MySQL 데이터베이스에 연결하기 - via cursor object


In [1]:
import os

In [2]:
import pandas as pd

import MySQLdb

In [3]:
DATABASE_HOST = "localhost"  # "localhost" == "127.0.0.1"

DATABASE_USERNAME = os.environ.get("DATABASE_USERNAME", "YOUR_USERNAME")
DATABASE_PASSWORD = os.environ.get("DATABASE_PASSWORD", "YOUR_PASSWORD")

DATABASE_NAME = "sakila"

In [4]:
connection = MySQLdb.connect(
    DATABASE_HOST,
    DATABASE_USERNAME,
    DATABASE_PASSWORD,
    DATABASE_NAME,
    charset='utf8',
)

In [5]:
# 데이터베이스에 연결하고 난 이후 ( "connection" 객체를 생성하고 난 이후, )
# cursor 객체를 생성해주셔야 합니다.


cursor = connection.cursor()

In [6]:
SQL_QUERY = """
    SELECT *
    FROM customer
    ;
"""

cursor.execute(SQL_QUERY)
cursor.fetchall()


Out[6]:
((1,
  1,
  'MARY',
  'SMITH',
  'MARY.SMITH@sakilacustomer.org',
  5,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (2,
  1,
  'PATRICIA',
  'JOHNSON',
  'PATRICIA.JOHNSON@sakilacustomer.org',
  6,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (3,
  1,
  'LINDA',
  'WILLIAMS',
  'LINDA.WILLIAMS@sakilacustomer.org',
  7,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (4,
  2,
  'BARBARA',
  'JONES',
  'BARBARA.JONES@sakilacustomer.org',
  8,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (5,
  1,
  'ELIZABETH',
  'BROWN',
  'ELIZABETH.BROWN@sakilacustomer.org',
  9,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (6,
  2,
  'JENNIFER',
  'DAVIS',
  'JENNIFER.DAVIS@sakilacustomer.org',
  10,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (7,
  1,
  'MARIA',
  'MILLER',
  'MARIA.MILLER@sakilacustomer.org',
  11,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (8,
  2,
  'SUSAN',
  'WILSON',
  'SUSAN.WILSON@sakilacustomer.org',
  12,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (9,
  2,
  'MARGARET',
  'MOORE',
  'MARGARET.MOORE@sakilacustomer.org',
  13,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (10,
  1,
  'DOROTHY',
  'TAYLOR',
  'DOROTHY.TAYLOR@sakilacustomer.org',
  14,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (11,
  2,
  'LISA',
  'ANDERSON',
  'LISA.ANDERSON@sakilacustomer.org',
  15,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (12,
  1,
  'NANCY',
  'THOMAS',
  'NANCY.THOMAS@sakilacustomer.org',
  16,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (13,
  2,
  'KAREN',
  'JACKSON',
  'KAREN.JACKSON@sakilacustomer.org',
  17,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (14,
  2,
  'BETTY',
  'WHITE',
  'BETTY.WHITE@sakilacustomer.org',
  18,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (15,
  1,
  'HELEN',
  'HARRIS',
  'HELEN.HARRIS@sakilacustomer.org',
  19,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (16,
  2,
  'SANDRA',
  'MARTIN',
  'SANDRA.MARTIN@sakilacustomer.org',
  20,
  0,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (17,
  1,
  'DONNA',
  'THOMPSON',
  'DONNA.THOMPSON@sakilacustomer.org',
  21,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (18,
  2,
  'CAROL',
  'GARCIA',
  'CAROL.GARCIA@sakilacustomer.org',
  22,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (19,
  1,
  'RUTH',
  'MARTINEZ',
  'RUTH.MARTINEZ@sakilacustomer.org',
  23,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (20,
  2,
  'SHARON',
  'ROBINSON',
  'SHARON.ROBINSON@sakilacustomer.org',
  24,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (21,
  1,
  'MICHELLE',
  'CLARK',
  'MICHELLE.CLARK@sakilacustomer.org',
  25,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (22,
  1,
  'LAURA',
  'RODRIGUEZ',
  'LAURA.RODRIGUEZ@sakilacustomer.org',
  26,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (23,
  2,
  'SARAH',
  'LEWIS',
  'SARAH.LEWIS@sakilacustomer.org',
  27,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (24,
  2,
  'KIMBERLY',
  'LEE',
  'KIMBERLY.LEE@sakilacustomer.org',
  28,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (25,
  1,
  'DEBORAH',
  'WALKER',
  'DEBORAH.WALKER@sakilacustomer.org',
  29,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (26,
  2,
  'JESSICA',
