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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
10,600 | 2019-01-07 11:52:40 | 3,558,881,852,140,592 | fraud_Boyer-Reichert | shopping_net | 30.7 | Christopher | Holt | M | 05597 Michael Spurs | Parks | AZ | 86,018 | 35.2563 | -111.95 | 759 | Geologist, engineering | 1957-03-28 | ad1a9bb67a49d3594c4855908e9e143b | 1,325,937,160 | 34.542698 | -112.636089 | 0 |
10,601 | 2019-01-07 11:53:05 | 3,530,503,964,418,806 | fraud_Brown-Greenholt | entertainment | 8.28 | David | Nichols | M | 0638 Fred Ramp Suite 086 | Palmdale | CA | 93,552 | 34.5715 | -118.0231 | 171,170 | Chemical engineer | 1963-06-04 | 8769a399eaf56fb33b00c22d8e980f0d | 1,325,937,185 | 35.2228 | -117.549788 | 0 |
10,602 | 2019-01-07 11:53:26 | 4,600,155,880,464 | fraud_Welch, Rath and Koepp | entertainment | 73.06 | Charles | Copeland | M | 92213 Lee Well | West Palm Beach | FL | 33,404 | 26.7832 | -80.0638 | 459,921 | Administrator, arts | 1969-09-08 | 139db024ddf70d4b8b76a896c504aa75 | 1,325,937,206 | 27.220689 | -80.339584 | 0 |
10,603 | 2019-01-07 11:55:43 | 3,558,652,751,678,952 | fraud_Abshire PLC | entertainment | 35.41 | Teresa | Blankenship | F | 6638 Lucero Mill Suite 952 | Karnack | TX | 75,661 | 32.6205 | -94.2 | 2,807 | Chiropodist | 1931-01-26 | af6e321ecd285301ae4c85616763a2ce | 1,325,937,343 | 33.495499 | -94.9403 | 0 |
10,604 | 2019-01-07 11:56:13 | 583,699,482,621 | fraud_Dach-Borer | grocery_net | 105.47 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | e84e381a0afb52d9cba71f917f0566cb | 1,325,937,373 | 44.999297 | -90.013907 | 0 |
10,605 | 2019-01-07 11:56:20 | 3,554,849,923,339,851 | fraud_Stamm-Rodriguez | misc_pos | 5.08 | John | Hudson | M | 886 Nicole Key | Stillwater | OK | 74,074 | 36.1043 | -97.0609 | 55,345 | Cabin crew | 1948-05-01 | 1951b9843ee941df681429deee859174 | 1,325,937,380 | 36.333537 | -96.64392 | 0 |
10,606 | 2019-01-07 11:57:04 | 213,178,765,398,315 | fraud_Kuhic Inc | grocery_pos | 55.58 | Alan | Colon | M | 748 Bryan Fields Suite 935 | Riverton | WY | 82,501 | 43.0351 | -108.2024 | 19,408 | Lecturer, higher education | 1993-09-11 | 2dc478d4e12e13ba3cb2727d396e03a7 | 1,325,937,424 | 42.130146 | -108.585226 | 0 |
10,607 | 2019-01-07 11:57:29 | 4,640,395,708,703 | fraud_DuBuque LLC | grocery_pos | 131.38 | Melissa | Krause | F | 67632 Martin Gateway | Fordoche | LA | 70,732 | 30.6576 | -91.6264 | 1,178 | Community education officer | 1951-06-13 | 4c2d70648131c39ee7634193c21dd493 | 1,325,937,449 | 30.703235 | -90.969245 | 0 |
10,608 | 2019-01-07 11:57:30 | 3,595,111,028,444,131 | fraud_Denesik and Sons | shopping_pos | 424.37 | Jeffery | Sanders | M | 5278 Sarah Station Apt. 009 | Cardwell | MO | 63,829 | 36.0434 | -90.2907 | 1,120 | Television floor manager | 1957-04-17 | 2d48b4508a5c0f8999cbf1ba639d9c30 | 1,325,937,450 | 36.664456 | -90.196497 | 0 |
10,609 | 2019-01-07 12:01:13 | 4,933,461,930,348,832 | fraud_Windler, Goodwin and Kovacek | home | 131.09 | Richard | Carter | M | 5097 Martin Ridges | Minneapolis | MN | 55,403 | 44.9673 | -93.2828 | 1,022,298 | Chemical engineer | 1976-09-29 | 0628303fc0a204fab090c7511d5cdf36 | 1,325,937,673 | 44.747152 | -94.198489 | 0 |
10,610 | 2019-01-07 12:01:23 | 341,542,810,616,333 | fraud_Emmerich-Rau | personal_care | 23.01 | Billy | Mcdonald | M | 304 Ryan Port Suite 335 | Camden | MO | 64,017 | 39.2048 | -94.0259 | 464 | Colour technologist | 1959-05-28 | 4e1fccc2d3f551ae29dd7a010ced450c | 1,325,937,683 | 39.004309 | -93.812423 | 0 |
10,611 | 2019-01-07 12:01:26 | 213,112,402,583,773 | fraud_Romaguera, Wehner and Tromp | kids_pets | 23.14 | Ana | Howell | F | 4664 Sanchez Common Suite 930 | Bradley | SC | 29,819 | 34.0326 | -82.2027 | 1,523 | Research scientist (physical sciences) | 1984-06-03 | cbe9de9e76d152dd961c2d2ddff330e6 | 1,325,937,686 | 34.684047 | -82.030464 | 0 |
