Customer ID int64 29 1,000k | Name stringclasses 690
values | Surname stringclasses 1k
values | Gender stringclasses 2
values | Birthdate stringdate 1948-11-02 00:00:00 2005-10-19 00:00:00 | Transaction Amount float64 5.01 3k | Date stringdate 2023-01-01 00:00:00 2023-10-14 00:00:00 | Merchant Name stringlengths 6 36 | Category stringclasses 6
values |
|---|---|---|---|---|---|---|---|---|
957,395 | Eric | Richard | M | 1988-10-23 | 425.61 | 2023-09-03 | Scott Ltd | Market |
187,306 | Michael | Acosta | null | 1962-10-30 | 226.16 | 2023-07-01 | Goodwin, Lopez and Skinner | Clothing |
379,290 | Robert | Ramos | M | 1970-10-28 | 115.83 | 2023-07-20 | Duran-Hawkins | Clothing |
508,537 | Whitney | Jones | null | 1960-10-30 | 147.81 | 2023-08-09 | Thomas, Harrell and Davenport | Market |
760,506 | Anthony | Ball | M | 1971-10-28 | 2,471.45 | 2023-08-04 | Richards Ltd | Travel |
830,134 | Manuel | Mullen | M | 1983-10-25 | 200.02 | 2023-02-19 | Jennings, Lopez and Lamb | Clothing |
228,033 | George | Sullivan | M | 1960-10-30 | 1,893.84 | 2023-09-24 | Cox-Brown | Travel |
115,511 | Brandy | Whitehead | M | 1950-11-02 | 265.58 | 2023-04-25 | Nicholson-Gonzales | Clothing |
857,685 | Todd | Hunt | M | 1983-10-25 | 105.68 | 2023-06-23 | Meyer, Ryan and Conway | Market |
659,582 | Brianna | Brown | F | 1996-10-21 | 18.96 | 2023-06-11 | Ellis, Chambers and Wilson | Cosmetic |
845,147 | Teresa | Hunter | F | 1954-11-01 | 241.12 | 2023-08-21 | Fernandez Group | Clothing |
975,406 | Tabitha | Wood | null | 1962-10-30 | 2,648.72 | 2023-08-05 | Little-Solomon | Travel |
216,148 | Sheila | Hall | M | 1980-10-25 | 488.7 | 2023-04-07 | Robinson-Gibson | Electronics |
325,243 | Cory | Hernandez | F | 1975-10-27 | 98.1 | 2023-05-19 | Gonzalez, Lowe and Key | Restaurant |
36,470 | Mary | Rodriguez | F | 1978-10-26 | 764.15 | 2023-07-04 | Hernandez, Johnson and Anderson | Electronics |
895,352 | Kimberly | Smith | F | 1958-10-31 | 82.77 | 2023-04-24 | Robles, Miller and Perez | Restaurant |
512,231 | Gregory | Ortega | M | 1977-10-26 | 193.57 | 2023-06-04 | Smith, Kerr and Brooks | Market |
733,759 | Kim | Gonzalez | F | 1993-10-22 | 593.21 | 2023-02-22 | Hernandez LLC | Electronics |
169,890 | Cassandra | Larson | M | 1959-10-31 | 2,585.86 | 2023-05-30 | Martinez Inc | Travel |
746,742 | Deborah | Johnson | F | 2002-10-20 | 484.35 | 2023-06-26 | Tucker-Moreno | Market |
376,133 | Alexander | Holmes | M | 1960-10-30 | 359.88 | 2023-10-04 | Stout-Brock | Market |
898,170 | Gary | Montoya | M | 1993-10-22 | 165.96 | 2023-04-22 | Fox Inc | Cosmetic |
766,756 | Audrey | Ho | M | 1973-10-27 | 52.29 | 2023-09-13 | Davis Group | Market |
559,660 | Ethan | Jackson | F | 2002-10-20 | 76.07 | 2023-07-11 | Case, Johnson and Wells | Restaurant |
523,959 | Julie | Nelson | M | 1988-10-23 | 161.17 | 2023-02-27 | Miller, Garza and Harvey | Cosmetic |
135,321 | Erika | Owens | M | 1977-10-26 | 692.42 | 2023-09-04 | Norton LLC | Electronics |
956,541 | Jillian | Greene | F | 1949-11-02 | 85.14 | 2023-04-30 | Anderson-Stephens | Cosmetic |
542,031 | Denise | Wolfe | F | 1953-11-01 | 115.53 | 2023-07-16 | Berry-Huerta | Market |
875,584 | Monique | Bright | M | 1954-11-01 | 51.63 | 2023-09-02 | Tucker Group | Clothing |
611,091 | Melissa | Burns | M | 1975-10-27 | 61.23 | 2023-08-10 | Smith, Everett and Ellis | Restaurant |
670,772 | Nicholas | Maynard | null | 1949-11-02 | 603.67 | 2023-03-30 | Rodriguez Group | Electronics |
