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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3,600 | 2020-06-22 11:57:19 | 342,952,484,382,519 | fraud_Rodriguez Group | gas_transport | 65.79 | Kayla | Jones | F | 6033 Young Track Suite 804 | East Canaan | CT | 6,024 | 42.0158 | -73.2913 | 647 | Comptroller | 1987-09-26 | 9a03c06bab88cb91a625a024cdfc7338 | 1,371,902,239 | 41.92258 | -74.012515 | 0 |
3,601 | 2020-06-22 11:58:10 | 213,120,463,918,358 | fraud_Bailey-Morar | grocery_pos | 139.57 | Willie | Jordan | M | 529 West Key | Spearsville | LA | 71,277 | 32.955 | -92.587 | 1,758 | Psychologist, forensic | 1957-08-08 | c1cba116b3bf2910db56d9d87d10d215 | 1,371,902,290 | 33.491851 | -91.825653 | 0 |
3,602 | 2020-06-22 11:58:14 | 38,588,538,868,506 | fraud_Koepp-Witting | grocery_pos | 127.4 | Jacqueline | Curry | F | 3047 Jeff Place | Marathon | TX | 79,842 | 30.1886 | -103.2214 | 498 | Lexicographer | 1990-11-23 | af4d7c624df9da8d6046f6801369f631 | 1,371,902,294 | 29.292219 | -103.312474 | 0 |
3,603 | 2020-06-22 11:58:56 | 180,072,527,505,094 | fraud_Lynch Ltd | shopping_pos | 4.52 | Cody | Miller | M | 25748 John Wells | Mooresville | NC | 28,117 | 35.584 | -80.8685 | 69,793 | Control and instrumentation engineer | 1953-12-08 | d398823a3870683fc40a91ec777a211f | 1,371,902,336 | 35.73061 | -80.693727 | 0 |
3,604 | 2020-06-22 11:59:51 | 4,874,017,206,859,125 | fraud_Cassin-Harvey | grocery_net | 65.97 | Lauren | Williams | F | 065 Jones Stravenue | Lake Oswego | OR | 97,034 | 45.4093 | -122.6847 | 42,817 | Planning and development surveyor | 1982-05-28 | aaaf21e5488e8cdd7c632e82f9d3e81b | 1,371,902,391 | 45.186248 | -123.581318 | 0 |
3,605 | 2020-06-22 12:00:14 | 3,551,217,896,304,745 | fraud_Berge-Ullrich | home | 91.92 | Sara | Harris | F | 597 Jenny Ford Apt. 543 | Tupper Lake | NY | 12,986 | 44.232 | -74.4905 | 6,120 | Chartered loss adjuster | 1976-10-09 | ac54285dc55eaae0b9d96a734ccdf034 | 1,371,902,414 | 45.112876 | -74.705588 | 0 |
3,606 | 2020-06-22 12:00:27 | 4,952,583,804,639,909 | fraud_Ernser-Feest | home | 35.49 | Patricia | Rodriguez | F | 386 Randolph Throughway | Warren | OH | 44,483 | 41.2639 | -80.8164 | 75,903 | Magazine features editor | 1957-04-05 | 332f22cdfcd652c0db4d630005df7341 | 1,371,902,427 | 42.222276 | -80.547532 | 0 |
3,607 | 2020-06-22 12:01:03 | 4,698,163,635,895,795 | fraud_Monahan-Morar | personal_care | 27.11 | Sharon | Powell | F | 101 Carla Loop | Wendel | CA | 96,136 | 40.3406 | -120.2824 | 104 | Teacher, adult education | 1989-08-16 | ac2b5fc4f40715737f63ad61d2e76719 | 1,371,902,463 | 39.364364 | -120.607754 | 0 |
3,608 | 2020-06-22 12:01:46 | 180,042,946,491,150 | fraud_Ernser-Feest | home | 91.08 | Charles | Robles | M | 3337 Lisa Divide | Saint Petersburg | FL | 33,710 | 27.7898 | -82.7243 | 341,043 | Engineer, land | 1989-02-28 | b0c1bba383f0b7c06ac8e1b2865c7361 | 1,371,902,506 | 27.805506 | -82.051716 | 0 |
3,609 | 2020-06-22 12:01:58 | 213,102,873,001,603 | fraud_Weber, Thiel and Hammes | kids_pets | 5.47 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | 63296bb0860d5b00c990e3b43f7e608e | 1,371,902,518 | 44.22025 | -123.481074 | 0 |
3,610 | 2020-06-22 12:02:16 | 581,686,439,828 | fraud_O'Hara-Wilderman | food_dining | 11.19 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 1586c06d95d1989df66d0501a0d623d7 | 1,371,902,536 | 40.967602 | -79.529312 | 0 |
3,611 | 2020-06-22 12:03:12 | 4,208,110,975,550,360,000 | fraud_Kilback LLC | food_dining | 65.3 | David | Bonilla | M | 82073 Jessica Camp | West Green | GA | 31,567 | 31.6143 | -82.7243 | 782 | Audiological scientist | 1982-01-16 | 9635d1fc1b24e38873059805bcfb324b | 1,371,902,592 | 31.959003 | -81.882522 | 0 |
