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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3,400 | 2019-01-02 21:55:01 | 3,598,304,579,370,089 | fraud_Okuneva, Schneider and Rau | shopping_pos | 430.82 | Vincent | Flowers | M | 0189 Emily Prairie | Wichita | KS | 67,232 | 37.6395 | -97.1714 | 409,656 | Heritage manager | 1985-12-27 | 729f9de96f10316b01b18b7d6fd09e46 | 1,325,541,301 | 38.202675 | -96.286861 | 0 |
3,401 | 2019-01-02 21:55:07 | 4,067,137,330,196,900 | fraud_Kling, Howe and Schneider | home | 5.5 | Christina | Eaton | F | 3256 Brooks Field | Eldridge | AL | 35,554 | 33.9315 | -87.6194 | 1,186 | Politician's assistant | 1986-11-12 | 9bf9e96d93658af37cfc139e687341f1 | 1,325,541,307 | 33.132194 | -87.760686 | 0 |
3,402 | 2019-01-02 21:56:57 | 30,487,648,872,433 | fraud_Kuphal-Toy | food_dining | 34.19 | Stephanie | Crane | F | 144 Martinez Curve | Central | IN | 47,110 | 38.097 | -86.1723 | 350 | Counsellor | 1955-01-05 | b4cabccad5cad6b42158b9628201b8f9 | 1,325,541,417 | 38.386773 | -86.319422 | 0 |
3,403 | 2019-01-02 21:57:03 | 3,576,021,480,694,169 | fraud_Haley, Batz and Auer | health_fitness | 18.76 | Dawn | Gray | F | 9486 Joel Common Suite 554 | Topeka | KS | 66,618 | 39.1329 | -95.7023 | 163,415 | Secondary school teacher | 2004-12-30 | ad1c6db73921da663e7230269180a93f | 1,325,541,423 | 39.565599 | -95.431777 | 0 |
3,404 | 2019-01-02 21:57:42 | 4,149,635,823,017 | fraud_Larkin Ltd | kids_pets | 9.13 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | def356b75dfc97e57fb6997552c2dde5 | 1,325,541,462 | 33.496277 | -87.400981 | 0 |
3,405 | 2019-01-02 21:58:18 | 3,567,697,931,646,329 | fraud_Witting, Beer and Ernser | home | 74.62 | John | Stevens | M | 428 Morgan River | Hudson | NY | 12,534 | 42.247 | -73.7552 | 17,867 | Travel agency manager | 1998-07-29 | b919e29bc38ddaf8343471e71bff8b78 | 1,325,541,498 | 43.042209 | -72.835614 | 0 |
3,406 | 2019-01-02 22:01:25 | 6,011,329,966,782,895 | fraud_Gleason and Sons | kids_pets | 31.07 | 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 | 4377ba821d9c6da41c32d1b0929a6492 | 1,325,541,685 | 35.251999 | -96.835298 | 0 |
3,407 | 2019-01-02 22:02:04 | 38,295,635,583,927 | fraud_Hermann and Sons | shopping_pos | 2.14 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | dee6e1fda31064782bf7450e47c9daae | 1,325,541,724 | 32.873212 | -99.398667 | 0 |
3,408 | 2019-01-02 22:02:54 | 4,069,975,342,931,683 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 16.32 | Kimberly | Martin | F | 1943 Dennis Inlet Suite 145 | Hurricane | WV | 25,526 | 38.4257 | -81.9943 | 21,902 | Sub | 1980-09-18 | 69101abf4861bf4736c6df56369704a3 | 1,325,541,774 | 39.172069 | -81.462592 | 0 |
3,409 | 2019-01-02 22:04:29 | 38,530,489,946,071 | fraud_O'Reilly, Mohr and Purdy | home | 10.09 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | 1868c794549455df27d27d85af2b48e0 | 1,325,541,869 | 35.147556 | -82.908483 | 0 |
3,410 | 2019-01-02 22:05:31 | 561,942,763,351 | fraud_Armstrong, Walter and Gottlieb | food_dining | 17.09 | Melissa | Brown | F | 330 Montoya Ramp | Washington | DC | 20,036 | 38.9087 | -77.0414 | 601,723 | Prison officer | 1986-03-14 | 6f8a1089fb41639fd279473b9a53668c | 1,325,541,931 | 39.727998 | -77.181737 | 0 |
3,411 | 2019-01-02 22:05:34 | 6,597,888,193,422,452 | fraud_Satterfield-Lowe | travel | 90.81 | Bill | Lane | M | 4725 Hurst Curve Apt. 634 | Holliday | TX | 76,366 | 33.6751 | -98.6576 | 2,317 | Chief Technology Officer | 1964-08-23 | 1f600168536a8bb1c66e4e47614e5be0 | 1,325,541,934 | 33.038485 | -98.235519 | 0 |
3,412 | 2019-01-02 22:07:01 | 6,528,911,529,051,375 | fraud_Parker-Kunde | personal_care | 21.05 | Diane | Smith | F | 195 Murray Overpass Apt. 384 | Winter | WI | 54,896 | 45.8327 | -91.0144 | 1,478 | Neurosurgeon | 1965-04-27 | 00e10a765eb764109a964808d9229f79 | 1,325,542,021 | 45.814035 | -91.060113 | 0 |
