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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2,900 | 2020-06-22 07:00:44 | 346,208,242,862,904 | fraud_Bahringer-Streich | food_dining | 61.56 | Tabitha | Reyes | F | 20938 Barbara Viaduct | New York City | NY | 10,280 | 40.7105 | -74.0163 | 1,577,385 | Pharmacist, hospital | 1961-05-13 | 32dac5948422a82937ad1c2ef16543cd | 1,371,884,444 | 41.255501 | -73.385151 | 0 |
2,901 | 2020-06-22 07:00:48 | 180,056,173,248,083 | fraud_Cassin-Harvey | grocery_net | 28.22 | 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 | fdfed1a72eced5ab02bd0bd4df92b831 | 1,371,884,448 | 43.972737 | -84.64432 | 0 |
2,902 | 2020-06-22 07:00:59 | 4,446,368,897,795,790 | fraud_Schamberger-O'Keefe | grocery_pos | 110.98 | Ryan | Joseph | M | 8850 Jessica Center | Atlantic | VA | 23,303 | 37.9073 | -75.5089 | 741 | Geologist, engineering | 1986-08-17 | 86000bc26497e4cf691a862fcfe6129c | 1,371,884,459 | 37.269738 | -75.964027 | 0 |
2,903 | 2020-06-22 07:02:25 | 371,034,293,500,716 | fraud_Kutch, Hermiston and Farrell | gas_transport | 45.18 | Jeremy | Jones | M | 5758 Yates Center | Vinton | CA | 96,135 | 40.0235 | -120.7986 | 128 | Education administrator | 1966-02-21 | 15af26cdc1cc675e82bf06cf123aaa52 | 1,371,884,545 | 39.849235 | -120.299549 | 0 |
2,904 | 2020-06-22 07:02:32 | 3,517,814,635,263,522 | fraud_Maggio-Fahey | misc_pos | 9.86 | 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 | 774510b7580d1fd989de08630e6a01ef | 1,371,884,552 | 38.082182 | -79.969559 | 0 |
2,905 | 2020-06-22 07:02:44 | 3,598,304,579,370,089 | fraud_Cummings LLC | gas_transport | 55.01 | Vincent | Flowers | M | 0189 Emily Prairie | Wichita | KS | 67,232 | 37.6395 | -97.1714 | 409,656 | Heritage manager | 1985-12-27 | e7bc78c48e3a68f2524fb2dab8add127 | 1,371,884,564 | 37.253293 | -97.176904 | 0 |
2,906 | 2020-06-22 07:03:58 | 4,671,727,014,157,745 | fraud_Volkman Ltd | misc_net | 33.94 | Kenneth | Edwards | M | 3653 Ryan Crossroad | Andrews | IN | 46,702 | 40.8618 | -85.6067 | 2,304 | Retail banker | 1955-07-25 | 6120bfeb738158f5f435d60ac4386c0f | 1,371,884,638 | 41.018281 | -85.543813 | 0 |
2,907 | 2020-06-22 07:04:01 | 4,917,226,033,950 | fraud_Stoltenberg-Beatty | shopping_pos | 19.38 | Adam | Keller | M | 32600 Cobb Curve | Sardis | AL | 36,775 | 32.2844 | -86.992 | 800 | Learning disability nurse | 1932-09-17 | 156836b377ba00a8a59fc1fef099c501 | 1,371,884,641 | 32.736928 | -86.819034 | 0 |
2,908 | 2020-06-22 07:04:12 | 4,587,657,402,165,341,700 | fraud_Kiehn Inc | grocery_pos | 38.07 | Amber | Lewis | F | 6296 John Keys Suite 858 | Pembroke Township | IL | 60,958 | 41.0646 | -87.5917 | 2,135 | Psychotherapist, child | 2004-05-08 | 6cdaa31ad445b7230112ba3b29106d89 | 1,371,884,652 | 40.447875 | -88.30381 | 0 |
2,909 | 2020-06-22 07:04:35 | 4,810,839,835,482,794,000 | fraud_Connelly, Reichert and Fritsch | gas_transport | 41.72 | Carolyn | Perez | F | 433 Blake Roads Suite 967 | Wheaton | MO | 64,874 | 36.7651 | -94.0492 | 760 | Production manager | 1985-08-31 | 4ce2ef55e3317f03f0e23d4beae42381 | 1,371,884,675 | 37.324812 | -94.235884 | 0 |
2,910 | 2020-06-22 07:04:44 | 4,294,930,380,592 | fraud_Jaskolski-Vandervort | misc_net | 7.82 | Misty | Rivera | F | 1980 Vasquez Manors Apt. 574 | Catawba | VA | 24,070 | 37.3696 | -80.1284 | 1,363 | Equality and diversity officer | 1940-08-23 | 1e8315f379a0f3fae179d7fb36532127 | 1,371,884,684 | 38.302391 | -80.116639 | 0 |
2,911 | 2020-06-22 07:04:47 | 4,025,612,008,285,111 | fraud_Bashirian Group | shopping_net | 2.26 | Krystal | Key | F | 23142 Montoya Island Apt. 742 | Corsica | PA | 15,829 | 41.1762 | -79.1976 | 1,274 | Maintenance engineer | 1949-03-20 | 3dba48008750acccc1e5a07a755b08cc | 1,371,884,687 | 41.391582 | -79.947055 | 0 |