3,612 | 2020-06-22 12:03:19 | 3,598,304,579,370,089 | fraud_Leannon-Nikolaus | travel | 2.27 | Vincent | Flowers | M | 0189 Emily Prairie | Wichita | KS | 67,232 | 37.6395 | -97.1714 | 409,656 | Heritage manager | 1985-12-27 | 17d0061dcb9038f9b21a55e90f11986b | 1,371,902,599 | 38.226566 | -97.605991 | 0 |
3,613 | 2020-06-22 12:03:42 | 4,379,260,813,815,979,500 | fraud_Dibbert-Green | entertainment | 159.76 | Thomas | Jenkins | M | 93914 Gregory Via | Oakland | CA | 94,619 | 37.7878 | -122.1884 | 381,459 | Barista | 1974-01-03 | 6c28ace2ab54a2a51a003c672e0dd94e | 1,371,902,622 | 38.321947 | -122.171275 | 0 |
3,614 | 2020-06-22 12:03:43 | 3,593,118,134,380,341 | fraud_Reichert-Weissnat | travel | 6.02 | Laura | Casey | F | 6114 Moran Way | Steuben | ME | 4,680 | 44.4971 | -67.9503 | 1,131 | Make | 1959-05-10 | 1fb352856681784e410822d9d9b34722 | 1,371,902,623 | 44.861873 | -67.294452 | 0 |
3,615 | 2020-06-22 12:04:02 | 4,956,828,990,005,111,000 | fraud_Torp-Lemke | misc_pos | 4.32 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | 9b1379e9a100ff0cc7bc25083a27bb6b | 1,371,902,642 | 39.930696 | -73.960782 | 0 |
3,616 | 2020-06-22 12:04:35 | 30,131,826,429,364 | fraud_Tillman LLC | travel | 3.36 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | 14bdffbcfeb956c4429f6cdede4fbc8a | 1,371,902,675 | 35.775614 | -83.388591 | 0 |
3,617 | 2020-06-22 12:04:51 | 3,559,723,917,628,303 | fraud_Hermiston, Pacocha and Smith | health_fitness | 75.72 | Matthew | Huerta | M | 622 Williams Trafficway | Ringwood | IL | 60,072 | 42.4048 | -88.3054 | 928 | Outdoor activities/education manager | 1985-05-13 | e0280a09629b6ee0c59ee5626e7a9140 | 1,371,902,691 | 41.500143 | -89.045801 | 0 |
3,618 | 2020-06-22 12:05:38 | 30,487,648,872,433 | fraud_Graham and Sons | health_fitness | 156.39 | Stephanie | Crane | F | 144 Martinez Curve | Central | IN | 47,110 | 38.097 | -86.1723 | 350 | Counsellor | 1955-01-05 | 34c9b927d82d3e1e0b547098de8b3eea | 1,371,902,738 | 37.295568 | -85.847559 | 0 |
3,619 | 2020-06-22 12:05:51 | 3,551,217,896,304,745 | fraud_Pfeffer and Sons | shopping_pos | 23.77 | Sara | Harris | F | 597 Jenny Ford Apt. 543 | Tupper Lake | NY | 12,986 | 44.232 | -74.4905 | 6,120 | Chartered loss adjuster | 1976-10-09 | 2ba9003e5de095876e6ea8599b39171d | 1,371,902,751 | 44.166556 | -75.244111 | 0 |
3,620 | 2020-06-22 12:05:59 | 30,273,037,698,427 | fraud_McGlynn-Heathcote | misc_net | 75.29 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | 0fe3e17c33066ba80dcdbe87ac5b6807 | 1,371,902,759 | 35.702274 | -91.333691 | 0 |
3,621 | 2020-06-22 12:06:02 | 3,504,178,999,463,051 | fraud_Dickinson-Rempel | misc_pos | 819.52 | Drew | Garcia | M | 70858 Jasmine Meadows Apt. 135 | Lima | OH | 45,801 | 40.7641 | -84.0973 | 86,954 | Copywriter, advertising | 1992-07-23 | 2d54e94963a589bc7e337f81750451ca | 1,371,902,762 | 40.082516 | -83.525015 | 0 |
3,622 | 2020-06-22 12:06:07 | 6,011,724,471,098,086 | fraud_Wilkinson Ltd | entertainment | 65.68 | Ann | Lawson | F | 144 Evans Islands Apt. 683 | Burbank | WA | 99,323 | 46.1966 | -118.9017 | 3,684 | Musician | 1981-11-29 | f922c83b7cd4746c8502b19e1faee8ae | 1,371,902,767 | 47.025154 | -118.826153 | 0 |
3,623 | 2020-06-22 12:07:22 | 30,364,087,349,027 | fraud_Hickle Group | shopping_pos | 8.05 | Samuel | Sandoval | M | 0005 Morrison Land | Mounds | OK | 74,047 | 35.8896 | -96.0887 | 7,163 | Fitness centre manager | 1982-02-05 | 467bf7ed696ddda84dd7af2e3793a49e | 1,371,902,842 | 35.973827 | -95.544104 | 0 |
3,624 | 2020-06-22 12:07:57 | 3,517,527,805,128,735 | fraud_Klocko, Runolfsdottir and Breitenberg | health_fitness | 29.34 | Tracy | Conway | F | 6778 Campos Field | Bonfield | IL | 60,913 | 41.1573 | -88.0619 | 1,617 | Medical secretary | 1990-04-25 | cca4d18f84303ac3f142ae975d611079 | 1,371,902,877 | 41.383284 | -88.52067 | 0 |
