Unnamed: 0 int64 | trans_date_trans_time string | cc_num int64 | merchant string | category string | amt float64 | first string | last string | gender string | street string | city string | state string | zip int64 | lat float64 | long float64 | city_pop int64 | job string | dob string | trans_num string | unix_time int64 | merch_lat float64 | merch_long float64 | is_fraud int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
14,800 | 2020-06-26 11:10:24 | 4,956,828,990,005,111,000 | fraud_Kutch Group | grocery_net | 13.02 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | b17afca62d8cc137305b941d38d38a41 | 1,372,245,024 | 40.967022 | -73.593939 | 0 |
14,801 | 2020-06-26 11:10:34 | 3,597,980,945,245,815 | fraud_Romaguera, Cruickshank and Greenholt | shopping_net | 88.52 | Mark | Allen | M | 25360 Mcgee Forge | De Queen | AR | 71,832 | 34.0442 | -94.3386 | 11,253 | Scientist, biomedical | 1957-04-25 | 2fc17c3756efdfe57e667a10f88713d2 | 1,372,245,034 | 33.070017 | -94.63853 | 0 |
14,802 | 2020-06-26 11:11:52 | 30,343,344,410,970 | fraud_Johns-Hoeger | entertainment | 6 | Jacob | Dawson | M | 663 Anna Plaza | Marienville | PA | 16,239 | 41.4622 | -79.1306 | 4,172 | Copywriter, advertising | 1962-03-20 | 762c9fc838dc9e33451c009ee0148e31 | 1,372,245,112 | 41.894387 | -78.961604 | 0 |
14,803 | 2020-06-26 11:12:03 | 30,135,235,368,675 | fraud_Stracke-Lemke | grocery_pos | 192.88 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | 94e9cd53411e3ecec16ed8851b9b007b | 1,372,245,123 | 39.575244 | -93.825192 | 0 |
14,804 | 2020-06-26 11:12:51 | 4,716,561,796,955,522 | fraud_Cartwright-Harris | grocery_pos | 113.86 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | 5cca1ece21f92f00c03bb5ca55484b20 | 1,372,245,171 | 47.566085 | -113.436281 | 0 |
14,805 | 2020-06-26 11:13:29 | 3,538,520,143,479,972 | fraud_Balistreri-Nader | misc_pos | 92.14 | Cassandra | Nunez | F | 9572 Austin Forge Suite 612 | Clay Center | OH | 43,408 | 41.5686 | -83.3632 | 269 | Insurance underwriter | 1965-09-15 | 2f3af8f639f3e441fae4f921fc310d1e | 1,372,245,209 | 41.268474 | -82.864915 | 0 |
14,806 | 2020-06-26 11:15:26 | 3,513,618,443,244,549 | fraud_Baumbach, Hodkiewicz and Walsh | shopping_pos | 17.4 | Amber | Perez | F | 954 Reyes Ways | Fulton | SD | 57,340 | 43.7588 | -97.8712 | 355 | Financial adviser | 1955-06-26 | f937284e86504485029b4132de3b4d61 | 1,372,245,326 | 43.1917 | -97.293942 | 0 |
14,807 | 2020-06-26 11:16:32 | 343,464,013,864,032 | fraud_Olson, Becker and Koch | gas_transport | 86.12 | Jodi | Foster | F | 551 Zachary Freeway | Bailey | NC | 27,807 | 35.8072 | -78.0892 | 6,629 | Call centre manager | 1962-08-13 | 3e2cf83a3951a4399e9e8abb61429d0f | 1,372,245,392 | 36.394293 | -78.319355 | 0 |
14,808 | 2020-06-26 11:16:46 | 30,074,693,890,476 | fraud_Kutch-Hegmann | grocery_net | 65.27 | Kelsey | Richards | F | 889 Sarah Station Suite 624 | Holcomb | KS | 67,851 | 37.9931 | -100.9893 | 2,691 | Arboriculturist | 1993-08-16 | 2af0fafccf63b654e3d81ba381559318 | 1,372,245,406 | 37.415479 | -100.253791 | 0 |
14,809 | 2020-06-26 11:18:22 | 374,125,201,044,065 | fraud_Brekke and Sons | gas_transport | 87.92 | Christopher | Gilbert | M | 20937 Reed Lakes Apt. 271 | Washington | DC | 20,012 | 38.9757 | -77.0282 | 601,723 | Optician, dispensing | 1970-07-20 | 83f93d9d2b9592795cfe6e7eeda0640e | 1,372,245,502 | 39.180067 | -77.440639 | 0 |
14,810 | 2020-06-26 11:18:49 | 4,092,452,671,396,169,700 | fraud_Mohr-Bayer | shopping_net | 36.7 | Jeffrey | Vargas | M | 478 Alexandria Mount | Bolton | NC | 28,423 | 34.3091 | -78.3372 | 2,290 | Engineer, biomedical | 1945-12-07 | 37d2ea98ef675bf7ceca2ea2604b10ad | 1,372,245,529 | 33.50307 | -77.945284 | 0 |
