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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
13,500 | 2019-01-08 16:18:31 | 4,514,242,065,619,750 | fraud_Haley, Jewess and Bechtelar | shopping_pos | 2.73 | Janet | Carpenter | F | 9870 Collins Flat | Laramie | WY | 82,072 | 41.4247 | -105.4781 | 35,371 | Pilot, airline | 1988-09-02 | 6333ce33b405b5e7741c0e639cb810b2 | 1,326,039,511 | 41.370714 | -105.937071 | 0 |
13,501 | 2019-01-08 16:18:45 | 3,500,165,543,009,955 | fraud_Gislason Group | travel | 2.28 | Ricky | Dunn | M | 97689 Davis Point Apt. 967 | Detroit | MI | 48,214 | 42.3669 | -82.9938 | 673,342 | Health visitor | 1983-09-02 | a46b453a1ab08713c6e3fe9835200bf4 | 1,326,039,525 | 42.989781 | -83.484995 | 0 |
13,502 | 2019-01-08 16:19:29 | 6,517,217,825,320,610 | fraud_Kub-Heaney | health_fitness | 179.22 | James | Reese | M | 26975 Richardson Mills Apt. 402 | Sontag | MS | 39,665 | 31.6453 | -90.1801 | 1,196 | Librarian, academic | 1958-06-11 | 9b92044409ab7371fdde999bab5559af | 1,326,039,569 | 31.158806 | -90.383795 | 0 |
13,503 | 2019-01-08 16:19:48 | 3,565,414,434,959,494 | fraud_McDermott, Osinski and Morar | home | 96.16 | Ryan | Arnold | M | 2056 Michael Wells Apt. 348 | Prairie Creek | IN | 47,869 | 39.4336 | -87.4101 | 137 | Materials engineer | 1967-03-12 | 5cf69a57791702682489cb0d9761e066 | 1,326,039,588 | 40.201482 | -88.2469 | 0 |
13,504 | 2019-01-08 16:20:46 | 4,440,581,794,652 | fraud_Kutch-Wilderman | home | 18.35 | Karen | Cooper | F | 425 Caleb Point Apt. 050 | San Diego | CA | 92,128 | 33.0067 | -117.069 | 1,241,364 | Pharmacist, hospital | 1960-03-01 | 2314d1a1b2c155ef2bb53cc66c94e157 | 1,326,039,646 | 33.579108 | -117.338328 | 0 |
13,505 | 2019-01-08 16:21:14 | 4,992,346,398,065,154,000 | fraud_Gislason Group | travel | 7.83 | Benjamin | Kim | M | 920 Patrick Light | Mc Nabb | IL | 61,335 | 41.173 | -89.2187 | 532 | Audiological scientist | 1956-01-09 | 9e467ea8b3b5e0e0960499bbe841e4ca | 1,326,039,674 | 40.247529 | -89.549675 | 0 |
13,506 | 2019-01-08 16:21:33 | 213,120,463,918,358 | fraud_Bins-Howell | personal_care | 33.01 | Willie | Jordan | M | 529 West Key | Spearsville | LA | 71,277 | 32.955 | -92.587 | 1,758 | Psychologist, forensic | 1957-08-08 | 727f06e1cdbbe380a760d9b037a6c09c | 1,326,039,693 | 32.773715 | -92.951361 | 0 |
13,507 | 2019-01-08 16:21:44 | 3,502,088,871,723,054 | fraud_Abbott-Rogahn | entertainment | 12.69 | Scott | Martin | M | 31472 Cody Place Suite 740 | Kensington | MD | 20,895 | 39.0298 | -77.0793 | 19,054 | Operations geologist | 1976-09-08 | bc413c59d8c844c9a8662493e76a1900 | 1,326,039,704 | 38.802508 | -76.643775 | 0 |
13,508 | 2019-01-08 16:22:00 | 4,186,530,744,674 | fraud_Stark-Koss | home | 89.22 | Casey | Howell | F | 374 Christopher Ramp Suite 855 | Blackville | SC | 29,817 | 33.3645 | -81.2718 | 4,913 | Technical brewer | 1966-11-10 | 35e6ecd596af29f09cadd56dc63f3275 | 1,326,039,720 | 32.933559 | -81.949494 | 0 |
13,509 | 2019-01-08 16:22:30 | 5,540,636,818,935,089 | fraud_Turner, Ziemann and Lehner | food_dining | 65.6 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | b3044be3e2755988e3c3b99fd1f3e141 | 1,326,039,750 | 43.271894 | -71.950947 | 0 |
13,510 | 2019-01-08 16:23:10 | 567,868,110,212 | fraud_Larson-Moen | entertainment | 156.31 | Dawn | Tucker | F | 789 Herring Manors | Houston | TX | 77,007 | 29.7736 | -95.4034 | 2,906,700 | Copywriter, advertising | 1984-12-16 | 013231359695fbfa92c5b2a5b354612e | 1,326,039,790 | 28.925742 | -94.792372 | 0 |
13,511 | 2019-01-08 16:23:43 | 676,102,124,465 | fraud_Nicolas, Hills and McGlynn | entertainment | 100.05 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | 4a7dd180c8469b4d3ae364957baf1137 | 1,326,039,823 | 38.219438 | -122.805572 | 0 |