2,912 | 2020-06-22 07:05:08 | 6,538,441,737,335,434 | fraud_Jaskolski-Dibbert | grocery_net | 35.72 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | 794b9d614c3a72cc06bab1d184e4b1e0 | 1,371,884,708 | 40.944444 | -79.749277 | 0 |
2,913 | 2020-06-22 07:06:32 | 5,388,659,976,630,693 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 68.81 | Charles | Preston | M | 5364 William Harbor | Seneca | WI | 54,654 | 43.2064 | -90.9405 | 153 | Quantity surveyor | 1962-02-14 | 52cb7bf55cfe3fc9860c44795cb90e56 | 1,371,884,792 | 42.548428 | -91.134198 | 0 |
2,914 | 2020-06-22 07:06:48 | 3,541,160,328,600,277 | fraud_Spinka Inc | grocery_net | 82.79 | Jason | Singh | M | 4720 Anna Ways | Murrayville | IL | 62,668 | 39.5723 | -90.2379 | 1,512 | Commercial/residential surveyor | 2003-05-07 | 06ea8dba50426bf65d166a61d8eb58b0 | 1,371,884,808 | 39.640733 | -90.297432 | 0 |
2,915 | 2020-06-22 07:08:09 | 4,239,436,242,473 | fraud_Miller-Hauck | grocery_pos | 32.92 | James | Leon | M | 826 Benjamin Stravenue | Alexandria | VA | 22,311 | 38.832 | -77.12 | 321,490 | Scientist, biomedical | 1991-10-04 | 654b64f312ce2301af11003a8d9eafb8 | 1,371,884,889 | 38.353799 | -76.793338 | 0 |
2,916 | 2020-06-22 07:08:25 | 180,046,165,512,893 | fraud_Kutch LLC | gas_transport | 56.86 | Erica | Walker | F | 084 Holmes Avenue Suite 206 | Stayton | OR | 97,383 | 44.8021 | -122.7624 | 9,587 | Engineer, biomedical | 1968-03-24 | a0c0ddb18d7e48ff4a6846f6a09b38bc | 1,371,884,905 | 45.12443 | -121.766436 | 0 |
2,917 | 2020-06-22 07:08:39 | 4,653,879,239,169,997 | fraud_Mraz-Herzog | gas_transport | 45.59 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | 7328f3e1ac3405c6e6baa69b8a6c5b34 | 1,371,884,919 | 37.144447 | -85.916034 | 0 |
2,918 | 2020-06-22 07:08:49 | 4,079,773,899,158 | fraud_Volkman-Predovic | shopping_net | 9.66 | Eric | Preston | M | 7020 Doyle Stream Apt. 951 | Mesa | ID | 83,643 | 44.6255 | -116.4493 | 129 | Cartographer | 1965-12-15 | 0b9686230fda04b65a2a7c0da91b99ba | 1,371,884,929 | 45.154546 | -115.793383 | 0 |
2,919 | 2020-06-22 07:09:12 | 2,233,882,705,243,596 | fraud_Torphy-Goyette | shopping_pos | 5.88 | Jamie | Robinson | F | 67089 Caitlin Meadow Apt. 905 | Sturgis | MS | 39,769 | 33.357 | -89.0473 | 1,923 | Medical physicist | 1960-01-16 | 085f843b1e75858fe0c599852becabb6 | 1,371,884,952 | 32.719541 | -89.403879 | 0 |
2,920 | 2020-06-22 07:09:47 | 30,234,966,027,947 | fraud_Schamberger-O'Keefe | grocery_pos | 50.67 | Matthew | Lambert | M | 7188 Melissa Crest Apt. 151 | New Holstein | WI | 53,061 | 43.9446 | -88.0911 | 5,196 | Child psychotherapist | 1978-01-22 | a6df7fe4121d7afbb16a0f2ab8f188c0 | 1,371,884,987 | 43.959159 | -87.674472 | 0 |
2,921 | 2020-06-22 07:10:02 | 4,158,945,090,781,624 | fraud_Kris-Weimann | misc_net | 3.45 | Justin | Bell | M | 5323 Walker Island | Pittsburgh | PA | 15,217 | 40.4308 | -79.9205 | 687,276 | Scientist, marine | 1973-10-19 | d0e9d487a770f9ded3fe55824c1a3479 | 1,371,885,002 | 41.377185 | -79.645124 | 0 |
2,922 | 2020-06-22 07:10:27 | 4,599,735,407,877,245,000 | fraud_Pfeffer and Sons | shopping_pos | 9.56 | Mary | Myers | F | 39787 Pamela Fall Suite 639 | Tiptonville | TN | 38,079 | 36.3846 | -89.4649 | 5,577 | Geochemist | 1964-12-30 | 468e23ee5d2d5053a9f233b19aec314f | 1,371,885,027 | 35.720499 | -88.642367 | 0 |
2,923 | 2020-06-22 07:10:28 | 6,547,670,341,037,171 | fraud_Cummerata-Jones | gas_transport | 46.65 | Bryce | Joseph | M | 148 Baker Field | Chester Heights | PA | 19,017 | 39.8839 | -75.4669 | 348 | Management consultant | 1945-05-05 | a30d9d183206ca8b4d2d613f6d402dab | 1,371,885,028 | 39.927928 | -75.662738 | 0 |
2,924 | 2020-06-22 07:10:30 | 346,208,242,862,904 | fraud_Kiehn Inc | grocery_pos | 79.77 | Tabitha | Reyes | F | 20938 Barbara Viaduct | New York City | NY | 10,280 | 40.7105 | -74.0163 | 1,577,385 | Pharmacist, hospital | 1961-05-13 | a50e4b939013b515f7a3f6b0c931662d | 1,371,885,030 | 41.193132 | -74.37683 | 0 |