14,811 | 2020-06-26 11:20:32 | 3,554,849,923,339,851 | fraud_Hickle Group | shopping_pos | 5.9 | John | Hudson | M | 886 Nicole Key | Stillwater | OK | 74,074 | 36.1043 | -97.0609 | 55,345 | Cabin crew | 1948-05-01 | df820e07dfe075c031bc7ca44c48b421 | 1,372,245,632 | 35.26509 | -97.637101 | 0 |
14,812 | 2020-06-26 11:22:30 | 3,595,192,916,105,588 | fraud_Deckow-O'Conner | grocery_pos | 29.54 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | d60645b66af395565ce22497d9166407 | 1,372,245,750 | 34.744167 | -78.903036 | 0 |
14,813 | 2020-06-26 11:22:38 | 583,699,482,621 | fraud_Friesen Inc | shopping_pos | 8.45 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | d394b842fb4e506e1d49710672c9f86e | 1,372,245,758 | 43.570106 | -89.593754 | 0 |
14,814 | 2020-06-26 11:24:22 | 3,519,607,465,576,254 | fraud_Stamm-Witting | shopping_net | 25.22 | Audrey | Gonzalez | F | 34180 Lopez Plaza | Fields Landing | CA | 95,537 | 40.7268 | -124.2174 | 276 | Scientist, audiological | 1929-05-06 | 44ac1d3a42579da3f79abf289738654f | 1,372,245,862 | 41.338341 | -124.190534 | 0 |
14,815 | 2020-06-26 11:25:04 | 3,597,980,945,245,815 | fraud_Botsford Ltd | shopping_pos | 2.18 | Mark | Allen | M | 25360 Mcgee Forge | De Queen | AR | 71,832 | 34.0442 | -94.3386 | 11,253 | Scientist, biomedical | 1957-04-25 | f4ef7f1aa03219ffbc55d7b396ba3a4e | 1,372,245,904 | 35.000986 | -93.744093 | 0 |
14,816 | 2020-06-26 11:26:02 | 3,504,178,999,463,051 | fraud_Kuvalis Ltd | gas_transport | 82.29 | Drew | Garcia | M | 70858 Jasmine Meadows Apt. 135 | Lima | OH | 45,801 | 40.7641 | -84.0973 | 86,954 | Copywriter, advertising | 1992-07-23 | d933a3d80e2bec323c1a0417d8485af9 | 1,372,245,962 | 40.482446 | -84.349334 | 0 |
14,817 | 2020-06-26 11:26:41 | 676,195,318,214 | fraud_Huels-Hahn | gas_transport | 79.79 | Brandy | Quinn | F | 9734 Beard Fields Suite 885 | Altair | TX | 77,412 | 29.6047 | -96.5249 | 106 | Editor, film/video | 1983-07-24 | fcf158849e09aaf2058e79183dfbd782 | 1,372,246,001 | 28.769612 | -96.126851 | 0 |
14,818 | 2020-06-26 11:27:13 | 3,508,104,404,056,005 | fraud_Moen, Reinger and Murphy | grocery_pos | 87.07 | Michael | Fisher | M | 401 Escobar Port | East Troy | WI | 53,120 | 42.8035 | -88.4092 | 9,679 | Engineer, production | 1991-04-11 | 56f81213e370952ef7ba45f0513a29d2 | 1,372,246,033 | 42.04805 | -88.873881 | 0 |
14,819 | 2020-06-26 11:28:01 | 180,064,817,343,047 | fraud_Harris Inc | gas_transport | 61.81 | Patricia | Gonzalez | F | 8973 Mark Drive | Stephensport | KY | 40,170 | 37.9048 | -86.524 | 344 | Chartered public finance accountant | 1967-03-30 | caba374c17daeed15ab70d13cbdab2c3 | 1,372,246,081 | 38.447935 | -86.468494 | 0 |
14,820 | 2020-06-26 11:29:07 | 3,596,357,274,378,601 | fraud_Kutch and Sons | grocery_pos | 61.88 | David | Everett | M | 4138 David Fall | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Advice worker | 1973-05-27 | 6818ea2a5a2385475963f0ed69157da9 | 1,372,246,147 | 41.208892 | -78.507541 | 0 |
14,821 | 2020-06-26 11:29:50 | 630,423,337,322 | fraud_Kuhic Inc | grocery_pos | 100.99 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | 791db5761eb44220be75679ea1419bae | 1,372,246,190 | 49.688414 | -117.864341 | 0 |
14,822 | 2020-06-26 11:30:45 | 6,011,367,958,204,270 | fraud_Moen, Reinger and Murphy | grocery_pos | 174.13 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 951d84e6c54691222c047da810fcac26 | 1,372,246,245 | 40.929309 | -81.656247 | 0 |
14,823 | 2020-06-26 11:32:22 | 348,379,466,427,142 | fraud_Smitham-Boehm | grocery_net | 67.57 | Michael | Rowe | M | 7428 Martinez Flats | Melbourne | FL | 32,935 | 28.1384 | -80.6524 | 139,650 | Database administrator | 1957-01-23 | fa527f7304f7011b96b1d79877318d38 | 1,372,246,342 | 27.291836 | -81.465796 | 0 |
