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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
5,400 | 2020-06-22 20:31:04 | 3,589,289,942,931,264 | fraud_Stoltenberg-Beatty | shopping_pos | 7.33 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | 18d1bbb52e2b1dd6a238b46c4e0f0ebc | 1,371,933,064 | 43.962352 | -98.161012 | 0 |
5,401 | 2020-06-22 20:31:25 | 4,067,137,330,196,900 | fraud_Volkman-Predovic | shopping_net | 7.29 | Christina | Eaton | F | 3256 Brooks Field | Eldridge | AL | 35,554 | 33.9315 | -87.6194 | 1,186 | Politician's assistant | 1986-11-12 | 27597b2a4d321c4524c5c5220f1508ea | 1,371,933,085 | 33.3416 | -87.694458 | 0 |
5,402 | 2020-06-22 20:31:44 | 342,351,256,941,125 | fraud_Adams-Barrows | health_fitness | 220.18 | Rebecca | Obrien | F | 5619 Mendoza Inlet | Juliette | GA | 31,046 | 33.1194 | -83.8235 | 3,343 | Theatre manager | 1990-06-08 | 70d38161cf8174dbd349e980ef5d19e6 | 1,371,933,104 | 33.039606 | -84.49586 | 0 |
5,403 | 2020-06-22 20:31:49 | 3,583,293,909,206,278 | fraud_Medhurst Inc | home | 78.82 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | c21f8005a9153fde040f0741b00df00b | 1,371,933,109 | 34.210437 | -106.657217 | 0 |
5,404 | 2020-06-22 20:32:02 | 2,229,378,226,512,508 | fraud_Gibson-Deckow | entertainment | 86.68 | Thomas | Hale | M | 949 Smith Parkway | Cazenovia | WI | 53,924 | 43.4987 | -90.2796 | 1,360 | Occupational hygienist | 1984-11-06 | 7b4bde1d8b88cb97834e3b93f9c505c7 | 1,371,933,122 | 43.166643 | -90.362689 | 0 |
5,405 | 2020-06-22 20:32:03 | 2,286,236,465,059,468 | fraud_O'Reilly, Mohr and Purdy | home | 163.82 | Morgan | Murray | F | 2788 Brittney Island | Blairstown | MO | 64,726 | 38.5319 | -93.9221 | 467 | Agricultural consultant | 1950-05-27 | 00fc6bdded9ac0983d40a60d81d18951 | 1,371,933,123 | 39.268207 | -93.059038 | 0 |
5,406 | 2020-06-22 20:32:35 | 4,334,230,547,694,630 | fraud_Pacocha-Weissnat | kids_pets | 69.44 | Scott | Martin | M | 7483 Navarro Flats | Freedom | WY | 83,120 | 43.0172 | -111.0292 | 471 | Education officer, museum | 1967-08-02 | 8cb126d20a9ac00c6fcda5dfbeda9927 | 1,371,933,155 | 43.594778 | -111.971609 | 0 |
5,407 | 2020-06-22 20:32:41 | 4,155,021,259,183,870 | fraud_Block Group | misc_pos | 35.7 | 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 | e1283a7d8ce6c30e0d4eb39a314b0961 | 1,371,933,161 | 34.627939 | -98.009139 | 0 |
5,408 | 2020-06-22 20:33:11 | 3,598,304,579,370,089 | fraud_Price Inc | shopping_net | 4.77 | Vincent | Flowers | M | 0189 Emily Prairie | Wichita | KS | 67,232 | 37.6395 | -97.1714 | 409,656 | Heritage manager | 1985-12-27 | 375e5685df610ffabaa98b5dfb19d8b1 | 1,371,933,191 | 36.951416 | -97.055109 | 0 |
5,409 | 2020-06-22 20:33:26 | 3,585,740,823,295,298 | fraud_Shields-Wunsch | health_fitness | 111.64 | James | Greene | M | 082 Hernandez Bypass Apt. 886 | Quanah | TX | 79,252 | 34.2956 | -99.7494 | 3,202 | Librarian, public | 1998-03-18 | ac0e6009dfece728df86c01e847b9716 | 1,371,933,206 | 35.244118 | -100.402808 | 0 |
5,410 | 2020-06-22 20:34:29 | 5,388,659,976,630,693 | fraud_O'Keefe-Wisoky | food_dining | 35.61 | Charles | Preston | M | 5364 William Harbor | Seneca | WI | 54,654 | 43.2064 | -90.9405 | 153 | Quantity surveyor | 1962-02-14 | a373024d955686de52f2252bd687a60e | 1,371,933,269 | 42.940429 | -89.987419 | 0 |
5,411 | 2020-06-22 20:34:44 | 4,992,346,398,065,154,000 | fraud_Romaguera and Sons | travel | 2.26 | Benjamin | Kim | M | 920 Patrick Light | Mc Nabb | IL | 61,335 | 41.173 | -89.2187 | 532 | Audiological scientist | 1956-01-09 | 85ddd6fe8602435ddafd93ef67dd5ed8 | 1,371,933,284 | 41.089972 | -88.825943 | 0 |
