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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3,000 | 2020-06-22 07:38:51 | 4,990,494,243,023 | fraud_Eichmann, Bogan and Rodriguez | gas_transport | 91.93 | Martin | Ford | M | 56812 Francis Courts | Corriganville | MD | 21,524 | 39.6967 | -78.8031 | 626 | Energy engineer | 1960-12-13 | 683b8a9c506b51499a0bb257463e3e14 | 1,371,886,731 | 38.861174 | -78.604461 | 0 |
3,001 | 2020-06-22 07:39:28 | 4,956,828,990,005,111,000 | fraud_Adams, Kovacek and Kuhlman | grocery_net | 63.16 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | 765db09fecb2934b55f421d3e814a314 | 1,371,886,768 | 40.901499 | -73.504272 | 0 |
3,002 | 2020-06-22 07:40:05 | 180,072,527,505,094 | fraud_DuBuque LLC | grocery_pos | 98.15 | Cody | Miller | M | 25748 John Wells | Mooresville | NC | 28,117 | 35.584 | -80.8685 | 69,793 | Control and instrumentation engineer | 1953-12-08 | afb7c4f94cb16006edbfa3b5902730d8 | 1,371,886,805 | 36.187321 | -81.458635 | 0 |
3,003 | 2020-06-22 07:42:17 | 36,913,587,729,122 | fraud_O'Keefe-Hudson | grocery_pos | 208.34 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | aa03991b9e6f3136e6d0604363b0ddc5 | 1,371,886,937 | 43.727836 | -115.779382 | 0 |
3,004 | 2020-06-22 07:42:30 | 4,377,338,765,909,719 | fraud_Rutherford, Homenick and Bergstrom | grocery_net | 44.89 | Nicholas | Mcmahon | M | 2123 Jonathan Falls Suite 753 | Heiskell | TN | 37,754 | 36.115 | -84.0438 | 4,729 | Geologist, wellsite | 1982-04-19 | 072e02cde173d22c3f2432e5ca44f2e2 | 1,371,886,950 | 36.447298 | -84.055071 | 0 |
3,005 | 2020-06-22 07:42:41 | 180,056,173,248,083 | fraud_Stokes, Christiansen and Sipes | grocery_net | 46.41 | Larry | Warner | M | 145 Jeffrey Key Suite 668 | Lakeview | MI | 48,850 | 43.4269 | -85.2924 | 4,474 | Emergency planning/management officer | 1976-01-15 | 7a89e5f10b41c832ce275f3f7ac98d90 | 1,371,886,961 | 43.621277 | -86.070903 | 0 |
3,006 | 2020-06-22 07:43:04 | 38,052,002,992,326 | fraud_VonRueden Group | grocery_net | 34.18 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | 27e2ddc53f5519c938c95b0f46d35879 | 1,371,886,984 | 29.920312 | -95.880032 | 0 |
3,007 | 2020-06-22 07:43:09 | 3,514,865,930,894,695 | fraud_Stroman, Hudson and Erdman | gas_transport | 47.97 | Christopher | Castaneda | M | 1632 Cohen Drive Suite 639 | High Rolls Mountain Park | NM | 88,325 | 32.9396 | -105.8189 | 899 | Naval architect | 1967-08-30 | 7340aea9ca312c7f1be3a041dd2d24b5 | 1,371,886,989 | 32.975895 | -105.990982 | 0 |
3,008 | 2020-06-22 07:43:11 | 4,797,297,220,948,469,000 | fraud_Bernhard Inc | gas_transport | 40.81 | Erica | Briggs | F | 3310 Davidson Spurs Apt. 107 | Oolitic | IN | 47,451 | 38.8938 | -86.5246 | 1,228 | Counsellor | 1991-03-13 | f33166c7698a833529b3b74b0d4036d3 | 1,371,886,991 | 38.97497 | -86.040361 | 0 |
3,009 | 2020-06-22 07:43:38 | 213,161,231,269,724 | fraud_Vandervort-Funk | grocery_pos | 113.98 | Alyssa | Morgan | F | 622 Robin Run Suite 764 | Gadsden | AL | 35,901 | 34.048 | -85.9246 | 67,082 | Physiological scientist | 1963-02-09 | 3fed4f1adf7a41fc374b734b1ea76d4c | 1,371,887,018 | 34.532972 | -86.085233 | 0 |
3,010 | 2020-06-22 07:43:56 | 4,500,002,361,389 | fraud_Berge LLC | gas_transport | 109.54 | Joseph | Nixon | M | 86882 Desiree Camp Suite 047 | Tyaskin | MD | 21,865 | 38.2833 | -75.8465 | 470 | Music tutor | 1965-04-07 | 1734f186b8ddfb4372265a291c7cc795 | 1,371,887,036 | 38.937047 | -75.384007 | 0 |
3,011 | 2020-06-22 07:44:02 | 38,947,654,498,698 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 92.61 | Lori | Rodriguez | F | 12087 Michael Light | Creola | OH | 45,622 | 39.3543 | -82.503 | 321 | Copywriter, advertising | 1979-06-24 | 2c6c39e5067fedd467aaa2710db6d871 | 1,371,887,042 | 39.668829 | -82.356332 | 0 |