10,612 | 2019-01-07 12:01:43 | 4,607,072,969,078,276 | fraud_Will Ltd | food_dining | 23.62 | Brenda | Perez | F | 033 Tara Brook Suite 523 | Coyle | OK | 73,027 | 35.8985 | -97.2607 | 1,493 | Amenity horticulturist | 1985-03-21 | a8f5bd470990b53d75c2143aeb6fede8 | 1,325,937,703 | 36.771521 | -97.610642 | 0 |
10,613 | 2019-01-07 12:02:00 | 213,195,754,007,681 | fraud_Spencer PLC | entertainment | 96.37 | Zachary | Allen | M | 69252 Oconnor Alley Apt. 153 | Ollie | IA | 52,576 | 41.2001 | -92.1354 | 568 | Commercial horticulturist | 1969-07-24 | f344777924386139e8584ff17a8c5c8d | 1,325,937,720 | 41.044197 | -91.455637 | 0 |
10,614 | 2019-01-07 12:02:28 | 3,595,192,916,105,588 | fraud_Reinger, Weissnat and Strosin | food_dining | 2.79 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | 8ca044ccf59513d38fd401b4f2670449 | 1,325,937,748 | 35.349185 | -78.267308 | 0 |
10,615 | 2019-01-07 12:02:32 | 3,583,793,405,872,580 | fraud_Effertz LLC | entertainment | 26.17 | Beth | Lambert | F | 6447 Johnson Estates Apt. 986 | Roosevelt | OK | 73,564 | 34.847 | -98.9836 | 551 | Amenity horticulturist | 1970-09-27 | b39aa502d2e6c43ce1bbebf2499236b3 | 1,325,937,752 | 34.983084 | -99.596713 | 0 |
10,616 | 2019-01-07 12:04:17 | 3,512,365,128,314,616 | fraud_Leannon-Ward | food_dining | 7.24 | Francisco | Kemp | M | 9554 Flores Drive | Arnold | MO | 63,010 | 38.4305 | -90.387 | 35,439 | Land/geomatics surveyor | 1985-03-31 | 3312db67a33528cbc3105083ae722292 | 1,325,937,857 | 38.257487 | -89.937359 | 0 |
10,617 | 2019-01-07 12:04:34 | 346,273,234,529,002 | fraud_Hoppe-Parisian | kids_pets | 65.24 | Donna | Moreno | F | 32301 Albert River Suite 364 | Ronceverte | WV | 24,970 | 37.7418 | -80.4626 | 4,575 | Statistician | 1991-10-22 | 20e691a534122135d8fd5829778c6e8d | 1,325,937,874 | 38.616966 | -79.497008 | 0 |
10,618 | 2019-01-07 12:04:44 | 4,102,003,771,126,577,700 | fraud_Kozey-Kuhlman | personal_care | 43.04 | William | Fitzgerald | M | 715 Courtney Pike Suite 932 | Keller | TX | 76,248 | 32.9276 | -97.2489 | 95,035 | Probation officer | 1987-06-13 | e5fd76941edc2cedfb9e7eeaebaa8b76 | 1,325,937,884 | 32.386815 | -98.114809 | 0 |
10,619 | 2019-01-07 12:04:48 | 3,583,293,909,206,278 | fraud_Feil, Hilpert and Koss | food_dining | 70.27 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | b65580655ece73e8132dd25260f67f2b | 1,325,937,888 | 35.798867 | -106.858152 | 0 |
10,620 | 2019-01-07 12:04:59 | 30,546,453,310,167 | fraud_O'Hara-Wilderman | food_dining | 114.97 | Nicholas | Tran | M | 672 Randall Burg Suite 551 | Belmont | NH | 3,220 | 43.4512 | -71.489 | 7,430 | Scientist, research (medical) | 1955-01-13 | 1884ebc0a795cc6067dfe7d113a8641e | 1,325,937,899 | 44.035014 | -71.349287 | 0 |
10,621 | 2019-01-07 12:05:06 | 3,592,931,352,252,641 | fraud_Boyer-Haley | travel | 9 | Dylan | Garcia | M | 923 Jordan Road | Afton | MN | 55,001 | 44.8696 | -92.8234 | 2,916 | Barrister's clerk | 1935-06-29 | 16a033b71e081e493dcee5f498d2ebaf | 1,325,937,906 | 43.985768 | -92.049762 | 0 |
10,622 | 2019-01-07 12:05:44 | 377,234,009,633,447 | fraud_Parker-Kunde | personal_care | 68.83 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | 4f0af611b133315c7306b7c3d21767d4 | 1,325,937,944 | 38.841429 | -78.660968 | 0 |
10,623 | 2019-01-07 12:06:26 | 6,597,248,210,463,122 | fraud_Goyette-Gerhold | kids_pets | 182.84 | Kyle | Wright | M | 610 Samantha Park Suite 149 | Whittemore | IA | 50,598 | 43.0261 | -94.4064 | 912 | Optometrist | 1968-05-16 | 40a91ad4f418a47ccb5f46d5ae7ba171 | 1,325,937,986 | 42.033993 | -95.023876 | 0 |
10,624 | 2019-01-07 12:06:59 | 375,237,305,371,366 | fraud_Lubowitz-Walter | kids_pets | 79.92 | David | Erickson | M | 616 Jimenez Meadow Apt. 701 | East Rochester | NY | 14,445 | 43.1128 | -77.4906 | 8,019 | Retail buyer | 1928-06-26 | f24345c76c902b78609dcf3e5ae5da37 | 1,325,938,019 | 43.518884 | -77.846262 | 0 |