3,625 | 2020-06-22 12:07:58 | 4,658,490,815,480,264 | fraud_Bradtke, Torp and Bahringer | personal_care | 2.68 | Tara | Richards | F | 4879 Cristina Station | Keisterville | PA | 15,449 | 39.9636 | -79.7853 | 184 | Systems developer | 1945-11-04 | d1ec8c6caa3e70863e918423cb4a9f80 | 1,371,902,878 | 39.278788 | -79.063979 | 0 |
3,626 | 2020-06-22 12:08:00 | 4,897,067,971,111,210,000 | fraud_Dare-Gibson | health_fitness | 34.29 | Randy | Wood | M | 542 Howe Mission Apt. 092 | Port Richey | FL | 34,668 | 28.3011 | -82.6927 | 42,619 | Environmental education officer | 1975-10-07 | d81592a7ce9c039aae6d1fa324b73ce0 | 1,371,902,880 | 28.503302 | -82.76708 | 0 |
3,627 | 2020-06-22 12:08:04 | 3,560,797,065,840,735 | fraud_Carroll PLC | health_fitness | 4.49 | Janet | Turner | F | 0925 Lang Extensions | Shields | ND | 58,569 | 46.1838 | -101.2589 | 77 | Film/video editor | 1989-12-17 | f14f116d915a107a718b80ac6c5e5bf0 | 1,371,902,884 | 47.125161 | -101.285014 | 0 |
3,628 | 2020-06-22 12:08:10 | 30,510,856,607,165 | fraud_Champlin-Casper | home | 40.51 | Frederick | Robinson | M | 1125 Ray Track | Livonia | MI | 48,154 | 42.3958 | -83.3772 | 96,942 | Horticultural consultant | 1965-04-01 | 640eaeea340e12b673f2f4933276b8ad | 1,371,902,890 | 41.901067 | -82.939526 | 0 |
3,629 | 2020-06-22 12:08:53 | 30,364,087,349,027 | fraud_Schmeler Inc | misc_pos | 28.32 | Samuel | Sandoval | M | 0005 Morrison Land | Mounds | OK | 74,047 | 35.8896 | -96.0887 | 7,163 | Fitness centre manager | 1982-02-05 | 9d5fc98d3f6280995bf459ee7e001440 | 1,371,902,933 | 35.920196 | -96.724412 | 0 |
3,630 | 2020-06-22 12:09:05 | 2,235,613,922,823,698 | fraud_Dickinson-Rempel | misc_pos | 3.87 | Melissa | Mcclure | F | 2027 Snyder Track | Manville | WY | 82,227 | 42.73 | -104.7024 | 241 | Educational psychologist | 1980-12-16 | 5a6d7a62c29a2ba3d65a46e8e659523e | 1,371,902,945 | 43.64155 | -104.580166 | 0 |
3,631 | 2020-06-22 12:09:08 | 4,364,010,865,167,176 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 8.88 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 3f9937f585938faeb91a95299d288ac7 | 1,371,902,948 | 40.006852 | -119.716126 | 0 |
3,632 | 2020-06-22 12:09:10 | 2,254,917,871,818,484 | fraud_Lind-Buckridge | entertainment | 30.47 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | e8ef8078e1d68b82aa0abfe81a44365a | 1,371,902,950 | 38.359144 | -75.71317 | 0 |
3,633 | 2020-06-22 12:10:08 | 6,011,231,546,538,393 | fraud_Brown Inc | kids_pets | 15.61 | Johnny | Bennett | M | 321 Camacho Causeway | Boonton | NJ | 7,005 | 40.9115 | -74.414 | 15,269 | Psychologist, sport and exercise | 1993-07-05 | e3c9d2f26e36f653d2a0df3666ba9b80 | 1,371,903,008 | 41.118698 | -75.070953 | 0 |
3,634 | 2020-06-22 12:10:17 | 3,598,215,285,024,754 | fraud_Jast and Sons | food_dining | 20.48 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | 6d481ae47eb3e9abc7722862d5f57349 | 1,371,903,017 | 39.717578 | -74.406239 | 0 |
3,635 | 2020-06-22 12:10:31 | 573,860,193,545 | fraud_Lynch Ltd | shopping_pos | 4.13 | Cristian | Jones | M | 0423 Kirby Field Suite 623 | Wilmette | IL | 60,091 | 42.0765 | -87.7246 | 27,020 | Trade mark attorney | 1986-07-23 | 82fe3d51aa7b23563fb5b1f752df89ef | 1,371,903,031 | 42.8232 | -88.142102 | 0 |
3,636 | 2020-06-22 12:10:51 | 30,428,204,673,351 | fraud_Goldner-Lemke | entertainment | 61.97 | Greg | Villarreal | M | 2851 Foster Shoals | Schaefferstown | PA | 17,088 | 40.3087 | -76.2963 | 823 | Gaffer | 1982-07-02 | 694a162244d322cc29118dda068d3ccc | 1,371,903,051 | 40.29162 | -76.503167 | 0 |
3,637 | 2020-06-22 12:10:56 | 213,148,039,875,802 | fraud_Turner, Ziemann and Lehner | food_dining | 28.8 | Jill | Jacobs | F | 034 Kimberly Mountains | Brandon | FL | 33,510 | 27.9551 | -82.2966 | 79,613 | Environmental consultant | 1978-11-30 | 72c10e479a76777b380aaff9a4814fa6 | 1,371,903,056 | 27.768407 | -81.798193 | 0 |