13,512 | 2019-01-08 16:23:52 | 3,559,160,581,764,413 | fraud_Cole, Hills and Jewess | home | 71.48 | Allen | Bell | M | 70147 Amanda Fields | Saint Bonaventure | NY | 14,778 | 42.2701 | -78.6847 | 1,453 | Toxicologist | 1974-02-15 | e59550282026025b563ed3c93f4f7eef | 1,326,039,832 | 42.40801 | -79.220823 | 0 |
13,513 | 2019-01-08 16:23:54 | 38,580,485,618,059 | fraud_Douglas-White | entertainment | 8.12 | Teresa | Clark | F | 1323 Derek Mission | Noonan | ND | 58,765 | 48.8856 | -103.0098 | 248 | Industrial/product designer | 1968-05-13 | 867ec87f3878bb74eaef6f4bb28c1e1c | 1,326,039,834 | 48.647188 | -103.004329 | 0 |
13,514 | 2019-01-08 16:24:45 | 4,003,989,662,068,504 | fraud_Hudson-Grady | shopping_pos | 18.77 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | c296e087a014a27cead3f27d35f3145b | 1,326,039,885 | 33.784344 | -86.702333 | 0 |
13,515 | 2019-01-08 16:24:53 | 6,011,542,681,743,618 | fraud_Larson-Moen | entertainment | 81.59 | Emily | Hall | F | 8851 Reese Neck | Basye | VA | 22,810 | 38.8089 | -78.7776 | 863 | Engineer, mining | 1972-08-09 | c9cb264d60e0eaee499c8ac7c561432d | 1,326,039,893 | 38.442698 | -78.364125 | 0 |
13,516 | 2019-01-08 16:26:22 | 30,103,132,002,433 | fraud_Goyette, Howell and Collier | shopping_pos | 2.54 | Stephanie | Middleton | F | 99736 Rose Shoals Apt. 504 | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Dispensing optician | 1987-10-26 | b5b3b8d9f6d1c614ea8bc43ba6b8b341 | 1,326,039,982 | 41.016013 | -77.939174 | 0 |
13,517 | 2019-01-08 16:27:20 | 3,518,234,918,950,662 | fraud_Windler LLC | kids_pets | 15.16 | Barbara | Lowe | F | 67210 Lori Creek | Sherman | TX | 75,092 | 33.6372 | -96.6184 | 46,563 | Systems developer | 1970-09-11 | 816be02986181f6c70beabee76152497 | 1,326,040,040 | 32.932504 | -96.623951 | 0 |
13,518 | 2019-01-08 16:28:09 | 4,069,975,342,931,683 | fraud_Botsford and Sons | home | 28.84 | Kimberly | Martin | F | 1943 Dennis Inlet Suite 145 | Hurricane | WV | 25,526 | 38.4257 | -81.9943 | 21,902 | Sub | 1980-09-18 | ddca00b676d460edd4b5e6806fd8a113 | 1,326,040,089 | 38.246178 | -81.045423 | 0 |
13,519 | 2019-01-08 16:28:11 | 676,314,217,768 | fraud_Klocko, Runolfsdottir and Breitenberg | health_fitness | 63 | Ellen | Carrillo | F | 9431 Amanda Mills | Odessa | MO | 64,076 | 38.9829 | -93.9757 | 9,512 | Clinical research associate | 1972-12-31 | bf3ff7a72e831825cb037227950a6b73 | 1,326,040,091 | 39.575944 | -94.151231 | 0 |
13,520 | 2019-01-08 16:28:41 | 3,577,663,406,369,449 | fraud_Homenick LLC | personal_care | 123.61 | Cody | Hooper | M | 7233 John Parks | Lepanto | AR | 72,354 | 35.6069 | -90.3359 | 2,470 | Counselling psychologist | 1968-10-06 | 36149b0c3712c93da4ac9bd289ae2529 | 1,326,040,121 | 35.557025 | -90.187033 | 0 |
13,521 | 2019-01-08 16:29:10 | 3,501,942,333,500,073 | fraud_Bahringer, Schoen and Corkery | shopping_pos | 5.52 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | 619c292f2e402472a471851b0cedf85d | 1,326,040,150 | 33.425035 | -112.756623 | 0 |
13,522 | 2019-01-08 16:29:50 | 3,518,669,219,150,142 | fraud_Connelly PLC | food_dining | 23.71 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | b5e36d8f589b9461029991cfb7e5a926 | 1,326,040,190 | 38.627821 | -84.9946 | 0 |
13,523 | 2019-01-08 16:29:59 | 4,951,647,200,979,051 | fraud_Labadie, Treutel and Bode | shopping_net | 9.13 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 02d25fc9a2b91d003e4714476a8292ab | 1,326,040,199 | 38.974483 | -88.296653 | 0 |
13,524 | 2019-01-08 16:30:27 | 4,792,627,764,422,478,000 | fraud_Nienow, Barrows and Romaguera | personal_care | 8.52 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | fd7e493f2deccd929ded3342841119a4 | 1,326,040,227 | 39.720386 | -94.539165 | 0 |