10,625 | 2019-01-07 12:07:44 | 571,465,035,400 | fraud_Gislason Group | travel | 536.53 | Louis | Fisher | M | 45654 Hess Rest | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Freight forwarder | 1976-02-26 | 75170254b32fd9a81f1dce346f00ba77 | 1,325,938,064 | 42.510224 | -109.841805 | 0 |
10,626 | 2019-01-07 12:08:05 | 4,003,771,737,807,706 | fraud_Goyette-Herzog | travel | 3.19 | Danielle | Hayden | F | 03368 Michelle Trail | Gregory | AR | 72,059 | 35.1791 | -91.2594 | 37 | Lecturer, further education | 1958-01-01 | b17c0b0d47f9f0cddf44e416cea16c59 | 1,325,938,085 | 35.251137 | -90.574119 | 0 |
10,627 | 2019-01-07 12:08:56 | 30,230,540,139,182 | fraud_Renner Ltd | home | 73.35 | Hayden | Sanders | M | 8465 Reed Green Suite 559 | Montandon | PA | 17,850 | 40.9661 | -76.8575 | 645 | Orthoptist | 1974-05-18 | 578386b377da3c6db94b40d1c5278191 | 1,325,938,136 | 41.618838 | -76.192636 | 0 |
10,628 | 2019-01-07 12:09:53 | 30,273,037,698,427 | fraud_Gibson-Deckow | entertainment | 38.96 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | b8930e8c5b2e0b9004866888e8b591bc | 1,325,938,193 | 35.712905 | -91.319258 | 0 |
10,629 | 2019-01-07 12:10:23 | 38,588,538,868,506 | fraud_Lubowitz-Walter | kids_pets | 6.92 | Jacqueline | Curry | F | 3047 Jeff Place | Marathon | TX | 79,842 | 30.1886 | -103.2214 | 498 | Lexicographer | 1990-11-23 | f8b86f27ba3a021d82120fbb9bf71ea4 | 1,325,938,223 | 30.621546 | -104.137109 | 0 |
10,630 | 2019-01-07 12:12:59 | 6,011,329,966,782,895 | fraud_Barton LLC | kids_pets | 42.19 | 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 | 3d5c9c2b93eea106a5f9571eec02808a | 1,325,938,379 | 36.319735 | -96.262131 | 0 |
10,631 | 2019-01-07 12:13:00 | 3,583,293,909,206,278 | fraud_Jakubowski Inc | home | 8.29 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | cb2ea17876b63df4e4e31d63ca266bff | 1,325,938,380 | 35.449543 | -107.255934 | 0 |
10,632 | 2019-01-07 12:14:15 | 341,283,058,448,499 | fraud_Waelchi Inc | kids_pets | 121.33 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | 891972cc375120b4c55f0415946f5c07 | 1,325,938,455 | 31.469924 | -84.981565 | 0 |
10,633 | 2019-01-07 12:14:48 | 30,199,621,383,748 | fraud_Watsica LLC | personal_care | 29.14 | Theresa | Powell | F | 117 Natasha Vista Suite 936 | Leonard | TX | 75,452 | 33.4044 | -96.2238 | 4,090 | Sub | 1977-03-23 | ba3b396627a31b6c1c431b9195ee8ee7 | 1,325,938,488 | 34.075328 | -96.523417 | 0 |
10,634 | 2019-01-07 12:15:08 | 2,254,799,658,404,120 | fraud_Leannon-Ward | food_dining | 80.04 | Barbara | Nelson | F | 7337 Browning Falls Suite 027 | Valdosta | GA | 31,605 | 30.946 | -83.2474 | 94,325 | Educational psychologist | 1987-09-08 | f643a0f57dc2a3184f406f51584057e3 | 1,325,938,508 | 31.802635 | -84.12605 | 0 |
10,635 | 2019-01-07 12:15:56 | 5,152,054,598,359,927 | fraud_Kihn, Brakus and Goyette | personal_care | 7.98 | Jim | Johnson | M | 868 Brady Mill Apt. 837 | Gretna | LA | 70,056 | 29.8872 | -90.0331 | 55,581 | Biomedical scientist | 1972-09-12 | c7bdb1193025fd717342ccba4486ec9a | 1,325,938,556 | 30.820657 | -90.095709 | 0 |
10,636 | 2019-01-07 12:16:40 | 3,554,849,923,339,851 | fraud_Ebert-Daugherty | travel | 7.85 | John | Hudson | M | 886 Nicole Key | Stillwater | OK | 74,074 | 36.1043 | -97.0609 | 55,345 | Cabin crew | 1948-05-01 | 3c2efcff90032ffc3a133c9133004313 | 1,325,938,600 | 35.573691 | -96.836809 | 0 |
10,637 | 2019-01-07 12:16:55 | 4,497,451,418,073,897,000 | fraud_Macejkovic-Lesch | shopping_pos | 7.97 | Elizabeth | Glover | F | 246 Stewart Green Suite 149 | West Monroe | LA | 71,291 | 32.5317 | -92.176 | 54,185 | Radiographer, diagnostic | 1992-11-20 | 8e04dbca59a41ba2e1dc2aa59ab50b83 | 1,325,938,615 | 32.869445 | -92.854273 | 0 |