3,012 | 2020-06-22 07:44:17 | 4,777,065,439,639,721 | fraud_Kerluke-Abshire | shopping_net | 91.8 | Peter | Caldwell | M | 08966 Beltran Route Suite 905 | Oaks | PA | 19,456 | 40.1334 | -75.4536 | 737 | Oceanographer | 1987-04-24 | ed0497d32f69c9635e9d68ca85e7cf73 | 1,371,887,057 | 39.662323 | -74.96471 | 0 |
3,013 | 2020-06-22 07:44:42 | 6,011,348,830,550,197 | fraud_Olson, Becker and Koch | gas_transport | 49.93 | Samuel | Johnston | M | 16285 Jessica Lights | Birmingham | AL | 35,229 | 33.4629 | -86.7904 | 493,806 | Musician | 1980-07-12 | 9a7c3615d85fdcdf52fa01e27a55e339 | 1,371,887,082 | 32.673224 | -86.934589 | 0 |
3,014 | 2020-06-22 07:44:58 | 4,342,532,437,704,183 | fraud_Runolfsson and Sons | grocery_net | 91.34 | Kevin | Elliott | M | 1852 Vincent Isle Suite 328 | Newark Valley | NY | 13,811 | 42.2281 | -76.1625 | 4,354 | Further education lecturer | 1994-02-16 | ff0d45113dd78faa289951d454c35ed1 | 1,371,887,098 | 43.215415 | -75.489834 | 0 |
3,015 | 2020-06-22 07:45:00 | 5,388,659,976,630,693 | fraud_Eichmann, Bogan and Rodriguez | gas_transport | 85.62 | Charles | Preston | M | 5364 William Harbor | Seneca | WI | 54,654 | 43.2064 | -90.9405 | 153 | Quantity surveyor | 1962-02-14 | 2cb68cd85bb88d15eb728e97c6cfcd0c | 1,371,887,100 | 44.031979 | -90.088379 | 0 |
3,016 | 2020-06-22 07:45:26 | 343,746,486,082,492 | fraud_Stracke-Lemke | grocery_pos | 23.39 | Jeffrey | Munoz | M | 836 Stephanie Union | Cedar | MI | 49,621 | 44.8605 | -85.8138 | 3,096 | Social research officer, government | 1975-10-11 | 59ae8181cba092952c97a77097cff939 | 1,371,887,126 | 44.360171 | -85.645081 | 0 |
3,017 | 2020-06-22 07:45:59 | 6,593,250,708,747,804 | fraud_Koepp-Parker | grocery_pos | 241.57 | Melissa | Meza | F | 244 Abbott Parkway | Loxahatchee | FL | 33,470 | 26.7383 | -80.276 | 26,551 | Paramedic | 1977-01-04 | 5ceba80443f2a28b6d5d485197915922 | 1,371,887,159 | 26.120571 | -80.653024 | 0 |
3,018 | 2020-06-22 07:46:33 | 639,023,984,367 | fraud_Bednar Group | misc_net | 1.36 | Destiny | Lowe | F | 79472 Stevens Trace Apt. 120 | Hannawa Falls | NY | 13,647 | 44.6087 | -74.9732 | 69 | Chief Executive Officer | 1991-06-05 | 59dc090234586e3c4b9fd296d6c5aded | 1,371,887,193 | 44.256706 | -75.658349 | 0 |
3,019 | 2020-06-22 07:46:43 | 560,881,134,780 | fraud_Greenfelder, Bartoletti and Davis | misc_net | 1.47 | Audrey | Martinez | F | 343 Joshua Views | Liberty Mills | IN | 46,946 | 41.0356 | -85.7358 | 136 | Soil scientist | 1953-03-19 | 11b8c6da3d2c9ec24a28792d2338596d | 1,371,887,203 | 41.093239 | -86.500136 | 0 |
3,020 | 2020-06-22 07:46:55 | 3,527,063,666,782,582 | fraud_Torphy-Goyette | shopping_pos | 663.76 | Amanda | Alexander | F | 21810 James Mall | Camden | TX | 75,934 | 30.9 | -94.7547 | 99 | Colour technologist | 1965-11-21 | c194e92902047216ece740dc85ee8803 | 1,371,887,215 | 30.519634 | -95.174352 | 0 |
3,021 | 2020-06-22 07:47:03 | 3,514,897,282,719,543 | fraud_Reinger, Weissnat and Strosin | food_dining | 21.63 | Steven | Faulkner | M | 841 Cheryl Centers Suite 115 | Farmington | NY | 14,425 | 42.958 | -77.3083 | 10,717 | Cytogeneticist | 1952-10-13 | 6e8aff31d0b3f82651418f89bc0ae20f | 1,371,887,223 | 42.212125 | -77.890428 | 0 |
3,022 | 2020-06-22 07:47:23 | 3,523,843,138,706,408 | fraud_Ledner-Pfannerstill | gas_transport | 48.22 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36,758 | 32.6176 | -86.9475 | 1,412 | Drilling engineer | 1970-11-20 | b45e9abc47e9caad338fd7d626ec1add | 1,371,887,243 | 32.247077 | -86.062953 | 0 |
3,023 | 2020-06-22 07:47:39 | 4,003,771,737,807,706 | fraud_Kutch LLC | gas_transport | 31.07 | Danielle | Hayden | F | 03368 Michelle Trail | Gregory | AR | 72,059 | 35.1791 | -91.2594 | 37 | Lecturer, further education | 1958-01-01 | e9bd8f1481626d35dabb5e1d0decccdc | 1,371,887,259 | 34.452009 | -91.176873 | 0 |
3,024 | 2020-06-22 07:48:14 | 343,819,048,608,995 | fraud_Kerluke, Considine and Macejkovic | misc_net | 10.95 | Shelby | Cannon | F | 1535 Ryan Burgs Suite 919 | Des Moines | IA | 50,312 | 41.5855 | -93.6719 | 222,785 | Wellsite geologist | 1956-01-24 | 95d1a559d19b8dd429253df6987a28a3 | 1,371,887,294 | 42.125192 | -94.539108 | 0 |