14,824 | 2020-06-26 11:32:41 | 180,065,479,077,096 | fraud_Leannon-Ward | food_dining | 47.42 | Krystal | Gamble | F | 47152 Clayton Burg | Manchester | MD | 21,102 | 39.6747 | -76.8941 | 11,751 | Clinical research associate | 1964-02-15 | e3af42a44417af3e6f6b4e93d8efef7a | 1,372,246,361 | 40.286173 | -76.023616 | 0 |
14,825 | 2020-06-26 11:33:02 | 4,006,047,418,382 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 64.63 | 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 | 0b68f1f439caf78ea5dc4be8f27754cb | 1,372,246,382 | 37.609007 | -84.194219 | 0 |
14,826 | 2020-06-26 11:34:04 | 3,564,182,536,169,293 | fraud_Lehner, Mosciski and King | misc_net | 6.67 | Brenda | Johnson | F | 56160 Nicholas Isle | Norwich | OH | 43,767 | 39.9934 | -81.8024 | 1,443 | Research scientist (medical) | 1962-03-04 | e5462b2e786114d75635253e3c7c08e0 | 1,372,246,444 | 39.123317 | -81.074815 | 0 |
14,827 | 2020-06-26 11:34:38 | 30,026,790,933,302 | fraud_Wolf Inc | grocery_pos | 99.51 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | 73ec8c097d863df46883bc6ab819e9f2 | 1,372,246,478 | 32.009464 | -90.19398 | 0 |
14,828 | 2020-06-26 11:35:08 | 3,589,255,887,819,806 | fraud_Donnelly PLC | misc_net | 3.04 | David | Miller | M | 622 Bradley Knoll Apt. 758 | Hancock | MD | 21,750 | 39.6991 | -78.1762 | 3,766 | Press photographer | 1984-02-14 | 361457442f0bad68637f702dda0093fc | 1,372,246,508 | 38.820756 | -78.719613 | 0 |
14,829 | 2020-06-26 11:36:59 | 2,383,461,948,823,908 | fraud_Moen, Reinger and Murphy | grocery_pos | 126.3 | Patrick | Vaughan | M | 651 Miller Common | Parsonsfield | ME | 4,047 | 43.745 | -70.9092 | 1,892 | Audiological scientist | 1956-03-02 | adf287e572b00da671e1bd4a42d2d0fd | 1,372,246,619 | 42.772172 | -70.228441 | 0 |
14,830 | 2020-06-26 11:38:38 | 6,011,393,492,413,821 | fraud_Conroy-Cruickshank | gas_transport | 82.89 | Natalie | Watson | F | 386 James Roads Apt. 233 | Los Angeles | CA | 90,014 | 34.0443 | -118.2509 | 2,383,912 | Journalist, newspaper | 1959-05-30 | b00a6e907e8532a9a6e5dd4a2c0c34d5 | 1,372,246,718 | 33.211489 | -118.666794 | 0 |
14,831 | 2020-06-26 11:39:06 | 180,046,165,512,893 | fraud_Cormier, Stracke and Thiel | entertainment | 14.42 | Erica | Walker | F | 084 Holmes Avenue Suite 206 | Stayton | OR | 97,383 | 44.8021 | -122.7624 | 9,587 | Engineer, biomedical | 1968-03-24 | d6d475f2cc03b7adf2f8fbfb538a9dc3 | 1,372,246,746 | 45.736168 | -122.680886 | 0 |
14,832 | 2020-06-26 11:39:35 | 30,541,100,351,706 | fraud_Roob LLC | grocery_net | 50.96 | Derrick | George | M | 575 Chapman Union | Spring | TX | 77,379 | 30.0377 | -95.5326 | 316,665 | Education officer, museum | 1990-09-12 | 760236e4ffac2f9c9bab65edb9f79ac7 | 1,372,246,775 | 29.289461 | -96.205167 | 0 |
14,833 | 2020-06-26 11:39:37 | 4,254,074,738,931,278 | fraud_Schmeler Inc | misc_pos | 7.16 | Gary | Hall | M | 69085 Short Shores | Allentown | NY | 14,707 | 42.0737 | -78.0594 | 239 | Radio producer | 1956-05-02 | 2904c8ee036b0ec4c475325df8447e0a | 1,372,246,777 | 42.66417 | -77.186278 | 0 |
14,834 | 2020-06-26 11:40:06 | 213,161,293,389,774 | fraud_Baumbach, Hodkiewicz and Walsh | shopping_pos | 9.17 | Catherine | Weber | F | 74890 Rodriguez Springs Apt. 540 | West Henrietta | NY | 14,586 | 43.0397 | -77.6871 | 10,256 | Teacher, primary school | 1968-06-24 | c24335932dbe3a89e57136fdb9b7e8a3 | 1,372,246,806 | 43.920688 | -77.612371 | 0 |
14,835 | 2020-06-26 11:41:38 | 4,671,727,014,157,745 | fraud_Casper, Hand and Zulauf | grocery_pos | 123.97 | Kenneth | Edwards | M | 3653 Ryan Crossroad | Andrews | IN | 46,702 | 40.8618 | -85.6067 | 2,304 | Retail banker | 1955-07-25 | f1709c3193f362fd26b0500ffdfccdbd | 1,372,246,898 | 40.09865 | -85.301078 | 0 |
14,836 | 2020-06-26 11:41:50 | 375,534,208,663,984 | fraud_Heathcote LLC | shopping_net | 86.97 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | d4fabd80ccee475958fd774c97afbaa6 | 1,372,246,910 | 38.035403 | -79.51609 | 0 |