2,925 | 2020-06-22 07:10:43 | 3,573,386,445,588,324 | fraud_Bruen-Yost | misc_pos | 7.64 | Stephanie | Murphy | F | 526 Stacy Walks | Barnard | SD | 57,426 | 45.7205 | -98.5534 | 63 | Systems developer | 1969-10-30 | 93ded2783d029a2b5a9595d1305d6b37 | 1,371,885,043 | 46.57889 | -98.350027 | 0 |
2,926 | 2020-06-22 07:11:33 | 4,383,521,454,815 | fraud_Bailey-Morar | grocery_pos | 46.69 | John | Robertson | M | 209 Austin Stream Apt. 231 | Indianapolis | IN | 46,290 | 39.9347 | -86.1633 | 910,148 | Academic librarian | 1987-09-22 | b220282c72b428d0d52bb6dab3d036b6 | 1,371,885,093 | 40.355832 | -86.997775 | 0 |
2,927 | 2020-06-22 07:11:37 | 3,528,407,217,576,457 | fraud_Flatley-Durgan | misc_net | 35.96 | Patricia | Leach | F | 71309 Martinez Stravenue | Kingsport | TN | 37,663 | 36.4715 | -82.4834 | 87,124 | Warden/ranger | 1987-02-14 | c3083bf51ebaf68fd163fe6fe309c38c | 1,371,885,097 | 35.673892 | -81.54858 | 0 |
2,928 | 2020-06-22 07:12:22 | 503,874,407,318 | fraud_Raynor, Reinger and Hagenes | gas_transport | 51 | Andrew | Mcgee | M | 4130 Tiffany Glen Apt. 562 | San Antonio | TX | 78,248 | 29.5894 | -98.5201 | 1,595,797 | Exhibition designer | 1975-12-28 | 17c4b0baf8098cb7d46d107826022894 | 1,371,885,142 | 30.004061 | -98.127443 | 0 |
2,929 | 2020-06-22 07:12:52 | 3,547,560,454,237,873 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 51.7 | Jerry | Robinson | M | 212 Mary Stream | Arcadia | MI | 49,613 | 44.5232 | -86.2061 | 680 | Designer, jewellery | 1966-12-21 | 3e0a81287a8291d45979a19f235c983b | 1,371,885,172 | 45.36337 | -85.833181 | 0 |
2,930 | 2020-06-22 07:13:01 | 30,518,196,150,127 | fraud_Hayes, Marquardt and Dibbert | misc_net | 17.05 | Karen | Sullivan | F | 6313 Scott Trace | Rossville | IL | 60,963 | 40.3625 | -87.6692 | 1,807 | Buyer, retail | 1975-06-02 | c749b1c234175cbbfc7ea9f1d62853b9 | 1,371,885,181 | 40.893749 | -87.814299 | 0 |
2,931 | 2020-06-22 07:13:13 | 2,356,276,337,669,917 | fraud_Hamill-Daugherty | misc_net | 3.62 | Benjamin | Harris | M | 0881 Lori Pines | Chester | MD | 21,619 | 38.9583 | -76.2842 | 5,848 | Paediatric nurse | 1981-02-15 | 46087b983bb0819b24459b16515e9b66 | 1,371,885,193 | 39.277884 | -76.421748 | 0 |
2,932 | 2020-06-22 07:13:42 | 6,011,381,817,520,024 | fraud_Murray Ltd | grocery_net | 34.95 | Kristen | Allen | F | 8619 Lisa Manors Apt. 871 | Lagrange | WY | 82,221 | 41.6423 | -104.1974 | 635 | Product/process development scientist | 1973-07-13 | 4e6135b9298c49c8bc4fe31dcbc26a70 | 1,371,885,222 | 41.633709 | -103.205249 | 0 |
2,933 | 2020-06-22 07:14:28 | 2,242,542,703,101,233 | fraud_Connelly, Reichert and Fritsch | gas_transport | 41.96 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 269a1f2e33f876bfede6fd79780aab09 | 1,371,885,268 | 38.23968 | -85.007412 | 0 |
2,934 | 2020-06-22 07:14:29 | 4,294,930,380,592 | fraud_Bashirian Group | shopping_net | 14.45 | Misty | Rivera | F | 1980 Vasquez Manors Apt. 574 | Catawba | VA | 24,070 | 37.3696 | -80.1284 | 1,363 | Equality and diversity officer | 1940-08-23 | eb81b9362337af2c0848398dcc6c79f4 | 1,371,885,269 | 37.981069 | -79.492121 | 0 |
2,935 | 2020-06-22 07:14:41 | 38,199,021,865,320 | fraud_Predovic Inc | shopping_net | 85.53 | Jesse | Roberts | M | 8415 Vaughn Squares Apt. 788 | Acworth | NH | 3,601 | 43.196 | -72.3001 | 477 | Naval architect | 1988-04-15 | 5b0899dfffe4d6de926739beba5f416f | 1,371,885,281 | 43.44754 | -72.876641 | 0 |
2,936 | 2020-06-22 07:14:44 | 2,348,245,054,386,329 | fraud_Nienow, Ankunding and Collier | misc_pos | 434.76 | Justin | Gay | M | 268 Hayes Rue Suite 811 | Harborcreek | PA | 16,421 | 42.1767 | -79.9416 | 2,518 | Event organiser | 1946-02-02 | d1d9e45f1429bd6a4b0ed320988f24e2 | 1,371,885,284 | 42.936527 | -80.330172 | 0 |