3,025 | 2020-06-22 07:48:18 | 30,030,380,240,193 | fraud_Torp-Lemke | misc_pos | 32.85 | William | Jenkins | M | 50614 Kevin Point | Harper | TX | 78,631 | 30.2816 | -99.241 | 2,395 | Pharmacist, community | 1993-11-17 | 7af9010ac403fb5a7d738c5b8be1f9ff | 1,371,887,298 | 30.23169 | -100.10596 | 0 |
3,026 | 2020-06-22 07:49:11 | 4,070,511,711,385,545 | fraud_Torp-Labadie | gas_transport | 60.86 | Stephanie | Hopkins | F | 44089 Carrie Crossing Suite 954 | Falls City | TX | 78,113 | 28.9814 | -98.0156 | 2,435 | Engineer, mining | 1967-04-09 | d6fb53fc0fa64f47ac14582e6e5fba81 | 1,371,887,351 | 29.632613 | -98.919201 | 0 |
3,027 | 2020-06-22 07:49:21 | 4,464,457,352,619 | fraud_Casper, Hand and Zulauf | grocery_pos | 77.06 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | e42d376c57d011972daf418ef457ffdc | 1,371,887,361 | 30.270521 | -83.816525 | 0 |
3,028 | 2020-06-22 07:49:27 | 3,587,044,315,915,002 | fraud_Schumm PLC | shopping_net | 107.73 | Christian | Roman | M | 495 Fisher Throughway | Grand Junction | TN | 38,039 | 35.0659 | -89.1534 | 1,804 | Clothing/textile technologist | 1974-10-15 | b1f31bf2355fa9e77d885a53b3f07370 | 1,371,887,367 | 35.605939 | -89.937544 | 0 |
3,029 | 2020-06-22 07:49:33 | 3,500,969,075,198,072 | fraud_Bins-Rice | gas_transport | 45.93 | Kenneth | Sanchez | M | 0110 Ashley Forest | Tekoa | WA | 99,033 | 47.2271 | -117.0819 | 895 | Clothing/textile technologist | 1999-05-31 | 6ea637d952e40327300748e73aeddb7e | 1,371,887,373 | 47.346277 | -116.174558 | 0 |
3,030 | 2020-06-22 07:50:03 | 371,683,116,218,417 | fraud_Will Ltd | food_dining | 72.97 | Debra | Becker | F | 384 Jonathan Hills | Iselin | NJ | 8,830 | 40.5716 | -74.3167 | 18,459 | Emergency planning/management officer | 1929-03-19 | 1708a148004840e8c84a3708e0f72fa3 | 1,371,887,403 | 40.652187 | -75.0477 | 0 |
3,031 | 2020-06-22 07:51:03 | 3,558,881,852,140,592 | fraud_Schmitt Ltd | misc_net | 3.15 | Christopher | Holt | M | 05597 Michael Spurs | Parks | AZ | 86,018 | 35.2563 | -111.95 | 759 | Geologist, engineering | 1957-03-28 | 80c0740c62d724b6976731f43d7c3ed9 | 1,371,887,463 | 35.353246 | -111.188232 | 0 |
3,032 | 2020-06-22 07:51:21 | 3,597,926,034,019,603 | fraud_Koepp-Parker | grocery_pos | 67.77 | Derrick | Flores | M | 83690 Nicholas Ports Apt. 846 | Oakland | TN | 38,060 | 35.2229 | -89.5518 | 9,496 | Furniture conservator/restorer | 1993-03-23 | a3169c22ffcec70bd255b280a4324012 | 1,371,887,481 | 35.410436 | -88.86951 | 0 |
3,033 | 2020-06-22 07:51:34 | 346,273,234,529,002 | fraud_Wiegand-Lowe | grocery_net | 55.48 | Donna | Moreno | F | 32301 Albert River Suite 364 | Ronceverte | WV | 24,970 | 37.7418 | -80.4626 | 4,575 | Statistician | 1991-10-22 | 9e8592ca05bafc29a6c54923b33862c0 | 1,371,887,494 | 36.856238 | -81.158699 | 0 |
3,034 | 2020-06-22 07:51:51 | 3,502,377,050,801,561 | fraud_Jakubowski Group | food_dining | 57.86 | Kathleen | Martin | F | 659 Nicole Cove Suite 560 | New Waverly | TX | 77,358 | 30.5354 | -95.4532 | 4,993 | Scientist, biomedical | 1948-11-30 | 52f41cdc1cd8d6f03382634c54ca7e5a | 1,371,887,511 | 31.126566 | -95.366333 | 0 |
3,035 | 2020-06-22 07:51:57 | 4,658,117,080,136 | fraud_Durgan-Auer | misc_net | 8.25 | Dwayne | Martinez | M | 490 Baldwin Alley Apt. 468 | Crownpoint | NM | 87,313 | 35.7206 | -108.0271 | 5,662 | IT consultant | 1989-04-08 | bd6d513f82a2faa6d4bc9b28247ff3f8 | 1,371,887,517 | 36.306211 | -108.871752 | 0 |
3,036 | 2020-06-22 07:52:19 | 4,917,187,576,956,394 | fraud_Kozey-Boehm | shopping_net | 3.04 | Joel | Rivera | M | 121 Solis Summit Apt. 934 | Tryon | OK | 74,875 | 35.8759 | -96.9623 | 1,165 | Psychotherapist, child | 1944-11-11 | c7774131311ee11903e9e315fefa6a6a | 1,371,887,539 | 36.850979 | -96.783548 | 0 |