14,837 | 2020-06-26 11:41:56 | 213,156,747,557,083 | fraud_Kling Inc | gas_transport | 77.16 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | 109a04f39e234047136bd5b8a9c52036 | 1,372,246,916 | 33.241573 | -119.190879 | 0 |
14,838 | 2020-06-26 11:42:35 | 6,597,888,193,422,452 | fraud_Towne, Greenholt and Koepp | shopping_net | 484.73 | Bill | Lane | M | 4725 Hurst Curve Apt. 634 | Holliday | TX | 76,366 | 33.6751 | -98.6576 | 2,317 | Chief Technology Officer | 1964-08-23 | 5806e0221624ccef0bd9ae6b7e89e3aa | 1,372,246,955 | 34.15187 | -98.069036 | 0 |
14,839 | 2020-06-26 11:43:10 | 30,501,624,614,310 | fraud_Funk Group | grocery_net | 62.37 | Amanda | Smith | F | 180 Graves Shore | Scotia | SC | 29,939 | 32.6786 | -81.2455 | 302 | Magazine features editor | 1973-05-04 | 5badea5f36b8f9ca6670d20014a6911a | 1,372,246,990 | 33.143804 | -82.236007 | 0 |
14,840 | 2020-06-26 11:45:15 | 4,861,310,130,652,567,000 | fraud_Corwin-Gorczany | misc_net | 353 | Ashley | Cruz | F | 65417 Walsh Radial Suite 691 | Saint Amant | LA | 70,774 | 30.2385 | -90.8435 | 10,076 | Surveyor, rural practice | 1977-12-16 | e7804e1508f43fd64ee2896391e94397 | 1,372,247,115 | 30.735369 | -90.16764 | 0 |
14,841 | 2020-06-26 11:46:08 | 213,126,662,687,660 | fraud_Rempel PLC | grocery_net | 58.93 | Christopher | Luna | M | 242 Brian Mountain | Laredo | TX | 78,040 | 27.5155 | -99.4986 | 248,858 | Video editor | 1971-01-28 | 28f147e98b46379cb35229ba262b65ec | 1,372,247,168 | 28.46376 | -99.74457 | 0 |
14,842 | 2020-06-26 11:46:13 | 6,573,561,108,825,071 | fraud_Parker, Nolan and Trantow | entertainment | 40.82 | Kristina | Lewis | F | 5449 Brandi Heights Apt. 111 | Tulsa | OK | 74,130 | 36.2395 | -95.9596 | 413,574 | Bookseller | 1968-06-18 | 83ed90731c19a45f676925d5ed603870 | 1,372,247,173 | 35.352913 | -95.158934 | 0 |
14,843 | 2020-06-26 11:46:35 | 4,640,395,708,703 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 48.32 | Melissa | Krause | F | 67632 Martin Gateway | Fordoche | LA | 70,732 | 30.6576 | -91.6264 | 1,178 | Community education officer | 1951-06-13 | dac8f6273f82911f98bd9c0e79ef490d | 1,372,247,195 | 29.725528 | -91.878236 | 0 |
14,844 | 2020-06-26 11:47:01 | 6,011,104,316,292,105 | fraud_Bailey-Morar | grocery_pos | 95.53 | Valerie | Davis | F | 3861 Anderson Ramp Apt. 536 | Drakes Branch | VA | 23,937 | 36.9688 | -78.5615 | 1,970 | Energy engineer | 1985-09-02 | 0e180a86c23ddabe0e3dc76828a355bb | 1,372,247,221 | 36.221509 | -79.304054 | 0 |
14,845 | 2020-06-26 11:51:01 | 378,858,024,506,425 | fraud_Schumm, Bauch and Ondricka | grocery_pos | 64.02 | Debra | Eaton | F | 72743 Brian Run | Paradise Valley | AZ | 85,253 | 33.5494 | -111.9565 | 17,047 | Building surveyor | 1935-01-29 | 1c48726495dd20265ff65cffbf175354 | 1,372,247,461 | 33.822058 | -111.621317 | 0 |
14,846 | 2020-06-26 11:51:18 | 2,657,850,734,909,997 | fraud_Huel, Hammes and Witting | grocery_pos | 125.88 | Alan | Howard | M | 04139 Johnson Prairie Suite 401 | Detroit | MI | 48,206 | 42.3749 | -83.1087 | 673,342 | Trading standards officer | 1946-11-01 | 3dc6b3669df3180b6e78e4e3c9add4bb | 1,372,247,478 | 41.662084 | -82.802793 | 0 |
14,847 | 2020-06-26 11:51:50 | 4,229,733,778,084,049 | fraud_Wolf Inc | grocery_pos | 64.39 | Tyler | Mills | M | 7838 Jason Squares | Elizabethtown | KY | 42,701 | 37.6848 | -85.8784 | 48,194 | Surgeon | 1990-05-03 | 66773bdb20b8a55939947483bbadac1f | 1,372,247,510 | 37.29012 | -86.2172 | 0 |
14,848 | 2020-06-26 11:51:57 | 2,222,157,926,772,399 | fraud_Auer-Mosciski | grocery_pos | 84.38 | Amy | Garrett | F | 6014 Thomas Throughway | Trenton | TX | 75,490 | 33.4235 | -96.3398 | 2,211 | Investment banker, operational | 1987-02-26 | 5962332181108d276ca5b8f99677efc7 | 1,372,247,517 | 33.166424 | -96.252016 | 0 |