5,412 | 2020-06-22 20:34:52 | 3,552,581,383,553,463 | fraud_Kihn, Brakus and Goyette | personal_care | 80.3 | Jonathan | Castro | M | 200 Christie Mills Apt. 307 | Andrews | NC | 28,901 | 35.1959 | -83.8228 | 5,354 | Retail buyer | 1965-04-13 | 4b80e7c10b7fd7258ad1876ca0515578 | 1,371,933,292 | 35.921232 | -84.573171 | 0 |
5,413 | 2020-06-22 20:34:52 | 213,180,742,685,905 | fraud_Baumbach Ltd | personal_care | 42.94 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | 321c64716f1dbc8bc9168cb8698c2925 | 1,371,933,292 | 41.005481 | -123.546616 | 0 |
5,414 | 2020-06-22 20:34:52 | 4,986,925,034,905,735 | fraud_Berge, Kautzer and Harris | personal_care | 73.57 | Erika | Gonzalez | F | 907 Courtney Via Apt. 896 | Irvine | KY | 40,336 | 37.6858 | -83.9862 | 13,061 | Editor, magazine features | 1959-06-18 | c61f04af32e7b73e5de235d8b4360e16 | 1,371,933,292 | 37.537084 | -83.397699 | 0 |
5,415 | 2020-06-22 20:35:16 | 180,047,222,886,866 | fraud_Beier-Hyatt | shopping_pos | 1.68 | Christine | Shaffer | F | 14017 Thomas Plaza | Loami | IL | 62,661 | 39.6704 | -89.8588 | 1,213 | English as a foreign language teacher | 1991-04-22 | 07a7b961cd1c738bb7ad1beaa58996d6 | 1,371,933,316 | 40.385459 | -88.935032 | 0 |
5,416 | 2020-06-22 20:35:51 | 4,725,837,176,265,196,000 | fraud_Kihn Inc | shopping_pos | 8.55 | Elizabeth | Mckee | F | 358 Pruitt Square | Jay | FL | 32,565 | 30.8985 | -87.1332 | 5,719 | Higher education careers adviser | 1994-11-05 | 109321538aec21d735f66c2b60cae7a5 | 1,371,933,351 | 30.402615 | -87.482606 | 0 |
5,417 | 2020-06-22 20:35:54 | 6,592,074,504,369,261 | fraud_Powlowski-Weimann | food_dining | 41.41 | Amanda | Molina | F | 8425 Daniel Knolls Suite 288 | Philadelphia | PA | 19,154 | 40.0897 | -74.9781 | 1,526,206 | Commercial horticulturist | 1972-05-23 | 77b0f1ac4370dac61a68bafa87845364 | 1,371,933,354 | 39.448479 | -74.269208 | 0 |
5,418 | 2020-06-22 20:36:04 | 30,364,087,349,027 | fraud_Kilback LLC | food_dining | 64.3 | Samuel | Sandoval | M | 0005 Morrison Land | Mounds | OK | 74,047 | 35.8896 | -96.0887 | 7,163 | Fitness centre manager | 1982-02-05 | bf53a70485b72254b3b54a286a7a63dc | 1,371,933,364 | 35.942921 | -96.687302 | 0 |
5,419 | 2020-06-22 20:36:33 | 38,947,654,498,698 | fraud_Rolfson-Kunde | personal_care | 8.22 | Lori | Rodriguez | F | 12087 Michael Light | Creola | OH | 45,622 | 39.3543 | -82.503 | 321 | Copywriter, advertising | 1979-06-24 | db2ba4fcdfc0c423f02429b73f2a0ce8 | 1,371,933,393 | 40.139319 | -82.293116 | 0 |
5,420 | 2020-06-22 20:37:07 | 2,254,917,871,818,484 | fraud_Quitzon-Goyette | home | 2.35 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | 8cde3da3fd0521838ed30045bfc16030 | 1,371,933,427 | 38.801498 | -76.254594 | 0 |
5,421 | 2020-06-22 20:37:26 | 675,990,301,623 | fraud_Runte, Green and Emard | health_fitness | 68.32 | Amanda | Spencer | F | 6682 Green Forks | Ogdensburg | NJ | 7,439 | 41.0767 | -74.5982 | 2,456 | Senior tax professional/tax inspector | 1994-03-13 | 7fdfc67050be88b4650bbf84ff851b31 | 1,371,933,446 | 40.465428 | -73.60385 | 0 |
5,422 | 2020-06-22 20:38:03 | 4,149,238,353,975,790 | fraud_Hoppe, Harris and Bednar | entertainment | 83.97 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 5897596b77d28196b58751fd45e9f2bd | 1,371,933,483 | 40.763874 | -80.940652 | 0 |
5,423 | 2020-06-22 20:38:40 | 30,364,087,349,027 | fraud_Ullrich Ltd | kids_pets | 2.63 | Samuel | Sandoval | M | 0005 Morrison Land | Mounds | OK | 74,047 | 35.8896 | -96.0887 | 7,163 | Fitness centre manager | 1982-02-05 | 94d8f9d71e01256dfdbd93af2bc30a76 | 1,371,933,520 | 36.29008 | -96.084517 | 0 |
5,424 | 2020-06-22 20:38:47 | 4,681,601,008,538,160 | fraud_Schoen Ltd | kids_pets | 32.52 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 78aa59cd48809207415d71a75ee9188b | 1,371,933,527 | 39.082407 | -80.711196 | 0 |