3,413 | 2019-01-02 22:07:05 | 6,595,970,453,799,027 | fraud_Rau-Robel | kids_pets | 45.2 | Gina | Gomez | F | 72030 Shelton Crossing Apt. 742 | Stirling | NJ | 7,980 | 40.6774 | -74.4968 | 2,307 | Science writer | 1969-09-11 | c34f6b0c02d7d046936864d07e78e2d9 | 1,325,542,025 | 40.444007 | -74.642989 | 0 |
3,414 | 2019-01-02 22:11:15 | 30,427,035,050,508 | fraud_Bins-Howell | personal_care | 1.48 | John | Chandler | M | 88325 Brandon Greens Apt. 477 | Detroit | MI | 48,202 | 42.377 | -83.0796 | 673,342 | Broadcast presenter | 1969-11-20 | c61b61d3dc19a0c4117b23a72fd6bc1b | 1,325,542,275 | 42.044363 | -84.073026 | 0 |
3,415 | 2019-01-02 22:11:16 | 4,302,480,582,202,074 | fraud_Douglas-White | entertainment | 8.88 | David | Rodriguez | M | 821 Solis Points | Muskegon | MI | 49,440 | 43.2326 | -86.2492 | 128,715 | Historic buildings inspector/conservation officer | 1995-05-25 | d07a2953e8e27dabad77b53b1e06d80c | 1,325,542,276 | 42.598066 | -86.193655 | 0 |
3,416 | 2019-01-02 22:11:24 | 4,585,132,874,641 | fraud_Jacobi Inc | health_fitness | 26.2 | Karen | Gordon | F | 543 Ware Path Apt. 593 | Utica | MO | 64,686 | 39.7417 | -93.6289 | 271 | Land/geomatics surveyor | 1972-04-18 | c8b1ba5b024299077d67353b040febca | 1,325,542,284 | 40.675529 | -93.214688 | 0 |
3,417 | 2019-01-02 22:13:16 | 4,457,732,997,086,323,700 | fraud_Abshire PLC | entertainment | 76.16 | Stanley | Mayo | M | 3433 Jones Branch | Fiddletown | CA | 95,629 | 38.5234 | -120.6763 | 832 | Immigration officer | 1987-05-19 | 6ec86b141f45479f3a7a86f4cace04c4 | 1,325,542,396 | 38.580235 | -119.889545 | 0 |
3,418 | 2019-01-02 22:13:28 | 30,551,643,947,183 | fraud_Morissette-Schaefer | personal_care | 42.58 | Morgan | Smith | F | 1441 Bradley Place | Grover | NC | 28,073 | 35.1836 | -81.4552 | 5,621 | Toxicologist | 1973-11-14 | 88475a7d24d405f21d6bdfa7348dfbd9 | 1,325,542,408 | 34.319648 | -80.730174 | 0 |
3,419 | 2019-01-02 22:14:20 | 676,298,633,337 | fraud_Prosacco LLC | personal_care | 46.88 | Jessica | Werner | F | 4529 Cannon Alley | Center Point | WV | 26,339 | 39.4125 | -80.6352 | 255 | Chief Executive Officer | 1971-12-10 | cb63dc71437a818dc5c610976282baf7 | 1,325,542,460 | 39.359316 | -79.708349 | 0 |
3,420 | 2019-01-02 22:15:25 | 3,566,875,419,572,867 | fraud_Hagenes, Kohler and Hoppe | food_dining | 51.44 | Adam | Mcdonald | M | 997 Cameron Meadow Apt. 980 | South Hero | VT | 5,486 | 44.64 | -73.3113 | 1,654 | Transport planner | 1991-01-31 | c01d77d7215c62c3c15682459db4d5e8 | 1,325,542,525 | 44.41656 | -73.279168 | 0 |
3,421 | 2019-01-02 22:15:25 | 4,890,424,426,862,857,000 | fraud_Greenholt, O'Hara and Balistreri | shopping_net | 4.97 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | 0ebfea7f16f5e022bb9a6c111d81a46e | 1,325,542,525 | 38.845028 | -122.312374 | 0 |
3,422 | 2019-01-02 22:15:39 | 3,567,527,758,368,741 | fraud_Kling, Howe and Schneider | home | 45.55 | Amanda | Vance | F | 14601 Downs Skyway Apt. 440 | Sterling City | TX | 76,951 | 31.8351 | -101.0017 | 1,143 | Scientist, biomedical | 1962-03-19 | df23814fbf7ea299546f1eb0cf1e7275 | 1,325,542,539 | 31.77572 | -100.757626 | 0 |
3,423 | 2019-01-02 22:16:12 | 4,742,883,543,039,288,000 | fraud_McDermott-Rice | misc_pos | 6.6 | Cassandra | Sanders | F | 78117 George Mountains | Paauilo | HI | 96,776 | 20.0271 | -155.3697 | 1,490 | Scientist, research (maths) | 1991-04-13 | fc6e804e008b43d37dc6808d6ba8a143 | 1,325,542,572 | 19.174381 | -154.41756 | 0 |
3,424 | 2019-01-02 22:17:10 | 213,180,742,685,905 | fraud_Streich, Rolfson and Wilderman | kids_pets | 7.52 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | 42f6a771511e2ae46d66f7c6f0ff4247 | 1,325,542,630 | 39.816507 | -124.387767 | 0 |