14,849 | 2020-06-26 11:52:17 | 4,681,601,008,538,160 | fraud_Nienow, Ankunding and Collier | misc_pos | 33.48 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 183206e81519643368720df9c7c4263f | 1,372,247,537 | 40.60076 | -81.392225 | 0 |
14,850 | 2020-06-26 11:53:29 | 4,481,131,401,752 | fraud_Erdman-Kertzmann | gas_transport | 68.8 | 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 | 3df3eeff73c6fdc5d20341d1e4cf4eb6 | 1,372,247,609 | 43.194054 | -70.961655 | 0 |
14,851 | 2020-06-26 11:53:51 | 30,030,380,240,193 | fraud_Bauch-Raynor | grocery_pos | 98.52 | William | Jenkins | M | 50614 Kevin Point | Harper | TX | 78,631 | 30.2816 | -99.241 | 2,395 | Pharmacist, community | 1993-11-17 | 3937eae4ace0bfa9bed6b3ea0366811b | 1,372,247,631 | 29.695128 | -99.908462 | 0 |
14,852 | 2020-06-26 11:54:53 | 180,094,419,304,907 | fraud_Lockman Ltd | grocery_pos | 189.88 | Sharon | Smith | F | 17666 David Valleys | Sun City | CA | 92,585 | 33.7467 | -117.1721 | 54,287 | Designer, exhibition/display | 1972-09-22 | 9488fef92f2dedad4b831cef7e7c3547 | 1,372,247,693 | 34.364161 | -116.95949 | 0 |
14,853 | 2020-06-26 11:55:10 | 4,124,536,010,991,657 | fraud_Schuppe LLC | entertainment | 8.41 | Sydney | Montoya | F | 265 Christian Summit Suite 231 | Fairhope | AL | 36,532 | 30.5012 | -87.8835 | 27,829 | Presenter, broadcasting | 1954-07-21 | 5e79a8f128804f6377ed01d455ab3237 | 1,372,247,710 | 29.853922 | -87.389566 | 0 |
14,854 | 2020-06-26 11:55:19 | 6,573,561,108,825,071 | fraud_Morissette PLC | shopping_pos | 4.74 | Kristina | Lewis | F | 5449 Brandi Heights Apt. 111 | Tulsa | OK | 74,130 | 36.2395 | -95.9596 | 413,574 | Bookseller | 1968-06-18 | 5ebc7950aca828d2e0908e5cce1cd887 | 1,372,247,719 | 37.212675 | -95.943081 | 0 |
14,855 | 2020-06-26 11:55:38 | 4,158,758,517,677,931 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 98.91 | Dawn | Cox | F | 193 Catherine Ways | Hills | MN | 56,138 | 43.5335 | -96.3645 | 899 | Data scientist | 1995-01-15 | 45209db58fe8bc1961fc9eec96fdb5a0 | 1,372,247,738 | 44.236661 | -95.946553 | 0 |
14,856 | 2020-06-26 11:56:00 | 4,707,867,759,656,333 | fraud_Fadel, Mertz and Rippin | entertainment | 17.33 | Susan | Shah | F | 9016 Jordan Bypass Apt. 516 | Cranks | KY | 40,820 | 36.7558 | -83.1838 | 581 | Psychologist, counselling | 1967-02-04 | a5526e5c79a58e43fffec6719135a931 | 1,372,247,760 | 37.619007 | -83.190717 | 0 |
14,857 | 2020-06-26 11:56:24 | 30,357,372,465,631 | fraud_Boyer PLC | misc_pos | 8.2 | John | Nichols | M | 00821 Joanna Meadow | Dalton | WI | 53,926 | 43.6718 | -89.1918 | 1,628 | Civil Service fast streamer | 1967-09-30 | cd82e9565c8284a80fd12188594d4838 | 1,372,247,784 | 44.49104 | -89.626807 | 0 |
14,858 | 2020-06-26 11:58:09 | 379,141,394,109,214 | fraud_Kiehn-Emmerich | grocery_pos | 113.83 | Gerald | Anthony | M | 252 Melissa Rapids Suite 944 | Monetta | SC | 29,105 | 33.8084 | -81.5956 | 1,514 | Chief Strategy Officer | 1966-12-15 | 88f72da31f2d22f8011bdc6f0413f360 | 1,372,247,889 | 33.767076 | -81.945471 | 0 |
14,859 | 2020-06-26 11:58:46 | 581,686,439,828 | fraud_Rau and Sons | grocery_pos | 59.45 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 57b67fde51416f6ef2352cbe9d7a0f34 | 1,372,247,926 | 41.723304 | -79.777913 | 0 |
14,860 | 2020-06-26 11:59:29 | 36,153,880,429,415 | fraud_Rutherford, Homenick and Bergstrom | grocery_net | 85.87 | Erik | Stevens | M | 84033 Pitts Overpass | Lakeland | FL | 33,809 | 28.1762 | -81.9591 | 237,282 | Plant breeder/geneticist | 1949-10-13 | 05f9adfb161b67888779bfbb90032970 | 1,372,247,969 | 27.516571 | -82.117127 | 0 |