5,425 | 2020-06-22 20:38:48 | 180,048,185,037,117 | fraud_Auer-West | shopping_net | 6.26 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | 9eb649525298c861d3ebfb591840a124 | 1,371,933,528 | 39.898579 | -73.639113 | 0 |
5,426 | 2020-06-22 20:38:50 | 4,433,091,568,498,503 | fraud_Hahn, Douglas and Schowalter | travel | 4.79 | Linda | Davis | F | 493 Todd Views | Gaithersburg | MD | 20,882 | 39.2335 | -77.1458 | 135,332 | Clinical biochemist | 1936-03-28 | 307bb3ea2c1a81c5e42fc0064f82525c | 1,371,933,530 | 38.590399 | -76.300714 | 0 |
5,427 | 2020-06-22 20:38:56 | 213,174,467,670,432 | fraud_Renner Ltd | home | 24.58 | James | Bishop | M | 7055 Fernandez Estates Apt. 676 | Cecilton | MD | 21,913 | 39.4015 | -75.8654 | 663 | Podiatrist | 1969-01-14 | 4ed764822b480698865a315f89cd450a | 1,371,933,536 | 39.502029 | -76.602077 | 0 |
5,428 | 2020-06-22 20:39:58 | 3,564,182,536,169,293 | fraud_Renner Ltd | home | 110.28 | Brenda | Johnson | F | 56160 Nicholas Isle | Norwich | OH | 43,767 | 39.9934 | -81.8024 | 1,443 | Research scientist (medical) | 1962-03-04 | 8445e3387526c590410e745ed208ccba | 1,371,933,598 | 39.354201 | -82.7843 | 0 |
5,429 | 2020-06-22 20:40:16 | 3,549,202,406,645,667 | fraud_McKenzie-Huels | food_dining | 175.18 | Larry | Williams | M | 6274 David Oval Suite 725 | Scarborough | ME | 4,074 | 43.5835 | -70.3457 | 18,760 | Make | 1933-04-02 | 53767ad718225d7450c147e5f524f0e7 | 1,371,933,616 | 43.142845 | -70.840973 | 0 |
5,430 | 2020-06-22 20:40:34 | 374,125,201,044,065 | fraud_Crist, Jakubowski and Littel | home | 37.44 | Christopher | Gilbert | M | 20937 Reed Lakes Apt. 271 | Washington | DC | 20,012 | 38.9757 | -77.0282 | 601,723 | Optician, dispensing | 1970-07-20 | e21be2b4bf0d3d21c4a29782be609f01 | 1,371,933,634 | 39.226517 | -76.312419 | 0 |
5,431 | 2020-06-22 20:40:39 | 6,011,109,736,646,996 | fraud_Champlin and Sons | home | 78.74 | 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 | c78ba49029c7373aad16320931c77ee8 | 1,371,933,639 | 34.114244 | -78.318515 | 0 |
5,432 | 2020-06-22 20:40:45 | 30,103,132,002,433 | fraud_Haley, Batz and Auer | health_fitness | 61.86 | Stephanie | Middleton | F | 99736 Rose Shoals Apt. 504 | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Dispensing optician | 1987-10-26 | 53fac23cd35022dd258c2b26f3accbcc | 1,371,933,645 | 40.512371 | -79.216436 | 0 |
5,433 | 2020-06-22 20:40:47 | 3,513,618,443,244,549 | fraud_Breitenberg LLC | travel | 8.48 | Amber | Perez | F | 954 Reyes Ways | Fulton | SD | 57,340 | 43.7588 | -97.8712 | 355 | Financial adviser | 1955-06-26 | 9d6f7275032412832050580e55cd2c78 | 1,371,933,647 | 44.663934 | -97.274048 | 0 |
5,434 | 2020-06-22 20:41:23 | 30,376,238,035,123 | fraud_Crist, Jakubowski and Littel | home | 20.87 | Cynthia | Davis | F | 7177 Steven Forges | Sixes | OR | 97,476 | 42.825 | -124.4409 | 217 | Retail merchandiser | 1928-10-01 | ee166b8e0affda05d796e9e56b8de188 | 1,371,933,683 | 42.347501 | -124.943399 | 0 |
5,435 | 2020-06-22 20:42:00 | 6,011,893,664,860,915 | fraud_Weimann, Kuhic and Beahan | shopping_pos | 9.45 | Erin | Chavez | F | 3379 Williams Common | Littleton | CO | 80,120 | 39.5994 | -105.0044 | 320,420 | Water engineer | 1975-07-31 | 1a1c22aa0aec2301fdfaec80d4bd43b0 | 1,371,933,720 | 39.029499 | -105.581172 | 0 |
5,436 | 2020-06-22 20:42:48 | 3,568,255,211,412,877 | fraud_Kuhic LLC | shopping_net | 8.46 | Timothy | Gomez | M | 707 Anthony Causeway | Leo | IN | 46,765 | 41.2249 | -85.0301 | 5,341 | Biomedical engineer | 1994-11-24 | 6a2d9f22b3e26652b7d0d315ed14d978 | 1,371,933,768 | 42.152337 | -86.013584 | 0 |