527,458 | Edward | Pitts | M | 2001-10-20 | 327.2 | 2023-04-29 | Lewis Ltd | Electronics |
403,988 | Jillian | Gonzales | M | 1963-10-30 | 98.19 | 2023-06-15 | Aguirre, Thompson and Davis | Restaurant |
7,829 | Kathleen | Carey | M | 1962-10-30 | 18.03 | 2023-06-16 | Gonzalez-Larson | Restaurant |
99,529 | Claudia | Gillespie | M | 1991-10-23 | 128.19 | 2023-06-17 | Li-Lucas | Market |
889,604 | Caitlyn | Dyer | F | 1977-10-26 | 97.47 | 2023-01-02 | Guzman Ltd | Restaurant |
531,316 | Robert | Snyder | F | 2005-10-19 | 537.07 | 2023-06-24 | Williams Group | Travel |
443,377 | Autumn | Hall | M | 1994-10-22 | 791.56 | 2023-01-02 | Bailey and Sons | Electronics |
723,676 | Christopher | York | F | 1975-10-27 | 87.06 | 2023-02-19 | James, West and Smith | Clothing |
609,070 | Jesse | Dodson | M | 1950-11-02 | 741.27 | 2023-07-02 | Chandler-Watkins | Electronics |
848,726 | Leslie | Walker | M | 1994-10-22 | 527.27 | 2023-02-21 | Green LLC | Electronics |
966,310 | Daniel | Jenkins | M | 1980-10-25 | 80.19 | 2023-02-10 | Taylor-Thompson | Restaurant |
618,528 | Benjamin | Carpenter | M | 1983-10-25 | 14.92 | 2023-01-04 | Owens LLC | Restaurant |
696,639 | Brianna | Harris | M | 1956-10-31 | 196.46 | 2023-01-24 | Wood-Williams | Electronics |
537,845 | Justin | Reed | null | 1993-10-22 | 424.43 | 2023-04-02 | Nixon-Thompson | Market |
202,536 | Alex | Bryant | F | 1981-10-25 | 505.33 | 2023-08-17 | Garcia and Sons | Electronics |
455,049 | Jeremiah | Austin | F | 1999-10-21 | 1,641.29 | 2023-06-20 | Haley-Smith | Travel |
893,073 | Sheila | Martinez | F | 1959-10-31 | 122.58 | 2023-02-07 | Romero, Woods and Flores | Cosmetic |
513,376 | Crystal | Brown | null | 1971-10-28 | 274.06 | 2023-10-03 | Day LLC | Clothing |
6,526 | Joseph | Horton | F | 1969-10-28 | 344.11 | 2023-02-17 | Cook, Estrada and Anderson | Market |
807,777 | Zachary | Cooley | M | 1949-11-02 | 83 | 2023-03-29 | Henderson Ltd | Restaurant |
557,862 | Michael | Miles | F | 2002-10-20 | 2,045.17 | 2023-07-04 | Carter Group | Travel |
26,510 | Jason | Lang | null | 1960-10-30 | 93.86 | 2023-06-16 | Hernandez, Smith and Molina | Market |
384,523 | Jose | Ruiz | M | 1950-11-02 | 265.62 | 2023-01-22 | Stone Ltd | Electronics |
491,218 | Angela | Harmon | null | 1968-10-28 | 91.53 | 2023-05-31 | Henderson, Brooks and Sanchez | Market |
382,546 | Tristan | Gray | null | 2004-10-19 | 742.48 | 2023-06-22 | Powell, Spencer and Abbott | Electronics |
326,446 | Jose | Taylor | M | 1954-11-01 | 2,260.68 | 2023-05-05 | Alexander-Miller | Travel |
124,147 | Felicia | Simon | F | 1969-10-28 | 784.94 | 2023-10-05 | Lester, West and Walker | Travel |
401,596 | Chelsea | King | F | 1997-10-21 | 125.32 | 2023-01-28 | Cain, Ross and Sanchez | Cosmetic |
469,417 | Kimberly | Maynard | F | 1949-11-02 | 998 | 2023-05-20 | Parker, Fuller and Coleman | Electronics |
66,785 | Kyle | Smith | F | 1962-10-30 | 81.6 | 2023-09-03 | Sanders-Lamb | Restaurant |
616,911 | Glenn | Wright | F | 1970-10-28 | 103.34 | 2023-08-20 | Coleman LLC | Cosmetic |
643,778 | Amber | Gonzales | F | 1983-10-25 | 49.77 | 2023-07-29 | Carter-Garcia | Restaurant |
485,816 | Tamara | Wilson | M | 1968-10-28 | 168.02 | 2023-01-27 | Mcintosh-Snyder | Cosmetic |
951,432 | Angela | Ross | F | 1967-10-29 | 2,028.85 | 2023-10-02 | Heath Group | Travel |
954,845 | Alicia | Mcintyre | M | 1983-10-25 | 811.1 | 2023-05-21 | Rivas-Anderson | Travel |