3,638 | 2020-06-22 12:11:08 | 2,288,813,824,604,479 | fraud_Altenwerth-Kilback | home | 124.72 | Barbara | Norman | F | 6278 Stephanie Unions | New York City | NY | 10,039 | 40.8265 | -73.9383 | 1,577,385 | Herbalist | 1981-08-29 | 4f1796b923d998a2ccd0dde667c2db9f | 1,371,903,068 | 41.109252 | -73.349732 | 0 |
3,639 | 2020-06-22 12:11:09 | 4,191,109,180,926,792 | fraud_Keeling-Crist | misc_pos | 92.57 | Jennifer | Spencer | F | 477 Wheeler Burg | Amanda | OH | 43,102 | 39.6251 | -82.7552 | 4,512 | Farm manager | 1992-10-03 | d7e20350f68366e67914781f6879a1f7 | 1,371,903,069 | 38.647315 | -83.212889 | 0 |
3,640 | 2020-06-22 12:11:31 | 5,596,347,693,144,598 | fraud_Monahan-Morar | personal_care | 28.71 | Joseph | Moody | M | 5901 Foster Pine | Kenner | LA | 70,062 | 29.9912 | -90.2479 | 68,211 | Engineer, petroleum | 1941-04-23 | d83fea80e8b567f3893134ffcd105fe7 | 1,371,903,091 | 30.659715 | -90.275973 | 0 |
3,641 | 2020-06-22 12:11:43 | 4,169,388,510,116 | fraud_Bartoletti and Sons | personal_care | 29.88 | Marcia | Molina | F | 6744 Jimmy Extensions | Port Gibson | NY | 14,537 | 43.033 | -77.1575 | 207 | Database administrator | 1962-09-27 | e3fb1cd41e1e7d40f6d618788da2f254 | 1,371,903,103 | 43.607383 | -78.148003 | 0 |
3,642 | 2020-06-22 12:11:47 | 4,855,488,158,131,690,000 | fraud_Schoen, Nienow and Bauch | personal_care | 74.63 | Jeremy | Roberson | M | 25887 Martin Inlet | Graniteville | VT | 5,654 | 44.1554 | -72.4847 | 970 | Agricultural consultant | 1993-09-29 | a7568d10ff7dae6e46d050ae7e08e2ec | 1,371,903,107 | 44.429843 | -72.612225 | 0 |
3,643 | 2020-06-22 12:11:57 | 4,933,461,930,348,832 | fraud_Brown-Greenholt | entertainment | 22.24 | Richard | Carter | M | 5097 Martin Ridges | Minneapolis | MN | 55,403 | 44.9673 | -93.2828 | 1,022,298 | Chemical engineer | 1976-09-29 | 0ca8d0f6965220c161b0e3b62713b200 | 1,371,903,117 | 45.707867 | -93.87855 | 0 |
3,644 | 2020-06-22 12:11:58 | 349,612,764,943,496 | fraud_Kihn-Fritsch | food_dining | 53.97 | Xavier | Beltran | M | 61107 Edwards Dam Apt. 463 | Big Creek | KY | 40,914 | 37.1046 | -83.5706 | 467 | Psychologist, forensic | 1984-06-04 | c3e3f0ad2b80c3416c31d2192049e94b | 1,371,903,118 | 36.632343 | -84.227435 | 0 |
3,645 | 2020-06-22 12:12:17 | 4,128,027,264,554,082 | fraud_Hauck, Dietrich and Funk | kids_pets | 35.99 | Kyle | Park | M | 7507 Larry Passage Suite 859 | Mount Perry | OH | 43,760 | 39.8788 | -82.188 | 1,831 | Barrister's clerk | 1953-10-18 | 7e4e54a0d571af338a65eb13ae8eea98 | 1,371,903,137 | 39.38111 | -81.955003 | 0 |
3,646 | 2020-06-22 12:12:28 | 630,423,337,322 | fraud_Ruecker, Beer and Collier | shopping_net | 7.08 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | bbf0d801bfb3a3f274191c1fdaf142e7 | 1,371,903,148 | 49.387602 | -118.089042 | 0 |
3,647 | 2020-06-22 12:13:37 | 180,058,696,935,600 | fraud_Kilback and Sons | entertainment | 73.26 | Richard | Barnes | M | 1339 Johnson Landing Suite 007 | De Lancey | NY | 13,752 | 42.189 | -74.9229 | 782 | Chartered accountant | 2000-08-28 | 5bd68ffeda5fe5bcdb3acaca2c580c9f | 1,371,903,217 | 42.960786 | -74.385195 | 0 |
3,648 | 2020-06-22 12:14:42 | 6,573,561,108,825,071 | fraud_Erdman-Schaden | personal_care | 29.12 | Kristina | Lewis | F | 5449 Brandi Heights Apt. 111 | Tulsa | OK | 74,130 | 36.2395 | -95.9596 | 413,574 | Bookseller | 1968-06-18 | ab780a837fdce34eea6eecfe85917fc3 | 1,371,903,282 | 35.288897 | -96.003993 | 0 |
3,649 | 2020-06-22 12:14:58 | 6,538,441,737,335,434 | fraud_Jaskolski-Vandervort | misc_net | 83.02 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | 4cfbdf538531f6b724af7606a88e860a | 1,371,903,298 | 40.923863 | -79.256644 | 0 |