10,638 | 2019-01-07 12:17:19 | 4,003,771,737,807,706 | fraud_Morissette LLC | entertainment | 43.38 | Danielle | Hayden | F | 03368 Michelle Trail | Gregory | AR | 72,059 | 35.1791 | -91.2594 | 37 | Lecturer, further education | 1958-01-01 | 3c1370a24ba738ba87bafcaade9cc9be | 1,325,938,639 | 34.699446 | -91.182902 | 0 |
10,639 | 2019-01-07 12:17:24 | 30,235,438,713,303 | fraud_Ruecker-Mayert | kids_pets | 102.47 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | e43eeba2005a18cbd13f50a43efee1e4 | 1,325,938,644 | 37.543836 | -81.041922 | 0 |
10,640 | 2019-01-07 12:18:01 | 3,577,578,023,716,568 | fraud_Barton LLC | kids_pets | 91.96 | Debbie | Hughes | F | 0182 Owens Burgs Suite 480 | Diamond | OH | 44,412 | 41.0935 | -81.0425 | 2,644 | Engineer, biomedical | 1983-08-25 | abf4cec18ae56fa319df835435ebf8da | 1,325,938,681 | 41.056051 | -80.755546 | 0 |
10,641 | 2019-01-07 12:18:02 | 4,260,128,500,325 | fraud_Kozey-Kuhlman | personal_care | 43.35 | Whitney | Gallagher | F | 0374 Courtney Islands Apt. 400 | Deane | KY | 41,812 | 37.2409 | -82.7696 | 230 | Conservation officer, historic buildings | 1997-08-04 | 6d05dee23492c5e9510642486d473ef1 | 1,325,938,682 | 36.491885 | -83.57235 | 0 |
10,642 | 2019-01-07 12:18:15 | 3,586,008,444,788,268 | fraud_Hudson-Grady | shopping_pos | 1.24 | Crystal | Fuller | F | 000 Jennifer Mills | Issaquah | WA | 98,027 | 47.4974 | -122.0107 | 50,489 | Osteopath | 1984-02-29 | d97285ebd8b227c07852d85481905907 | 1,325,938,695 | 46.787938 | -121.123986 | 0 |
10,643 | 2019-01-07 12:18:21 | 4,209,696,857,872,688,600 | fraud_Breitenberg-Hermiston | kids_pets | 38.85 | Sarah | Bell | F | 6963 Russell Causeway Suite 231 | Galatia | IL | 62,935 | 37.8274 | -88.6235 | 1,943 | Restaurant manager, fast food | 1971-10-19 | 7c93cd24fbec7db0a9618f0df2fe7e67 | 1,325,938,701 | 37.775065 | -88.013518 | 0 |
10,644 | 2019-01-07 12:18:28 | 3,511,058,278,399,773 | fraud_Leannon-Nikolaus | travel | 1.8 | Briana | Santos | F | 702 Tabitha Drive | New Goshen | IN | 47,863 | 39.5803 | -87.4616 | 205 | Engineer, mining | 1960-01-06 | d4bda64e24c396f556a060815c34fd22 | 1,325,938,708 | 39.502581 | -87.659983 | 0 |
10,645 | 2019-01-07 12:19:17 | 2,235,335,206,132,667 | fraud_Marvin-Lind | personal_care | 18.08 | Maria | Rosales | F | 6611 Parrish Garden Apt. 428 | Waynesfield | OH | 45,896 | 40.6072 | -83.9585 | 2,089 | Building control surveyor | 1963-06-22 | edb5e00d87f478b7b78595817d09cbd5 | 1,325,938,757 | 39.901481 | -83.592658 | 0 |
10,646 | 2019-01-07 12:19:20 | 4,657,269,323,674,365 | fraud_Schroeder Group | health_fitness | 53.84 | Alicia | Mitchell | F | 125 Kristen Dale | Grand Ridge | FL | 32,442 | 30.7148 | -85.021 | 3,699 | Art gallery manager | 1948-09-07 | 57273d706b64e88ea47cb1e95ec3be00 | 1,325,938,760 | 29.966884 | -84.491447 | 0 |
10,647 | 2019-01-07 12:19:53 | 4,302,475,216,404,898 | fraud_Pacocha-Weissnat | kids_pets | 85.52 | Daniel | Cain | M | 384 Newman Forks Apt. 370 | Belmond | IA | 50,421 | 42.8511 | -93.62 | 3,032 | Community pharmacist | 1964-08-08 | d794bed9e999130685f214bb25be922c | 1,325,938,793 | 42.144862 | -94.596324 | 0 |
10,648 | 2019-01-07 12:20:42 | 6,011,492,816,282,597 | fraud_Emmerich-Rau | personal_care | 15.23 | Gary | Barnes | M | 2970 Flores Brooks | Smackover | AR | 71,762 | 33.3398 | -92.7442 | 2,501 | Financial adviser | 1986-06-11 | 4b70276ebc9544c4ef66ea56efc3b73d | 1,325,938,842 | 32.669189 | -92.839481 | 0 |
10,649 | 2019-01-07 12:21:04 | 377,113,842,678,100 | fraud_Fadel Inc | health_fitness | 54.18 | Billy | Gallagher | M | 673 Delgado Burg | Greenwich | NJ | 8,323 | 39.4055 | -75.3209 | 804 | Insurance risk surveyor | 1965-03-25 | c958f8815239b2e863d0cdbc50c781c5 | 1,325,938,864 | 40.168007 | -74.362253 | 0 |