3,037 | 2020-06-22 07:53:19 | 4,128,730,454,058,057,700 | fraud_Reichert, Huels and Hoppe | shopping_net | 8.17 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | a2b583e5ec6ed861fc21a9b753ab9772 | 1,371,887,599 | 30.817422 | -94.134949 | 0 |
3,038 | 2020-06-22 07:53:34 | 3,567,879,740,649,740 | fraud_Reynolds-Schinner | misc_pos | 649.56 | Tanya | Williams | F | 566 Megan Well | Brownville | NY | 13,615 | 44.0577 | -76.0196 | 1,271 | Producer, radio | 1958-08-14 | 28f2667e5fe871bfe754a977548cbb56 | 1,371,887,614 | 44.772119 | -76.711771 | 0 |
3,039 | 2020-06-22 07:53:34 | 4,474,324,669,797,121 | fraud_Gottlieb, Considine and Schultz | shopping_net | 2.46 | Matthew | Russell | M | 168 Michael Coves Suite 343 | June Lake | CA | 93,529 | 37.7773 | -119.0825 | 633 | Health service manager | 1927-09-09 | 66bde8a7fbdcd9f6d49c8eeb3324266a | 1,371,887,614 | 37.5036 | -119.132669 | 0 |
3,040 | 2020-06-22 07:55:12 | 4,066,595,222,529 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 111.87 | Jamie | Olson | F | 3423 Michael Canyon Suite 276 | River | KY | 41,254 | 37.8795 | -82.7251 | 571 | Quarry manager | 1931-03-07 | dae827a8a4066cd96a73c40b1a9a6b82 | 1,371,887,712 | 37.541932 | -81.935943 | 0 |
3,041 | 2020-06-22 07:56:23 | 375,534,208,663,984 | fraud_Ledner-Pfannerstill | gas_transport | 73.41 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | c0e9641b57ab90c583eee30ce0c0c1ea | 1,371,887,783 | 37.443063 | -80.349577 | 0 |
3,042 | 2020-06-22 07:56:31 | 30,442,439,074,871 | fraud_Kemmer-Reinger | grocery_net | 56.57 | Linda | Sanchez | F | 6574 William Hill Apt. 375 | Jermyn | PA | 18,433 | 41.5744 | -75.5881 | 6,508 | Training and development officer | 1981-06-22 | 1026d4aedbd5fa9e8f8c6cfb5ef00dae | 1,371,887,791 | 42.569896 | -75.358521 | 0 |
3,043 | 2020-06-22 07:56:52 | 639,077,309,909 | fraud_Mosciski, Ziemann and Farrell | shopping_net | 3.7 | Justin | Carter | M | 853 Miller Bypass Suite 802 | Broomfield | CO | 80,021 | 39.8854 | -105.1139 | 92,337 | Engineer, electronics | 1967-10-18 | 0e8b610ddbed44a2b5ea9955f9735844 | 1,371,887,812 | 40.396877 | -104.302232 | 0 |
3,044 | 2020-06-22 07:57:41 | 6,011,148,190,095,209 | fraud_Rodriguez, Yost and Jenkins | misc_net | 56.85 | Terri | Bailey | F | 508 Erin Mount | Daly City | CA | 94,015 | 37.6787 | -122.478 | 107,941 | Buyer, industrial | 1991-10-04 | eafffa564ccac566069d80562cda2f47 | 1,371,887,861 | 37.867215 | -123.448951 | 0 |
3,045 | 2020-06-22 07:57:44 | 3,567,879,740,649,740 | fraud_Schmidt and Sons | shopping_net | 2.41 | Tanya | Williams | F | 566 Megan Well | Brownville | NY | 13,615 | 44.0577 | -76.0196 | 1,271 | Producer, radio | 1958-08-14 | 520b66f18f50aab68aef9c94cd698559 | 1,371,887,864 | 44.739414 | -75.479601 | 0 |
3,046 | 2020-06-22 07:57:58 | 3,593,118,134,380,341 | fraud_Wolf Inc | grocery_pos | 126.99 | Laura | Casey | F | 6114 Moran Way | Steuben | ME | 4,680 | 44.4971 | -67.9503 | 1,131 | Make | 1959-05-10 | 0c68a42daed1fd9ae0e6ad3b2e7b25b2 | 1,371,887,878 | 44.362122 | -68.438482 | 0 |
3,047 | 2020-06-22 07:58:33 | 60,416,207,185 | fraud_Conroy-Cruickshank | gas_transport | 65.25 | Mary | Diaz | F | 9886 Anita Drive | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Information systems manager | 1986-02-17 | ca1f04d9d549c507356ffa8f9b43d81f | 1,371,887,913 | 43.932724 | -109.699794 | 0 |
3,048 | 2020-06-22 07:58:44 | 4,225,990,116,481,262,600 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 98.5 | Brian | Simpson | M | 2711 Duran Pines | Honokaa | HI | 96,727 | 20.0827 | -155.488 | 4,878 | Physiotherapist | 1966-12-03 | 6109f730612b3219c1f70dd4a348790a | 1,371,887,924 | 19.836565 | -154.713291 | 0 |
3,049 | 2020-06-22 07:59:04 | 36,913,587,729,122 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 46.27 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | 8844d93787484f2252fbabab6329aba1 | 1,371,887,944 | 44.466342 | -116.535215 | 0 |