2,937 | 2020-06-22 07:14:52 | 3,517,527,805,128,735 | fraud_Roob LLC | grocery_net | 21.4 | Tracy | Conway | F | 6778 Campos Field | Bonfield | IL | 60,913 | 41.1573 | -88.0619 | 1,617 | Medical secretary | 1990-04-25 | 9ee302c2f13c962edd4a3559188c73a1 | 1,371,885,292 | 41.427653 | -88.996224 | 0 |
2,938 | 2020-06-22 07:15:36 | 213,124,978,348,176 | fraud_Bernhard Inc | gas_transport | 52.1 | Steven | Arnold | M | 079 Chelsea Rest | Belfast | NY | 14,711 | 42.32 | -78.0943 | 1,766 | Mechanical engineer | 1962-06-04 | 3a22a345f9fea4d2bedbd34f43257ea2 | 1,371,885,336 | 42.023328 | -79.072697 | 0 |
2,939 | 2020-06-22 07:15:53 | 370,348,764,075,623 | fraud_Effertz LLC | entertainment | 1.14 | Christopher | Gomez | M | 950 Dunn Squares | Tickfaw | LA | 70,466 | 30.5668 | -90.482 | 8,512 | Accountant, chartered public finance | 1951-09-03 | f7c0e72dc4a9790ca4dfb06f087395c5 | 1,371,885,353 | 30.195587 | -91.392053 | 0 |
2,940 | 2020-06-22 07:16:02 | 6,511,349,151,405,438 | fraud_Terry, Johns and Bins | misc_pos | 95.45 | Robert | Nguyen | M | 74835 Garner Point | Ruth | NV | 89,319 | 39.3426 | -114.8859 | 450 | Interpreter | 1946-08-24 | 5d9198bc97ee452fee88c9dc7d71d9bf | 1,371,885,362 | 38.72039 | -114.397809 | 0 |
2,941 | 2020-06-22 07:16:23 | 4,147,608,975,828,480 | fraud_Zieme, Bode and Dooley | gas_transport | 61.01 | Edward | Tapia | M | 354 Gutierrez Gateway | Comfrey | MN | 56,019 | 44.1111 | -94.9134 | 914 | Health and safety adviser | 1944-07-26 | a35e4a1e155b075602586e0b769be5ab | 1,371,885,383 | 44.558302 | -95.357787 | 0 |
2,942 | 2020-06-22 07:17:02 | 6,597,888,193,422,452 | fraud_Boyer PLC | shopping_net | 1.49 | Bill | Lane | M | 4725 Hurst Curve Apt. 634 | Holliday | TX | 76,366 | 33.6751 | -98.6576 | 2,317 | Chief Technology Officer | 1964-08-23 | da470830fb247499b377dccd70d11b82 | 1,371,885,422 | 34.369432 | -99.264186 | 0 |
2,943 | 2020-06-22 07:17:43 | 3,538,520,143,479,972 | fraud_Kuvalis Ltd | gas_transport | 56.94 | Cassandra | Nunez | F | 9572 Austin Forge Suite 612 | Clay Center | OH | 43,408 | 41.5686 | -83.3632 | 269 | Insurance underwriter | 1965-09-15 | 67b8ad0f7762e5c451b53e4151cf3dfa | 1,371,885,463 | 40.724581 | -83.145123 | 0 |
2,944 | 2020-06-22 07:17:55 | 3,566,094,707,272,327 | fraud_Huels-Hahn | gas_transport | 59.13 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | 94caeb74694adb0aeb2c9998c38f2d66 | 1,371,885,475 | 34.471708 | -119.359972 | 0 |
2,945 | 2020-06-22 07:18:11 | 4,292,743,669,224,718,000 | fraud_Bernier, Volkman and Hoeger | misc_net | 2.97 | Michael | Williams | M | 35822 Clayton Street Apt. 679 | Great Mills | MD | 20,634 | 38.2674 | -76.4954 | 5,927 | Art therapist | 1973-06-09 | f386629ddf3ccfc669280b1435c5ffce | 1,371,885,491 | 37.889783 | -76.976255 | 0 |
2,946 | 2020-06-22 07:19:23 | 4,060,579,726,528,237 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 1,674.52 | Steven | Sanders | M | 25955 Amy Via | Ozawkie | KS | 66,070 | 39.2136 | -95.4404 | 2,661 | Theatre director | 1948-11-14 | 594a38f9e4cfbf509f4230fb5e642993 | 1,371,885,563 | 39.29869 | -95.746321 | 0 |
2,947 | 2020-06-22 07:19:25 | 567,868,110,212 | fraud_Dicki Ltd | grocery_net | 52.82 | Dawn | Tucker | F | 789 Herring Manors | Houston | TX | 77,007 | 29.7736 | -95.4034 | 2,906,700 | Copywriter, advertising | 1984-12-16 | 981a5c08b83a78c5099247a22a0820d1 | 1,371,885,565 | 30.226418 | -95.790366 | 0 |
2,948 | 2020-06-22 07:20:50 | 2,296,006,538,441,789 | fraud_Erdman-Kertzmann | gas_transport | 43.45 | Judy | Hogan | F | 4970 Michelle Burgs | Brooklyn | NY | 11,217 | 40.6816 | -73.9798 | 2,504,700 | Medical sales representative | 1999-09-01 | f0fb836a8f19079eca14905a86585492 | 1,371,885,650 | 41.496114 | -73.444433 | 0 |
