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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
555,700 | 2020-12-31 23:51:42 | 4,610,050,989,831,291 | fraud_Sporer-Keebler | personal_care | 72.06 | James | Lynch | M | 5155 Mary Common Apt. 927 | Utica | PA | 16,362 | 41.4798 | -79.9403 | 1,102 | Garment/textile technologist | 1989-07-08 | 01b147d10cfccf260ed16bc5a29d179c | 1,388,533,902 | 41.456024 | -80.367872 | 0 |
555,701 | 2020-12-31 23:52:18 | 3,517,814,635,263,522 | fraud_Turner LLC | travel | 9.88 | William | Cannon | M | 43809 Kenneth Circles Suite 152 | Union | WV | 24,983 | 37.5802 | -80.5248 | 2,443 | Chartered public finance accountant | 1941-10-16 | 8a665a35dfd347276091bc8cd420dca2 | 1,388,533,938 | 37.980931 | -81.023157 | 0 |
555,702 | 2020-12-31 23:53:00 | 2,252,055,259,910,912 | fraud_Terry Ltd | home | 82.51 | Jason | Hernandez | M | 220 Frank Gardens | Hewitt | WI | 54,441 | 44.6437 | -90.1031 | 828 | Arts development officer | 1991-08-19 | 8a833de9f0dbb7ac38592b41b50e4123 | 1,388,533,980 | 43.987649 | -89.290372 | 0 |
555,703 | 2020-12-31 23:53:18 | 4,841,313,716,651,064 | fraud_Hagenes, Kohler and Hoppe | food_dining | 60.39 | Omar | Gay | M | 2161 Blankenship Freeway | West Hartford | VT | 5,084 | 43.7185 | -72.4439 | 140 | Development worker, community | 1989-10-28 | c65a812107218b3b5a73e508b0af6633 | 1,388,533,998 | 44.293484 | -72.698498 | 0 |
555,704 | 2020-12-31 23:54:12 | 3,518,669,219,150,142 | fraud_Berge-Hills | kids_pets | 23.24 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | e614e054201302dd73f32a3aec38bf0e | 1,388,534,052 | 38.653037 | -84.419288 | 0 |
555,705 | 2020-12-31 23:54:15 | 4,319,584,480,204,989,000 | fraud_Thompson-Gleason | health_fitness | 123.84 | Kathleen | Nash | F | 010 Salazar Walk | Cromona | KY | 41,810 | 37.1788 | -82.695 | 502 | Chief Financial Officer | 1960-02-01 | 8b4b2ea4f0a03359f2f8fa4f418b769c | 1,388,534,055 | 36.45793 | -83.598357 | 0 |
555,706 | 2020-12-31 23:55:47 | 213,155,997,615,567 | fraud_Schaefer Ltd | kids_pets | 54.81 | James | Yoder | M | 83359 Lopez Point | Clune | PA | 15,727 | 40.5503 | -79.3237 | 168 | Race relations officer | 1978-10-04 | d28e8e4e34c4bd95faf058d495c723c6 | 1,388,534,147 | 39.561749 | -78.748357 | 0 |
555,707 | 2020-12-31 23:56:48 | 6,011,109,736,646,996 | fraud_Botsford and Sons | home | 134.26 | 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 | fc860b0d1f89b0b068c9c8db27b6bcc5 | 1,388,534,208 | 34.853497 | -78.664158 | 0 |
555,708 | 2020-12-31 23:56:57 | 213,112,402,583,773 | fraud_Baumbach, Hodkiewicz and Walsh | shopping_pos | 25.49 | 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 | 0f0c38fe781b317f733b845c0d6ba448 | 1,388,534,217 | 35.008839 | -81.475156 | 0 |
555,709 | 2020-12-31 23:57:18 | 30,344,654,314,976 | fraud_Larkin, Stracke and Greenfelder | entertainment | 46.71 | 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 | a7105564935ea3977dc61ff9ced3bf5e | 1,388,534,238 | 38.963543 | -120.457121 | 0 |
555,710 | 2020-12-31 23:57:50 | 3,524,574,586,339,330 | fraud_Heathcote, Yost and Kertzmann | shopping_net | 29.56 | Ashley | Cabrera | F | 94225 Smith Springs Apt. 617 | Vero Beach | FL | 32,960 | 27.633 | -80.4031 | 105,638 | Librarian, public | 1986-05-07 | 9fc9f6f9be3182d519a61a119cf97199 | 1,388,534,270 | 27.593881 | -80.855092 | 0 |
555,711 | 2020-12-31 23:57:56 | 341,546,199,006,537 | fraud_Schmidt-Larkin | home | 12.68 | Mark | Brown | M | 8580 Moore Cove | Wales | AK | 99,783 | 64.7556 | -165.6723 | 145 | Administrator, education | 1939-11-09 | a8310343c189e4a5b6316050d2d6b014 | 1,388,534,276 | 65.623593 | -165.186033 | 0 |
555,712 | 2020-12-31 23:58:04 | 501,802,953,619 | fraud_Pouros, Walker and Spencer | kids_pets | 13.02 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96,037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | bd7071fd5c9510a5594ee196368ac80e | 1,388,534,284 | 41.973127 | -123.553032 | 0 |
555,713 | 2020-12-31 23:58:34 | 3,523,843,138,706,408 | fraud_Prosacco, Kreiger and Kovacek | home | 17 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36,758 | 32.6176 | -86.9475 | 1,412 | Drilling engineer | 1970-11-20 | 6d04313bfe4b661b8ca2b6a499a320fe | 1,388,534,314 | 32.164145 | -87.539669 | 0 |
555,714 | 2020-12-31 23:59:07 | 30,560,609,640,617 | fraud_Reilly and Sons | health_fitness | 43.77 | Michael | Olson | M | 558 Michael Estates | Luray | MO | 63,453 | 40.4931 | -91.8912 | 519 | Town planner | 1966-02-13 | 9b1f753c79894c9f4b71f04581835ada | 1,388,534,347 | 39.946837 | -91.333331 | 0 |
555,715 | 2020-12-31 23:59:09 | 3,556,613,125,071,656 | fraud_Hoppe-Parisian | kids_pets | 111.84 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77,566 | 29.0393 | -95.4401 | 28,739 | Futures trader | 1999-12-27 | 2090647dac2c89a1d86c514c427f5b91 | 1,388,534,349 | 29.661049 | -96.186633 | 0 |
555,716 | 2020-12-31 23:59:15 | 6,011,724,471,098,086 | fraud_Rau-Robel | kids_pets | 86.88 | Ann | Lawson | F | 144 Evans Islands Apt. 683 | Burbank | WA | 99,323 | 46.1966 | -118.9017 | 3,684 | Musician | 1981-11-29 | 6c5b7c8add471975aa0fec023b2e8408 | 1,388,534,355 | 46.65834 | -119.715054 | 0 |
555,717 | 2020-12-31 23:59:24 | 4,079,773,899,158 | fraud_Breitenberg LLC | travel | 7.99 | Eric | Preston | M | 7020 Doyle Stream Apt. 951 | Mesa | ID | 83,643 | 44.6255 | -116.4493 | 129 | Cartographer | 1965-12-15 | 14392d723bb7737606b2700ac791b7aa | 1,388,534,364 | 44.470525 | -117.080888 | 0 |
555,718 | 2020-12-31 23:59:34 | 4,170,689,372,027,579 | fraud_Dare-Marvin | entertainment | 38.13 | Samuel | Frey | M | 830 Myers Plaza Apt. 384 | Edmond | OK | 73,034 | 35.6665 | -97.4798 | 116,001 | Media buyer | 1993-05-10 | 1765bb45b3aa3224b4cdcb6e7a96cee3 | 1,388,534,374 | 36.210097 | -97.036372 | 0 |