3,050 | 2020-06-22 07:59:24 | 3,543,591,270,174,051 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 68.83 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | 87f1e44c3a6519d54f76f6d4e4044f13 | 1,371,887,964 | 40.697941 | -79.274344 | 0 |
3,051 | 2020-06-22 07:59:48 | 571,465,035,400 | fraud_Corwin-Collins | gas_transport | 68.61 | Louis | Fisher | M | 45654 Hess Rest | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Freight forwarder | 1976-02-26 | 42fa4ba906c85fe323405bc1d929bc77 | 1,371,887,988 | 43.67684 | -108.921785 | 0 |
3,052 | 2020-06-22 08:00:44 | 30,487,648,872,433 | fraud_Haley Group | misc_pos | 606.25 | Stephanie | Crane | F | 144 Martinez Curve | Central | IN | 47,110 | 38.097 | -86.1723 | 350 | Counsellor | 1955-01-05 | e4a79c75ed6ea26f2276cba2557c52cf | 1,371,888,044 | 37.373579 | -86.20539 | 0 |
3,053 | 2020-06-22 08:01:02 | 6,595,970,453,799,027 | fraud_Romaguera, Cruickshank and Greenholt | shopping_net | 7.4 | Gina | Gomez | F | 72030 Shelton Crossing Apt. 742 | Stirling | NJ | 7,980 | 40.6774 | -74.4968 | 2,307 | Science writer | 1969-09-11 | 030a7af75fea9259ca4af6522dfee380 | 1,371,888,062 | 40.928718 | -75.319956 | 0 |
3,054 | 2020-06-22 08:01:06 | 38,580,485,618,059 | fraud_Little, Gutmann and Lynch | shopping_net | 4.23 | Teresa | Clark | F | 1323 Derek Mission | Noonan | ND | 58,765 | 48.8856 | -103.0098 | 248 | Industrial/product designer | 1968-05-13 | 2f3a47cc068e88ed9a805807ccd18462 | 1,371,888,066 | 48.701542 | -103.675102 | 0 |
3,055 | 2020-06-22 08:01:17 | 676,245,600,876 | fraud_Okuneva, Schneider and Rau | shopping_pos | 9.89 | Ashley | Blanchard | F | 292 Lowe Dam Suite 858 | West Palm Beach | FL | 33,417 | 26.7197 | -80.1248 | 459,921 | Historic buildings inspector/conservation officer | 1960-06-14 | 21d9df0856003071f4a7b5a660f7959c | 1,371,888,077 | 26.808357 | -80.155573 | 0 |
3,056 | 2020-06-22 08:01:28 | 2,285,066,385,084,291 | fraud_Friesen-D'Amore | gas_transport | 63.64 | Richard | Brown | M | 17819 Jose Mount Suite 657 | Heidelberg | MS | 39,439 | 31.882 | -88.9981 | 4,573 | Exhibitions officer, museum/gallery | 1988-02-15 | a8e1d57beb449e753f936b34ed4a782f | 1,371,888,088 | 32.274536 | -88.649531 | 0 |
3,057 | 2020-06-22 08:02:04 | 6,597,888,193,422,452 | fraud_Olson, Becker and Koch | gas_transport | 74.47 | Bill | Lane | M | 4725 Hurst Curve Apt. 634 | Holliday | TX | 76,366 | 33.6751 | -98.6576 | 2,317 | Chief Technology Officer | 1964-08-23 | 3e8ff97fa26b193af940347b30fc9a6d | 1,371,888,124 | 32.684158 | -99.458355 | 0 |
3,058 | 2020-06-22 08:02:35 | 4,806,443,445,305 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 59.66 | Eric | Patel | M | 69459 Rachel Prairie Apt. 850 | Ironton | OH | 45,638 | 38.5294 | -82.6654 | 21,635 | Geochemist | 2001-07-10 | f82da3a7699da6d6f0a65179c50db3d9 | 1,371,888,155 | 39.360038 | -83.10517 | 0 |
3,059 | 2020-06-22 08:03:40 | 213,180,742,685,905 | fraud_Koss and Sons | gas_transport | 70.78 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | a8c11558d328628473389efc934ecd0f | 1,371,888,220 | 40.743856 | -123.439058 | 0 |
3,060 | 2020-06-22 08:05:14 | 4,070,511,711,385,545 | fraud_Kerluke, Kertzmann and Wiza | misc_net | 6.54 | Stephanie | Hopkins | F | 44089 Carrie Crossing Suite 954 | Falls City | TX | 78,113 | 28.9814 | -98.0156 | 2,435 | Engineer, mining | 1967-04-09 | 7e22f3815bd2f91a6d10f84975058f16 | 1,371,888,314 | 28.921811 | -98.39881 | 0 |
3,061 | 2020-06-22 08:05:27 | 676,248,282,243 | fraud_Prohaska-Murray | gas_transport | 85.74 | Amanda | Wheeler | F | 329 Emily Cape | Cape Coral | FL | 33,909 | 26.6939 | -81.9452 | 156,391 | Higher education careers adviser | 1968-02-09 | bb65425a56c53542f620cbb09758711a | 1,371,888,327 | 27.474216 | -81.203606 | 0 |