5,437 | 2020-06-22 20:42:57 | 676,372,984,911 | fraud_Nienow, Barrows and Romaguera | personal_care | 8.99 | Vicki | Mendoza | F | 3645 Atkins Island Apt. 238 | Esbon | KS | 66,941 | 39.7562 | -98.4462 | 242 | Tourism officer | 1987-07-18 | b94800a74db92d5cea7ec9dd5aa5cfb4 | 1,371,933,777 | 40.718877 | -99.001932 | 0 |
5,438 | 2020-06-22 20:43:26 | 376,262,134,119,629 | fraud_Walter, Hettinger and Kessler | personal_care | 1.05 | Christopher | Carr | M | 62931 Ralph Court | Lakeland | FL | 33,813 | 27.9611 | -81.9398 | 237,282 | Radiographer, therapeutic | 1961-09-28 | c50765c45b1658971d355d68bd907f3c | 1,371,933,806 | 27.063957 | -81.635398 | 0 |
5,439 | 2020-06-22 20:43:30 | 2,712,209,726,293,386 | fraud_Medhurst Inc | home | 53.27 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | e047bb7db81c7502133c108edd1da948 | 1,371,933,810 | 30.674662 | -90.389808 | 0 |
5,440 | 2020-06-22 20:43:34 | 4,561,546,772,499 | fraud_Dickinson Ltd | misc_pos | 55.44 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | 40d3af0c6f08dcb6f4e652fb5a76669d | 1,371,933,814 | 34.202863 | -106.205322 | 0 |
5,441 | 2020-06-22 20:44:09 | 6,593,250,708,747,804 | fraud_Altenwerth, Cartwright and Koss | shopping_net | 31.58 | Melissa | Meza | F | 244 Abbott Parkway | Loxahatchee | FL | 33,470 | 26.7383 | -80.276 | 26,551 | Paramedic | 1977-01-04 | 203c191fc555232a5c182eb0ec45b785 | 1,371,933,849 | 26.286201 | -81.07567 | 0 |
5,442 | 2020-06-22 20:44:33 | 3,501,942,333,500,073 | fraud_Reichel Inc | entertainment | 16.91 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | 4127644cf4efa4c2716aca68f44a6e99 | 1,371,933,873 | 33.544633 | -112.567535 | 0 |
5,443 | 2020-06-22 20:44:40 | 36,722,699,017,270 | fraud_Turner, Ziemann and Lehner | food_dining | 35.3 | Jessica | Perez | F | 8172 Robertson Parkways Suite 072 | Superior | AZ | 85,173 | 33.2887 | -111.0985 | 2,872 | Petroleum engineer | 1987-10-28 | c6b29aeb38aa3e52e4921a1ab0d21478 | 1,371,933,880 | 33.396912 | -112.017814 | 0 |
5,444 | 2020-06-22 20:44:44 | 3,543,591,270,174,051 | fraud_Larson-Moen | entertainment | 28.48 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | 5a3ebf6942767726c6c229849039f2b7 | 1,371,933,884 | 40.915086 | -78.631582 | 0 |
5,445 | 2020-06-22 20:44:50 | 2,610,529,083,834,453 | fraud_Skiles LLC | home | 39.26 | Tanya | Dickerson | F | 053 Kim Valley Suite 928 | Old Hickory | TN | 37,138 | 36.2416 | -86.6117 | 22,191 | Prison officer | 1994-07-27 | 7d4770d20da9cf37a1ac4f4e8ac1df95 | 1,371,933,890 | 36.796605 | -87.145133 | 0 |
5,446 | 2020-06-22 20:45:49 | 4,988,304,376,504 | fraud_Leffler-Goldner | personal_care | 39.14 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | 2bf242f1c449886e161336550518ea11 | 1,371,933,949 | 41.118186 | -74.861867 | 0 |
5,447 | 2020-06-22 20:45:51 | 3,533,177,016,567,295 | fraud_Frami Group | entertainment | 2.46 | Derek | Bentley | M | 782 Lee Crossing Apt. 209 | Weeping Water | NE | 68,463 | 40.8731 | -96.1528 | 1,517 | Dealer | 1951-11-08 | b9a70178b48ff6451a92aa924355e93e | 1,371,933,951 | 40.258133 | -95.666487 | 0 |
5,448 | 2020-06-22 20:46:14 | 4,996,263,498,048,679 | fraud_Quitzon-Goyette | home | 23.28 | Kendra | King | F | 154 Hernandez Keys | Smith River | CA | 95,567 | 41.9404 | -124.1587 | 1,930 | Web designer | 1983-06-13 | ba068c4184b242739ae971f00dfcac0d | 1,371,933,974 | 42.197953 | -123.382926 | 0 |
5,449 | 2020-06-22 20:46:22 | 3,567,697,931,646,329 | fraud_Zboncak, Rowe and Murazik | shopping_net | 6.7 | John | Stevens | M | 428 Morgan River | Hudson | NY | 12,534 | 42.247 | -73.7552 | 17,867 | Travel agency manager | 1998-07-29 | 510dc7e8d8704bc22e6e0deb5ecc1f63 | 1,371,933,982 | 41.661479 | -73.70268 | 0 |
