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 |
|---|---|---|---|---|---|---|---|---|
752,858
|
Sean
|
Rodriguez
|
F
|
2002-10-20
| 35.47
|
2023-04-03
|
Smith-Russell
|
Cosmetic
|
26,381
|
Michelle
|
Phelps
| null |
1985-10-24
| 2,552.72
|
2023-07-17
|
Peck, Spence and Young
|
Travel
|
305,449
|
Jacob
|
Williams
|
M
|
1981-10-25
| 115.97
|
2023-09-20
|
Steele Inc
|
Clothing
|
988,259
|
Nathan
|
Snyder
|
M
|
1977-10-26
| 11.31
|
2023-01-11
|
Wilson, Wilson and Russell
|
Cosmetic
|
764,762
|
Crystal
|
Knapp
|
F
|
1951-11-02
| 62.21
|
2023-06-13
|
Palmer-Hinton
|
Electronics
|
576,539
|
Monica
|
Bartlett
|
F
|
2001-10-20
| 99.14
|
2023-08-24
|
Tran, Torres and Joyce
|
Cosmetic
|
124,681
|
Thomas
|
Shaw
| null |
1976-10-26
| 145.94
|
2023-08-30
|
Evans, Griffin and Torres
|
Cosmetic
|
521,807
|
Kelsey
|
Pena
|
F
|
1968-10-28
| 161.39
|
2023-02-08
|
Miller PLC
|
Cosmetic
|
504,238
|
Denise
|
Porter
|
M
|
1957-10-31
| 77.73
|
2023-01-12
|
Jackson-Morgan
|
Restaurant
|
583,532
|
Alexander
|
Richardson
|
F
|
1974-10-27
| 142.85
|
2023-06-07
|
Blake, Mays and Anderson
|
Clothing
|
924,841
|
Kimberly
|
Ball
|
M
|
1976-10-26
| 928.68
|
2023-02-11
|
Miller, Walker and Bond
|
Travel
|
123,235
|
Hunter
|
Peters
|
M
|
1971-10-28
| 387.78
|
2023-09-24
|
Barker, Ortiz and Cox
|
Market
|
840,546
|
Julie
|
Russell
|
M
|
1968-10-28
| 142.07
|
2023-08-07
|
Taylor-Morrow
|
Cosmetic
|
516,709
|
Christopher
|
Harris
|
M
|
2004-10-19
| 107.44
|
2023-04-22
|
Gonzalez-Hunter
|
Cosmetic
|
683,760
|
Amber
|
Brown
|
M
|
2004-10-19
| 54.31
|
2023-04-10
|
Underwood-Contreras
|
Cosmetic
|
777,948
|
Amy
|
Pierce
|
F
|
1966-10-29
| 79.57
|
2023-01-05
|
Rodriguez Ltd
|
Restaurant
|
440,706
|
Elizabeth
|
Barnes
|
F
|
1957-10-31
| 441.18
|
2023-02-28
|
Wilson-Zavala
|
Market
|
793,150
|
Chad
|
Reese
| null |
1962-10-30
| 475.82
|
2023-04-22
|
Hughes Inc
|
Market
|
27,213
|
Michelle
|
Holden
|
M
|
1949-11-02
| 106.26
|
2023-05-20
|
Morris-Foster
|
Cosmetic
|
401,993
|
Steven
|
Smith
|
M
|
1999-10-21
| 1,468.14
|
2023-05-14
|
Thompson, Lopez and Mason
|
Travel
|
103,920
|
Patrick
|
Price
|
M
|
1977-10-26
| 40.08
|
2023-05-28
|
Barber, Williamson and Norman
|
Clothing
|
943,548
|
Daniel
|
Pitts
| null |
1995-10-22
| 39.87
|
2023-06-01
|
Shaw-Elliott
|
Clothing
|
178,351
|
Robert
|
Rice
|
F
|
1993-10-22
| 151.73
|
2023-06-29
|
Solis-Washington
|
Clothing
|
615,357
|
Sara
|
Michael
|
M
|
1993-10-22
| 17.05
|
2023-04-17
|
Wright Inc
|
Restaurant
|
111,696
|
Anthony
|
Miller
| null |