13,525 | 2019-01-08 16:30:29 | 213,112,402,583,773 | fraud_Schoen Ltd | kids_pets | 15.42 | 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 | caacdf4e9be0df6eb386d3d70ffba88e | 1,326,040,229 | 33.207558 | -82.306858 | 0 |
13,526 | 2019-01-08 16:30:39 | 30,501,624,614,310 | fraud_Huel-Langworth | misc_net | 26.54 | Amanda | Smith | F | 180 Graves Shore | Scotia | SC | 29,939 | 32.6786 | -81.2455 | 302 | Magazine features editor | 1973-05-04 | cae7cdd1e1c02dc7472810eb48669600 | 1,326,040,239 | 31.974857 | -81.931525 | 0 |
13,527 | 2019-01-08 16:30:49 | 3,526,826,139,003,047 | fraud_Ruecker-Mayert | kids_pets | 79.62 | Nathan | Massey | M | 5783 Evan Roads Apt. 465 | Falmouth | MI | 49,632 | 44.2529 | -85.017 | 1,126 | Furniture designer | 1955-07-06 | 8d40bf89c093ebfde4b0b2b1580569f9 | 1,326,040,249 | 44.60639 | -85.033501 | 0 |
13,528 | 2019-01-08 16:32:05 | 3,559,160,581,764,413 | fraud_Ullrich Ltd | kids_pets | 58.95 | Allen | Bell | M | 70147 Amanda Fields | Saint Bonaventure | NY | 14,778 | 42.2701 | -78.6847 | 1,453 | Toxicologist | 1974-02-15 | 60f221cce6f492761e1cb4af89b4393a | 1,326,040,325 | 41.638162 | -78.673482 | 0 |
13,529 | 2019-01-08 16:32:23 | 4,988,304,376,504 | fraud_Daugherty LLC | kids_pets | 163.35 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | 2997fda5a6fa785a5281466938f46049 | 1,326,040,343 | 40.536726 | -74.101477 | 0 |
13,530 | 2019-01-08 16:33:23 | 4,646,845,581,490,336,000 | fraud_Hoppe-Parisian | kids_pets | 191.1 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | cbb1f624216ccc04086d67f95b390bf0 | 1,326,040,403 | 41.325994 | -72.893714 | 0 |
13,531 | 2019-01-08 16:34:03 | 180,042,946,491,150 | fraud_Smith-Stokes | misc_pos | 57.81 | Charles | Robles | M | 3337 Lisa Divide | Saint Petersburg | FL | 33,710 | 27.7898 | -82.7243 | 341,043 | Engineer, land | 1989-02-28 | 0ac7dd5e3655d9eb423f6a8a6bcf0608 | 1,326,040,443 | 28.335797 | -83.449772 | 0 |
13,532 | 2019-01-08 16:34:18 | 373,043,435,942,726 | fraud_Altenwerth-Kilback | home | 68.05 | Vincent | Richards | M | 2064 Tyler Fork | Beasley | TX | 77,417 | 29.479 | -95.9681 | 2,457 | Trading standards officer | 1981-03-04 | 1ec78f13d06024d5508544ada33e6df5 | 1,326,040,458 | 29.799271 | -96.599114 | 0 |
13,533 | 2019-01-08 16:35:00 | 342,952,484,382,519 | fraud_Leffler-Goldner | personal_care | 44.01 | Kayla | Jones | F | 6033 Young Track Suite 804 | East Canaan | CT | 6,024 | 42.0158 | -73.2913 | 647 | Comptroller | 1987-09-26 | 3ae0de755e0d391cd3010d245d89323a | 1,326,040,500 | 42.017483 | -73.955197 | 0 |
13,534 | 2019-01-08 16:35:03 | 4,427,805,710,168 | fraud_Bins, Balistreri and Beatty | shopping_pos | 6.55 | Michelle | Rodriguez | F | 1742 Brandon Squares Apt. 461 | Ruidoso | NM | 88,355 | 33.3305 | -105.6933 | 8,874 | Licensed conveyancer | 2000-08-16 | edd7bf3161eede2f47ce3f558cad8d99 | 1,326,040,503 | 32.538107 | -105.996282 | 0 |
13,535 | 2019-01-08 16:35:05 | 2,475,085,306,462,014 | fraud_Haley, Batz and Auer | health_fitness | 73.93 | John | Miller | M | 153 Mccullough Springs Apt. 857 | Lamberton | MN | 56,152 | 44.2378 | -95.2739 | 1,507 | Land/geomatics surveyor | 1993-10-12 | 762b9b3317e5023cf5ef632809962f5e | 1,326,040,505 | 45.083353 | -94.523726 | 0 |
13,536 | 2019-01-08 16:35:11 | 4,635,330,563,105,903 | fraud_Cartwright PLC | kids_pets | 67.39 | Christina | Rose | F | 1984 Taylor Island Suite 836 | Falls Church | VA | 22,046 | 38.8856 | -77.1802 | 116,155 | Chartered accountant | 1983-07-10 | 9ef8077f23916100520aa2489407ff14 | 1,326,040,511 | 38.374537 | -77.835819 | 0 |
13,537 | 2019-01-08 16:35:33 | 213,154,573,301,411 | fraud_Nicolas, Hills and McGlynn | entertainment | 73.91 | Christopher | Sheppard | M | 39218 Baker Shoals | Bristow | IN | 47,515 | 38.1981 | -86.6821 | 965 | Horticultural therapist | 1982-02-10 | 5d7d4df1c2f3b58d08bb622900a5791e | 1,326,040,533 | 37.63554 | -87.0491 | 0 |