3,650 | 2020-06-22 12:15:36 | 3,529,597,930,342,630 | fraud_Nienow, Barrows and Romaguera | personal_care | 58.45 | Melissa | Rodriguez | F | 81708 Christopher Plaza | Jordanville | NY | 13,361 | 42.8948 | -74.8209 | 824 | Travel agency manager | 1985-09-01 | c23f65a76b0fee84e082d58de936d847 | 1,371,903,336 | 42.190225 | -74.505479 | 0 |
3,651 | 2020-06-22 12:15:50 | 376,445,266,762,684 | fraud_Yost-Rogahn | personal_care | 12.34 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | b8b550cdcf7dfcea72f8f2d0f9f7f319 | 1,371,903,350 | 40.427054 | -100.934979 | 0 |
3,652 | 2020-06-22 12:16:02 | 4,260,128,500,325 | fraud_Dooley-Thompson | misc_net | 98.42 | Whitney | Gallagher | F | 0374 Courtney Islands Apt. 400 | Deane | KY | 41,812 | 37.2409 | -82.7696 | 230 | Conservation officer, historic buildings | 1997-08-04 | 4b1fd51d4ffe519f52c285a5fd43e8dd | 1,371,903,362 | 37.637496 | -82.588687 | 0 |
3,653 | 2020-06-22 12:16:19 | 4,067,137,330,196,900 | fraud_Watsica, Haag and Considine | shopping_pos | 3.96 | Christina | Eaton | F | 3256 Brooks Field | Eldridge | AL | 35,554 | 33.9315 | -87.6194 | 1,186 | Politician's assistant | 1986-11-12 | 28aff1900fa1cf2daf09b1371f0946d6 | 1,371,903,379 | 34.82932 | -88.618549 | 0 |
3,654 | 2020-06-22 12:16:28 | 3,582,754,887,089,201 | fraud_Kuhn Group | food_dining | 11.66 | Terrance | Mckinney | M | 42965 Christopher Fords Suite 659 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Magazine features editor | 1966-08-08 | bb0d726916bf1d42ca3d0a39f2a91a95 | 1,371,903,388 | 35.39362 | -93.907728 | 0 |
3,655 | 2020-06-22 12:16:33 | 30,427,035,050,508 | fraud_Cole, Hills and Jewess | home | 72.26 | John | Chandler | M | 88325 Brandon Greens Apt. 477 | Detroit | MI | 48,202 | 42.377 | -83.0796 | 673,342 | Broadcast presenter | 1969-11-20 | 9c0b65841785c40480cb9ad5a1e9aae8 | 1,371,903,393 | 42.739241 | -82.583721 | 0 |
3,656 | 2020-06-22 12:16:58 | 3,586,008,444,788,268 | fraud_Erdman-Ebert | personal_care | 15.18 | Crystal | Fuller | F | 000 Jennifer Mills | Issaquah | WA | 98,027 | 47.4974 | -122.0107 | 50,489 | Osteopath | 1984-02-29 | d951a363496d426a1c1d074a425a0ad4 | 1,371,903,418 | 48.244457 | -122.173741 | 0 |
3,657 | 2020-06-22 12:17:13 | 38,052,002,992,326 | fraud_Reinger, Weissnat and Strosin | food_dining | 141.89 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | e1ad903cfca5b9713c666cea2ff36859 | 1,371,903,433 | 31.149991 | -95.133027 | 0 |
3,658 | 2020-06-22 12:17:22 | 3,576,021,480,694,169 | fraud_Roob, Conn and Tremblay | shopping_pos | 1.13 | Dawn | Gray | F | 9486 Joel Common Suite 554 | Topeka | KS | 66,618 | 39.1329 | -95.7023 | 163,415 | Secondary school teacher | 2004-12-30 | b5f47c67f1572c7ab5928778afed75a9 | 1,371,903,442 | 39.932377 | -95.72964 | 0 |
3,659 | 2020-06-22 12:17:35 | 6,517,217,825,320,610 | fraud_Hauck, Dietrich and Funk | kids_pets | 14.56 | James | Reese | M | 26975 Richardson Mills Apt. 402 | Sontag | MS | 39,665 | 31.6453 | -90.1801 | 1,196 | Librarian, academic | 1958-06-11 | 19b23c8bcd18cb1e12cc2a8ba5ad9c3b | 1,371,903,455 | 32.259874 | -89.202956 | 0 |
3,660 | 2020-06-22 12:17:35 | 2,576,709,887,791,552 | fraud_Waelchi Inc | kids_pets | 90.55 | Joseph | Morgan | M | 126 Underwood Drive | San Diego | CA | 92,128 | 33.0067 | -117.069 | 1,241,364 | Chartered public finance accountant | 1959-08-05 | 3ccb2e0413580e80312803f6607798ab | 1,371,903,455 | 32.411201 | -116.203993 | 0 |
3,661 | 2020-06-22 12:18:08 | 4,561,892,980,175 | fraud_Abbott-Steuber | personal_care | 7.93 | Jacqueline | Allen | F | 166 Lisa Fords | Greenwood | IN | 46,143 | 39.596 | -86.1309 | 78,968 | Financial adviser | 1968-02-10 | 9f26e3954eedd4a20a3599314c8fb609 | 1,371,903,488 | 39.178443 | -86.401731 | 0 |