583,892 | Brian | Arnold | F | 1999-10-21 | 1,343.51 | 2023-06-05 | Le Group | Travel |
88,900 | Joan | Snyder | M | 1965-10-29 | 10.96 | 2023-09-01 | Smith LLC | Cosmetic |
83,144 | James | Kirk | F | 2005-10-19 | 99.51 | 2023-09-07 | Rodriguez-Nguyen | Cosmetic |
736,259 | Paul | Wilson | M | 1967-10-29 | 1,035.32 | 2023-03-11 | Barnett, Price and Perkins | Travel |
224,307 | Carlos | Hughes | M | 1958-10-31 | 31.92 | 2023-06-19 | Clark-Savage | Restaurant |
21,099 | William | Santiago | M | 1976-10-26 | 263.9 | 2023-07-04 | Edwards-Rodgers | Market |
840,937 | Kathryn | Little | F | 1986-10-24 | 891.48 | 2023-01-21 | Dennis, Sanchez and Collins | Travel |
240,657 | Michelle | Smith | F | 2000-10-20 | 836.15 | 2023-04-16 | Proctor-Davis | Electronics |
110,112 | Deborah | Becker | M | 1962-10-30 | 74.11 | 2023-03-04 | Massey Inc | Restaurant |
579,730 | Tommy | Snyder | F | 1988-10-23 | 43.66 | 2023-09-03 | Foster-Lopez | Market |
526,777 | Michael | Adams | F | 1956-10-31 | 74.03 | 2023-01-12 | Kim LLC | Restaurant |
594,622 | Michael | Roberts | M | 2000-10-20 | 2,560.5 | 2023-06-05 | Wilkinson Inc | Travel |
787,347 | Nicholas | Soto | null | 1980-10-25 | 18.65 | 2023-08-06 | Rogers, Flowers and Dennis | Cosmetic |
439,045 | Derrick | Nelson | F | 1965-10-29 | 2,695.47 | 2023-09-14 | Lee, Mahoney and Vargas | Travel |
569,429 | Peter | Cunningham | F | 1985-10-24 | 66.13 | 2023-05-03 | Robinson-Joseph | Market |
701,139 | Paul | Gomez | null | 1980-10-25 | 243.25 | 2023-02-28 | Vega and Sons | Clothing |
134,095 | Frank | Hudson | F | 1985-10-24 | 1,547.47 | 2023-05-31 | Davenport LLC | Travel |
248,729 | Alexis | Harrell | M | 1976-10-26 | 83.89 | 2023-03-18 | Atkins and Sons | Cosmetic |
303,872 | William | Medina | M | 2004-10-19 | 2,428.68 | 2023-07-01 | Thomas, Fisher and Young | Travel |
721,258 | Stephanie | Stewart | F | 1984-10-24 | 97.23 | 2023-10-10 | Daniel PLC | Cosmetic |
695,579 | Isaiah | Schultz | M | 1993-10-22 | 229.6 | 2023-09-08 | Tran, Roberts and Coleman | Clothing |
384,380 | Mark | Hill | M | 1950-11-02 | 444.59 | 2023-09-27 | Holland, Colon and Joseph | Electronics |
881,230 | Thomas | Shields | M | 1997-10-21 | 113.58 | 2023-09-10 | Jenkins Group | Cosmetic |
100,620 | Donna | Nguyen | F | 1951-11-02 | 18.49 | 2023-06-18 | Cobb, Perez and Thomas | Restaurant |
28,958 | David | Kelley | M | 1989-10-23 | 861.67 | 2023-02-27 | Cobb-Smith | Travel |
799,062 | Rachel | Mueller | M | 1979-10-26 | 120.31 | 2023-05-10 | Stevens, Armstrong and Brown | Market |
459,845 | Pamela | Kennedy | F | 1949-11-02 | 2,379.84 | 2023-08-10 | Garcia, Smith and Gay | Travel |
387,252 | Daniel | Donaldson | F | 1972-10-27 | 631.76 | 2023-03-17 | Reed Group | Electronics |
747,675 | Samuel | Jackson | M | 1950-11-02 | 480.61 | 2023-08-01 | Williams-Sanford | Travel |
123,959 | William | Parker | M | 1949-11-02 | 11.52 | 2023-05-12 | Mitchell-Brooks | Restaurant |
106,971 | Nicholas | Jordan | M | 1979-10-26 | 2,821.06 | 2023-05-15 | Compton, Dunn and Gilbert | Travel |
179,746 | John | Bradley | M | 1954-11-01 | 986.87 | 2023-07-18 | Davis-Meadows | Electronics |
478,134 | Anthony | Forbes | M | 1967-10-29 | 139.02 | 2023-04-18 | Smith Inc | Cosmetic |
986,328 | Sandra | Lucas | M | 1968-10-28 | 655.77 | 2023-04-15 | Sweeney-Smith | Electronics |
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