2,949 | 2020-06-22 07:20:51 | 4,070,511,711,385,545 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 57.47 | Stephanie | Hopkins | F | 44089 Carrie Crossing Suite 954 | Falls City | TX | 78,113 | 28.9814 | -98.0156 | 2,435 | Engineer, mining | 1967-04-09 | f51be1e72f854c85065185022b2c5f89 | 1,371,885,651 | 29.869091 | -98.878606 | 0 |
2,950 | 2020-06-22 07:21:56 | 180,031,190,491,743 | fraud_DuBuque LLC | grocery_pos | 175.15 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | c4c3eebd1d540a9836d779234d7ce70c | 1,371,885,716 | 29.91693 | -88.270505 | 0 |
2,951 | 2020-06-22 07:22:16 | 342,035,762,534,413 | fraud_Parisian and Sons | gas_transport | 53.79 | Jennifer | Carrillo | F | 334 Adam Mountains Apt. 868 | Manquin | VA | 23,106 | 37.7184 | -77.186 | 976 | Engineer, automotive | 1999-06-19 | faefe69a62e23a3cb062d6cefe7bbc92 | 1,371,885,736 | 38.518088 | -77.42333 | 0 |
2,952 | 2020-06-22 07:22:41 | 3,506,592,072,985,012 | fraud_Runolfsson and Sons | grocery_net | 25.15 | Randy | Murphy | M | 0356 Sarah Light | Ballwin | MO | 63,021 | 38.577 | -90.5255 | 92,608 | Engineer, communications | 2001-07-26 | 5f36ee498809ce86b7279ff34e4f7e92 | 1,371,885,761 | 38.746152 | -90.527774 | 0 |
2,953 | 2020-06-22 07:22:43 | 4,181,833,256,558,614,000 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 43.56 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | d38e2d9bd8410374f4a258e48c136c5e | 1,371,885,763 | 36.156372 | -105.777787 | 0 |
2,954 | 2020-06-22 07:22:53 | 3,565,423,334,076,143 | fraud_Stanton, Jakubowski and Baumbach | shopping_net | 1.36 | Nathan | Thomas | M | 4923 Campbell Pines Suite 717 | Carlisle | IN | 47,838 | 38.9763 | -87.3667 | 4,081 | Energy engineer | 1938-03-15 | 414b568d0677dd2c73f5c81b1de6df51 | 1,371,885,773 | 38.85337 | -88.175374 | 0 |
2,955 | 2020-06-22 07:23:32 | 3,582,754,887,089,201 | fraud_Schmitt Inc | gas_transport | 52.27 | Terrance | Mckinney | M | 42965 Christopher Fords Suite 659 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Magazine features editor | 1966-08-08 | 0d75acf9327da5ff557de9aa631c775d | 1,371,885,812 | 33.54838 | -93.148252 | 0 |
2,956 | 2020-06-22 07:23:43 | 375,974,680,629,816 | fraud_Funk Group | grocery_net | 37.14 | Roberta | Mccarthy | F | 94431 Matthew Mall Suite 296 | Plymouth | CT | 6,782 | 41.6611 | -73.0449 | 2,376 | Herpetologist | 1973-04-06 | 9b451575bcd3f484333e6b4e49ac4f77 | 1,371,885,823 | 42.479607 | -73.388548 | 0 |
2,957 | 2020-06-22 07:24:07 | 30,290,551,782,700 | fraud_Luettgen PLC | gas_transport | 92.91 | John | Clarke | M | 27909 Peter Motorway | Cadiz | KY | 42,211 | 36.802 | -87.8286 | 13,422 | Commissioning editor | 1961-09-03 | d9c8e25abedcdb00d45bac5250ca3670 | 1,371,885,847 | 36.721062 | -87.219261 | 0 |
2,958 | 2020-06-22 07:24:24 | 4,334,230,547,694,630 | fraud_Mayert Group | shopping_pos | 3.43 | Scott | Martin | M | 7483 Navarro Flats | Freedom | WY | 83,120 | 43.0172 | -111.0292 | 471 | Education officer, museum | 1967-08-02 | e94a718a993088a23b73cad37bd72e67 | 1,371,885,864 | 42.664281 | -111.689835 | 0 |
2,959 | 2020-06-22 07:24:24 | 38,199,021,865,320 | fraud_Kozey-Boehm | shopping_net | 99.4 | Jesse | Roberts | M | 8415 Vaughn Squares Apt. 788 | Acworth | NH | 3,601 | 43.196 | -72.3001 | 477 | Naval architect | 1988-04-15 | 6396ece8eef16b613c91557a46f9dc33 | 1,371,885,864 | 42.947192 | -72.770059 | 0 |
2,960 | 2020-06-22 07:24:42 | 375,248,307,838,179 | fraud_Hackett-Lueilwitz | grocery_pos | 190.6 | Joshua | Mendoza | M | 4215 Miranda Field Suite 326 | Tallmansville | WV | 26,237 | 38.8564 | -80.158 | 571 | Accounting technician | 1967-09-16 | 777a40b26efaa1e40d3ee2f22165d030 | 1,371,885,882 | 39.551037 | -81.124726 | 0 |
2,961 | 2020-06-22 07:25:07 | 2,657,850,734,909,997 | fraud_Emard Inc | gas_transport | 73.69 | Alan | Howard | M | 04139 Johnson Prairie Suite 401 | Detroit | MI | 48,206 | 42.3749 | -83.1087 | 673,342 | Trading standards officer | 1946-11-01 | cede883f75c9201cadcea162229d79f5 | 1,371,885,907 | 41.801317 | -83.440897 | 0 |