1991-10-23
| 108.3
|
2023-06-14
|
Nguyen, Patel and Dudley
|
Cosmetic
|
6,905
|
Jessica
|
White
|
M
|
1981-10-25
| 366.56
|
2023-02-01
|
Berry, Reeves and Best
|
Market
|
291,542
|
Kimberly
|
Ross
|
M
|
1959-10-31
| 924.23
|
2023-03-18
|
Pacheco, Sullivan and Jones
|
Electronics
|
517,389
|
Brian
|
Jones
|
F
|
1956-10-31
| 781.85
|
2023-03-30
|
Dorsey Inc
|
Travel
|
744,599
|
William
|
Contreras
|
F
|
2003-10-20
| 1,479.49
|
2023-04-15
|
Fuller, Jones and White
|
Travel
|
726,547
|
Adam
|
Hansen
| null |
1966-10-29
| 94.69
|
2023-09-13
|
Johnson-Campbell
|
Cosmetic
|
485,562
|
Betty
|
Atkinson
|
F
|
1994-10-22
| 58.97
|
2023-09-21
|
Freeman, Bush and Zuniga
|
Cosmetic
|
28,347
|
Pamela
|
Nguyen
|
M
|
1978-10-26
| 148.26
|
2023-06-06
|
Schwartz-Stephens
|
Cosmetic
|
899,551
|
Sarah
|
Warner
|
F
|
1961-10-30
| 157.6
|
2023-07-20
|
Cook-Williams
|
Clothing
|
485,255
|
Amy
|
Mercer
|
F
|
1970-10-28
| 2,071.69
|
2023-09-20
|
Peck, Horn and Stanley
|
Travel
|
668,341
|
Manuel
|
Robinson
|
M
|
1961-10-30
| 251.83
|
2023-06-21
|
Gonzalez-Castro
|
Market
|
355,400
|
Aaron
|
Martinez
|
F
|
1978-10-26
| 631.18
|
2023-09-10
|
Padilla-Greene
|
Travel
|
796,123
|
Darlene
|
Tucker
|
M
|
1953-11-01
| 1,745.4
|
2023-03-05
|
Manning Inc
|
Travel
|
343,329
|
Hannah
|
Maynard
|
M
|
1980-10-25
| 487.43
|
2023-01-14
|
Gilbert, Hernandez and Wilson
|
Electronics
|
409,886
|
Benjamin
|
Rice
|
M
|
2000-10-20
| 64.39
|
2023-05-18
|
Lynch Inc
|
Clothing
|
11,697
|
Jason
|
Johnson
|
F
|
2001-10-20
| 2,423.86
|
2023-09-02
|
King-Wright
|
Travel
|
13,908
|
Scott
|
Harrison
|
F
|
2003-10-20
| 98.4
|
2023-09-17
|
White, Bernard and Adkins
|
Cosmetic
|
373,595
|
Emily
|
Mcdaniel
|
F
|
1987-10-24
| 84.46
|
2023-05-17
|
Mason PLC
|
Restaurant
|
599,093
|
Thomas
|
Salas
| null |
1956-10-31
| 57.83
|
2023-08-06
|
Jimenez Inc
|
Electronics
|
370,834
|
Katherine
|
Howard
|
F
|
1997-10-21
| 856.38
|
2023-07-26
|
Hamilton and Sons
|
Electronics
|
261,654
|
Kevin
|
Harris
| null |
1977-10-26
| 147.43
|
2023-06-11
|
Thomas LLC
|
Cosmetic
|
232,533
|
Jose
|
Gould
|
M
|
1958-10-31
| 128.67
|
2023-10-07
|
Sanders PLC
|
Cosmetic
|
555,415
|
Meghan
|
Acosta
|
F
|
1962-10-30
| 50.21
|
2023-03-20
|
Washington, Hinton and Sparks
|
Market
|
717,993
|
Michael
|
Huang
|
M
|
1998-10-21
| 71.38
|
2023-09-26
|
French, Wright and Tapia
|
Clothing
|
573,771
|
Dana
|
Hunt
|
F
|
1991-10-23
| 331.08
|
2023-06-30
|
Torres LLC
|
Electronics
|
59,223
|
Lisa
|
Ross
|
F
|
1949-11-02
| 711.74
|
2023-07-07
|
Diaz LLC
|