5,450 | 2020-06-22 20:46:25 | 3,533,177,016,567,295 | fraud_Reilly and Sons | health_fitness | 64.63 | Derek | Bentley | M | 782 Lee Crossing Apt. 209 | Weeping Water | NE | 68,463 | 40.8731 | -96.1528 | 1,517 | Dealer | 1951-11-08 | 22150222f0aa0369614a33ba1f2eaf40 | 1,371,933,985 | 41.223281 | -96.028097 | 0 |
5,451 | 2020-06-22 20:46:25 | 30,273,037,698,427 | fraud_Haley, Jewess and Bechtelar | shopping_pos | 140.17 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | 5b37240dfa16046e0da0030345891130 | 1,371,933,985 | 35.394331 | -92.224412 | 0 |
5,452 | 2020-06-22 20:46:35 | 4,629,451,965,224,809 | fraud_Hills-Witting | shopping_net | 8.45 | Karen | Warren | F | 4900 Curtis Gardens Suite 952 | Hahira | GA | 31,632 | 30.9416 | -83.3574 | 10,295 | Teacher, special educational needs | 1997-12-26 | 370e61d9a7ea80932a9e30a37f27e0f9 | 1,371,933,995 | 29.968025 | -82.744807 | 0 |
5,453 | 2020-06-22 20:46:47 | 2,286,236,465,059,468 | fraud_Hills, Hegmann and Schaefer | health_fitness | 52.81 | Morgan | Murray | F | 2788 Brittney Island | Blairstown | MO | 64,726 | 38.5319 | -93.9221 | 467 | Agricultural consultant | 1950-05-27 | 668b883777cfb30c1e06f07e69994cba | 1,371,934,007 | 39.254309 | -94.369121 | 0 |
5,454 | 2020-06-22 20:46:57 | 4,488,941,175,228,467 | fraud_Baumbach, Feeney and Morar | shopping_net | 272.47 | Jacqueline | Washington | F | 138 Stephen Ridges Apt. 978 | Umatilla | FL | 32,784 | 28.9254 | -81.6801 | 11,432 | Private music teacher | 1986-03-31 | d7ce9228f218ba9663e93c66867b48c7 | 1,371,934,017 | 29.009205 | -80.684491 | 0 |
5,455 | 2020-06-22 20:47:11 | 4,634,955,908,138,648 | fraud_Donnelly LLC | entertainment | 48.69 | Mackenzie | Smith | F | 7178 Willis Drive | Hooper | NE | 68,031 | 41.6414 | -96.5232 | 1,745 | Engineer, automotive | 1973-12-26 | e25aff7d6d3eea0e158543ebc974947b | 1,371,934,031 | 40.930735 | -96.79853 | 0 |
5,456 | 2020-06-22 20:47:24 | 4,476,840,372,112 | fraud_Larson-Moen | entertainment | 12.83 | Steven | Walters | M | 3206 Hall Divide Suite 282 | Woodville | AL | 35,776 | 34.6689 | -86.2296 | 3,395 | Editor, commissioning | 1979-01-21 | 1692f087a20edb5721245107a90cd034 | 1,371,934,044 | 33.885203 | -86.345772 | 0 |
5,457 | 2020-06-22 20:47:53 | 4,681,699,462,969 | fraud_Christiansen-Gusikowski | misc_pos | 7.75 | Joseph | Gonzalez | M | 319 Wendy Fort Suite 179 | Murfreesboro | TN | 37,132 | 35.8596 | -86.421 | 158,701 | Journalist, newspaper | 1978-03-06 | 523d39873a521f37af77ad1374f48a0b | 1,371,934,073 | 35.752989 | -86.193362 | 0 |
5,458 | 2020-06-22 20:48:09 | 4,906,628,655,840,914,000 | fraud_Johns Inc | entertainment | 13.41 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 4e5eb26b67070d7ac7a1f50afc8b1384 | 1,371,934,089 | 24.058641 | -82.130228 | 0 |
5,459 | 2020-06-22 20:48:18 | 4,279,161,831,637 | fraud_Rau-Robel | kids_pets | 96.86 | Lisa | Hendrix | F | 35737 Kirby Fall Suite 409 | Vanderbilt | PA | 15,486 | 40.0246 | -79.6955 | 2,303 | Physiotherapist | 1987-08-16 | ec1dfb1efcb816bf02ed05fc15732ed9 | 1,371,934,098 | 39.1359 | -79.097449 | 0 |
5,460 | 2020-06-22 20:48:24 | 630,412,733,309 | fraud_Barton LLC | kids_pets | 13.68 | Heather | Stanton | F | 445 Jerry Lights Apt. 081 | Republic | MI | 49,879 | 46.368 | -87.9938 | 1,038 | Armed forces training and education officer | 1964-04-22 | 37bdcae46a84b31fd8a283f3abecee8d | 1,371,934,104 | 46.923499 | -88.893843 | 0 |
5,461 | 2020-06-22 20:48:27 | 3,512,365,128,314,616 | fraud_Reichel LLC | personal_care | 4.82 | Francisco | Kemp | M | 9554 Flores Drive | Arnold | MO | 63,010 | 38.4305 | -90.387 | 35,439 | Land/geomatics surveyor | 1985-03-31 | 1b3028bc2f40102abd3295122ecf12f0 | 1,371,934,107 | 37.806268 | -90.93931 | 0 |