2,962 | 2020-06-22 07:25:11 | 36,913,587,729,122 | fraud_Herman, Treutel and Dickens | misc_net | 14.38 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | 774c231a72898bfc3eeb126968817831 | 1,371,885,911 | 43.116194 | -115.73036 | 0 |
2,963 | 2020-06-22 07:25:16 | 372,509,258,176,510 | fraud_Hackett-Lueilwitz | grocery_pos | 199.4 | Kristen | Hanson | F | 26544 Andrea Glen | Goodrich | MI | 48,438 | 42.9147 | -83.4845 | 6,951 | Learning disability nurse | 1985-06-18 | 691fd45ba2c3d423cfd319c530f4e914 | 1,371,885,916 | 42.066067 | -84.304895 | 0 |
2,964 | 2020-06-22 07:25:29 | 30,263,540,414,123 | fraud_Miller-Hauck | grocery_pos | 118.11 | Erik | Patterson | M | 162 Jessica Row Apt. 072 | Hatch | UT | 84,735 | 37.7175 | -112.4777 | 258 | Geoscientist | 1961-11-24 | 9d75e5dc40f308f3ecd2a65461f82ca0 | 1,371,885,929 | 38.549531 | -113.17472 | 0 |
2,965 | 2020-06-22 07:26:00 | 6,011,999,606,625,827 | fraud_Goyette Inc | shopping_net | 143.99 | Ronald | Carson | M | 870 Rocha Drive | Harrington Park | NJ | 7,640 | 40.9918 | -73.98 | 4,664 | Radiographer, diagnostic | 1965-06-30 | 58f496393df9d8f0d78d5bba78e1dc81 | 1,371,885,960 | 40.04952 | -74.461236 | 0 |
2,966 | 2020-06-22 07:26:57 | 375,534,208,663,984 | fraud_Tillman, Dickinson and Labadie | gas_transport | 69.71 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | 1e9310e0c7f834dc066b14203240d8f7 | 1,371,886,017 | 37.691999 | -79.315167 | 0 |
2,967 | 2020-06-22 07:27:15 | 4,171,397,999,167,005 | fraud_Kuhic LLC | shopping_net | 1.81 | Ashley | Mcdonald | F | 3160 Tina Estates Suite 234 | Marietta | SC | 29,661 | 35.0296 | -82.5136 | 5,648 | Museum/gallery exhibitions officer | 1934-10-06 | 1b11c7c701713cf8d159a22cc6950feb | 1,371,886,035 | 34.44575 | -83.029967 | 0 |
2,968 | 2020-06-22 07:27:19 | 377,234,009,633,447 | fraud_Moore, Dibbert and Koepp | misc_net | 9.46 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | 7792f7618779145802b01a2de89fcb8d | 1,371,886,039 | 39.765552 | -77.747955 | 0 |
2,969 | 2020-06-22 07:27:33 | 567,868,110,212 | fraud_Deckow-O'Conner | grocery_pos | 252.97 | Dawn | Tucker | F | 789 Herring Manors | Houston | TX | 77,007 | 29.7736 | -95.4034 | 2,906,700 | Copywriter, advertising | 1984-12-16 | 6effb42933183e4154c613f50ed1bab2 | 1,371,886,053 | 30.011878 | -96.303269 | 0 |
2,970 | 2020-06-22 07:27:37 | 6,534,628,260,579,800 | fraud_Reilly, Heaney and Cole | gas_transport | 49.49 | Christine | Harris | F | 29606 Martinez Views Suite 653 | Hinesburg | VT | 5,461 | 44.3346 | -73.098 | 4,542 | Claims inspector/assessor | 1998-03-19 | 70b7dee9e98bb66797a0b7d330ea6ece | 1,371,886,057 | 44.385647 | -72.789811 | 0 |
2,971 | 2020-06-22 07:27:45 | 36,913,587,729,122 | fraud_Flatley Group | misc_pos | 176.32 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | f95cfc6d141ab4df7c2840a1dacb81aa | 1,371,886,065 | 43.176956 | -116.278918 | 0 |
2,972 | 2020-06-22 07:27:49 | 180,065,479,077,096 | fraud_Raynor, Reinger and Hagenes | gas_transport | 62.61 | Krystal | Gamble | F | 47152 Clayton Burg | Manchester | MD | 21,102 | 39.6747 | -76.8941 | 11,751 | Clinical research associate | 1964-02-15 | def70c204aece297343e6967ed45136f | 1,371,886,069 | 38.680358 | -77.293267 | 0 |
2,973 | 2020-06-22 07:27:57 | 30,235,438,713,303 | fraud_Harris Inc | gas_transport | 60.79 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | e8396a2e56d5c53a2079d6229fb5419b | 1,371,886,077 | 38.343986 | -82.784574 | 0 |
2,974 | 2020-06-22 07:28:20 | 3,583,635,130,604,947 | fraud_Kovacek, Dibbert and Ondricka | grocery_pos | 181.71 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | ba696dcbf313f76587c10d76f8a0084e | 1,371,886,100 | 40.849812 | -74.306581 | 0 |