Travel
|
801,291
|
Sydney
|
Spencer
| null |
1980-10-25
| 1,374.86
|
2023-03-19
|
Johnson LLC
|
Travel
|
858,686
|
Brian
|
Mcintyre
|
F
|
2003-10-20
| 39.24
|
2023-02-18
|
Morales-Velasquez
|
Restaurant
|
652,558
|
Melanie
|
Greene
|
F
|
1995-10-22
| 16.68
|
2023-05-01
|
Barnes-Walton
|
Cosmetic
|
39,683
|
Anthony
|
Hoffman
|
M
|
1982-10-25
| 112.63
|
2023-05-25
|
Ellis-Zimmerman
|
Cosmetic
|
344,613
|
Michelle
|
Kim
|
F
|
1957-10-31
| 185.8
|
2023-05-07
|
Nguyen-Bradley
|
Cosmetic
|
62,730
|
Matthew
|
Aguilar
|
M
|
1978-10-26
| 58.11
|
2023-03-31
|
Brooks, Reed and Adams
|
Restaurant
|
816,425
|
Tammy
|
Williams
|
F
|
1966-10-29
| 66.45
|
2023-06-23
|
Cooper Inc
|
Restaurant
|
641,954
|
Justin
|
Mathews
|
F
|
1995-10-22
| 2,035.14
|
2023-09-14
|
Beck, Morris and Murphy
|
Travel
|
904,827
|
Matthew
|
Hobbs
|
F
|
1963-10-30
| 153.73
|
2023-06-20
|
Blankenship, Atkinson and Howard
|
Travel
|
779,830
|
Ann
|
Sullivan
|
F
|
1955-11-01
| 130.7
|
2023-02-12
|
Hester-Greer
|
Cosmetic
|
765,738
|
Joshua
|
Burgess
|
F
|
1998-10-21
| 180.37
|
2023-08-21
|
Wilcox PLC
|
Market
|
805,732
|
Sabrina
|
White
|
F
|
1980-10-25
| 2,612.99
|
2023-07-03
|
Woodard, Boyd and Mays
|
Travel
|
982,485
|
Leslie
|
Campbell
| null |
1982-10-25
| 139.2
|
2023-08-04
|
White, Hensley and Hayes
|
Market
|
955,318
|
Jeffery
|
Morgan
|
F
|
1972-10-27
| 235.47
|
2023-06-18
|
Collins, Hill and Chapman
|
Clothing
|
738,539
|
Mary
|
Pittman
| null |
2005-10-19
| 52.71
|
2023-09-26
|
Butler, Stewart and Peterson
|
Clothing
|
396,758
|
Ashley
|
Carr
|
M
|
1976-10-26
| 12.26
|
2023-06-10
|
Howard-Miller
|
Restaurant
|
884,080
|
Joseph
|
Meadows
|
F
|
1980-10-25
| 147.62
|
2023-03-15
|
Jackson, Ramirez and Jones
|
Cosmetic
|
34,415
|
Juan
|
Kelly
|
F
|
1995-10-22
| 2,770.66
|
2023-07-28
|
Peterson LLC
|
Travel
|
164,888
|
Christina
|
Ellis
|
F
|
2001-10-20
| 654.39
|
2023-07-29
|
Ward-Klein
|
Electronics
|
677,049
|
Martha
|
Gonzales
|
M
|
1951-11-02
| 23.42
|
2023-05-17
|
Kelly-Jones
|
Clothing
|
289,003
|
John
|
Woods
|
F
|
1957-10-31
| 1,949.03
|
2023-01-01
|
Stephens-Shelton
|
Travel
|
385,557
|
Keith
|
Clark
|
F
|
2003-10-20
| 47.85
|
2023-04-17
|
Smith Inc
|
Restaurant
|
665,628
|
Alejandro
|
Reed
|
F
|
1990-10-23
| 40.42
|
2023-08-20
|
Odonnell, Bright and Lewis
|
Clothing
|
95,705
|
Amber
|
Taylor
|
F
|
1967-10-29
| 263.62
|
2023-01-20
|
Rogers and Sons
|
Clothing
|
697,024
|
Michael
|
Hines
| null |
1961-10-30
| 76.6
|
2023-08-04
|
Oconnor PLC
|
Cosmetic
|
273,487
|
David
|
Morrison