5,462 | 2020-06-22 20:49:19 | 30,238,755,902,988 | fraud_Baumbach Ltd | personal_care | 1.42 | Danielle | Yu | F | 5395 Colon Burgs Suite 037 | Thrall | TX | 76,578 | 30.592 | -97.2893 | 1,766 | Press sub | 1976-01-02 | bf3fbe4f3d549c6b31b100d8b85086c0 | 1,371,934,159 | 31.144819 | -96.900611 | 0 |
5,463 | 2020-06-22 20:49:52 | 3,564,182,536,169,293 | fraud_Friesen Ltd | health_fitness | 3.03 | Brenda | Johnson | F | 56160 Nicholas Isle | Norwich | OH | 43,767 | 39.9934 | -81.8024 | 1,443 | Research scientist (medical) | 1962-03-04 | cc38b22c518e84b29a0481462fdbae95 | 1,371,934,192 | 39.060319 | -81.189042 | 0 |
5,464 | 2020-06-22 20:50:42 | 4,462,038,234,743,679,500 | fraud_Bahringer-Streich | food_dining | 134.75 | Kimberly | Bush | F | 6027 Scott Meadows Suite 494 | Dell City | TX | 79,837 | 31.924 | -105.2099 | 579 | Hydrogeologist | 1945-11-26 | 8e2caf5399ae8cadbc926efa41523dc2 | 1,371,934,242 | 31.05927 | -105.02355 | 0 |
5,465 | 2020-06-22 20:51:16 | 4,836,998,673,805,450 | fraud_Berge, Kautzer and Harris | personal_care | 7.19 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 7d42224e7b85f3065563765885813c0f | 1,371,934,276 | 46.240507 | -86.218753 | 0 |
5,466 | 2020-06-22 20:51:33 | 4,536,996,888,716,062,000 | fraud_Botsford Ltd | shopping_pos | 195.74 | Nathan | Mendoza | M | 767 Adam Mill Apt. 115 | Espanola | NM | 87,533 | 35.9866 | -106.0654 | 18,408 | Historic buildings inspector/conservation officer | 1972-07-18 | ace5e9f9715c680534a2b1f4dc33b8d5 | 1,371,934,293 | 35.199112 | -106.42134 | 0 |
5,467 | 2020-06-22 20:52:00 | 2,254,799,658,404,120 | fraud_Balistreri-Nader | misc_pos | 28.53 | Barbara | Nelson | F | 7337 Browning Falls Suite 027 | Valdosta | GA | 31,605 | 30.946 | -83.2474 | 94,325 | Educational psychologist | 1987-09-08 | 95e9b0c5411bb6e2c60e976dc9ad0425 | 1,371,934,320 | 30.771114 | -83.144259 | 0 |
5,468 | 2020-06-22 20:52:12 | 3,545,109,339,866,548 | fraud_Lehner, Mosciski and King | misc_net | 4.04 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | c8ab0b0c71ef87f35c9d25bb3d7083c5 | 1,371,934,332 | 34.370095 | -90.119449 | 0 |
5,469 | 2020-06-22 20:52:29 | 30,135,235,368,675 | fraud_Mayert Group | shopping_pos | 5.01 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | df7e74e290b6061d08a668a7edb0d3ba | 1,371,934,349 | 38.432337 | -93.571882 | 0 |
5,470 | 2020-06-22 20:52:32 | 6,011,438,889,172,900 | fraud_Watsica, Haag and Considine | shopping_pos | 2.06 | Allison | Allen | F | 40624 Rebecca Spurs | De Witt | AR | 72,042 | 34.2853 | -91.3336 | 5,161 | Electrical engineer | 1993-04-08 | 548bd8dd380306aa319724f6cd76ee6d | 1,371,934,352 | 35.138078 | -92.160063 | 0 |
5,471 | 2020-06-22 20:52:34 | 4,003,771,737,807,706 | fraud_Dare, Casper and Bartoletti | kids_pets | 29.81 | Danielle | Hayden | F | 03368 Michelle Trail | Gregory | AR | 72,059 | 35.1791 | -91.2594 | 37 | Lecturer, further education | 1958-01-01 | 0c2e8b879494daa07dc5dc61025e1da7 | 1,371,934,354 | 34.626362 | -91.786933 | 0 |
5,472 | 2020-06-22 20:52:50 | 571,365,235,126 | fraud_Zboncak LLC | food_dining | 122.57 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | a8bfa015538154850b78bc36a8cf9cb7 | 1,371,934,370 | 45.5322 | -85.776262 | 0 |
5,473 | 2020-06-22 20:52:58 | 4,536,996,888,716,062,000 | fraud_Kris-Kertzmann | travel | 5.46 | Nathan | Mendoza | M | 767 Adam Mill Apt. 115 | Espanola | NM | 87,533 | 35.9866 | -106.0654 | 18,408 | Historic buildings inspector/conservation officer | 1972-07-18 | ad72e834f3d02ea92b014bb7a0c919fa | 1,371,934,378 | 36.110668 | -106.148506 | 0 |
5,474 | 2020-06-22 20:53:04 | 4,518,350,514,020,532 | fraud_Kutch-Ferry | home | 75.68 | Christopher | Gregory | M | 9579 Porter Tunnel | Wauchula | FL | 33,873 | 27.5517 | -81.8074 | 14,742 | Teaching laboratory technician | 1993-02-26 | ca9cc14b885e872609b94616b0f710c6 | 1,371,934,384 | 27.502059 | -82.051516 | 0 |