10,650 | 2019-01-07 12:21:05 | 341,546,199,006,537 | fraud_Graham, Hegmann and Hammes | food_dining | 35.89 | Mark | Brown | M | 8580 Moore Cove | Wales | AK | 99,783 | 64.7556 | -165.6723 | 145 | Administrator, education | 1939-11-09 | 733812730e54cf838665e89f20dff7fe | 1,325,938,865 | 64.347142 | -164.698171 | 0 |
10,651 | 2019-01-07 12:21:39 | 6,011,109,736,646,996 | fraud_Larkin, Stracke and Greenfelder | entertainment | 68.1 | Rebecca | Erickson | F | 594 Berry Lights Apt. 392 | Wilmington | NC | 28,405 | 34.2651 | -77.867 | 186,140 | English as a second language teacher | 1983-02-08 | dcf4cdc194d5c1148ae3adc4cbc1be70 | 1,325,938,899 | 33.270408 | -78.093897 | 0 |
10,652 | 2019-01-07 12:21:40 | 4,383,521,454,815 | fraud_Lubowitz, Terry and Stracke | personal_care | 3.58 | John | Robertson | M | 209 Austin Stream Apt. 231 | Indianapolis | IN | 46,290 | 39.9347 | -86.1633 | 910,148 | Academic librarian | 1987-09-22 | 537cff2ba53a6f1cb38106ff5b9e4c82 | 1,325,938,900 | 39.988108 | -86.495158 | 0 |
10,653 | 2019-01-07 12:22:01 | 340,953,839,692,349 | fraud_Morissette LLC | entertainment | 3.62 | Tyler | Wright | M | 615 Clarke Spring Apt. 172 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Doctor, hospital | 1980-05-18 | e134b5457859185092a3b7ef2a42aed8 | 1,325,938,921 | 42.884553 | -82.699358 | 0 |
10,654 | 2019-01-07 12:22:13 | 374,821,819,075,109 | fraud_Torphy-Kertzmann | health_fitness | 7.78 | Zachary | Boone | M | 3703 Benson Wells | Palmyra | NY | 14,522 | 43.0622 | -77.2218 | 9,565 | Exhibition designer | 1927-12-11 | f1a153c4c11bda5cc4bb45793bf28049 | 1,325,938,933 | 43.13048 | -77.288195 | 0 |
10,655 | 2019-01-07 12:22:18 | 379,897,244,598,068 | fraud_Kunze, Larkin and Mayert | travel | 7.26 | Frank | Key | M | 5537 Jessica Plaza | Pewee Valley | KY | 40,056 | 38.3039 | -85.4834 | 3,263 | Stage manager | 1930-02-28 | 4d56341578ca19190391e43800416423 | 1,325,938,938 | 38.437237 | -84.555446 | 0 |
10,656 | 2019-01-07 12:22:20 | 4,710,826,438,164,848,000 | fraud_Stark-Batz | entertainment | 47.17 | Juan | Henry | M | 9795 Lori Island Suite 346 | Turner | MT | 59,542 | 48.8328 | -108.3961 | 192 | Further education lecturer | 1964-01-04 | d0a623b6016571c27b038ea90584258c | 1,325,938,940 | 48.63583 | -108.301583 | 0 |
10,657 | 2019-01-07 12:23:10 | 4,653,178,848,915,023,000 | fraud_Denesik, Powlowski and Pouros | home | 23.22 | Robert | Hall | M | 371 Anthony Trail Suite 354 | Glade Spring | VA | 24,340 | 36.7779 | -81.7676 | 5,657 | Clinical psychologist | 1987-04-29 | 660edb1bf637ff784da9faab3cb702b6 | 1,325,938,990 | 37.468331 | -82.104923 | 0 |
10,658 | 2019-01-07 12:24:07 | 3,543,591,270,174,051 | fraud_Hettinger, McCullough and Fay | home | 11.42 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | 1bbe4dc04897ceee2f4cdd45afa6c492 | 1,325,939,047 | 40.010268 | -78.146438 | 0 |
10,659 | 2019-01-07 12:24:23 | 4,769,426,683,924,059,000 | fraud_Bins-Howell | personal_care | 8.47 | Andrea | Cruz | F | 26572 Hodge Villages Suite 512 | Mifflin | PA | 17,058 | 40.5553 | -77.4001 | 1,909 | Mining engineer | 1954-08-22 | 7a9ccbd47cedb0a0c9807502fc066469 | 1,325,939,063 | 39.657572 | -78.062668 | 0 |
10,660 | 2019-01-07 12:24:35 | 577,588,686,219 | fraud_Greenholt Ltd | health_fitness | 81.49 | James | Strickland | M | 25454 Leonard Lake | Spring Church | PA | 15,686 | 40.6153 | -79.4545 | 972 | Public relations account executive | 1997-10-23 | 48b20973d2cc94493f0851abe39af296 | 1,325,939,075 | 41.467031 | -80.14343 | 0 |
10,661 | 2019-01-07 12:24:44 | 4,956,828,990,005,111,000 | fraud_Altenwerth, Cartwright and Koss | shopping_net | 1.77 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | bb88eb749d35d7b33de64eca2482c8b3 | 1,325,939,084 | 41.280185 | -75.072077 | 0 |