|
F
|
2002-10-20
| 21.85
|
2023-04-06
|
Yu and Sons
|
Restaurant
|
828,224
|
Jennifer
|
Quinn
|
M
|
1949-11-02
| 154.36
|
2023-10-08
|
Phillips Inc
|
Market
|
641,695
|
Nicholas
|
Jones
|
F
|
2001-10-20
| 40.39
|
2023-09-14
|
Mccormick, Adkins and Cobb
|
Restaurant
|
410,859
|
Christy
|
Ramos
|
F
|
1995-10-22
| 50.69
|
2023-10-02
|
Rogers-Levy
|
Market
|
403,963
|
Jamie
|
Collier
| null |
1970-10-28
| 311.04
|
2023-05-30
|
Matthews PLC
|
Market
|
526,718
|
Douglas
|
Martin
|
M
|
1967-10-29
| 1,616.19
|
2023-07-01
|
Jackson, Ray and Cooper
|
Travel
|
364,086
|
Holly
|
Jackson
|
M
|
1952-11-01
| 839.12
|
2023-03-23
|
Carey Ltd
|
Electronics
|
178,510
|
Kimberly
|
Klein
|
F
|
1969-10-28
| 287.34
|
2023-08-18
|
Chang, Blevins and Miller
|
Market
|
143,865
|
Fernando
|
Oliver
|
F
|
1956-10-31
| 246.62
|
2023-08-02
|
Patterson-Davenport
|
Market
|
946,664
|
Yvonne
|
Silva
|
M
|
1958-10-31
| 168.28
|
2023-01-26
|
Rice-Ramos
|
Cosmetic
|
800,246
|
Margaret
|
Carter
| null |
1996-10-21
| 96.41
|
2023-03-21
|
Miller, Foster and Reed
|
Cosmetic
|
884,621
|
Charles
|
Glover
|
F
|
1963-10-30
| 344.34
|
2023-07-20
|
Kim and Sons
|
Electronics
|
420,838
|
Aaron
|
Mckee
| null |
1975-10-27
| 231.65
|
2023-02-21
|
Arnold-Blackburn
|
Market
|
59,633
|
Derrick
|
Aguilar
|
M
|
1967-10-29
| 211.58
|
2023-03-27
|
Montgomery-Ruiz
|
Market
|
361,536
|
Kurt
|
Dennis
|
M
|
1970-10-28
| 234.16
|
2023-05-24
|
Davis, Griffin and Gates
|
Clothing
|
496,809
|
Timothy
|
Collier
|
M
|
1950-11-02
| 10.51
|
2023-09-28
|
Baker, Schaefer and Brown
|
Market
|
471,552
|
Courtney
|
Johnson
|
M
|
1981-10-25
| 304.25
|
2023-04-16
|
Bryant-Sanchez
|
Electronics
|
450,062
|
Joy
|
Padilla
|
F
|
1951-11-02
| 278.38
|
2023-07-23
|
Frost-Smith
|
Market
|
925,651
|
Carol
|
Wilson
|
M
|
1976-10-26
| 159.44
|
2023-05-18
|
Arnold Ltd
|
Clothing
|
155,186
|
Lawrence
|
Williams
|
F
|
2005-10-19
| 21.79
|
2023-08-29
|
Cook-Moore
|
Restaurant
|
838,514
|
Andrew
|
Armstrong
|
M
|
2004-10-19
| 231.35
|
2023-03-02
|
Miller Inc
|
Clothing
|
981,118
|
Anthony
|
Arnold
|
M
|
1971-10-28
| 2,362.42
|
2023-06-28
|
Thomas, Simpson and Tyler
|
Travel
|
658,610
|
Nicole
|
Peterson
|
M
|
1965-10-29
| 395.33
|
2023-03-20
|
Bryant, Mcbride and White
|
Market
|
463,162
|
Stephanie
|
Miller
| null |
1958-10-31
| 958.43
|
2023-04-28
|
Young and Sons
|
Electronics
|
707,412
|
Derek
|
Thompson
|
F
|
1985-10-24
| 94.93
|
2023-08-27
|
Fuller, Bowen and Davis
|
Restaurant
|
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