5,475 | 2020-06-22 20:53:28 | 3,568,255,211,412,877 | fraud_White and Sons | home | 289.66 | Timothy | Gomez | M | 707 Anthony Causeway | Leo | IN | 46,765 | 41.2249 | -85.0301 | 5,341 | Biomedical engineer | 1994-11-24 | 393113d15cabc8bb2d16484c83926bf6 | 1,371,934,408 | 41.30782 | -84.040046 | 0 |
5,476 | 2020-06-22 20:53:46 | 6,011,329,966,782,895 | fraud_Ziemann-Waters | health_fitness | 47.95 | 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 | 8f6d98bcdeeaed398f86290ab15af47f | 1,371,934,426 | 36.039806 | -95.835991 | 0 |
5,477 | 2020-06-22 20:54:02 | 3,565,196,229,855,512 | fraud_Lubowitz, Terry and Stracke | personal_care | 9.76 | Adriana | Harvey | F | 715 Joy Prairie | Unionville | MO | 63,565 | 40.4815 | -92.9951 | 3,805 | Investment banker, corporate | 1950-09-15 | 73905c8f472c55b148276b3b62f0a6d1 | 1,371,934,442 | 39.779453 | -92.576821 | 0 |
5,478 | 2020-06-22 20:54:24 | 6,011,477,612,335,392 | fraud_Gottlieb Group | kids_pets | 36.25 | Anthony | Roberts | M | 95488 Cabrera Well | Maria Stein | OH | 45,860 | 40.4062 | -84.5076 | 2,274 | Designer, television/film set | 1943-12-17 | c2ad1609061e179b3edc958ba90b1539 | 1,371,934,464 | 39.487838 | -84.885057 | 0 |
5,479 | 2020-06-22 20:54:25 | 676,102,124,465 | fraud_Kutch-Wilderman | home | 34.54 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | 14b5b528738f9e7cbf613f9d059c2ec5 | 1,371,934,465 | 39.018859 | -123.133791 | 0 |
5,480 | 2020-06-22 20:55:18 | 3,553,629,419,254,918 | fraud_Hudson-Grady | shopping_pos | 2.11 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 8624878132b5343273fabbce66107a82 | 1,371,934,518 | 48.926225 | -123.102201 | 0 |
5,481 | 2020-06-22 20:55:53 | 6,011,652,924,285,713 | fraud_Labadie, Treutel and Bode | shopping_net | 9.73 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | af00a46f4b8c2e104d1ebd81384e0d2c | 1,371,934,553 | 38.167739 | -92.272217 | 0 |
5,482 | 2020-06-22 20:55:58 | 4,951,647,200,979,051 | fraud_Flatley Group | misc_pos | 8.96 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | c51ffaaa8ad79adcc031b749cbb96958 | 1,371,934,558 | 37.257011 | -89.914583 | 0 |
5,483 | 2020-06-22 20:56:14 | 373,905,417,449,658 | fraud_Langworth LLC | personal_care | 3.38 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | 8ce8c629a6321873b06ffcdeb5598ba6 | 1,371,934,574 | 32.470857 | -96.743126 | 0 |
5,484 | 2020-06-22 20:56:58 | 3,534,718,226,968,689 | fraud_Roberts, Ryan and Smith | personal_care | 95.22 | Lisa | Lopez | F | 32343 Saunders Course | Dongola | IL | 62,926 | 37.3712 | -89.1349 | 2,263 | Scientific laboratory technician | 1984-09-13 | c33e3bfd4289cf19709556e35934244e | 1,371,934,618 | 38.335093 | -89.929233 | 0 |
5,485 | 2020-06-22 20:57:08 | 6,538,441,737,335,434 | fraud_Nienow, Ankunding and Collier | misc_pos | 68.66 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | 39212590b65cb3fd5af33f7542825139 | 1,371,934,628 | 41.295535 | -80.684222 | 0 |
5,486 | 2020-06-22 20:58:02 | 501,899,453,424 | fraud_Ullrich Ltd | kids_pets | 38.78 | Jessica | Dominguez | F | 06393 Nancy Parkways Suite 855 | Gadsden | AL | 35,903 | 33.9845 | -85.9077 | 67,082 | Ceramics designer | 1970-01-08 | 2c248bbbaf00bc86d1d85d8059dca7a8 | 1,371,934,682 | 34.87147 | -86.682341 | 0 |
5,487 | 2020-06-22 20:58:36 | 2,720,012,583,106,919 | fraud_Durgan, Gislason and Spencer | home | 78.84 | Joseph | Murray | M | 42933 Ryan Underpass | Manderson | SD | 57,756 | 43.3526 | -102.5411 | 1,126 | Volunteer coordinator | 1980-08-18 | 44016e74b3328cc0ffcbc8496b0eafdf | 1,371,934,716 | 43.48094 | -102.564833 | 0 |