3,662 | 2020-06-22 12:18:21 | 3,533,742,182,628,021 | fraud_Jast-McDermott | shopping_pos | 80.9 | Robert | Haynes | M | 857 Aaron Circles Suite 398 | Johns Island | SC | 29,455 | 32.8357 | -79.8217 | 20,478 | Materials engineer | 1997-06-04 | da4d31bc0cdae6db6bf07f7065a68202 | 1,371,903,501 | 33.431657 | -79.754225 | 0 |
3,663 | 2020-06-22 12:18:27 | 4,178,097,073,221,156 | fraud_Langworth LLC | personal_care | 69.15 | Jill | Flores | F | 639 Cruz Islands | Baroda | MI | 49,101 | 41.9488 | -86.4913 | 3,104 | Horticulturist, commercial | 1981-03-29 | 0bfb457026b38905ab764d651eab35e9 | 1,371,903,507 | 41.022283 | -87.378693 | 0 |
3,664 | 2020-06-22 12:18:36 | 4,917,187,576,956,394 | fraud_Weimann-Lockman | kids_pets | 27.12 | Joel | Rivera | M | 121 Solis Summit Apt. 934 | Tryon | OK | 74,875 | 35.8759 | -96.9623 | 1,165 | Psychotherapist, child | 1944-11-11 | 4c5196610c14f0a9a44234eecd8c4e0a | 1,371,903,516 | 36.782792 | -97.249392 | 0 |
3,665 | 2020-06-22 12:19:52 | 4,610,050,989,831,291 | fraud_Ruecker-Mayert | kids_pets | 49.74 | James | Lynch | M | 5155 Mary Common Apt. 927 | Utica | PA | 16,362 | 41.4798 | -79.9403 | 1,102 | Garment/textile technologist | 1989-07-08 | 88285ed8dbf3c2143e344cb1aab2a508 | 1,371,903,592 | 41.716774 | -80.125843 | 0 |
3,666 | 2020-06-22 12:20:24 | 4,981,132,848,794 | fraud_Klocko, Runolfsdottir and Breitenberg | health_fitness | 35.95 | Joseph | Spencer | M | 7854 Stephanie Island Suite 788 | Holloway | OH | 43,985 | 40.0113 | -80.9701 | 128 | Child psychotherapist | 1946-04-03 | 60c402b5576f88d4ce50d1427e1e7b23 | 1,371,903,624 | 41.005188 | -80.427711 | 0 |
3,667 | 2020-06-22 12:20:37 | 4,225,990,116,481,262,600 | fraud_Osinski Inc | personal_care | 9.44 | Brian | Simpson | M | 2711 Duran Pines | Honokaa | HI | 96,727 | 20.0827 | -155.488 | 4,878 | Physiotherapist | 1966-12-03 | d9448f864fdf62abd8adddf47d38c3e8 | 1,371,903,637 | 19.163455 | -156.2798 | 0 |
3,668 | 2020-06-22 12:20:45 | 4,119,762,878,330,989 | fraud_Sporer-Keebler | personal_care | 45.03 | Melinda | Gutierrez | F | 1497 West Gateway | Eureka | IL | 61,530 | 40.7152 | -89.2706 | 6,713 | Archivist | 1945-08-19 | a1257069f086e2b64491dae4927dda69 | 1,371,903,645 | 41.649084 | -88.867304 | 0 |
3,669 | 2020-06-22 12:20:45 | 3,501,942,333,500,073 | fraud_Nolan-Williamson | kids_pets | 146.87 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | 9716b6c8fd60821cc6df5a00d90c8d9b | 1,371,903,645 | 34.055442 | -112.376577 | 0 |
3,670 | 2020-06-22 12:21:21 | 4,599,285,557,366,057 | fraud_Shanahan-Lehner | personal_care | 31.68 | Mary | Williams | F | 00315 Ashley Valleys | Burrton | KS | 67,020 | 38.0261 | -97.6666 | 1,689 | Gaffer | 1997-11-18 | c93b578069db194712cb967e516bac87 | 1,371,903,681 | 38.342063 | -98.170505 | 0 |
3,671 | 2020-06-22 12:21:55 | 3,531,129,874,770,000 | fraud_Kihn-Fritsch | food_dining | 18.38 | Shelby | Mitchell | F | 974 Cindy Stream | Brandon | VT | 5,733 | 43.8065 | -73.0882 | 5,895 | Scientist, marine | 1975-07-13 | 99fb64f8714b828c7a74e991174dffa3 | 1,371,903,715 | 44.087314 | -73.464019 | 0 |
3,672 | 2020-06-22 12:22:52 | 4,683,638,447,911 | fraud_Bahringer-Streich | food_dining | 59.06 | Daniel | Boyd | M | 8925 Nicholas Points | Egan | LA | 70,531 | 30.251 | -92.5002 | 1,261 | Broadcast presenter | 1972-07-01 | cc3fd5cb199202d1a356ac00fe61336c | 1,371,903,772 | 29.316976 | -91.756962 | 0 |
3,673 | 2020-06-22 12:23:07 | 346,273,234,529,002 | fraud_Klocko, Runolfsdottir and Breitenberg | health_fitness | 49.15 | Donna | Moreno | F | 32301 Albert River Suite 364 | Ronceverte | WV | 24,970 | 37.7418 | -80.4626 | 4,575 | Statistician | 1991-10-22 | b758d3104983351abf5557d58a24797a | 1,371,903,787 | 36.967596 | -80.676147 | 0 |
3,674 | 2020-06-22 12:23:08 | 6,011,652,924,285,713 | fraud_Kris-Padberg | shopping_pos | 4.17 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | 005c14b24853867ff734750afc1ff71d | 1,371,903,788 | 38.356884 | -91.740428 | 0 |