3,062 | 2020-06-22 08:06:14 | 3,587,044,315,915,002 | fraud_Zemlak Group | misc_net | 108.11 | Christian | Roman | M | 495 Fisher Throughway | Grand Junction | TN | 38,039 | 35.0659 | -89.1534 | 1,804 | Clothing/textile technologist | 1974-10-15 | 78324b21159cd55289908e1b6083653b | 1,371,888,374 | 34.701905 | -88.178496 | 0 |
3,063 | 2020-06-22 08:07:24 | 342,319,985,983,023 | fraud_Altenwerth, Cartwright and Koss | shopping_net | 103.31 | Bryan | Pugh | M | 6366 French Field | Margaretville | NY | 12,455 | 42.1852 | -74.6178 | 1,988 | Environmental health practitioner | 1978-05-23 | f5ff4d4585c1e3bdd21c32f8ecfeb4a1 | 1,371,888,444 | 41.834553 | -75.373667 | 0 |
3,064 | 2020-06-22 08:07:56 | 30,230,540,139,182 | fraud_Cole PLC | grocery_pos | 95.33 | Hayden | Sanders | M | 8465 Reed Green Suite 559 | Montandon | PA | 17,850 | 40.9661 | -76.8575 | 645 | Orthoptist | 1974-05-18 | 309212a491b462abcafc6a887389a725 | 1,371,888,476 | 39.979021 | -75.862326 | 0 |
3,065 | 2020-06-22 08:07:58 | 4,260,059,589,824,237 | fraud_Connelly PLC | food_dining | 132.25 | Aaron | Rogers | M | 969 Huerta Path Apt. 270 | Valentine | NE | 69,201 | 42.8062 | -100.6215 | 4,005 | Network engineer | 1945-03-15 | bb7c9e5c4025f476aaebc9e78e928d36 | 1,371,888,478 | 43.393944 | -99.890326 | 0 |
3,066 | 2020-06-22 08:08:06 | 4,973,530,368,125,489,000 | fraud_Cole PLC | grocery_pos | 76.85 | Mary | Rodriguez | F | 8986 Fitzgerald Plains | Winslow | AR | 72,959 | 35.8312 | -94.1187 | 2,786 | Musician | 1965-09-27 | feb1b03a5bf450871335426683bf38e2 | 1,371,888,486 | 35.664272 | -93.616517 | 0 |
3,067 | 2020-06-22 08:08:22 | 4,988,304,376,504 | fraud_Ferry, Lynch and Kautzer | misc_net | 1.25 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | b8f9e1c15cb38534670b333103b66050 | 1,371,888,502 | 42.14317 | -73.237784 | 0 |
3,068 | 2020-06-22 08:08:24 | 4,996,263,498,048,679 | fraud_Kutch, Hermiston and Farrell | gas_transport | 56.21 | Kendra | King | F | 154 Hernandez Keys | Smith River | CA | 95,567 | 41.9404 | -124.1587 | 1,930 | Web designer | 1983-06-13 | aafdc0ef2d009a7cff0f9200c1888366 | 1,371,888,504 | 42.236047 | -124.426463 | 0 |
3,069 | 2020-06-22 08:09:31 | 4,658,490,815,480,264 | fraud_Kiehn Inc | grocery_pos | 95.05 | Tara | Richards | F | 4879 Cristina Station | Keisterville | PA | 15,449 | 39.9636 | -79.7853 | 184 | Systems developer | 1945-11-04 | ca5a2a740fa7ccf2dcbc999d834de3c3 | 1,371,888,571 | 39.695127 | -78.858276 | 0 |
3,070 | 2020-06-22 08:10:51 | 676,195,318,214 | fraud_Adams, Kovacek and Kuhlman | grocery_net | 37.05 | Brandy | Quinn | F | 9734 Beard Fields Suite 885 | Altair | TX | 77,412 | 29.6047 | -96.5249 | 106 | Editor, film/video | 1983-07-24 | ece7f367a2a078cc9eb758dcd2ba994b | 1,371,888,651 | 30.471199 | -96.696061 | 0 |
3,071 | 2020-06-22 08:11:14 | 30,407,675,418,785 | fraud_Ortiz Group | grocery_net | 38.69 | Danielle | Evans | F | 76752 David Lodge Apt. 064 | Breesport | NY | 14,816 | 42.1939 | -76.7361 | 520 | Psychotherapist | 1991-10-13 | e4b40e1e8c4137d2ea0df8ae2bb26277 | 1,371,888,674 | 42.777555 | -77.570607 | 0 |
3,072 | 2020-06-22 08:11:46 | 213,175,487,106,448 | fraud_Cormier LLC | shopping_net | 3.36 | Diane | Jackson | F | 682 Mills Way Apt. 814 | Rule | TX | 79,548 | 33.0771 | -99.959 | 932 | Physicist, medical | 1954-12-10 | 614d8c22740bc81f163ee024e878a2a6 | 1,371,888,706 | 33.375414 | -99.90278 | 0 |
3,073 | 2020-06-22 08:12:13 | 6,011,348,830,550,197 | fraud_Mraz-Herzog | gas_transport | 43.87 | Samuel | Johnston | M | 16285 Jessica Lights | Birmingham | AL | 35,229 | 33.4629 | -86.7904 | 493,806 | Musician | 1980-07-12 | 447b09196828200be040d8113ea106fc | 1,371,888,733 | 32.500407 | -87.058912 | 0 |
3,074 | 2020-06-22 08:12:20 | 6,011,626,928,491,360 | fraud_McDermott-Rice | misc_pos | 1.38 | Heather | Roberts | F | 62934 Maria Cliffs Suite 350 | Bethel Springs | TN | 38,315 | 35.2289 | -88.644 | 3,876 | Senior tax professional/tax inspector | 1960-11-19 | 58c8a1a80304d3a155cf04169a52d996 | 1,371,888,740 | 36.192274 | -87.722315 | 0 |