10,662 | 2019-01-07 12:24:44 | 3,519,232,971,341,141 | fraud_Ruecker-Mayert | kids_pets | 58.98 | Michael | Jones | M | 754 Smith Isle | Amsterdam | OH | 43,903 | 40.4731 | -80.9596 | 2,208 | Mental health nurse | 1961-09-10 | b7eb9b5c9f3deaafb50b1fcb0cf9d7a2 | 1,325,939,084 | 40.585271 | -81.619715 | 0 |
10,663 | 2019-01-07 12:25:07 | 4,512,828,414,983,802,000 | fraud_Friesen-Ortiz | personal_care | 41.13 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | 4830601314a01329b7f81102fed214e1 | 1,325,939,107 | 40.496571 | -80.303766 | 0 |
10,664 | 2019-01-07 12:26:13 | 2,712,209,726,293,386 | fraud_Stiedemann Ltd | food_dining | 22.76 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | 0148dc3768d3937d28cf794acb1a43d3 | 1,325,939,173 | 29.589022 | -91.746086 | 0 |
10,665 | 2019-01-07 12:26:29 | 4,745,996,322,265 | fraud_Heaney-Marquardt | entertainment | 32.05 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | be01ecf99859fc1ab1968830e8f4d9ed | 1,325,939,189 | 41.588387 | -86.041131 | 0 |
10,666 | 2019-01-07 12:26:36 | 4,294,040,533,480,516 | fraud_Erdman-Durgan | health_fitness | 63.73 | Gail | Weaver | F | 979 Stewart Lake | New Ellenton | SC | 29,809 | 33.413 | -81.69 | 2,206 | Biomedical scientist | 1986-12-31 | 8b82c5a7bdf83513d477de0e922ff5a2 | 1,325,939,196 | 34.110254 | -82.199794 | 0 |
10,667 | 2019-01-07 12:26:40 | 4,653,178,848,915,023,000 | fraud_Howe Ltd | misc_pos | 157.64 | Robert | Hall | M | 371 Anthony Trail Suite 354 | Glade Spring | VA | 24,340 | 36.7779 | -81.7676 | 5,657 | Clinical psychologist | 1987-04-29 | 90388c71a025f3ab8e7aa620d3d77939 | 1,325,939,200 | 36.366795 | -81.061065 | 0 |
10,668 | 2019-01-07 12:27:01 | 4,939,976,756,738,216 | fraud_Douglas, Schneider and Turner | shopping_pos | 587.29 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | bd6959c0b664667598b64d5f07a8c7fd | 1,325,939,221 | 27.148867 | -99.585209 | 0 |
10,669 | 2019-01-07 12:28:27 | 4,900,628,639,996 | fraud_Hermiston, Russel and Price | food_dining | 26.17 | Michael | Johnson | M | 094 Owens Underpass | Norwalk | CA | 90,650 | 33.9056 | -118.0818 | 105,549 | Firefighter | 1973-09-22 | b2fa30008dc72ca51a9c1fb3c3bc62aa | 1,325,939,307 | 33.697728 | -118.277944 | 0 |
10,670 | 2019-01-07 12:28:45 | 4,584,931,703,207,308,300 | fraud_Gaylord-Powlowski | home | 90.82 | Amanda | Gomez | F | 8152 Brittany Centers | Dallas | TX | 75,218 | 32.8463 | -96.6972 | 1,263,321 | Designer, ceramics/pottery | 1975-04-16 | 4b06e698afca17894c38457c49844fc7 | 1,325,939,325 | 32.172747 | -97.479143 | 0 |
10,671 | 2019-01-07 12:28:59 | 6,011,893,664,860,915 | fraud_Schiller Ltd | personal_care | 23.28 | Erin | Chavez | F | 3379 Williams Common | Littleton | CO | 80,120 | 39.5994 | -105.0044 | 320,420 | Water engineer | 1975-07-31 | bef661cb3cf3c9c494aafdbd5b3e5557 | 1,325,939,339 | 39.833045 | -104.838679 | 0 |
10,672 | 2019-01-07 12:29:34 | 371,284,100,299,909 | fraud_Hermann and Sons | shopping_pos | 22.64 | Hannah | Thomas | F | 1004 Willis Pass | Hedley | TX | 79,237 | 34.8698 | -100.6806 | 513 | Early years teacher | 1976-05-24 | 3b487a3a35cd839a23fdd396c8bd2b51 | 1,325,939,374 | 34.105468 | -101.491761 | 0 |
10,673 | 2019-01-07 12:29:51 | 4,956,828,990,005,111,000 | fraud_Kemmer-Buckridge | misc_pos | 3.34 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | b8bb06bb9d912a40ce05316c0f6fe024 | 1,325,939,391 | 39.836138 | -73.884208 | 0 |
10,674 | 2019-01-07 12:30:44 | 3,589,255,887,819,806 | fraud_Champlin-Casper | home | 28.52 | David | Miller | M | 622 Bradley Knoll Apt. 758 | Hancock | MD | 21,750 | 39.6991 | -78.1762 | 3,766 | Press photographer | 1984-02-14 | 2b6cf155fe3f5838432c012fa500936b | 1,325,939,444 | 38.727513 | -77.720334 | 0 |