14,861 | 2020-06-26 11:59:38 | 4,512,828,414,983,802,000 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 62.44 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | 36930ac7df2608ed1210a72237ee945f | 1,372,247,978 | 39.738089 | -80.301905 | 0 |
14,862 | 2020-06-26 12:00:00 | 180,067,151,859,700 | fraud_Johns Inc | entertainment | 8.04 | Karen | Ryan | F | 82468 Michelle Village Suite 556 | Joliet | IL | 60,432 | 41.5378 | -88.0572 | 128,354 | Teacher, secondary school | 1992-01-20 | e9729afe14819e3d7a7caeb63d3ae6e1 | 1,372,248,000 | 41.144506 | -88.501559 | 0 |
14,863 | 2020-06-26 12:00:17 | 213,199,865,312,311 | fraud_Ritchie, Oberbrunner and Cremin | travel | 7.46 | Christopher | Miller | M | 493 Fitzgerald Fields Suite 454 | Varnell | GA | 30,756 | 34.9298 | -84.9885 | 74 | Pensions consultant | 1944-05-14 | e79059a0f546166e550bd955c5a7278f | 1,372,248,017 | 34.000862 | -84.915008 | 0 |
14,864 | 2020-06-26 12:00:30 | 4,104,312,520,615,374 | fraud_Larson-Moen | entertainment | 10.16 | Brooke | Rodriguez | F | 901 Todd Gardens Apt. 466 | Mountain Center | CA | 92,561 | 33.6401 | -116.5567 | 1,661 | Therapist, music | 1988-09-19 | bfc1228c89ebbe1bf3d34c6034ac16b5 | 1,372,248,030 | 32.732951 | -116.956079 | 0 |
14,865 | 2020-06-26 12:00:57 | 6,011,348,830,550,197 | fraud_Wilkinson PLC | kids_pets | 90.04 | Samuel | Johnston | M | 16285 Jessica Lights | Birmingham | AL | 35,229 | 33.4629 | -86.7904 | 493,806 | Musician | 1980-07-12 | b912a61b50ef2fe65452edb944e942ad | 1,372,248,057 | 32.558123 | -86.270668 | 0 |
14,866 | 2020-06-26 12:01:07 | 30,364,087,349,027 | fraud_Crona and Sons | kids_pets | 21.57 | Samuel | Sandoval | M | 0005 Morrison Land | Mounds | OK | 74,047 | 35.8896 | -96.0887 | 7,163 | Fitness centre manager | 1982-02-05 | c1d09271561b0a8cd511348230d70c7a | 1,372,248,067 | 36.744878 | -95.211992 | 0 |
14,867 | 2020-06-26 12:01:14 | 4,745,996,322,265 | fraud_Casper, Hand and Zulauf | grocery_pos | 51.72 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | cb35ae811ff7bfdc35a3ccc45db1d827 | 1,372,248,074 | 41.52233 | -87.495033 | 0 |
14,868 | 2020-06-26 12:01:16 | 4,560,395,181,594,436,000 | fraud_Padberg-Rogahn | entertainment | 59.57 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | e388d2e2759d1ded88bcbceb17b938ae | 1,372,248,076 | 39.731101 | -123.242802 | 0 |
14,869 | 2020-06-26 12:01:28 | 4,481,131,401,752 | fraud_Gleason and Sons | kids_pets | 17 | 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 | fc8847558585d8cc08b98adb71cee086 | 1,372,248,088 | 42.772374 | -70.952518 | 0 |
14,870 | 2020-06-26 12:01:35 | 345,933,964,507,467 | fraud_Baumbach, Feeney and Morar | shopping_net | 6.32 | Carol | Dillon | F | 27479 Reeves Dale | Whaleyville | MD | 21,872 | 38.4121 | -75.2811 | 718 | Regulatory affairs officer | 1985-03-19 | 0a5725609637a62d0dc3c4391a704201 | 1,372,248,095 | 38.815002 | -75.031711 | 0 |
14,871 | 2020-06-26 12:02:28 | 3,527,536,963,490,470 | fraud_Schimmel-Olson | kids_pets | 36.12 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | 512b3628b2f8fa40c2351fc752bf969c | 1,372,248,148 | 32.44783 | -81.232462 | 0 |
14,872 | 2020-06-26 12:03:11 | 371,034,293,500,716 | fraud_Nienow, Barrows and Romaguera | personal_care | 17.11 | Jeremy | Jones | M | 5758 Yates Center | Vinton | CA | 96,135 | 40.0235 | -120.7986 | 128 | Education administrator | 1966-02-21 | 51567799bdcdce1179bd61c2da5ec370 | 1,372,248,191 | 39.817419 | -119.827054 | 0 |
14,873 | 2020-06-26 12:03:40 | 4,292,902,571,056,973,300 | fraud_Mueller, Gerhold and Mueller | health_fitness | 58.71 | Jeffrey | Smith | M | 135 Joseph Mountains | Sula | MT | 59,871 | 45.8433 | -113.8748 | 218 | Therapist, horticultural | 1995-08-16 | cf7daa29ce69f6110edeb501e3ffe8c1 | 1,372,248,220 | 45.590686 | -113.912256 | 0 |