13,538 | 2019-01-08 16:35:47 | 30,082,025,922,891 | fraud_Bradtke, Torp and Bahringer | personal_care | 49.68 | Kathleen | Thompson | F | 199 Patterson Fords Apt. 132 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Pilot, airline | 1934-06-23 | 9a98bd9ff2b554578bc913180054a984 | 1,326,040,547 | 25.866044 | -81.399776 | 0 |
13,539 | 2019-01-08 16:35:56 | 2,348,245,054,386,329 | fraud_Schoen-Quigley | kids_pets | 233.13 | Justin | Gay | M | 268 Hayes Rue Suite 811 | Harborcreek | PA | 16,421 | 42.1767 | -79.9416 | 2,518 | Event organiser | 1946-02-02 | 571354ff8ba4bfe467c40136586f9521 | 1,326,040,556 | 41.353989 | -79.289227 | 0 |
13,540 | 2019-01-08 16:37:10 | 4,348,786,085,525,522 | fraud_Jakubowski Group | food_dining | 70.35 | John | Nichols | M | 862 Anderson Highway | Bryant | WI | 54,418 | 45.203 | -88.9983 | 1,080 | Information systems manager | 1979-01-08 | 3a7156042bd78b9b2ec6398c19b48784 | 1,326,040,630 | 45.186392 | -89.89581 | 0 |
13,541 | 2019-01-08 16:39:24 | 4,560,004,149,983,868,400 | fraud_Bernhard, Grant and Langworth | shopping_pos | 147.13 | Stacy | Villegas | F | 20581 Pena Walks | Colorado Springs | CO | 80,951 | 38.8881 | -104.6556 | 525,713 | Museum/gallery exhibitions officer | 1992-05-09 | 660e9914f3ab094840c1ee7c11ff96f1 | 1,326,040,764 | 39.86814 | -105.441183 | 0 |
13,542 | 2019-01-08 16:40:29 | 213,148,039,875,802 | fraud_Berge-Ullrich | home | 57.38 | Jill | Jacobs | F | 034 Kimberly Mountains | Brandon | FL | 33,510 | 27.9551 | -82.2966 | 79,613 | Environmental consultant | 1978-11-30 | 18b908de4c6c04fe40fa337513982ecb | 1,326,040,829 | 28.115336 | -82.616055 | 0 |
13,543 | 2019-01-08 16:40:57 | 4,671,727,014,157,745 | fraud_Reichel LLC | personal_care | 3.7 | Kenneth | Edwards | M | 3653 Ryan Crossroad | Andrews | IN | 46,702 | 40.8618 | -85.6067 | 2,304 | Retail banker | 1955-07-25 | f7ab7e4a67e22bf438a26f7687282514 | 1,326,040,857 | 40.740948 | -84.947567 | 0 |
13,544 | 2019-01-08 16:41:12 | 3,583,793,405,872,580 | fraud_Schiller Ltd | personal_care | 74.82 | Beth | Lambert | F | 6447 Johnson Estates Apt. 986 | Roosevelt | OK | 73,564 | 34.847 | -98.9836 | 551 | Amenity horticulturist | 1970-09-27 | 57bd1e04906a12856b08da0618833112 | 1,326,040,872 | 34.730942 | -98.350875 | 0 |
13,545 | 2019-01-08 16:41:31 | 571,365,235,126 | fraud_Schroeder Group | health_fitness | 23.37 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | 2c6b021cdba9683c21f33af043920170 | 1,326,040,891 | 45.39171 | -85.236188 | 0 |
13,546 | 2019-01-08 16:41:53 | 3,560,318,482,131,952 | fraud_Streich Ltd | home | 6.57 | William | Skinner | M | 524 Wu Spurs Suite 894 | Mount Hope | AL | 35,651 | 34.4793 | -87.4769 | 1,312 | Librarian, academic | 1955-02-01 | 1a97f543d85ad3330714945f5769373b | 1,326,040,913 | 34.942677 | -87.275768 | 0 |
13,547 | 2019-01-08 16:42:02 | 4,119,762,878,330,989 | fraud_Hoppe-Parisian | kids_pets | 59.02 | Melinda | Gutierrez | F | 1497 West Gateway | Eureka | IL | 61,530 | 40.7152 | -89.2706 | 6,713 | Archivist | 1945-08-19 | 7db18676f7d28074f7c60c3a0fb73b09 | 1,326,040,922 | 39.879851 | -89.922747 | 0 |
13,548 | 2019-01-08 16:42:31 | 4,003,989,662,068,504 | fraud_Pouros-Conroy | shopping_pos | 3.06 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | f656b5c55150336749707ff70f435fc8 | 1,326,040,951 | 34.063361 | -86.346436 | 0 |
13,549 | 2019-01-08 16:43:01 | 2,720,830,304,681,674 | fraud_O'Hara-Wilderman | food_dining | 27.83 | Melissa | Aguilar | F | 21326 Taylor Squares Suite 708 | Clarksville | TN | 37,040 | 36.522 | -87.349 | 151,785 | Pathologist | 1974-03-28 | 3e360ee70fc584ca5ba04e08c46d4714 | 1,326,040,981 | 36.725322 | -87.48557 | 0 |