10,675 | 2019-01-07 12:30:57 | 30,344,654,314,976 | fraud_Schaefer Ltd | kids_pets | 27.97 | Christine | Johnson | F | 8011 Chapman Tunnel Apt. 568 | Blairsden-Graeagle | CA | 96,103 | 39.8127 | -120.6405 | 1,725 | Chartered legal executive (England and Wales) | 1967-05-27 | 293d40a219ccfafbd4908b01b514af3c | 1,325,939,457 | 39.058521 | -120.419672 | 0 |
10,676 | 2019-01-07 12:31:45 | 180,049,032,966,888 | fraud_Thompson-Gleason | health_fitness | 73 | Michael | Flores | M | 70761 Fitzpatrick Brooks Suite 631 | Saxon | WI | 54,559 | 46.4959 | -90.4383 | 795 | Television/film/video producer | 1986-04-15 | c6a027d7a92ed70581e16584752c4d97 | 1,325,939,505 | 46.561565 | -89.574553 | 0 |
10,677 | 2019-01-07 12:31:47 | 6,011,360,759,745,864 | fraud_Schroeder, Wolff and Hermiston | travel | 7.77 | Steven | Williams | M | 231 Flores Pass Suite 720 | Edinburg | VA | 22,824 | 38.8432 | -78.6003 | 6,018 | Designer, multimedia | 1947-08-21 | 8456e36471935d8941a28c3dfacb84a1 | 1,325,939,507 | 39.3264 | -78.596217 | 0 |
10,678 | 2019-01-07 12:31:51 | 4,069,975,342,931,683 | fraud_Reilly LLC | home | 178.54 | Kimberly | Martin | F | 1943 Dennis Inlet Suite 145 | Hurricane | WV | 25,526 | 38.4257 | -81.9943 | 21,902 | Sub | 1980-09-18 | 1d9e94491c052ed4c2b60ccfd7d78c68 | 1,325,939,511 | 38.910516 | -82.090276 | 0 |
10,679 | 2019-01-07 12:32:20 | 4,294,040,533,480,516 | fraud_Bahringer, Schoen and Corkery | shopping_pos | 12.67 | Gail | Weaver | F | 979 Stewart Lake | New Ellenton | SC | 29,809 | 33.413 | -81.69 | 2,206 | Biomedical scientist | 1986-12-31 | 3bf26e41beb0e7056b122d1e7f2f5307 | 1,325,939,540 | 32.903551 | -82.652809 | 0 |
10,680 | 2019-01-07 12:32:30 | 4,586,810,168,620,942 | fraud_Nolan-Williamson | kids_pets | 13.91 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | 80047820c83a11d002cf2d93c077f75f | 1,325,939,550 | 32.218227 | -80.137548 | 0 |
10,681 | 2019-01-07 12:32:38 | 3,506,042,666,828,517 | fraud_Zboncak Ltd | food_dining | 54.28 | Christine | Burns | F | 343 Hannah Parkway | Comfort | WV | 25,049 | 38.1372 | -81.5962 | 630 | Fine artist | 1959-07-30 | 8fb6ed12a6efa5bd218cc544dd74c4fa | 1,325,939,558 | 38.168765 | -80.599793 | 0 |
10,682 | 2019-01-07 12:32:42 | 4,384,910,379,661,778 | fraud_Weber, Thiel and Hammes | kids_pets | 26.53 | Michelle | Russell | F | 55505 Christy Via | Hawley | MN | 56,549 | 46.9777 | -96.4092 | 4,508 | Naval architect | 1949-04-24 | 7ff9a4665689b9b0e94ccba1e4a32245 | 1,325,939,562 | 46.812646 | -97.398053 | 0 |
10,683 | 2019-01-07 12:32:52 | 6,593,939,509,150,446 | fraud_Reichert, Huels and Hoppe | shopping_net | 6.22 | Margaret | Ward | F | 244 Jeffery Rapids | Azusa | CA | 91,702 | 34.1248 | -117.9031 | 59,705 | Civil Service fast streamer | 1983-06-23 | 497db62f03cfc0ebd1d252f153b8ab8c | 1,325,939,572 | 33.830466 | -118.50039 | 0 |
10,684 | 2019-01-07 12:33:13 | 4,069,975,342,931,683 | fraud_Erdman-Schaden | personal_care | 82.35 | Kimberly | Martin | F | 1943 Dennis Inlet Suite 145 | Hurricane | WV | 25,526 | 38.4257 | -81.9943 | 21,902 | Sub | 1980-09-18 | 14e2e122a03f34a1f1e461e07e9901c9 | 1,325,939,593 | 38.99462 | -81.743367 | 0 |
10,685 | 2019-01-07 12:34:05 | 4,155,021,259,183,870 | fraud_Cormier LLC | health_fitness | 21.73 | Renee | Parrish | F | 174 Jennifer Meadow Apt. 467 | Mountain Park | OK | 73,559 | 34.7032 | -98.9591 | 540 | Research scientist (life sciences) | 1983-10-12 | 17be106f428cba268c09c40f5dad51cf | 1,325,939,645 | 34.795248 | -99.243231 | 0 |
10,686 | 2019-01-07 12:34:42 | 4,260,128,500,325 | fraud_Bashirian Group | shopping_net | 498.16 | Whitney | Gallagher | F | 0374 Courtney Islands Apt. 400 | Deane | KY | 41,812 | 37.2409 | -82.7696 | 230 | Conservation officer, historic buildings | 1997-08-04 | fc521721a718755151e1aa008a28bf88 | 1,325,939,682 | 37.191518 | -81.940705 | 0 |
10,687 | 2019-01-07 12:34:46 | 4,745,996,322,265 | fraud_Abshire PLC | entertainment | 66.78 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | 3491ce3c954d0524b16cc17c92ae0644 | 1,325,939,686 | 40.85275 | -85.759906 | 0 |