2,975 | 2020-06-22 07:28:31 | 3,518,669,219,150,142 | fraud_Prohaska-Murray | gas_transport | 45.88 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | 1c81226448470415793129ae1a3f1d41 | 1,371,886,111 | 40.008586 | -84.114647 | 0 |
2,976 | 2020-06-22 07:28:36 | 676,281,772,837 | fraud_Bahringer, Osinski and Block | food_dining | 44.76 | Alicia | Bishop | F | 222 Freeman Islands | Whigham | GA | 39,897 | 30.8836 | -84.3246 | 3,430 | Editor, commissioning | 1950-03-25 | 579107bf5cd9cf69a04b438d6fdf5c7c | 1,371,886,116 | 30.646431 | -84.528975 | 0 |
2,977 | 2020-06-22 07:28:44 | 4,634,955,908,138,648 | fraud_Barton Inc | grocery_pos | 83.33 | Mackenzie | Smith | F | 7178 Willis Drive | Hooper | NE | 68,031 | 41.6414 | -96.5232 | 1,745 | Engineer, automotive | 1973-12-26 | b2fed89324984d1ecf71939a9f421c9e | 1,371,886,124 | 40.936186 | -96.063281 | 0 |
2,978 | 2020-06-22 07:29:33 | 3,517,814,635,263,522 | fraud_Padberg-Welch | grocery_pos | 113.82 | 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 | ad2adb11b33aa8f02d6ef70206f8f305 | 1,371,886,173 | 37.778871 | -81.070968 | 0 |
2,979 | 2020-06-22 07:29:37 | 4,396,682,467,723 | fraud_Rempel Inc | shopping_net | 94.31 | Scott | Cole | M | 646 Louis Fort Apt. 665 | North Las Vegas | NV | 89,084 | 36.2815 | -115.1482 | 214,518 | Catering manager | 1960-01-16 | c2fd92041e09712f07343c11ece35e9c | 1,371,886,177 | 35.723609 | -115.61478 | 0 |
2,980 | 2020-06-22 07:30:07 | 3,514,865,930,894,695 | fraud_Brekke and Sons | gas_transport | 67.12 | 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 | ceb1a7fbfb4bb76c467608e50180b010 | 1,371,886,207 | 32.177956 | -105.627703 | 0 |
2,981 | 2020-06-22 07:30:12 | 4,158,945,090,781,624 | fraud_Stracke-Lemke | grocery_pos | 65.34 | Justin | Bell | M | 5323 Walker Island | Pittsburgh | PA | 15,217 | 40.4308 | -79.9205 | 687,276 | Scientist, marine | 1973-10-19 | 6f97e57c3a2bfa1ffbc78a36bbc4dd3f | 1,371,886,212 | 41.218291 | -79.189743 | 0 |
2,982 | 2020-06-22 07:31:32 | 3,554,849,923,339,851 | fraud_Bartoletti-Wunsch | gas_transport | 58.97 | John | Hudson | M | 886 Nicole Key | Stillwater | OK | 74,074 | 36.1043 | -97.0609 | 55,345 | Cabin crew | 1948-05-01 | 56356d3e66680d4f217bb0478c0e3201 | 1,371,886,292 | 36.586997 | -96.857467 | 0 |
2,983 | 2020-06-22 07:31:36 | 4,474,324,669,797,121 | fraud_Boyer-Reichert | shopping_net | 2.34 | Matthew | Russell | M | 168 Michael Coves Suite 343 | June Lake | CA | 93,529 | 37.7773 | -119.0825 | 633 | Health service manager | 1927-09-09 | 1c09163598fa238570507930d7140ad6 | 1,371,886,296 | 37.639804 | -119.854443 | 0 |
2,984 | 2020-06-22 07:31:40 | 38,530,489,946,071 | fraud_Auer-Mosciski | grocery_pos | 96.27 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | aba68a0349f802536c094894a5270855 | 1,371,886,300 | 34.730485 | -82.832505 | 0 |
2,985 | 2020-06-22 07:31:47 | 571,844,099,986 | fraud_Stamm-Witting | shopping_net | 2.2 | Susan | Mills | F | 005 Cody Estates | Louisville | KY | 40,202 | 38.2507 | -85.7476 | 736,284 | Engineering geologist | 1952-04-02 | 1ba4c405cf7f615087a7ac929dae16e0 | 1,371,886,307 | 38.440635 | -85.479113 | 0 |
2,986 | 2020-06-22 07:33:00 | 4,505,383,113,689 | fraud_Lockman, West and Runte | grocery_pos | 149.47 | Alicia | Hawkins | F | 507 John Overpass Suite 424 | Harwood | MD | 20,776 | 38.8582 | -76.6145 | 3,289 | Quantity surveyor | 1933-03-15 | 1fd6f060ef2af8c48b289898bab3394b | 1,371,886,380 | 38.708117 | -77.294369 | 0 |
2,987 | 2020-06-22 07:33:24 | 4,623,560,839,669 | fraud_Huel, Hammes and Witting | grocery_pos | 114.13 | Vincent | Waller | M | 9379 Vanessa Run Apt. 400 | Lohrville | IA | 51,453 | 42.2619 | -94.5566 | 695 | Administrator | 1954-07-15 | 7d0934e6459fe9aed7130a4f19af3efa | 1,371,886,404 | 42.65066 | -93.764293 | 0 |