13,550 | 2019-01-08 16:43:17 | 5,540,636,818,935,089 | fraud_Schiller Ltd | personal_care | 46.18 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | dacf0b056e62e2c2037bef9ae7d21611 | 1,326,040,997 | 42.101443 | -71.310581 | 0 |
13,551 | 2019-01-08 16:43:27 | 3,575,789,281,659,026 | fraud_Cormier, Stracke and Thiel | entertainment | 83.05 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | eeb5f0ff5f0e4d945d16c28ccf2359b7 | 1,326,041,007 | 38.35946 | -93.531532 | 0 |
13,552 | 2019-01-08 16:43:33 | 180,094,608,895,855 | fraud_Hirthe-Beier | health_fitness | 74.44 | Tammie | Harper | F | 57887 Gutierrez Harbor | Westfir | OR | 97,492 | 43.7575 | -122.481 | 597 | Forensic psychologist | 1961-05-19 | 5be8d605a74309ec58b198774732baff | 1,326,041,013 | 44.693218 | -121.569678 | 0 |
13,553 | 2019-01-08 16:43:46 | 6,011,492,816,282,597 | fraud_Skiles LLC | home | 9.62 | Gary | Barnes | M | 2970 Flores Brooks | Smackover | AR | 71,762 | 33.3398 | -92.7442 | 2,501 | Financial adviser | 1986-06-11 | ed76fcd981256ae0394016ea213864b8 | 1,326,041,026 | 34.201477 | -92.929806 | 0 |
13,554 | 2019-01-08 16:44:31 | 2,252,055,259,910,912 | fraud_Gottlieb-Hansen | personal_care | 74.72 | Jason | Hernandez | M | 220 Frank Gardens | Hewitt | WI | 54,441 | 44.6437 | -90.1031 | 828 | Arts development officer | 1991-08-19 | cc74f1f6480149ee37b677895b4b87b9 | 1,326,041,071 | 44.722699 | -89.626955 | 0 |
13,555 | 2019-01-08 16:44:31 | 38,052,002,992,326 | fraud_Turner and Sons | shopping_pos | 4.46 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | f948605268c1b37d2a6a3b8c4671a18e | 1,326,041,071 | 29.663092 | -95.588602 | 0 |
13,556 | 2019-01-08 16:44:53 | 4,220,345,354,880 | fraud_Streich, Rolfson and Wilderman | kids_pets | 62.81 | Patrick | Torres | M | 27386 Snyder Station | Oxford | MI | 48,371 | 42.8223 | -83.2829 | 24,840 | Agricultural consultant | 1960-01-20 | e1abdeaaf617ab775f3e3e0562b57100 | 1,326,041,093 | 42.313683 | -83.759516 | 0 |
13,557 | 2019-01-08 16:45:02 | 501,802,953,619 | fraud_Watsica LLC | personal_care | 5.37 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96,037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | 48d744bc6a5e17089d36e25c5fd7fea5 | 1,326,041,102 | 41.107734 | -123.887751 | 0 |
13,558 | 2019-01-08 16:45:03 | 3,568,255,211,412,877 | fraud_Yost, Block and Koepp | misc_pos | 3.36 | Timothy | Gomez | M | 707 Anthony Causeway | Leo | IN | 46,765 | 41.2249 | -85.0301 | 5,341 | Biomedical engineer | 1994-11-24 | 94e54198fd0dc2a1b49ab00ec64dc0c5 | 1,326,041,103 | 42.216308 | -85.879233 | 0 |
13,559 | 2019-01-08 16:46:58 | 213,178,765,398,315 | fraud_Turcotte, Batz and Buckridge | health_fitness | 101.83 | Alan | Colon | M | 748 Bryan Fields Suite 935 | Riverton | WY | 82,501 | 43.0351 | -108.2024 | 19,408 | Lecturer, higher education | 1993-09-11 | 2b8c1ed4c081cba511adc2ea44b305c7 | 1,326,041,218 | 43.642137 | -107.411679 | 0 |
13,560 | 2019-01-08 16:47:22 | 4,610,064,888,664,703 | fraud_McCullough, Hudson and Schuster | food_dining | 23.05 | Tammy | Maldonado | F | 3312 Rachel Parks Suite 474 | Stittville | NY | 13,469 | 43.2229 | -75.2899 | 847 | Systems analyst | 1996-01-11 | 3c23b71b9c269e2f5aac545ca98a43dd | 1,326,041,242 | 43.118755 | -75.55379 | 0 |
13,561 | 2019-01-08 16:47:39 | 3,543,591,270,174,051 | fraud_Lesch Ltd | shopping_pos | 2.77 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | d8244d50963bd7de4cff25fcc053d799 | 1,326,041,259 | 40.374338 | -79.925661 | 0 |
13,562 | 2019-01-08 16:48:15 | 2,356,276,337,669,917 | fraud_O'Reilly, Mohr and Purdy | home | 8.29 | Benjamin | Harris | M | 0881 Lori Pines | Chester | MD | 21,619 | 38.9583 | -76.2842 | 5,848 | Paediatric nurse | 1981-02-15 | a24ecd2c41b3d45999e47a4b2a449c10 | 1,326,041,295 | 39.433894 | -75.307211 | 0 |