14,874 | 2020-06-26 12:05:12 | 3,511,058,278,399,773 | fraud_Champlin-Casper | home | 16.42 | Briana | Santos | F | 702 Tabitha Drive | New Goshen | IN | 47,863 | 39.5803 | -87.4616 | 205 | Engineer, mining | 1960-01-06 | 6fc9b97a0bbdac3953f7629911bccb2f | 1,372,248,312 | 40.245143 | -87.081301 | 0 |
14,875 | 2020-06-26 12:05:32 | 4,430,881,574,719,618 | fraud_Bahringer-Streich | food_dining | 18.42 | Alicia | Morales | F | 4456 Dunn Roads | Meredith | CO | 81,642 | 39.3199 | -106.6596 | 61 | Public relations account executive | 1939-11-04 | 5e3c9aa62c968d2f7265734041f454bd | 1,372,248,332 | 39.59084 | -106.631775 | 0 |
14,876 | 2020-06-26 12:05:38 | 372,520,049,757,633 | fraud_Heaney-Marquardt | entertainment | 142.37 | Lori | Ramirez | F | 4293 Ramirez Squares | Ranier | MN | 56,668 | 48.6031 | -93.2977 | 136 | Ceramics designer | 2000-02-20 | 7cb9365234f6d9b390d75e429ab03d85 | 1,372,248,338 | 49.018407 | -93.367147 | 0 |
14,877 | 2020-06-26 12:07:00 | 4,939,976,756,738,216 | fraud_Johns-Hoeger | entertainment | 45.2 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | 678277a2d961cd22c972406936f54540 | 1,372,248,420 | 25.613909 | -99.707597 | 0 |
14,878 | 2020-06-26 12:07:37 | 4,742,883,543,039,288,000 | fraud_Hills-Witting | shopping_net | 9.49 | Cassandra | Sanders | F | 78117 George Mountains | Paauilo | HI | 96,776 | 20.0271 | -155.3697 | 1,490 | Scientist, research (maths) | 1991-04-13 | c9b8387bf1426bfc1582b41682cec567 | 1,372,248,457 | 20.927248 | -155.796585 | 0 |
14,879 | 2020-06-26 12:08:17 | 6,596,735,789,587,928 | fraud_O'Connell-Ullrich | home | 65.06 | Spencer | Williams | M | 1145 Tony Drive Suite 080 | Watertown | MN | 55,388 | 44.9595 | -93.8482 | 5,619 | Licensed conveyancer | 1959-01-15 | 1dd50e417f71055886dbc4e9fc0e405b | 1,372,248,497 | 44.4592 | -93.488026 | 0 |
14,880 | 2020-06-26 12:08:31 | 4,716,561,796,955,522 | fraud_Padberg-Rogahn | entertainment | 9.53 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | 7bce0bb9d994acf0c75e0cf9987e56e6 | 1,372,248,511 | 47.722555 | -112.330668 | 0 |
14,881 | 2020-06-26 12:08:42 | 375,237,305,371,366 | fraud_Adams-Barrows | health_fitness | 117.24 | David | Erickson | M | 616 Jimenez Meadow Apt. 701 | East Rochester | NY | 14,445 | 43.1128 | -77.4906 | 8,019 | Retail buyer | 1928-06-26 | de68bb2a7af1865cb0c12f957897cb13 | 1,372,248,522 | 43.017654 | -77.911009 | 0 |
14,882 | 2020-06-26 12:09:01 | 343,746,486,082,492 | fraud_Greenholt, O'Hara and Balistreri | shopping_net | 5.77 | Jeffrey | Munoz | M | 836 Stephanie Union | Cedar | MI | 49,621 | 44.8605 | -85.8138 | 3,096 | Social research officer, government | 1975-10-11 | bd88ba1083638557e3339206edfbe0b3 | 1,372,248,541 | 44.359262 | -85.439302 | 0 |
14,883 | 2020-06-26 12:09:45 | 6,011,603,272,871,604 | fraud_Weber, Thiel and Hammes | kids_pets | 104.51 | Robert | Holland | M | 431 Tracy Expressway | Milner | GA | 30,257 | 33.141 | -84.1759 | 4,138 | Field seismologist | 1969-05-16 | 49f5b5d6f4dc5616650eaee72e84ee97 | 1,372,248,585 | 33.726743 | -84.492393 | 0 |
14,884 | 2020-06-26 12:09:51 | 4,933,461,930,348,832 | fraud_Turcotte, McKenzie and Koss | entertainment | 269.89 | Richard | Carter | M | 5097 Martin Ridges | Minneapolis | MN | 55,403 | 44.9673 | -93.2828 | 1,022,298 | Chemical engineer | 1976-09-29 | fede35989f4f1387019f7bf67db28ad5 | 1,372,248,591 | 45.470312 | -94.253295 | 0 |
14,885 | 2020-06-26 12:10:48 | 36,913,587,729,122 | fraud_Brown Inc | kids_pets | 75.85 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | a98a5102be0c35a789648cf98f4b84a1 | 1,372,248,648 | 43.731283 | -115.466585 | 0 |
14,886 | 2020-06-26 12:11:21 | 213,153,151,785,052 | fraud_Lynch-Wisozk | home | 3.48 | Rebecca | Conley | F | 181 Moreno Light Apt. 215 | Tomahawk | WI | 54,487 | 45.4963 | -89.7273 | 9,594 | Seismic interpreter | 1997-11-23 | 09b1c4f51f5932ec720ead9e88887f79 | 1,372,248,681 | 44.974832 | -88.956618 | 0 |