5,488 | 2020-06-22 20:58:58 | 502,049,568,400 | fraud_Connelly PLC | food_dining | 10.12 | Daniel | Melton | M | 6157 Nichols Mews | Marion | CT | 6,444 | 41.7918 | -72.7188 | 370 | Health service manager | 1962-02-13 | 4a2286a6673c300ef3c725ca015fb191 | 1,371,934,738 | 41.292809 | -71.818284 | 0 |
5,489 | 2020-06-22 20:59:14 | 4,839,043,708,100,390 | fraud_Kilback LLC | food_dining | 185.29 | Meredith | Campbell | F | 043 Hanson Turnpike | Hedrick | IA | 52,563 | 41.1826 | -92.3097 | 1,583 | Geochemist | 1999-06-28 | e2c898ec1a06f00908be4f43a3b2a80f | 1,371,934,754 | 41.218454 | -92.779329 | 0 |
5,490 | 2020-06-22 20:59:15 | 180,042,946,491,150 | fraud_Terry, Johns and Bins | misc_pos | 9.3 | Charles | Robles | M | 3337 Lisa Divide | Saint Petersburg | FL | 33,710 | 27.7898 | -82.7243 | 341,043 | Engineer, land | 1989-02-28 | 78bfbf27b3d5becc212666cc850a170f | 1,371,934,755 | 27.45162 | -82.487572 | 0 |
5,491 | 2020-06-22 21:00:03 | 630,469,040,731 | fraud_Wuckert-Goldner | home | 17.09 | Meredith | Ayala | F | 7107 Henderson Station | Cascade Locks | OR | 97,014 | 45.671 | -121.8686 | 1,288 | Barrister | 1936-05-01 | f919ff261a659314f69da388c0d1f812 | 1,371,934,803 | 44.972318 | -121.455523 | 0 |
5,492 | 2020-06-22 21:00:06 | 3,567,697,931,646,329 | fraud_Sawayn PLC | shopping_pos | 4.04 | John | Stevens | M | 428 Morgan River | Hudson | NY | 12,534 | 42.247 | -73.7552 | 17,867 | Travel agency manager | 1998-07-29 | 9f0cd4eb877c33dc697126e1a392b80e | 1,371,934,806 | 43.079545 | -72.837675 | 0 |
5,493 | 2020-06-22 21:01:16 | 340,953,839,692,349 | fraud_Jacobi and Sons | shopping_pos | 9.04 | Tyler | Wright | M | 615 Clarke Spring Apt. 172 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Doctor, hospital | 1980-05-18 | fd105ec1b19ee91b905b8be3cb7da1d9 | 1,371,934,876 | 42.043735 | -83.057999 | 0 |
5,494 | 2020-06-22 21:01:25 | 180,094,419,304,907 | fraud_Hoppe, Harris and Bednar | entertainment | 118.51 | Sharon | Smith | F | 17666 David Valleys | Sun City | CA | 92,585 | 33.7467 | -117.1721 | 54,287 | Designer, exhibition/display | 1972-09-22 | 8fbda4a23237440937d25d3b556f4301 | 1,371,934,885 | 33.248541 | -116.209274 | 0 |
5,495 | 2020-06-22 21:01:49 | 4,646,845,581,490,336,000 | fraud_Schaefer, Fay and Hilll | entertainment | 68.39 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | 5e47a64b189ca1488eda78f4024ef41a | 1,371,934,909 | 41.567269 | -73.122721 | 0 |
5,496 | 2020-06-22 21:01:54 | 676,369,110,710 | fraud_Greenholt Ltd | health_fitness | 89.45 | David | Wolfe | M | 81261 Garcia Underpass Suite 741 | Southfield | MI | 48,034 | 42.4969 | -83.2911 | 75,830 | Engineer, automotive | 1974-12-28 | d42198b34c907f7107b7075047b96d48 | 1,371,934,914 | 42.560442 | -83.610599 | 0 |
5,497 | 2020-06-22 21:01:57 | 2,714,019,737,356,678 | fraud_Pagac LLC | shopping_pos | 146.67 | Christina | Moore | F | 542 Finley Ports Apt. 396 | West Finley | PA | 15,377 | 39.9914 | -80.4408 | 724 | Theme park manager | 1995-08-30 | 2b46c29f23dfa1c24546435d026f5d5c | 1,371,934,917 | 39.966791 | -79.840189 | 0 |
5,498 | 2020-06-22 21:02:19 | 4,424,338,559,877,976 | fraud_Turcotte, McKenzie and Koss | entertainment | 70.8 | Denise | Barnett | F | 23220 Eaton Harbors | Kirby | OH | 43,330 | 40.813 | -83.4196 | 118 | Private music teacher | 1957-11-12 | 666dfd58b97376f98dac84006bb2d586 | 1,371,934,939 | 40.81286 | -83.439199 | 0 |
5,499 | 2020-06-22 21:02:28 | 2,720,012,583,106,919 | fraud_Wuckert, Wintheiser and Friesen | home | 75.34 | Joseph | Murray | M | 42933 Ryan Underpass | Manderson | SD | 57,756 | 43.3526 | -102.5411 | 1,126 | Volunteer coordinator | 1980-08-18 | e87735ced5da4caad3b3dda0c0b5abad | 1,371,934,948 | 43.681907 | -102.989823 | 0 |
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