13,563 | 2019-01-08 16:49:56 | 6,554,245,334,757,802 | fraud_McDermott, Osinski and Morar | home | 59 | Monique | Robinson | F | 07712 Marcus Divide Apt. 831 | Laguna Hills | CA | 92,637 | 33.615 | -117.7114 | 45,303 | Sales executive | 1969-12-22 | db4c731fcb8a5523d63f6f171b73f815 | 1,326,041,396 | 34.28854 | -117.563682 | 0 |
13,564 | 2019-01-08 16:50:07 | 372,520,049,757,633 | fraud_Schoen-Quigley | kids_pets | 7.77 | Lori | Ramirez | F | 4293 Ramirez Squares | Ranier | MN | 56,668 | 48.6031 | -93.2977 | 136 | Ceramics designer | 2000-02-20 | 5114f2ca406f665f3b62e8d93fc2f34f | 1,326,041,407 | 48.92402 | -93.672416 | 0 |
13,565 | 2019-01-08 16:50:19 | 3,564,182,536,169,293 | fraud_Zboncak LLC | food_dining | 2.14 | Brenda | Johnson | F | 56160 Nicholas Isle | Norwich | OH | 43,767 | 39.9934 | -81.8024 | 1,443 | Research scientist (medical) | 1962-03-04 | 7700ce48020eadd11499570e53273c97 | 1,326,041,419 | 40.045709 | -81.29856 | 0 |
13,566 | 2019-01-08 16:51:16 | 376,656,886,990,758 | fraud_Roberts-Beahan | misc_pos | 152.75 | Richard | Vance | M | 169 Shelia Knoll Suite 753 | Zavalla | TX | 75,980 | 31.1569 | -94.3871 | 2,836 | Designer, jewellery | 1985-12-03 | 43e693fd7e63d7fa1261861a26347002 | 1,326,041,476 | 30.580318 | -94.449988 | 0 |
13,567 | 2019-01-08 16:51:20 | 3,553,629,419,254,918 | fraud_Spencer PLC | entertainment | 135.61 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 506c6bd1295d524b2c0971127ab2b49d | 1,326,041,480 | 48.794454 | -122.446711 | 0 |
13,568 | 2019-01-08 16:51:22 | 4,302,480,582,202,074 | fraud_Berge-Hills | kids_pets | 192.93 | David | Rodriguez | M | 821 Solis Points | Muskegon | MI | 49,440 | 43.2326 | -86.2492 | 128,715 | Historic buildings inspector/conservation officer | 1995-05-25 | bbfce409bc67e1de29c01f861c6aa7af | 1,326,041,482 | 43.998665 | -86.595072 | 0 |
13,569 | 2019-01-08 16:51:36 | 180,046,617,132,290 | fraud_Thompson-Gleason | health_fitness | 153.67 | Erika | Mason | F | 083 Karen Island Apt. 656 | Goreville | IL | 62,939 | 37.575 | -88.9655 | 3,119 | Teacher, secondary school | 1942-04-17 | 584a6fe75fc62a6856b05f86c27d9d4d | 1,326,041,496 | 37.686037 | -89.941964 | 0 |
13,570 | 2019-01-08 16:51:59 | 4,862,293,128,558 | fraud_Schiller, Blanda and Johnson | home | 17.55 | Elizabeth | Payne | F | 897 Daugherty Mission | Grassflat | PA | 16,839 | 41.0036 | -78.1104 | 489 | Pension scheme manager | 1956-09-15 | 22f66e46b4ff0e92b76ffe458c72c0de | 1,326,041,519 | 40.289532 | -77.312065 | 0 |
13,571 | 2019-01-08 16:52:08 | 4,500,002,361,389 | fraud_Frami Group | entertainment | 26.71 | Joseph | Nixon | M | 86882 Desiree Camp Suite 047 | Tyaskin | MD | 21,865 | 38.2833 | -75.8465 | 470 | Music tutor | 1965-04-07 | d3467319ce7d09778cf12ac9c09a019d | 1,326,041,528 | 37.957387 | -75.851216 | 0 |
13,572 | 2019-01-08 16:52:18 | 2,235,613,922,823,698 | fraud_Eichmann, Hayes and Treutel | travel | 8.96 | Melissa | Mcclure | F | 2027 Snyder Track | Manville | WY | 82,227 | 42.73 | -104.7024 | 241 | Educational psychologist | 1980-12-16 | 7efd2784fba723ecde31a28ed4c671eb | 1,326,041,538 | 43.531763 | -103.793726 | 0 |
13,573 | 2019-01-08 16:52:36 | 4,128,730,454,058,057,700 | fraud_Schuppe-Schuppe | food_dining | 32.8 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 18a2f8688e70c08567d09430ca9b41b8 | 1,326,041,556 | 30.485641 | -94.248336 | 0 |
13,574 | 2019-01-08 16:52:39 | 4,440,581,794,652 | fraud_Bednar Inc | travel | 9.24 | Karen | Cooper | F | 425 Caleb Point Apt. 050 | San Diego | CA | 92,128 | 33.0067 | -117.069 | 1,241,364 | Pharmacist, hospital | 1960-03-01 | 8f5de87d7ccd6d80c276f613d03670fc | 1,326,041,559 | 32.37112 | -117.544276 | 0 |