3,075 | 2020-06-22 08:12:45 | 6,011,305,591,981,276 | fraud_Schuppe-Schuppe | food_dining | 84.77 | Daniel | Jones | M | 290 Kathryn Fall | Huntsville | AL | 35,803 | 34.6205 | -86.551 | 190,178 | Engineer, automotive | 1959-06-06 | f114589ba8e03bb530e3f64794e0e843 | 1,371,888,765 | 35.332066 | -86.320859 | 0 |
3,076 | 2020-06-22 08:12:46 | 3,559,723,917,628,303 | fraud_Deckow-O'Conner | grocery_pos | 91.09 | Matthew | Huerta | M | 622 Williams Trafficway | Ringwood | IL | 60,072 | 42.4048 | -88.3054 | 928 | Outdoor activities/education manager | 1985-05-13 | 4d2acb0431ce7199db39dfa265af2031 | 1,371,888,766 | 43.077251 | -88.382071 | 0 |
3,077 | 2020-06-22 08:14:29 | 375,534,208,663,984 | fraud_Gutmann Ltd | grocery_net | 53.75 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | dffd1fd1f8870ceb1841bb0457a1363e | 1,371,888,869 | 38.789382 | -80.005602 | 0 |
3,078 | 2020-06-22 08:14:41 | 3,534,718,226,968,689 | fraud_Bartoletti-Wunsch | gas_transport | 70.28 | Lisa | Lopez | F | 32343 Saunders Course | Dongola | IL | 62,926 | 37.3712 | -89.1349 | 2,263 | Scientific laboratory technician | 1984-09-13 | 2f434fc99eec58cfc9d959ff76a01eba | 1,371,888,881 | 36.67663 | -89.443619 | 0 |
3,079 | 2020-06-22 08:14:47 | 5,154,903,938,030,655 | fraud_Hudson-Ratke | grocery_pos | 157.27 | Felicia | Combs | F | 825 Martinez Springs Apt. 625 | White Sulphur Springs | WV | 24,986 | 37.7827 | -80.3129 | 5,216 | Community development worker | 1993-10-05 | 3b8bc1b9902c8a330126c52c72186fcc | 1,371,888,887 | 36.798943 | -79.768698 | 0 |
3,080 | 2020-06-22 08:15:37 | 343,668,971,234,893 | fraud_Harris Inc | gas_transport | 86.42 | Sally | Moore | F | 835 Reese Views Suite 884 | Hopkins | SC | 29,061 | 33.9349 | -80.8449 | 13,717 | Chiropodist | 1949-11-16 | 7869c31a48b135be8c54d7526b61a358 | 1,371,888,937 | 33.754259 | -80.850333 | 0 |
3,081 | 2020-06-22 08:15:38 | 4,586,260,469,584 | fraud_Schmidt and Sons | shopping_net | 4.54 | Melody | Thompson | F | 0362 Anderson Wall | Mound City | MO | 64,470 | 40.1362 | -95.2138 | 1,631 | Architect | 1953-01-20 | 1e3e9a2b79f4a43a0bd41f2daf97991d | 1,371,888,938 | 39.808612 | -95.530243 | 0 |
3,082 | 2020-06-22 08:15:51 | 2,285,066,385,084,291 | fraud_Skiles-Ankunding | grocery_net | 37.83 | Richard | Brown | M | 17819 Jose Mount Suite 657 | Heidelberg | MS | 39,439 | 31.882 | -88.9981 | 4,573 | Exhibitions officer, museum/gallery | 1988-02-15 | 6dfc87c1f946eeb596513503563192e7 | 1,371,888,951 | 32.830927 | -88.005115 | 0 |
3,083 | 2020-06-22 08:15:54 | 4,587,577,161,160,601 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 160.15 | Tina | Lawrence | F | 12444 Jacob Pines | Nobleboro | ME | 4,555 | 44.0943 | -69.4828 | 1,643 | Financial trader | 1976-04-12 | 030449789e9e0cb1b108825b6832ffca | 1,371,888,954 | 44.662741 | -69.364554 | 0 |
3,084 | 2020-06-22 08:16:53 | 36,485,887,555,770 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 53.97 | Michael | Gross | M | 230 Ryan Tunnel Apt. 025 | Fulton | OH | 43,321 | 40.4971 | -82.8342 | 267 | Facilities manager | 2005-01-29 | 0cef2e5cf2f0e66b8f5c85d6d150424c | 1,371,889,013 | 40.325931 | -82.798906 | 0 |
3,085 | 2020-06-22 08:17:26 | 4,623,560,839,669 | fraud_Medhurst PLC | shopping_net | 6.13 | Vincent | Waller | M | 9379 Vanessa Run Apt. 400 | Lohrville | IA | 51,453 | 42.2619 | -94.5566 | 695 | Administrator | 1954-07-15 | 3e8d76827bef650a84a7334057ee2fbb | 1,371,889,046 | 43.103215 | -94.069033 | 0 |
3,086 | 2020-06-22 08:18:02 | 571,365,235,126 | fraud_Koepp-Parker | grocery_pos | 102.41 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | 853e4c9e0bf064d72bb48ee68fe1846b | 1,371,889,082 | 44.886745 | -86.304552 | 0 |
3,087 | 2020-06-22 08:18:06 | 630,441,765,090 | fraud_Donnelly PLC | misc_net | 5.21 | Susan | Washington | F | 759 Erin Mount Suite 956 | May | TX | 76,857 | 31.9571 | -98.9656 | 1,791 | Corporate investment banker | 1965-07-26 | c473a1f44e9d225652459c19c226d669 | 1,371,889,086 | 31.953944 | -99.444726 | 0 |