3,675 | 2020-06-22 12:23:17 | 30,518,206,766,474 | fraud_Douglas, Schneider and Turner | shopping_pos | 1.08 | Tamara | Martinez | F | 471 Marquez Prairie Suite 680 | Matthews | MO | 63,867 | 36.7154 | -89.6287 | 1,019 | Aeronautical engineer | 1979-01-26 | 221864334c579d96de1bc2778168cece | 1,371,903,797 | 37.123642 | -88.7311 | 0 |
3,676 | 2020-06-22 12:23:34 | 213,102,873,001,603 | fraud_Monahan, Hermann and Johns | travel | 4.54 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | f9984bee351aace0a3ead2784ffce260 | 1,371,903,814 | 43.629357 | -123.471361 | 0 |
3,677 | 2020-06-22 12:24:26 | 2,254,799,658,404,120 | fraud_Gerlach Inc | shopping_net | 8.17 | Barbara | Nelson | F | 7337 Browning Falls Suite 027 | Valdosta | GA | 31,605 | 30.946 | -83.2474 | 94,325 | Educational psychologist | 1987-09-08 | c9a135f021ad912510e360f8485fc8d1 | 1,371,903,866 | 30.641776 | -82.544911 | 0 |
3,678 | 2020-06-22 12:24:38 | 3,531,129,874,770,000 | fraud_Effertz, Welch and Schowalter | entertainment | 203.08 | Shelby | Mitchell | F | 974 Cindy Stream | Brandon | VT | 5,733 | 43.8065 | -73.0882 | 5,895 | Scientist, marine | 1975-07-13 | 4f923b992f88dce63b00e6dfe46c0e22 | 1,371,903,878 | 44.529392 | -72.362974 | 0 |
3,679 | 2020-06-22 12:25:17 | 3,598,304,579,370,089 | fraud_Mohr-Bayer | shopping_net | 1.1 | Vincent | Flowers | M | 0189 Emily Prairie | Wichita | KS | 67,232 | 37.6395 | -97.1714 | 409,656 | Heritage manager | 1985-12-27 | 7e4302987e8c763a9abe668fb6d3d7b0 | 1,371,903,917 | 38.483004 | -97.184751 | 0 |
3,680 | 2020-06-22 12:25:20 | 375,534,208,663,984 | fraud_Medhurst, Labadie and Gottlieb | travel | 458.04 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | 8f9be6c125aa8b881999dac627068e7e | 1,371,903,920 | 39.150472 | -80.438524 | 0 |
3,681 | 2020-06-22 12:25:34 | 3,518,669,219,150,142 | fraud_Schaefer, Fay and Hilll | entertainment | 74.97 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | 9852723bfb4c58d6ef07c45184d4958f | 1,371,903,934 | 39.653686 | -85.091428 | 0 |
3,682 | 2020-06-22 12:25:59 | 4,570,636,521,433,188 | fraud_Sporer-Keebler | personal_care | 97.13 | Christine | Leblanc | F | 5097 Jodi Vista Suite 811 | Deltona | FL | 32,725 | 28.8989 | -81.2473 | 88,735 | Commercial horticulturist | 1988-04-09 | 7cca3d08cad5867d83e3e58012a1d344 | 1,371,903,959 | 29.062074 | -81.824946 | 0 |
3,683 | 2020-06-22 12:26:21 | 4,294,040,533,480,516 | fraud_Streich, Rolfson and Wilderman | kids_pets | 59.85 | Gail | Weaver | F | 979 Stewart Lake | New Ellenton | SC | 29,809 | 33.413 | -81.69 | 2,206 | Biomedical scientist | 1986-12-31 | 11f387dc5f8a57b6d4d3008ac138137d | 1,371,903,981 | 33.998876 | -81.305547 | 0 |
3,684 | 2020-06-22 12:26:45 | 38,947,654,498,698 | fraud_Schroeder Group | health_fitness | 43.76 | Lori | Rodriguez | F | 12087 Michael Light | Creola | OH | 45,622 | 39.3543 | -82.503 | 321 | Copywriter, advertising | 1979-06-24 | d7618b90e0f88ebb89721f55ac57e3cb | 1,371,904,005 | 39.45468 | -82.086834 | 0 |
3,685 | 2020-06-22 12:26:59 | 2,242,542,703,101,233 | fraud_Waelchi Inc | kids_pets | 27.24 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 2b25186d38411f529eb42767cdedf2a8 | 1,371,904,019 | 37.954983 | -86.239069 | 0 |
3,686 | 2020-06-22 12:27:35 | 30,404,291,151,692 | fraud_Morissette-Schaefer | personal_care | 42.66 | Savannah | Lewis | F | 537 Walker Freeway | North Tonawanda | NY | 14,120 | 43.0498 | -78.851 | 45,100 | Ambulance person | 1993-10-25 | 18ee6213c3942b15e2b65f6ffa36c99d | 1,371,904,055 | 42.075467 | -79.314832 | 0 |
3,687 | 2020-06-22 12:28:11 | 4,862,293,128,558 | fraud_Pacocha-Weissnat | kids_pets | 3.4 | Elizabeth | Payne | F | 897 Daugherty Mission | Grassflat | PA | 16,839 | 41.0036 | -78.1104 | 489 | Pension scheme manager | 1956-09-15 | 6933215bce297bc4986011b3376eb947 | 1,371,904,091 | 40.128516 | -77.32653 | 0 |