2,988 | 2020-06-22 07:33:30 | 4,917,226,033,950 | fraud_Kling Inc | gas_transport | 58.39 | Adam | Keller | M | 32600 Cobb Curve | Sardis | AL | 36,775 | 32.2844 | -86.992 | 800 | Learning disability nurse | 1932-09-17 | 916452a0701a70b9b8acc084cbf07df7 | 1,371,886,410 | 31.50668 | -87.055068 | 0 |
2,989 | 2020-06-22 07:34:13 | 213,199,865,312,311 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 65.39 | Christopher | Miller | M | 493 Fitzgerald Fields Suite 454 | Varnell | GA | 30,756 | 34.9298 | -84.9885 | 74 | Pensions consultant | 1944-05-14 | 6858423a98c6cb7c40949186bcc3c63d | 1,371,886,453 | 34.560994 | -85.260605 | 0 |
2,990 | 2020-06-22 07:34:13 | 3,559,723,917,628,303 | fraud_Heathcote, Yost and Kertzmann | shopping_net | 81.08 | Matthew | Huerta | M | 622 Williams Trafficway | Ringwood | IL | 60,072 | 42.4048 | -88.3054 | 928 | Outdoor activities/education manager | 1985-05-13 | ffd6d0012990c75f4f01d4fcad349e75 | 1,371,886,453 | 41.924187 | -87.714702 | 0 |
2,991 | 2020-06-22 07:34:29 | 3,585,740,823,295,298 | fraud_Mraz-Herzog | gas_transport | 42.54 | James | Greene | M | 082 Hernandez Bypass Apt. 886 | Quanah | TX | 79,252 | 34.2956 | -99.7494 | 3,202 | Librarian, public | 1998-03-18 | 924cd242041bbde5eca95a346264d091 | 1,371,886,469 | 35.050524 | -99.996392 | 0 |
2,992 | 2020-06-22 07:35:12 | 4,079,773,899,158 | fraud_Koss and Sons | gas_transport | 53.48 | Eric | Preston | M | 7020 Doyle Stream Apt. 951 | Mesa | ID | 83,643 | 44.6255 | -116.4493 | 129 | Cartographer | 1965-12-15 | 63f624d746ea49feaa8657e6ee7af79a | 1,371,886,512 | 44.272326 | -116.813131 | 0 |
2,993 | 2020-06-22 07:36:24 | 375,082,648,741,747 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 48.49 | Shannon | Bell | F | 2918 David Spurs | Georgetown | MN | 56,546 | 47.0999 | -96.727 | 346 | Research officer, trade union | 1976-12-14 | 337fb33934325bdd0549e4abf4cf6b1e | 1,371,886,584 | 46.694179 | -97.482645 | 0 |
2,994 | 2020-06-22 07:36:41 | 377,654,590,313,960 | fraud_Jakubowski Group | food_dining | 67.53 | Lawrence | Davis | M | 7421 Serrano Lane Apt. 580 | Powell | TN | 37,849 | 36.0435 | -84.04 | 25,459 | Teacher, special educational needs | 1969-02-22 | 1fef22f8f289217fa2b8e91bf5452e4d | 1,371,886,601 | 36.749626 | -83.506724 | 0 |
2,995 | 2020-06-22 07:36:53 | 5,104,807,169,438,134 | fraud_Zemlak Group | misc_net | 97.13 | Regina | Johnston | F | 641 Steven Mall Apt. 299 | Westhampton Beach | NY | 11,978 | 40.8295 | -72.6473 | 3,255 | Financial trader | 1978-07-08 | 9947b417a077fd4b9be6e1281a00af8b | 1,371,886,613 | 40.929305 | -72.850823 | 0 |
2,996 | 2020-06-22 07:37:46 | 213,161,293,389,774 | fraud_Howe PLC | entertainment | 1.56 | Catherine | Weber | F | 74890 Rodriguez Springs Apt. 540 | West Henrietta | NY | 14,586 | 43.0397 | -77.6871 | 10,256 | Teacher, primary school | 1968-06-24 | 72ae676ee527dd45f0887cf27b597422 | 1,371,886,666 | 42.628344 | -77.957834 | 0 |
2,997 | 2020-06-22 07:37:59 | 4,862,293,128,558 | fraud_Ledner-Pfannerstill | gas_transport | 57.36 | Elizabeth | Payne | F | 897 Daugherty Mission | Grassflat | PA | 16,839 | 41.0036 | -78.1104 | 489 | Pension scheme manager | 1956-09-15 | c711deca15830f3ff56e34494658fcc3 | 1,371,886,679 | 41.036965 | -78.554885 | 0 |
2,998 | 2020-06-22 07:38:22 | 344,342,339,068,828 | fraud_Kuphal-Toy | food_dining | 299.39 | Ruth | Fuller | F | 37732 Joe Courts Apt. 752 | Darien | GA | 31,305 | 31.3826 | -81.4312 | 5,989 | Tax adviser | 1967-05-05 | 5639d5232606946d12e0f4ee6ba5dacd | 1,371,886,702 | 32.105812 | -81.589467 | 0 |
2,999 | 2020-06-22 07:38:49 | 180,081,032,825,079 | fraud_Pouros-Haag | shopping_pos | 3.21 | Connie | Carroll | F | 872 Justin Views Suite 746 | Duncan | MS | 38,740 | 34.047 | -90.7652 | 466 | Trading standards officer | 1955-04-03 | fcb7a6456215f55b3bacdd6fe02167ff | 1,371,886,729 | 33.685027 | -90.720395 | 0 |
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