10,688 | 2019-01-07 12:34:53 | 6,011,581,063,717,667 | fraud_Yost-Rogahn | personal_care | 106.03 | Jerry | Perkins | M | 3867 Susan Corners Apt. 883 | Brashear | MO | 63,533 | 40.1959 | -92.4333 | 805 | Private music teacher | 1970-06-27 | 138ce5f305df0bd944d339e4c1340cba | 1,325,939,693 | 40.853036 | -93.241299 | 0 |
10,689 | 2019-01-07 12:35:16 | 676,148,621,961 | fraud_Klein Group | entertainment | 58.5 | Jennifer | Vega | F | 91644 Crystal Drives | Eagarville | IL | 62,023 | 39.1118 | -89.7855 | 91 | Materials engineer | 1962-11-18 | 43ff5b24bde643ebe663d142f7e73ff9 | 1,325,939,716 | 39.651398 | -89.409669 | 0 |
10,690 | 2019-01-07 12:35:18 | 2,296,006,538,441,789 | fraud_Turcotte-Halvorson | misc_pos | 2.4 | Judy | Hogan | F | 4970 Michelle Burgs | Brooklyn | NY | 11,217 | 40.6816 | -73.9798 | 2,504,700 | Medical sales representative | 1999-09-01 | 63667e2abbc272e7ccfc9919f4442e48 | 1,325,939,718 | 40.991901 | -73.911333 | 0 |
10,691 | 2019-01-07 12:35:45 | 30,197,398,657,930 | fraud_Corwin-Romaguera | travel | 7.89 | April | Johnson | F | 9727 Deleon Mountain | Creedmoor | NC | 27,522 | 36.1124 | -78.6476 | 12,335 | Chief Strategy Officer | 1987-09-19 | 55a3dc503d07eec1d137800666cd708e | 1,325,939,745 | 35.112671 | -79.037941 | 0 |
10,692 | 2019-01-07 12:36:15 | 4,906,628,655,840,914,000 | fraud_Bode-Schuster | kids_pets | 42.28 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 700d8226aaffba82ff4c078c95faaee7 | 1,325,939,775 | 25.130296 | -81.460371 | 0 |
10,693 | 2019-01-07 12:36:40 | 30,551,643,947,183 | fraud_Schaefer, Fay and Hilll | entertainment | 66.36 | Morgan | Smith | F | 1441 Bradley Place | Grover | NC | 28,073 | 35.1836 | -81.4552 | 5,621 | Toxicologist | 1973-11-14 | a68bc380b7752fa19322c1544f72887c | 1,325,939,800 | 35.053665 | -81.479497 | 0 |
10,694 | 2019-01-07 12:37:36 | 375,237,305,371,366 | fraud_Rolfson-Kunde | personal_care | 24.09 | David | Erickson | M | 616 Jimenez Meadow Apt. 701 | East Rochester | NY | 14,445 | 43.1128 | -77.4906 | 8,019 | Retail buyer | 1928-06-26 | 62cb6487107cd7336da28c0d07c85ce5 | 1,325,939,856 | 43.37147 | -76.507649 | 0 |
10,695 | 2019-01-07 12:37:39 | 374,930,071,163,758 | fraud_Balistreri-Nader | misc_pos | 1.81 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | 6d7c247d813d7abf42887b41c3c18d7d | 1,325,939,859 | 42.46819 | -82.669824 | 0 |
10,696 | 2019-01-07 12:37:46 | 3,552,581,383,553,463 | fraud_Runte, Green and Emard | health_fitness | 19.76 | Jonathan | Castro | M | 200 Christie Mills Apt. 307 | Andrews | NC | 28,901 | 35.1959 | -83.8228 | 5,354 | Retail buyer | 1965-04-13 | 8d3b046f653ff44dfc65b547bc6d344f | 1,325,939,866 | 35.667966 | -84.514802 | 0 |
10,697 | 2019-01-07 12:38:08 | 378,858,024,506,425 | fraud_Rau-Robel | kids_pets | 24.52 | Debra | Eaton | F | 72743 Brian Run | Paradise Valley | AZ | 85,253 | 33.5494 | -111.9565 | 17,047 | Building surveyor | 1935-01-29 | d1410eb007faa3f3637f06a1fd9705a0 | 1,325,939,888 | 33.204885 | -112.255266 | 0 |
10,698 | 2019-01-07 12:39:15 | 3,582,754,887,089,201 | fraud_Zulauf LLC | personal_care | 6.66 | Terrance | Mckinney | M | 42965 Christopher Fords Suite 659 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Magazine features editor | 1966-08-08 | d35db77a9b86a05b5db0d148e8e560d5 | 1,325,939,955 | 33.527588 | -93.944661 | 0 |
10,699 | 2019-01-07 12:39:16 | 4,874,017,206,859,125 | fraud_Nicolas, Hills and McGlynn | entertainment | 30.4 | Lauren | Williams | F | 065 Jones Stravenue | Lake Oswego | OR | 97,034 | 45.4093 | -122.6847 | 42,817 | Planning and development surveyor | 1982-05-28 | 23862f1d142ec80d86be41a5eb41e7d5 | 1,325,939,956 | 45.198446 | -123.023866 | 0 |
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