14,887 | 2020-06-26 12:11:52 | 4,103,158,249,977 | fraud_Lynch-Mohr | travel | 473.57 | Christopher | Adkins | M | 3512 Knight Center | Lorenzo | TX | 79,343 | 33.6666 | -101.5277 | 1,571 | Petroleum engineer | 1982-06-27 | 53b28fae893f1f584b2fdffff5fd9822 | 1,372,248,712 | 33.603004 | -102.012846 | 0 |
14,888 | 2020-06-26 12:12:34 | 30,230,540,139,182 | fraud_Bode-Schuster | kids_pets | 47.08 | Hayden | Sanders | M | 8465 Reed Green Suite 559 | Montandon | PA | 17,850 | 40.9661 | -76.8575 | 645 | Orthoptist | 1974-05-18 | 501a3cae0797294bab55c9ac00278a08 | 1,372,248,754 | 40.026625 | -76.828897 | 0 |
14,889 | 2020-06-26 12:13:15 | 38,530,489,946,071 | fraud_Stark-Koss | home | 2.38 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | aae6843b3ba50b2e7c97cdc46711ed9a | 1,372,248,795 | 35.29647 | -82.200235 | 0 |
14,890 | 2020-06-26 12:13:47 | 4,646,845,581,490,336,000 | fraud_Cummerata-Hilpert | entertainment | 61.92 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | dd41216f90a442c2e8303ed21f2e8e96 | 1,372,248,827 | 41.073897 | -72.212144 | 0 |
14,891 | 2020-06-26 12:13:51 | 4,836,998,673,805,450 | fraud_Schuppe LLC | entertainment | 13.84 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 0381708bc1e0fce9304f0a10a9d7a15f | 1,372,248,831 | 46.855961 | -86.364713 | 0 |
14,892 | 2020-06-26 12:13:57 | 3,577,663,406,369,449 | fraud_Shields-Wunsch | health_fitness | 55.01 | Cody | Hooper | M | 7233 John Parks | Lepanto | AR | 72,354 | 35.6069 | -90.3359 | 2,470 | Counselling psychologist | 1968-10-06 | 5e300da564c69948a8dceeebf048a7b3 | 1,372,248,837 | 35.134624 | -90.699645 | 0 |
14,893 | 2020-06-26 12:14:20 | 5,456,712,664,803,820 | fraud_Effertz, Welch and Schowalter | entertainment | 67.83 | Pamela | Matthews | F | 36659 Smith Club Apt. 080 | Llano | NM | 87,543 | 36.1486 | -105.6648 | 247 | Architectural technologist | 1961-10-24 | 3a3de16a3cbdca6599ee41937a65b4b4 | 1,372,248,860 | 35.747538 | -105.167663 | 0 |
14,894 | 2020-06-26 12:14:42 | 4,642,894,980,163 | fraud_Nienow PLC | entertainment | 37.23 | Eddie | Mendez | M | 1831 Faith View Suite 653 | Clarinda | IA | 51,632 | 40.7491 | -95.038 | 7,297 | IT trainer | 1990-07-13 | 43ffc0a5bc1325e85624227bbf32349a | 1,372,248,882 | 39.88608 | -95.738526 | 0 |
14,895 | 2020-06-26 12:14:45 | 377,026,671,291,680 | fraud_Eichmann-Kilback | home | 67.31 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | 139c2c286416085e9ac5f56e22a7dc02 | 1,372,248,885 | 38.153942 | -91.547267 | 0 |
14,896 | 2020-06-26 12:16:48 | 4,642,255,475,285,942 | fraud_Schmidt-Larkin | home | 5.01 | Sabrina | Johnson | F | 320 Nicholson Orchard | Thompson | UT | 84,540 | 38.9999 | -109.615 | 46 | Surveyor, minerals | 1987-04-23 | 31d8e68e925d4e1776eab58af31e8061 | 1,372,249,008 | 38.372716 | -110.389022 | 0 |
14,897 | 2020-06-26 12:17:21 | 376,445,266,762,684 | fraud_Morissette-Schaefer | personal_care | 139.24 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | 7ab630ef38bcd7035e033fdb15df1ab0 | 1,372,249,041 | 41.6414 | -102.045456 | 0 |
14,898 | 2020-06-26 12:17:57 | 213,126,662,687,660 | fraud_Goyette-Gerhold | kids_pets | 83.45 | Christopher | Luna | M | 242 Brian Mountain | Laredo | TX | 78,040 | 27.5155 | -99.4986 | 248,858 | Video editor | 1971-01-28 | 464a71495cc8be1e7ab787b3cfb7be4d | 1,372,249,077 | 27.786161 | -100.299373 | 0 |
14,899 | 2020-06-26 12:17:58 | 6,511,349,151,405,438 | fraud_Kertzmann LLC | health_fitness | 10.75 | Robert | Nguyen | M | 74835 Garner Point | Ruth | NV | 89,319 | 39.3426 | -114.8859 | 450 | Interpreter | 1946-08-24 | ee91aa8b045e93e64b7874b678d4011a | 1,372,249,078 | 39.727113 | -115.717656 | 0 |
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