13,575 | 2019-01-08 16:52:58 | 6,515,067,575,568,369 | fraud_Bednar Inc | travel | 7.9 | Kevin | Pena | M | 2674 Bentley Radial | Damascus | VA | 24,236 | 36.6403 | -81.7776 | 3,085 | Land/geomatics surveyor | 1990-10-15 | 9464a3f889f74438f7921328c99d8465 | 1,326,041,578 | 37.620402 | -80.867057 | 0 |
13,576 | 2019-01-08 16:53:10 | 3,533,012,926,413,100 | fraud_Towne LLC | misc_pos | 349.67 | Megan | Bernard | F | 128 Nathan Ramp | Barneveld | NY | 13,304 | 43.2237 | -75.1612 | 1,684 | IT trainer | 1994-03-01 | b8be1ac1ecc79e3ee3bbfeed5de4abb4 | 1,326,041,590 | 43.776737 | -74.919705 | 0 |
13,577 | 2019-01-08 16:53:27 | 4,670,613,943,676,271 | fraud_Gaylord-Powlowski | home | 39.22 | Bianca | Novak | F | 0953 David Skyway | Cuthbert | GA | 39,840 | 31.7706 | -84.7936 | 5,726 | Fitness centre manager | 1947-08-14 | fbf52c41505ee6f4e2484d478fb1b178 | 1,326,041,607 | 32.211128 | -84.776944 | 0 |
13,578 | 2019-01-08 16:53:58 | 180,094,608,895,855 | fraud_Beier and Sons | home | 89.56 | Tammie | Harper | F | 57887 Gutierrez Harbor | Westfir | OR | 97,492 | 43.7575 | -122.481 | 597 | Forensic psychologist | 1961-05-19 | b9a11112349e035cc5c741f8dd8198d2 | 1,326,041,638 | 43.067003 | -122.943567 | 0 |
13,579 | 2019-01-08 16:54:03 | 2,720,433,095,629,877 | fraud_Powlowski-Weimann | food_dining | 2.17 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | cdf77b555f24486a2b88e6b6c9754301 | 1,326,041,643 | 43.932223 | -69.613913 | 0 |
13,580 | 2019-01-08 16:54:04 | 3,543,299,015,720,986 | fraud_Abshire PLC | entertainment | 33.61 | Angela | White | F | 137 Adam Dale | Lebanon | VA | 24,266 | 36.8809 | -82.0956 | 9,521 | Teacher, English as a foreign language | 1977-10-19 | c4d516d11c718a61868af7752c32ad1b | 1,326,041,644 | 36.62208 | -82.362813 | 0 |
13,581 | 2019-01-08 16:54:16 | 4,364,010,865,167,176 | fraud_Bode-Schuster | kids_pets | 198.67 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 480f55962da145ecb301e2b18860e60d | 1,326,041,656 | 38.754655 | -120.480051 | 0 |
13,582 | 2019-01-08 16:55:22 | 377,895,991,033,232 | fraud_Terry Ltd | home | 15.27 | Kimberly | Myers | F | 6881 King Isle Suite 228 | Higganum | CT | 6,441 | 41.4682 | -72.5751 | 5,438 | Librarian, academic | 1964-11-17 | fe61ebb27fc09a72d5b19912d47030f8 | 1,326,041,722 | 40.552367 | -72.641782 | 0 |
13,583 | 2019-01-08 16:55:46 | 377,895,991,033,232 | fraud_Wilkinson LLC | personal_care | 126.28 | Kimberly | Myers | F | 6881 King Isle Suite 228 | Higganum | CT | 6,441 | 41.4682 | -72.5751 | 5,438 | Librarian, academic | 1964-11-17 | b17ef5e6969ee928cfde0abed2c6c521 | 1,326,041,746 | 41.998558 | -72.753841 | 0 |
13,584 | 2019-01-08 16:56:01 | 4,651,007,077,623,147 | fraud_Donnelly LLC | entertainment | 92.75 | Andrea | Lewis | F | 43075 Cohen Shoals | Ashford | WA | 98,304 | 46.7531 | -121.9898 | 759 | Video editor | 1956-09-14 | ed79a024658b5ff0892630d11b2c0396 | 1,326,041,761 | 47.490055 | -121.089418 | 0 |
13,585 | 2019-01-08 16:57:20 | 3,501,509,250,702,469 | fraud_McCullough, Hudson and Schuster | food_dining | 69.22 | Frank | Anderson | M | 0611 Stafford Valley Suite 504 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Programme researcher, broadcasting/film/video | 1979-01-02 | a226765defd4214a4019369902509943 | 1,326,041,840 | 26.660226 | -81.544566 | 0 |
13,586 | 2019-01-08 16:57:34 | 213,113,028,819,344 | fraud_Kilback Group | food_dining | 51.34 | Melanie | Jimenez | F | 77944 Daniels Valley Suite 921 | Camden | NY | 13,316 | 43.3392 | -75.7543 | 6,460 | Building control surveyor | 1959-09-27 | 95c0b3a9969f376900bbf5e0f6401102 | 1,326,041,854 | 44.164548 | -75.251306 | 0 |
13,587 | 2019-01-08 16:57:36 | 30,560,609,640,617 | fraud_Cartwright PLC | kids_pets | 81.15 | Michael | Olson | M | 558 Michael Estates | Luray | MO | 63,453 | 40.4931 | -91.8912 | 519 | Town planner | 1966-02-13 | 132a19c22438be1d134e448c67d5f7d1 | 1,326,041,856 | 39.6801 | -91.455867 | 0 |
13,588 | 2019-01-08 16:58:17 | 2,254,917,871,818,484 | fraud_Turner and Sons | shopping_pos | 9.94 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | 2133752473e70ff15b0f6f2e757633c5 | 1,326,041,897 | 37.458263 | -75.384874 | 0 |
13,589 | 2019-01-08 16:58:40 | 4,935,858,973,307,492 | fraud_Durgan, Gislason and Spencer | home | 77.38 | Lance | Wagner | M | 6003 Brady Shoal Apt. 449 | Irwinton | GA | 31,042 | 32.8088 | -83.174 | 1,841 | Film/video editor | 1975-06-01 | 5ab7c052e40c7003266e50672e493d6c | 1,326,041,920 | 32.221968 | -83.133333 | 0 |
13,590 | 2019-01-08 16:59:15 | 371,284,424,780,634 | fraud_Collier LLC | home | 9.25 | Jeremy | Moore | M | 574 Patricia Extensions | Lubbock | TX | 79,413 | 33.5466 | -101.8871 | 254,282 | Doctor, general practice | 1952-01-29 | fb2b45f12a916781c93f9dab7896f935 | 1,326,041,955 | 33.108761 | -101.25445 | 0 |
13,591 | 2019-01-08 16:59:44 | 375,767,678,113,375 | fraud_Ernser-Lynch | food_dining | 154.43 | Christopher | Patterson | M | 16744 Campbell Wall Apt. 372 | Timberville | VA | 22,853 | 38.6476 | -78.7717 | 4,367 | Waste management officer | 1962-04-12 | 1f6fa5e33466f935386d8e220de5a19c | 1,326,041,984 | 38.289025 | -78.336203 | 0 |
13,592 | 2019-01-08 17:01:22 | 4,181,833,256,558,614,000 | fraud_Graham and Sons | health_fitness | 63.95 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | 3a4b7822f920f0ce96e364616edb2053 | 1,326,042,082 | 37.089245 | -106.281107 | 0 |
13,593 | 2019-01-08 17:02:11 | 4,607,072,969,078,276 | fraud_Volkman Ltd | misc_net | 7.75 | Brenda | Perez | F | 033 Tara Brook Suite 523 | Coyle | OK | 73,027 | 35.8985 | -97.2607 | 1,493 | Amenity horticulturist | 1985-03-21 | e7b328efd28685cffa1a7b6e0713dcc4 | 1,326,042,131 | 35.440972 | -98.06621 | 0 |
13,594 | 2019-01-08 17:02:17 | 30,263,540,414,123 | fraud_Ledner, Hartmann and Feest | health_fitness | 9.46 | Erik | Patterson | M | 162 Jessica Row Apt. 072 | Hatch | UT | 84,735 | 37.7175 | -112.4777 | 258 | Geoscientist | 1961-11-24 | 797eed2e203f8ac650b2f555d4829226 | 1,326,042,137 | 37.622883 | -113.188746 | 0 |
13,595 | 2019-01-08 17:02:34 | 571,365,235,126 | fraud_Boyer PLC | misc_pos | 179.13 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | 7e749480e277ef3b7212c9cfcef3acd6 | 1,326,042,154 | 45.582471 | -86.962058 | 0 |
13,596 | 2019-01-08 17:03:04 | 630,425,673,344 | fraud_Klocko, Runolfsdottir and Breitenberg | health_fitness | 18 | Bryan | Miller | M | 411 Laurie Fords | Cass | WV | 24,927 | 38.388 | -79.9906 | 365 | Special effects artist | 1970-03-14 | 2dc5ad7041c2fb4bcd958d0fb3fd4249 | 1,326,042,184 | 38.531335 | -80.941364 | 0 |
13,597 | 2019-01-08 17:03:55 | 4,265,776,278,887,457 | fraud_Friesen Ltd | health_fitness | 7.13 | Christine | Best | F | 68248 Deanna Land | Enola | AR | 72,047 | 35.2087 | -92.2123 | 969 | Physicist, medical | 1954-01-05 | a78d1ce6c96436028c3d2ddf15986813 | 1,326,042,235 | 35.013426 | -91.609359 | 0 |
13,598 | 2019-01-08 17:03:59 | 4,926,376,199,189,801 | fraud_Cormier LLC | shopping_net | 5.43 | Claire | Davis | F | 83685 Matthew Center Suite 870 | Cherokee Village | AR | 72,529 | 36.3011 | -91.5281 | 4,726 | Pharmacologist | 1977-06-07 | 5664f28e4f4f152f1c17d66356802c3c | 1,326,042,239 | 35.541356 | -91.268926 | 0 |
13,599 | 2019-01-08 17:04:33 | 2,383,461,948,823,908 | fraud_Hamill-D'Amore | health_fitness | 2.9 | Patrick | Vaughan | M | 651 Miller Common | Parsonsfield | ME | 4,047 | 43.745 | -70.9092 | 1,892 | Audiological scientist | 1956-03-02 | 74bf9d89df003afc408876544fa6d211 | 1,326,042,273 | 44.483287 | -70.976122 | 0 |
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