  'HALL',
  'JESSICA.HALL@sakilacustomer.org',
  30,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (27,
  2,
  'SHIRLEY',
  'ALLEN',
  'SHIRLEY.ALLEN@sakilacustomer.org',
  31,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (28,
  1,
  'CYNTHIA',
  'YOUNG',
  'CYNTHIA.YOUNG@sakilacustomer.org',
  32,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (29,
  2,
  'ANGELA',
  'HERNANDEZ',
  'ANGELA.HERNANDEZ@sakilacustomer.org',
  33,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (30,
  1,
  'MELISSA',
  'KING',
  'MELISSA.KING@sakilacustomer.org',
  34,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (31,
  2,
  'BRENDA',
  'WRIGHT',
  'BRENDA.WRIGHT@sakilacustomer.org',
  35,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (32,
  1,
  'AMY',
  'LOPEZ',
  'AMY.LOPEZ@sakilacustomer.org',
  36,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (33,
  2,
  'ANNA',
  'HILL',
  'ANNA.HILL@sakilacustomer.org',
  37,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (34,
  2,
  'REBECCA',
  'SCOTT',
  'REBECCA.SCOTT@sakilacustomer.org',
  38,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (35,
  2,
  'VIRGINIA',
  'GREEN',
  'VIRGINIA.GREEN@sakilacustomer.org',
  39,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (36,
  2,
  'KATHLEEN',
  'ADAMS',
  'KATHLEEN.ADAMS@sakilacustomer.org',
  40,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (37,
  1,
  'PAMELA',
  'BAKER',
  'PAMELA.BAKER@sakilacustomer.org',
  41,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (38,
  1,
  'MARTHA',
  'GONZALEZ',
  'MARTHA.GONZALEZ@sakilacustomer.org',
  42,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (39,
  1,
  'DEBRA',
  'NELSON',
  'DEBRA.NELSON@sakilacustomer.org',
  43,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (40,
  2,
  'AMANDA',
  'CARTER',
  'AMANDA.CARTER@sakilacustomer.org',
  44,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (41,
  1,
  'STEPHANIE',
  'MITCHELL',
  'STEPHANIE.MITCHELL@sakilacustomer.org',
  45,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (42,
  2,
  'CAROLYN',
  'PEREZ',
  'CAROLYN.PEREZ@sakilacustomer.org',
  46,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (43,
  2,
  'CHRISTINE',
  'ROBERTS',
  'CHRISTINE.ROBERTS@sakilacustomer.org',
  47,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (44,
  1,
  'MARIE',
  'TURNER',
  'MARIE.TURNER@sakilacustomer.org',
  48,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (45,
  1,
  'JANET',
  'PHILLIPS',
  'JANET.PHILLIPS@sakilacustomer.org',
  49,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (46,
  2,
  'CATHERINE',
  'CAMPBELL',
  'CATHERINE.CAMPBELL@sakilacustomer.org',
  50,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (47,
  1,
  'FRANCES',
  'PARKER',
  'FRANCES.PARKER@sakilacustomer.org',
  51,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (48,
  1,
  'ANN',
  'EVANS',
  'ANN.EVANS@sakilacustomer.org',
  52,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (49,
  2,
  'JOYCE',
  'EDWARDS',
  'JOYCE.EDWARDS@sakilacustomer.org',
  53,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (50,
  1,
  'DIANE',
  'COLLINS',
  'DIANE.COLLINS@sakilacustomer.org',
  54,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (51,
  1,
  'ALICE',
  'STEWART',
  'ALICE.STEWART@sakilacustomer.org',
  55,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (52,
  1,
  'JULIE',
  'SANCHEZ',
  'JULIE.SANCHEZ@sakilacustomer.org',
  56,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (53,
  1,
  'HEATHER',
  'MORRIS',
  'HEATHER.MORRIS@sakilacustomer.org',
  57,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (54,
  1,
  'TERESA',
  'ROGERS',
  'TERESA.ROGERS@sakilacustomer.org',
  58,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (55,
  2,
  'DORIS',
  'REED',
  'DORIS.REED@sakilacustomer.org',
  59,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (56,
  1,
  'GLORIA',
  'COOK',
  'GLORIA.COOK@sakilacustomer.org',
  60,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (57,