3,425 | 2019-01-02 22:18:55 | 3,562,679,455,732,797 | fraud_Breitenberg-Hermiston | kids_pets | 173.89 | Amanda | Jones | F | 7320 Jennifer Forges | Queenstown | MD | 21,658 | 39.0026 | -76.1424 | 3,862 | Maintenance engineer | 1962-12-06 | 59671482d8c580bd622cdbab4883f05e | 1,325,542,735 | 39.396371 | -76.977563 | 0 |
3,426 | 2019-01-02 22:19:10 | 4,584,931,703,207,308,300 | fraud_Langworth LLC | personal_care | 5.02 | Amanda | Gomez | F | 8152 Brittany Centers | Dallas | TX | 75,218 | 32.8463 | -96.6972 | 1,263,321 | Designer, ceramics/pottery | 1975-04-16 | 672fddb3fde122be6cc9c4d3ebfa2806 | 1,325,542,750 | 32.992735 | -97.663694 | 0 |
3,427 | 2019-01-02 22:20:49 | 6,011,329,966,782,895 | fraud_Streich Ltd | home | 41.66 | 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 | db98133a5c01c14d261dade352195bb2 | 1,325,542,849 | 35.972064 | -96.77422 | 0 |
3,428 | 2019-01-02 22:21:04 | 4,584,931,703,207,308,300 | fraud_Padberg-Rogahn | entertainment | 158.95 | Amanda | Gomez | F | 8152 Brittany Centers | Dallas | TX | 75,218 | 32.8463 | -96.6972 | 1,263,321 | Designer, ceramics/pottery | 1975-04-16 | 8f5007bd1405c3023bd7cfc2d181986a | 1,325,542,864 | 32.911135 | -97.19963 | 0 |
3,429 | 2019-01-02 22:21:14 | 372,509,258,176,510 | fraud_Pouros-Conroy | shopping_pos | 6.44 | Kristen | Hanson | F | 26544 Andrea Glen | Goodrich | MI | 48,438 | 42.9147 | -83.4845 | 6,951 | Learning disability nurse | 1985-06-18 | 5a4de746d89eddce5b79827517a9af9d | 1,325,542,874 | 42.651184 | -84.116774 | 0 |
3,430 | 2019-01-02 22:21:31 | 36,078,114,201,167 | fraud_Waters-Cruickshank | health_fitness | 31.29 | Christopher | Horn | M | 956 Sanchez Highway | Mallie | KY | 41,836 | 37.2692 | -82.9161 | 798 | Facilities manager | 1926-06-26 | 677c9e2256f67e37c55b39f94a195234 | 1,325,542,891 | 37.751943 | -81.98474 | 0 |
3,431 | 2019-01-02 22:22:06 | 4,226,219,726,886,853,000 | fraud_Welch, Rath and Koepp | entertainment | 101.69 | Jessica | Bell | F | 669 Moore Shoal | Bethel | OH | 45,106 | 38.9424 | -84.092 | 12,349 | Field trials officer | 1985-07-08 | d2c94f59876fb15a9a3890d54032f8f3 | 1,325,542,926 | 39.865062 | -83.744739 | 0 |
3,432 | 2019-01-02 22:23:05 | 36,192,615,525,683 | fraud_Erdman-Schaden | personal_care | 18.47 | Susan | Garcia | F | 582 Rodriguez Wells | Albuquerque | NM | 87,109 | 35.1506 | -106.569 | 641,349 | Civil Service administrator | 1976-04-11 | 52994df7dea59740dee81b9e308b551f | 1,325,542,985 | 35.009762 | -107.186163 | 0 |
3,433 | 2019-01-02 22:23:09 | 4,788,103,653,396 | fraud_Larkin Ltd | kids_pets | 92.38 | Kristin | Williams | F | 36366 Smith Road | Miamisburg | OH | 45,342 | 39.6321 | -84.2675 | 36,784 | Investment banker, corporate | 1941-07-31 | 230d7c9778c909542cc3efd30a790096 | 1,325,542,989 | 39.032858 | -84.109237 | 0 |
3,434 | 2019-01-02 22:23:45 | 4,229,733,778,084,049 | fraud_Dibbert-Green | entertainment | 14.04 | Tyler | Mills | M | 7838 Jason Squares | Elizabethtown | KY | 42,701 | 37.6848 | -85.8784 | 48,194 | Surgeon | 1990-05-03 | 42c475ad213e9b28347e11062ef8398c | 1,325,543,025 | 36.844532 | -86.707077 | 0 |
3,435 | 2019-01-02 22:26:44 | 180,046,617,132,290 | fraud_Haag-Blanda | food_dining | 95.2 | Erika | Mason | F | 083 Karen Island Apt. 656 | Goreville | IL | 62,939 | 37.575 | -88.9655 | 3,119 | Teacher, secondary school | 1942-04-17 | 9eaae8706b2dbf5b06b4ab86371739c6 | 1,325,543,204 | 38.24492 | -88.042508 | 0 |
3,436 | 2019-01-02 22:27:16 | 4,658,117,080,136 | fraud_Turner, Ziemann and Lehner | food_dining | 20.35 | Dwayne | Martinez | M | 490 Baldwin Alley Apt. 468 | Crownpoint | NM | 87,313 | 35.7206 | -108.0271 | 5,662 | IT consultant | 1989-04-08 | 687f8ce86a2a26a9197e342b38e7d9e5 | 1,325,543,236 | 36.616586 | -107.278024 | 0 |
3,437 | 2019-01-02 22:28:02 | 4,939,976,756,738,216 | fraud_Medhurst, Cartwright and Ebert | personal_care | 28.85 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | d449d67f113b6034ded2f198db10367a | 1,325,543,282 | 26.948673 | -99.846886 | 0 |
3,438 | 2019-01-02 22:28:33 | 376,262,134,119,629 | fraud_Corwin-Romaguera | travel | 3.13 | Christopher | Carr | M | 62931 Ralph Court | Lakeland | FL | 33,813 | 27.9611 | -81.9398 | 237,282 | Radiographer, therapeutic | 1961-09-28 | 1209ce941b8940170516b8d73de374b8 | 1,325,543,313 | 27.164353 | -82.447263 | 0 |
3,439 | 2019-01-02 22:29:52 | 4,725,837,176,265,196,000 | fraud_Goyette, Howell and Collier | shopping_pos | 218.07 | Elizabeth | Mckee | F | 358 Pruitt Square | Jay | FL | 32,565 | 30.8985 | -87.1332 | 5,719 | Higher education careers adviser | 1994-11-05 | 8bdb1c9abd74e59fc39412c5f29c0842 | 1,325,543,392 | 30.202118 | -87.05236 | 0 |
3,440 | 2019-01-02 22:30:02 | 3,589,289,942,931,264 | fraud_Hilpert-Conroy | kids_pets | 15.68 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | 4c7f663ede37c9767c5c15d8bee40ba0 | 1,325,543,402 | 44.628783 | -97.672061 | 0 |
3,441 | 2019-01-02 22:30:27 | 6,011,679,934,075,347 | fraud_Gottlieb, Considine and Schultz | shopping_net | 3.92 | Jennifer | Gonzalez | F | 5517 Stacy Land | Jelm | WY | 82,063 | 41.0539 | -106.0763 | 100 | Public librarian | 1974-04-16 | 65080c9ce78ba78e6032a27a92377542 | 1,325,543,427 | 40.945447 | -106.16601 | 0 |
3,442 | 2019-01-02 22:30:54 | 4,158,758,517,677,931 | fraud_Bradtke, Torp and Bahringer | personal_care | 96.86 | Dawn | Cox | F | 193 Catherine Ways | Hills | MN | 56,138 | 43.5335 | -96.3645 | 899 | Data scientist | 1995-01-15 | dc009b13e26118ccc682ebf92087e9c7 | 1,325,543,454 | 42.837247 | -97.281525 | 0 |
3,443 | 2019-01-02 22:31:22 | 30,131,826,429,364 | fraud_Kilback LLC | food_dining | 70.5 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | b31d5660430f0ddbb2a5517ce8ecf029 | 1,325,543,482 | 36.091914 | -84.663753 | 0 |
3,444 | 2019-01-02 22:31:30 | 3,557,442,674,264,531 | fraud_Beier LLC | entertainment | 84.47 | Angela | Edwards | F | 486 Wilkins Pines | Lithopolis | OH | 43,136 | 39.8013 | -82.8125 | 460 | Lecturer, higher education | 2004-06-19 | d53739b8f2771b97ea3d30b9e0335488 | 1,325,543,490 | 39.880859 | -83.017679 | 0 |
3,445 | 2019-01-02 22:31:32 | 213,199,865,312,311 | fraud_Abshire PLC | entertainment | 14.02 | Christopher | Miller | M | 493 Fitzgerald Fields Suite 454 | Varnell | GA | 30,756 | 34.9298 | -84.9885 | 74 | Pensions consultant | 1944-05-14 | d45fcea029c7f55b9db5d2dca432914a | 1,325,543,492 | 35.290777 | -84.724012 | 0 |
3,446 | 2019-01-02 22:31:55 | 4,586,810,168,620,942 | fraud_Strosin-Cruickshank | grocery_pos | 80.19 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | 6e1de51920a17a2cc03d9760390e90df | 1,325,543,515 | 31.948622 | -79.823315 | 0 |
3,447 | 2019-01-02 22:33:38 | 4,266,200,684,857,219 | fraud_Hamill-D'Amore | health_fitness | 2.24 | Joshua | Bryant | M | 5452 Patricia Inlet Apt. 280 | Nelson | NE | 68,961 | 40.201 | -98.0684 | 732 | Television/film/video producer | 1956-12-13 | 39c81ab6d661c82f1f9c3a7d9a906dbc | 1,325,543,618 | 41.020841 | -98.952895 | 0 |
3,448 | 2019-01-02 22:34:07 | 2,283,743,876,903,625 | fraud_Bernier, Volkman and Hoeger | misc_net | 6.99 | Shannon | Williams | F | 9345 Spencer Junctions Suite 183 | Alpharetta | GA | 30,009 | 34.077 | -84.3033 | 165,556 | Prison officer | 1997-12-27 | 855039f5781b3ed529eefefb07509fe8 | 1,325,543,647 | 34.541625 | -83.951321 | 0 |
3,449 | 2019-01-02 22:35:24 | 180,068,353,086,472 | fraud_Dibbert-Green | entertainment | 34.1 | Melissa | Flores | F | 7529 Carter Well Suite 262 | Huntington Beach | CA | 92,648 | 33.6773 | -118.0051 | 190,249 | Therapist, horticultural | 1976-09-17 | a3718f20d93758b5a2aa582a2178924c | 1,325,543,724 | 34.153307 | -118.932321 | 0 |
3,450 | 2019-01-02 22:36:35 | 4,710,792,708,725,663 | fraud_O'Hara-Wilderman | food_dining | 101.26 | Justin | Bell | M | 954 Green Wall | Churubusco | IN | 46,723 | 41.229 | -85.3244 | 7,692 | Research officer, trade union | 1986-12-13 | 194914373541a89de52a9f3395774279 | 1,325,543,795 | 40.575329 | -84.920266 | 0 |
3,451 | 2019-01-02 22:38:26 | 374,930,071,163,758 | fraud_Stark-Koss | home | 47.31 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | e1f3c2139c67dfee19e0b71b66830487 | 1,325,543,906 | 42.657119 | -82.537677 | 0 |
3,452 | 2019-01-02 22:39:40 | 374,497,717,543,058 | fraud_Cole, Hills and Jewess | home | 38.89 | Linda | Hurst | F | 31701 Tucker Square Suite 893 | Wilton | ND | 58,579 | 47.1709 | -100.7944 | 1,190 | Designer, ceramics/pottery | 1948-06-30 | 7255d587fd0f9b7970857326051ee8ec | 1,325,543,980 | 46.581438 | -100.361066 | 0 |
3,453 | 2019-01-02 22:40:39 | 2,269,768,987,945,882 | fraud_Moore, Williamson and Emmerich | home | 64.56 | Shannon | Patterson | F | 9808 Ellis Bypass | Mount Morris | NY | 14,510 | 42.6835 | -77.8664 | 4,895 | Acupuncturist | 1958-10-29 | d0cb24eecf6fbb3329ce30a9281bc845 | 1,325,544,039 | 42.834037 | -77.226914 | 0 |
3,454 | 2019-01-02 22:40:53 | 3,573,030,041,201,292 | fraud_Wilkinson LLC | personal_care | 34.74 | Joanne | Williams | F | 3638 Marsh Union | Altonah | UT | 84,002 | 40.3207 | -110.436 | 302 | Sales professional, IT | 1990-01-17 | dc7d23c74e5f0f70d98c5036218d79ba | 1,325,544,053 | 40.453968 | -110.96854 | 0 |
3,455 | 2019-01-02 22:42:53 | 3,576,431,665,303,017 | fraud_Marvin-Lind | personal_care | 51 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | 4fc6ac61b3fe03c0054f16c6ccae691b | 1,325,544,173 | 33.067068 | -112.630359 | 0 |
3,456 | 2019-01-02 22:42:58 | 4,997,733,566,924,489 | fraud_Hills-Witting | shopping_net | 2.97 | Stephanie | Taylor | F | 598 Martin Pine Suite 365 | Saint Paul | MN | 55,128 | 44.9913 | -92.9487 | 753,116 | Fisheries officer | 1971-08-06 | c7b15d2c3e07a59a4d5b3cc2b28e3199 | 1,325,544,178 | 44.380143 | -92.665161 | 0 |
3,457 | 2019-01-02 22:44:01 | 213,157,767,990,030 | fraud_Bradtke, Torp and Bahringer | personal_care | 74.37 | Tara | Campbell | F | 05050 Rogers Well Apt. 439 | Rock Springs | WY | 82,901 | 41.606 | -109.23 | 27,971 | Music therapist | 1984-08-01 | d0f34f5b04df9c984c8c459825421fc1 | 1,325,544,241 | 42.111655 | -110.050441 | 0 |
3,458 | 2019-01-02 22:44:39 | 213,161,231,269,724 | fraud_Walter, Hettinger and Kessler | personal_care | 7.99 | Alyssa | Morgan | F | 622 Robin Run Suite 764 | Gadsden | AL | 35,901 | 34.048 | -85.9246 | 67,082 | Physiological scientist | 1963-02-09 | 90ea781933d2073b2b900b7035fd8819 | 1,325,544,279 | 33.948974 | -85.758752 | 0 |
3,459 | 2019-01-02 22:44:58 | 3,527,536,963,490,470 | fraud_Wilkinson LLC | personal_care | 85.35 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | fe97355ff930870a39dd45b94ad2ebd2 | 1,325,544,298 | 33.058538 | -80.247017 | 0 |
3,460 | 2019-01-02 22:45:42 | 36,485,887,555,770 | fraud_Donnelly LLC | entertainment | 63.47 | Michael | Gross | M | 230 Ryan Tunnel Apt. 025 | Fulton | OH | 43,321 | 40.4971 | -82.8342 | 267 | Facilities manager | 2005-01-29 | 705d80893b4555ec2ae8564611ebbc45 | 1,325,544,342 | 39.639104 | -82.962571 | 0 |
3,461 | 2019-01-02 22:46:24 | 4,147,608,975,828,480 | fraud_Hoppe, Harris and Bednar | entertainment | 65.96 | Edward | Tapia | M | 354 Gutierrez Gateway | Comfrey | MN | 56,019 | 44.1111 | -94.9134 | 914 | Health and safety adviser | 1944-07-26 | f87f1e0eabca9f56f4949c0c9e0f7671 | 1,325,544,384 | 44.179364 | -94.27614 | 0 |
3,462 | 2019-01-02 22:46:38 | 4,488,258,847,705,225,700 | fraud_Koss, McLaughlin and Mayer | food_dining | 55.78 | Jessica | Shaw | F | 5745 Blair Locks | West Columbia | SC | 29,170 | 33.9568 | -81.1405 | 52,126 | Chemical engineer | 1929-08-23 | 8e6f3e7da438f8a39929689d5f27b8cb | 1,325,544,398 | 33.736758 | -80.973789 | 0 |
3,463 | 2019-01-02 22:47:36 | 377,234,009,633,447 | fraud_Auer LLC | personal_care | 46.8 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | cae1cfad3f724793a02c517c0e453fb8 | 1,325,544,456 | 38.394641 | -77.868068 | 0 |
3,464 | 2019-01-02 22:49:15 | 3,543,591,270,174,051 | fraud_Abernathy and Sons | food_dining | 1.19 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | 454c01acbf4d532ef2ab6a01fe15eb1b | 1,325,544,555 | 41.428852 | -79.736265 | 0 |
3,465 | 2019-01-02 22:50:40 | 2,222,157,926,772,399 | fraud_Eichmann-Russel | misc_pos | 7.32 | Amy | Garrett | F | 6014 Thomas Throughway | Trenton | TX | 75,490 | 33.4235 | -96.3398 | 2,211 | Investment banker, operational | 1987-02-26 | e175d47582a3878bddc81c787b09690a | 1,325,544,640 | 33.480841 | -95.371752 | 0 |
3,466 | 2019-01-02 22:52:46 | 30,074,693,890,476 | fraud_Howe PLC | entertainment | 83.88 | Kelsey | Richards | F | 889 Sarah Station Suite 624 | Holcomb | KS | 67,851 | 37.9931 | -100.9893 | 2,691 | Arboriculturist | 1993-08-16 | 7d887d57b882bd693ad529233116cba2 | 1,325,544,766 | 37.657077 | -101.486447 | 0 |
3,467 | 2019-01-02 22:54:50 | 3,553,629,419,254,918 | fraud_Koelpin and Sons | misc_net | 88.7 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 3a889854edad7ba5749af464e935130d | 1,325,544,890 | 47.491363 | -122.665369 | 0 |
3,468 | 2019-01-02 22:55:45 | 3,508,104,404,056,005 | fraud_Pacocha-Bauch | shopping_pos | 9.81 | Michael | Fisher | M | 401 Escobar Port | East Troy | WI | 53,120 | 42.8035 | -88.4092 | 9,679 | Engineer, production | 1991-04-11 | 5b3193069595f23c46ad7a25c04ab6f1 | 1,325,544,945 | 42.053291 | -88.216593 | 0 |
3,469 | 2019-01-02 22:56:21 | 4,173,950,183,554,608 | fraud_Bernhard-Lesch | food_dining | 5.47 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | e5e08a8c2c54b1386bae6d130844df73 | 1,325,544,981 | 40.8997 | -74.466244 | 0 |
3,470 | 2019-01-02 22:58:05 | 3,563,837,241,599,446 | fraud_Botsford PLC | home | 49.39 | Timothy | Simmons | M | 1049 John Ports Suite 057 | Newberg | OR | 97,132 | 45.3099 | -122.9685 | 28,278 | Research scientist (physical sciences) | 1977-07-17 | ba1f790202174dab3b7082773aac0712 | 1,325,545,085 | 44.312734 | -123.383756 | 0 |
3,471 | 2019-01-02 23:00:00 | 3,583,793,405,872,580 | fraud_Auer LLC | personal_care | 33.38 | Beth | Lambert | F | 6447 Johnson Estates Apt. 986 | Roosevelt | OK | 73,564 | 34.847 | -98.9836 | 551 | Amenity horticulturist | 1970-09-27 | 0350915c211d5ad4c490c950c09fe30f | 1,325,545,200 | 34.825294 | -98.094237 | 0 |
3,472 | 2019-01-02 23:00:24 | 4,904,681,492,230,012 | fraud_Yost, Block and Koepp | misc_pos | 3.63 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | 7b6eee3b45edc6aa076e4b0c7d851cf8 | 1,325,545,224 | 41.132745 | -75.006271 | 0 |
3,473 | 2019-01-02 23:00:42 | 4,149,238,353,975,790 | fraud_Bode-Schuster | kids_pets | 44.6 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 9a043c29b4c2e8e4d99ae428c2910543 | 1,325,545,242 | 39.325353 | -79.808043 | 0 |
3,474 | 2019-01-02 23:02:59 | 36,581,538,659,449 | fraud_Denesik, Powlowski and Pouros | home | 57.64 | Brandon | Bridges | M | 957 Miller Falls | Apison | TN | 37,302 | 35.0149 | -85.0164 | 3,730 | Occupational therapist | 1991-01-28 | 55c7d141bd59996f31eed552355d2f9f | 1,325,545,379 | 34.298454 | -84.923957 | 0 |
3,475 | 2019-01-02 23:03:27 | 567,868,110,212 | fraud_Dooley Inc | shopping_pos | 60.39 | Dawn | Tucker | F | 789 Herring Manors | Houston | TX | 77,007 | 29.7736 | -95.4034 | 2,906,700 | Copywriter, advertising | 1984-12-16 | 09b6905c2315aa0f40e4479add57741a | 1,325,545,407 | 30.621253 | -94.900186 | 0 |
3,476 | 2019-01-02 23:07:10 | 4,423,489,490,781,412 | fraud_Morissette-Schaefer | personal_care | 1.42 | Christopher | Ortega | M | 5045 Emily Wall | Princeton | IA | 52,768 | 41.6858 | -90.3706 | 1,426 | Agricultural consultant | 1957-03-06 | da6c033730c27ab0de1309638d5c1857 | 1,325,545,630 | 42.303498 | -90.927967 | 0 |
3,477 | 2019-01-02 23:08:44 | 6,011,603,272,871,604 | fraud_Fadel-Hilpert | health_fitness | 145.8 | Robert | Holland | M | 431 Tracy Expressway | Milner | GA | 30,257 | 33.141 | -84.1759 | 4,138 | Field seismologist | 1969-05-16 | 5dfa690a4c63f0352f1fae9e659fdfa5 | 1,325,545,724 | 33.941385 | -85.097742 | 0 |
3,478 | 2019-01-02 23:08:49 | 30,364,087,349,027 | fraud_Barrows PLC | shopping_pos | 4.14 | Samuel | Sandoval | M | 0005 Morrison Land | Mounds | OK | 74,047 | 35.8896 | -96.0887 | 7,163 | Fitness centre manager | 1982-02-05 | 7c9a0deebf23919c6ad4b2b6ac797c64 | 1,325,545,729 | 36.431532 | -96.0444 | 0 |
3,479 | 2019-01-02 23:09:37 | 4,651,007,077,623,147 | fraud_Schuppe-Schuppe | food_dining | 68.11 | Andrea | Lewis | F | 43075 Cohen Shoals | Ashford | WA | 98,304 | 46.7531 | -121.9898 | 759 | Video editor | 1956-09-14 | 52154b677620ee9ab956b3855345b60a | 1,325,545,777 | 46.193067 | -121.231896 | 0 |
3,480 | 2019-01-02 23:12:36 | 4,957,924,165,498 | fraud_Schoen Ltd | kids_pets | 85.86 | Alan | Parsons | M | 0547 Russell Ford Suite 574 | Kirk | CO | 80,824 | 39.6171 | -102.4776 | 207 | Network engineer | 1955-12-04 | 7f92f58c8ec70ddfe5b6eb13f7756c3c | 1,325,545,956 | 40.457621 | -102.985376 | 0 |
3,481 | 2019-01-02 23:13:23 | 213,154,573,301,411 | fraud_Schiller, Blanda and Johnson | home | 79.76 | Christopher | Sheppard | M | 39218 Baker Shoals | Bristow | IN | 47,515 | 38.1981 | -86.6821 | 965 | Horticultural therapist | 1982-02-10 | 60873a3055a9bfb8220faf8fc23f5802 | 1,325,546,003 | 37.202125 | -86.340048 | 0 |
3,482 | 2019-01-02 23:15:16 | 30,270,432,095,985 | fraud_Turcotte, McKenzie and Koss | entertainment | 14.54 | Lisa | Lin | F | 908 Brooks Brook | Lomax | IL | 61,454 | 40.6761 | -91.0391 | 725 | Environmental consultant | 1972-11-28 | a0fbb6e2826b9ca1f8661c41a9d31ae3 | 1,325,546,116 | 39.677197 | -91.526262 | 0 |
3,483 | 2019-01-02 23:16:06 | 3,576,431,665,303,017 | fraud_Breitenberg-Hermiston | kids_pets | 25.19 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | 154b151acbf22f97feade1c9894c32d7 | 1,325,546,166 | 33.841815 | -111.05691 | 0 |
3,484 | 2019-01-02 23:17:25 | 4,512,828,414,983,802,000 | fraud_Effertz, Welch and Schowalter | entertainment | 159.94 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | ddc609252e7b3f2eb9db3ed58258826a | 1,325,546,245 | 40.086256 | -79.464567 | 0 |
3,485 | 2019-01-02 23:18:18 | 3,560,725,013,359,375 | fraud_Witting, Beer and Ernser | home | 26.1 | Brooke | Smith | F | 63542 Luna Brook Apt. 012 | Notrees | TX | 79,759 | 31.8599 | -102.7413 | 23 | Cytogeneticist | 1969-09-15 | 038d9d4ef66adfcc3baab9a1f70a58ad | 1,325,546,298 | 31.90063 | -103.148546 | 0 |
3,486 | 2019-01-02 23:18:55 | 503,848,303,379 | fraud_Altenwerth, Cartwright and Koss | shopping_net | 6.36 | Gregory | Wallace | M | 27203 Darrell Landing | Saint James City | FL | 33,956 | 26.529 | -82.0916 | 3,776 | Sport and exercise psychologist | 1976-09-12 | ae61a46102d2f9896937229b6c4ba81b | 1,325,546,335 | 26.074964 | -81.193003 | 0 |
3,487 | 2019-01-02 23:19:24 | 2,235,613,922,823,698 | fraud_Turcotte, Batz and Buckridge | health_fitness | 11.67 | Melissa | Mcclure | F | 2027 Snyder Track | Manville | WY | 82,227 | 42.73 | -104.7024 | 241 | Educational psychologist | 1980-12-16 | b437b0223baaf57d620b8f47fb28d662 | 1,325,546,364 | 42.808984 | -105.325869 | 0 |
