | Willis | M | 619 Jeremy Garden Apt. 681 | Benton | WI | 53,803 | 42.5545 | -90.3508 | 1,306 | Public relations officer | 1958-09-10 | 726a693a52a8b3de32101c828feee042 | 1,371,745,921 | 41.585645 | -90.692572 | 1 |
1,294,391 | 2020-06-20 16:32:08 | 4,514,242,065,619,750 | fraud_Schaefer Ltd | kids_pets | 18.93 | Janet | Carpenter | F | 9870 Collins Flat | Laramie | WY | 82,072 | 41.4247 | -105.4781 | 35,371 | Pilot, airline | 1988-09-02 | 1d5decd20a69b944c449d6af93402947 | 1,371,745,928 | 40.520476 | -104.934286 | 0 |
1,294,392 | 2020-06-20 16:33:32 | 6,534,628,260,579,800 | fraud_Lang, Towne and Schuppe | kids_pets | 22.57 | Christine | Harris | F | 29606 Martinez Views Suite 653 | Hinesburg | VT | 5,461 | 44.3346 | -73.098 | 4,542 | Claims inspector/assessor | 1998-03-19 | 78116353b5aedcf0feb42a0587374c35 | 1,371,746,012 | 44.998106 | -72.334362 | 0 |
1,294,393 | 2020-06-20 16:33:57 | 3,554,818,239,968,984 | fraud_Windler LLC | kids_pets | 55.84 | Cory | Thomas | M | 6458 Roberson Alley | Williamsburg | MO | 63,388 | 38.8874 | -91.7689 | 710 | Glass blower/designer | 1970-09-27 | 85447b69ba716f099799560f19d45850 | 1,371,746,037 | 38.452397 | -91.659203 | 0 |
1,294,394 | 2020-06-20 16:34:05 | 3,583,293,909,206,278 | fraud_Lesch Ltd | shopping_pos | 7.4 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | b71d7b3050273bfbfe61922e23bf8d83 | 1,371,746,045 | 35.918098 | -106.683415 | 0 |
1,294,395 | 2020-06-20 16:34:08 | 4,623,560,839,669 | fraud_Conroy-Emard | food_dining | 32.3 | Vincent | Waller | M | 9379 Vanessa Run Apt. 400 | Lohrville | IA | 51,453 | 42.2619 | -94.5566 | 695 | Administrator | 1954-07-15 | adb18c613b23daf3aa1cb1d92f580097 | 1,371,746,048 | 42.755707 | -94.572998 | 0 |
1,294,396 | 2020-06-20 16:34:48 | 4,005,676,619,255,478 | fraud_Pollich LLC | home | 27.1 | William | Perry | M | 458 Phillips Island Apt. 768 | Denham Springs | LA | 70,726 | 30.459 | -90.9027 | 71,335 | Herbalist | 1994-05-31 | 195512f8b2d76bc646928f69c2f19075 | 1,371,746,088 | 30.996366 | -91.068983 | 0 |
1,294,397 | 2020-06-20 16:35:52 | 3,589,289,942,931,264 | fraud_Little Ltd | kids_pets | 15.58 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | 28c50c8145a87b6f48e26bb490354087 | 1,371,746,152 | 43.82343 | -98.433939 | 0 |
1,294,398 | 2020-06-20 16:35:58 | 4,957,924,165,498 | fraud_Jacobi Inc | health_fitness | 90.75 | Alan | Parsons | M | 0547 Russell Ford Suite 574 | Kirk | CO | 80,824 | 39.6171 | -102.4776 | 207 | Network engineer | 1955-12-04 | 4be701514a9ac8cc0ecb2f0eaafa93e8 | 1,371,746,158 | 40.202601 | -101.73634 | 0 |
1,294,399 | 2020-06-20 16:36:13 | 6,011,329,966,782,895 | fraud_Roob, Conn and Tremblay | shopping_pos | 7.68 | Lauren | Butler | F | 030 Seth Divide Suite 355 | Tulsa | OK | 74,131 | 36.0557 | -96.0602 | 413,574 | Teacher, special educational needs | 1971-09-01 | cf1441324177c86f2fc6d35be0f9f98f | 1,371,746,173 | 36.655501 | -97.050935 | 0 |
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