3,688 | 2020-06-22 12:28:24 | 4,561,546,772,499 | fraud_Ebert-Daugherty | travel | 539.13 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | edd37f662046b8a1946b9738da34f471 | 1,371,904,104 | 35.174498 | -105.802593 | 0 |
3,689 | 2020-06-22 12:28:45 | 3,513,618,443,244,549 | fraud_Zboncak LLC | food_dining | 137.63 | Amber | Perez | F | 954 Reyes Ways | Fulton | SD | 57,340 | 43.7588 | -97.8712 | 355 | Financial adviser | 1955-06-26 | 4e6bc3905c41215cb3656e095d71c065 | 1,371,904,125 | 42.813263 | -97.113624 | 0 |
3,690 | 2020-06-22 12:29:30 | 4,839,043,708,100,390 | fraud_Gaylord-Powlowski | home | 4.06 | Meredith | Campbell | F | 043 Hanson Turnpike | Hedrick | IA | 52,563 | 41.1826 | -92.3097 | 1,583 | Geochemist | 1999-06-28 | 03b75656eba895607a6203df645b6f28 | 1,371,904,170 | 41.566271 | -91.412095 | 0 |
3,691 | 2020-06-22 12:30:36 | 676,102,124,465 | fraud_Harris Group | food_dining | 19.59 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | 9c6eb61368b7d627be638de66aedac68 | 1,371,904,236 | 38.953399 | -122.950721 | 0 |
3,692 | 2020-06-22 12:30:58 | 4,451,438,912,406,400 | fraud_Boehm, Block and Jakubowski | misc_pos | 125.1 | Cheryl | Morgan | F | 7535 Amanda Manors Suite 293 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Manufacturing engineer | 1999-09-11 | 240a59580847644b26f30f7f62ae2385 | 1,371,904,258 | 34.198354 | -94.356425 | 0 |
3,693 | 2020-06-22 12:30:59 | 6,011,329,966,782,895 | fraud_Reichert, Shanahan and Hayes | shopping_net | 1.48 | 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 | b36fddcd00ea8efa202e14ae36299ddf | 1,371,904,259 | 36.282564 | -96.177646 | 0 |
3,694 | 2020-06-22 12:31:07 | 342,351,256,941,125 | fraud_Howe PLC | entertainment | 37.06 | Rebecca | Obrien | F | 5619 Mendoza Inlet | Juliette | GA | 31,046 | 33.1194 | -83.8235 | 3,343 | Theatre manager | 1990-06-08 | 7a4c0ce98b24fcab2bd0f941f99ffde2 | 1,371,904,267 | 32.494783 | -83.851612 | 0 |
3,695 | 2020-06-22 12:31:45 | 4,855,488,158,131,690,000 | fraud_Crona and Sons | kids_pets | 54.33 | Jeremy | Roberson | M | 25887 Martin Inlet | Graniteville | VT | 5,654 | 44.1554 | -72.4847 | 970 | Agricultural consultant | 1993-09-29 | e52612a73d048f423c4ba330bf385bb6 | 1,371,904,305 | 43.220489 | -73.299302 | 0 |
3,696 | 2020-06-22 12:32:16 | 4,302,480,582,202,074 | fraud_O'Hara-Wilderman | food_dining | 1.34 | David | Rodriguez | M | 821 Solis Points | Muskegon | MI | 49,440 | 43.2326 | -86.2492 | 128,715 | Historic buildings inspector/conservation officer | 1995-05-25 | 15710e1a5ba5444a886398c734df67e7 | 1,371,904,336 | 42.712288 | -85.824386 | 0 |
3,697 | 2020-06-22 12:32:35 | 4,587,577,161,160,601 | fraud_McCullough, Hudson and Schuster | food_dining | 13.68 | Tina | Lawrence | F | 12444 Jacob Pines | Nobleboro | ME | 4,555 | 44.0943 | -69.4828 | 1,643 | Financial trader | 1976-04-12 | 53bb652bd9e86536783c23f274c804f5 | 1,371,904,355 | 44.284156 | -69.068135 | 0 |
3,698 | 2020-06-22 12:32:47 | 3,559,679,414,981,506 | fraud_Beier-Hyatt | shopping_pos | 555.23 | Olivia | Stephenson | F | 292 Cassidy Oval | Lowville | NY | 13,367 | 43.7893 | -75.4156 | 8,830 | Theme park manager | 1991-03-29 | a1b2c7ecf00b0a5396b0c0b14aea1c6b | 1,371,904,367 | 43.330654 | -74.523184 | 0 |
3,699 | 2020-06-22 12:33:10 | 3,590,736,522,064,285 | fraud_Schumm, McLaughlin and Carter | food_dining | 37.64 | Kimberly | Gonzalez | F | 72966 Shannon Pass Apt. 391 | Bauxite | AR | 72,011 | 34.5091 | -92.4828 | 4,074 | Scientist, audiological | 1975-12-20 | 5518d070d410685678542249fb886980 | 1,371,904,390 | 34.520234 | -93.261832 | 0 |
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