3,488 | 2019-01-02 23:19:24 | 6,539,653,032,686,894 | fraud_Feil-Morar | health_fitness | 27.94 | Samuel | Short | M | 23383 Denise Pine Apt. 099 | Sacramento | CA | 95,842 | 38.6865 | -121.3494 | 757,530 | Soil scientist | 1966-09-19 | 06e721705ce4ff4d2efb58227cb82a33 | 1,325,546,364 | 38.993188 | -121.593659 | 0 |
3,489 | 2019-01-02 23:21:22 | 4,550,599,031,376,731 | fraud_Erdman-Ebert | personal_care | 87.67 | Angela | West | F | 9471 Wong Islands | Mansfield | OH | 44,902 | 40.7559 | -82.5123 | 92,985 | Press photographer | 1968-05-29 | b3dd100093ef37dc47ccffff929f0232 | 1,325,546,482 | 41.600069 | -82.80954 | 0 |
3,490 | 2019-01-02 23:21:47 | 3,577,578,023,716,568 | fraud_Roberts, Ryan and Smith | personal_care | 41.73 | Debbie | Hughes | F | 0182 Owens Burgs Suite 480 | Diamond | OH | 44,412 | 41.0935 | -81.0425 | 2,644 | Engineer, biomedical | 1983-08-25 | 99a4c12dad37a840f99b94b48b240c63 | 1,325,546,507 | 41.094159 | -82.041369 | 0 |
3,491 | 2019-01-02 23:22:22 | 4,518,350,514,020,532 | fraud_Hahn, Bahringer and McLaughlin | personal_care | 81.68 | Christopher | Gregory | M | 9579 Porter Tunnel | Wauchula | FL | 33,873 | 27.5517 | -81.8074 | 14,742 | Teaching laboratory technician | 1993-02-26 | 6ac844c866a8530a83dc128fde8cde47 | 1,325,546,542 | 27.975382 | -82.696463 | 0 |
3,492 | 2019-01-02 23:22:57 | 4,873,783,502,705,038 | fraud_Nienow, Barrows and Romaguera | personal_care | 52.12 | Elizabeth | Maxwell | F | 194 Goodman Fall Apt. 569 | Burlington | WA | 98,233 | 48.4786 | -122.3345 | 14,871 | Public house manager | 1974-03-10 | 175d84c57c9d9a329af7624fecc4cf90 | 1,325,546,577 | 49.267392 | -123.327308 | 0 |
3,493 | 2019-01-02 23:23:04 | 4,464,457,352,619 | fraud_Ernser-Feest | home | 41.11 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | 9b0342b42df4d2e988b8da9b77968c37 | 1,325,546,584 | 28.927508 | -83.691264 | 0 |
3,494 | 2019-01-02 23:24:12 | 4,476,840,372,112 | fraud_Torp, Muller and Borer | health_fitness | 63.59 | Steven | Walters | M | 3206 Hall Divide Suite 282 | Woodville | AL | 35,776 | 34.6689 | -86.2296 | 3,395 | Editor, commissioning | 1979-01-21 | e205103565e4adb51d3f4e38503566c5 | 1,325,546,652 | 35.612375 | -86.642539 | 0 |
3,495 | 2019-01-02 23:24:23 | 30,103,132,002,433 | fraud_Haag-Blanda | food_dining | 78.93 | Stephanie | Middleton | F | 99736 Rose Shoals Apt. 504 | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Dispensing optician | 1987-10-26 | 499e44dbea177502e531aea793e3b40e | 1,325,546,663 | 41.873512 | -77.635338 | 0 |
3,496 | 2019-01-02 23:25:06 | 344,709,867,813,900 | fraud_Pacocha-Bauch | shopping_pos | 85.12 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | f1aea846cf002b470aae552ccd1c7023 | 1,325,546,706 | 26.733457 | -82.102841 | 0 |
3,497 | 2019-01-02 23:25:12 | 3,528,407,217,576,457 | fraud_Howe PLC | entertainment | 114.86 | Patricia | Leach | F | 71309 Martinez Stravenue | Kingsport | TN | 37,663 | 36.4715 | -82.4834 | 87,124 | Warden/ranger | 1987-02-14 | 4cbc3985d9021271886c524b1903631e | 1,325,546,712 | 37.299123 | -83.102931 | 0 |
3,498 | 2019-01-02 23:25:35 | 213,141,712,584,544 | fraud_Schiller, Blanda and Johnson | home | 85.49 | Margaret | Curtis | F | 742 Oneill Shore | Florence | MS | 39,073 | 32.153 | -90.1217 | 19,685 | Fine artist | 1984-12-24 | 0de842b1471b01c8a9e2c4ff7bf0cd2c | 1,325,546,735 | 32.949063 | -89.251771 | 0 |
3,499 | 2019-01-02 23:26:39 | 2,254,917,871,818,484 | fraud_Ritchie, Bradtke and Stiedemann | travel | 8.89 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | 66ec3e2105ec99cc987602e97fd6b791 | 1,325,546,799 | 38.366068 | -76.173096 | 0 |
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