3,088 | 2020-06-22 08:18:47 | 3,502,377,050,801,561 | fraud_Sporer Inc | gas_transport | 65.2 | Kathleen | Martin | F | 659 Nicole Cove Suite 560 | New Waverly | TX | 77,358 | 30.5354 | -95.4532 | 4,993 | Scientist, biomedical | 1948-11-30 | 4024f28809452ecaec2e7a534f12eddf | 1,371,889,127 | 29.674255 | -96.049119 | 0 |
3,089 | 2020-06-22 08:18:48 | 378,278,619,832,195 | fraud_Rowe, Batz and Goodwin | grocery_pos | 68.18 | Mary | Mcintyre | F | 77921 Costa Villages | Eugene | OR | 97,403 | 44.0385 | -123.0614 | 191,096 | Scientist, physiological | 1964-04-06 | e5fa645d3861c0c438c3a7ec5aabc8f8 | 1,371,889,128 | 44.361589 | -122.953761 | 0 |
3,090 | 2020-06-22 08:20:15 | 675,990,301,623 | fraud_Koss and Sons | gas_transport | 41.74 | Amanda | Spencer | F | 6682 Green Forks | Ogdensburg | NJ | 7,439 | 41.0767 | -74.5982 | 2,456 | Senior tax professional/tax inspector | 1994-03-13 | a3010b24b82ec4987d99f6444cbcf610 | 1,371,889,215 | 41.036683 | -73.720913 | 0 |
3,091 | 2020-06-22 08:20:32 | 341,283,058,448,499 | fraud_Kiehn Inc | grocery_pos | 149.07 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | 7e1f1d7409aea6a512142ca992bbd35a | 1,371,889,232 | 31.391534 | -84.305371 | 0 |
3,092 | 2020-06-22 08:20:35 | 4,365,382,885,912,355 | fraud_Price Inc | shopping_net | 97.81 | Robert | Goodman | M | 956 Paul Fields Suite 108 | Orr | MN | 55,771 | 48.1439 | -92.8561 | 1,680 | Horticultural therapist | 1976-12-10 | f395fc05edb7d69f37dec91f0cd7185d | 1,371,889,235 | 47.286472 | -93.212163 | 0 |
3,093 | 2020-06-22 08:20:49 | 3,521,417,320,836,166 | fraud_Haley Group | misc_pos | 15.28 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | bfa3e33ad5b4d1718a978d3050b623a0 | 1,371,889,249 | 40.242341 | -85.568883 | 0 |
3,094 | 2020-06-22 08:21:45 | 30,248,898,834,493 | fraud_Bernhard, Grant and Langworth | shopping_pos | 72.48 | Michael | Rodriguez | M | 172 Paula Inlet Apt. 650 | Cross Plains | TX | 76,443 | 32.1482 | -99.1872 | 1,897 | Chief Operating Officer | 1953-04-19 | 281b3ef46cff75e29a6d9a1f99934586 | 1,371,889,305 | 32.109765 | -98.82231 | 0 |
3,095 | 2020-06-22 08:21:54 | 4,344,955,088,481,397 | fraud_Wisozk and Sons | misc_pos | 32.82 | Christopher | Rodgers | M | 30587 Fox Shores Apt. 627 | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Communications engineer | 1976-09-29 | af4310e8de02b81d89c32988f8b43d3d | 1,371,889,314 | 41.833499 | -78.760399 | 0 |
3,096 | 2020-06-22 08:22:49 | 630,441,765,090 | fraud_Kutch, Hermiston and Farrell | gas_transport | 45.59 | Susan | Washington | F | 759 Erin Mount Suite 956 | May | TX | 76,857 | 31.9571 | -98.9656 | 1,791 | Corporate investment banker | 1965-07-26 | 51ef4e2edc07a54009c96c0aaa4927ae | 1,371,889,369 | 32.409782 | -98.920342 | 0 |
3,097 | 2020-06-22 08:24:04 | 3,546,674,063,249,004 | fraud_Sporer Inc | gas_transport | 89.18 | Jordan | May | M | 1626 Susan Course | Aledo | TX | 76,008 | 32.7004 | -97.6039 | 13,602 | Optometrist | 1984-07-05 | 14a420ea63b55e32fb86206f612503b2 | 1,371,889,444 | 32.772988 | -96.841804 | 0 |
3,098 | 2020-06-22 08:24:31 | 180,094,419,304,907 | fraud_Skiles-Ankunding | grocery_net | 56.17 | Sharon | Smith | F | 17666 David Valleys | Sun City | CA | 92,585 | 33.7467 | -117.1721 | 54,287 | Designer, exhibition/display | 1972-09-22 | 60e692522f74f3f8e79bc079887e7c5b | 1,371,889,471 | 33.912371 | -118.000642 | 0 |
3,099 | 2020-06-22 08:24:36 | 4,195,740,185,974 | fraud_Hagenes, Kohler and Hoppe | food_dining | 148.55 | Benjamin | Robinson | M | 0701 John Ranch | Portland | OR | 97,210 | 45.5303 | -122.7033 | 841,711 | Engineer, building services | 1963-04-04 | 3232ed07ee990c506aea14144e0ebcc0 | 1,371,889,476 | 44.901782 | -122.195765 | 0 |
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