  2,
  'EVELYN',
  'MORGAN',
  'EVELYN.MORGAN@sakilacustomer.org',
  61,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (58,
  1,
  'JEAN',
  'BELL',
  'JEAN.BELL@sakilacustomer.org',
  62,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (59,
  1,
  'CHERYL',
  'MURPHY',
  'CHERYL.MURPHY@sakilacustomer.org',
  63,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (60,
  1,
  'MILDRED',
  'BAILEY',
  'MILDRED.BAILEY@sakilacustomer.org',
  64,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (61,
  2,
  'KATHERINE',
  'RIVERA',
  'KATHERINE.RIVERA@sakilacustomer.org',
  65,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (62,
  1,
  'JOAN',
  'COOPER',
  'JOAN.COOPER@sakilacustomer.org',
  66,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (63,
  1,
  'ASHLEY',
  'RICHARDSON',
  'ASHLEY.RICHARDSON@sakilacustomer.org',
  67,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (64,
  2,
  'JUDITH',
  'COX',
  'JUDITH.COX@sakilacustomer.org',
  68,
  0,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (65,
  2,
  'ROSE',
  'HOWARD',
  'ROSE.HOWARD@sakilacustomer.org',
  69,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (66,
  2,
  'JANICE',
  'WARD',
  'JANICE.WARD@sakilacustomer.org',
  70,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (67,
  1,
  'KELLY',
  'TORRES',
  'KELLY.TORRES@sakilacustomer.org',
  71,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (68,
  1,
  'NICOLE',
  'PETERSON',
  'NICOLE.PETERSON@sakilacustomer.org',
  72,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (69,
  2,
  'JUDY',
  'GRAY',
  'JUDY.GRAY@sakilacustomer.org',
  73,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (70,
  2,
  'CHRISTINA',
  'RAMIREZ',
  'CHRISTINA.RAMIREZ@sakilacustomer.org',
  74,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (71,
  1,
  'KATHY',
  'JAMES',
  'KATHY.JAMES@sakilacustomer.org',
  75,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (72,
  2,
  'THERESA',
  'WATSON',
  'THERESA.WATSON@sakilacustomer.org',
  76,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (73,
  2,
  'BEVERLY',
  'BROOKS',
  'BEVERLY.BROOKS@sakilacustomer.org',
  77,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (74,
  1,
  'DENISE',
  'KELLY',
  'DENISE.KELLY@sakilacustomer.org',
  78,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (75,
  2,
  'TAMMY',
  'SANDERS',
  'TAMMY.SANDERS@sakilacustomer.org',
  79,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (76,
  2,
  'IRENE',
  'PRICE',
  'IRENE.PRICE@sakilacustomer.org',
  80,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (77,
  2,
  'JANE',
  'BENNETT',
  'JANE.BENNETT@sakilacustomer.org',
  81,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (78,
  1,
  'LORI',
  'WOOD',
  'LORI.WOOD@sakilacustomer.org',
  82,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (79,
  1,
  'RACHEL',
  'BARNES',
  'RACHEL.BARNES@sakilacustomer.org',
  83,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (80,
  1,
  'MARILYN',
  'ROSS',
  'MARILYN.ROSS@sakilacustomer.org',
  84,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (81,
  1,
  'ANDREA',
  'HENDERSON',
  'ANDREA.HENDERSON@sakilacustomer.org',
  85,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (82,
  1,
  'KATHRYN',
  'COLEMAN',
  'KATHRYN.COLEMAN@sakilacustomer.org',
  86,
  1,
  datetime.datetime(2006, 2, 14, 22, 4, 36),
  datetime.datetime(2006, 2, 15, 4, 57, 20)),
 (83,
  1,
  'LOUISE',
  'JENKINS',
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In [7]:
# 다만, 이 경우에는 column에 대한 정보를 가져오지 못한다.
# ( 이럴 경우는 잘 없겠지만, ) 데이터베이스의 구조에 대해서 잘 모른다면,
# 다음의 SQL 쿼리를 통해서 Column Name 에 대한 정보를 얻을 수 있다.


SQL_QUERY = """
    SELECT column_name
    FROM information_schema.columns
    WHERE table_name='customer'
"""

cursor.execute(SQL_QUERY)
cursor.fetchall()


Out[7]:
(('customer_id',),
 ('store_id',),
 ('first_name',),
 ('last_name',),
 ('email',),
 ('address_id',),
 ('active',),
 ('create_date',),
 ('last_update',))

In [ ]: