Customer	Type of Customer	Items	Net Sales	Method of Payment	Gender	Marital Status	Age
1	Regular	1	39.50	Discover	Male	Married	32
2	Promotional	1	102.40	Proprietary Card	Female	Married	36
3	Regular	1	22.50	Proprietary Card	Female	Married	32
4	Promotional	5	100.40	Proprietary Card	Female	Married	28
5	Regular	2	54.00	MasterCard	Female	Married	34
6	Regular	1	44.50	MasterCard	Female	Married	44
7	Promotional	2	78.00	Proprietary Card	Female	Married	30
8	Regular	1	22.50	Visa	Female	Married	40
9	Promotional	2	56.52	Proprietary Card	Female	Married	46
10	Regular	1	44.50	Proprietary Card	Female	Married	36
11	Regular	1	29.50	Proprietary Card	Female	Married	48
12	Promotional	1	31.60	Proprietary Card	Female	Married	40
13	Promotional	9	160.40	Visa	Female	Married	40
14	Promotional	2	64.50	Visa	Female	Married	46
15	Regular	1	49.50	Visa	Male	Single	24
16	Promotional	2	71.40	Proprietary Card	Male	Single	36
17	Promotional	3	94.00	Proprietary Card	Female	Single	22
18	Regular	3	54.50	Discover	Female	Married	40
19	Promotional	2	38.50	MasterCard	Female	Married	32
20	Promotional	6	44.80	Proprietary Card	Female	Married	56
21	Promotional	1	31.60	Proprietary Card	Female	Single	28
22	Promotional	4	70.82	Proprietary Card	Female	Married	38
23	Promotional	7	266.00	American Express	Female	Married	50
24	Regular	2	74.00	Proprietary Card	Female	Married	42
25	Promotional	2	39.50	Visa	Male	Married	48
26	Promotional	1	30.02	Proprietary Card	Female	Married	60
27	Regular	1	44.50	Proprietary Card	Female	Married	54
28	Promotional	5	192.80	Proprietary Card	Female	Single	42
29	Promotional	3	71.20	Proprietary Card	Female	Married	32
30	Promotional	1	18.00	Proprietary Card	Female	Married	70
31	Promotional	2	63.20	MasterCard	Female	Married	28
32	Regular	1	75.00	Proprietary Card	Female	Married	52
33	Promotional	3	63.20	Proprietary Card	Female	Married	44
34	Regular	1	40.00	Proprietary Card	Female	Married	34
35	Promotional	5	105.50	MasterCard	Female	Married	56
36	Regular	1	29.50	MasterCard	Male	Single	36
37	Regular	2	102.50	Visa	Female	Single	42
38	Promotional	6	117.50	Proprietary Card	Female	Married	50
39	Promotional	5	13.23	Proprietary Card	Female	Married	44
40	Regular	2	52.50	Proprietary Card	Female	Married	58
41	Promotional	13	198.80	Proprietary Card	Female	Married	42
42	Promotional	4	19.50	Visa	Female	Married	46
43	Regular	2	123.50	Proprietary Card	Female	Married	48
44	Promotional	1	62.40	Proprietary Card	Female	Married	54
45	Promotional	2	23.80	Proprietary Card	Female	Married	38
46	Promotional	2	39.60	Proprietary Card	Female	Married	60
47	Regular	1	25.00	MasterCard	Female	Married	46
48	Promotional	3	63.64	Proprietary Card	Female	Married	30
49	Promotional	1	14.82	Proprietary Card	Female	Married	32
50	Promotional	9	145.20	MasterCard	Female	Married	46
51	Promotional	6	176.62	Proprietary Card	Female	Married	38
52	Promotional	5	118.80	Proprietary Card	Male	Married	68
53	Regular	1	58.00	Discover	Female	Single	78
54	Regular	2	74.00	Visa	Female	Single	20
55	Regular	2	49.50	MasterCard	Female	Married	32
56	Promotional	3	141.60	Proprietary Card	Female	Married	38
57	Promotional	6	123.10	Proprietary Card	Female	Married	54
58	Promotional	2	80.40	Proprietary Card	Female	Married	48
59	Promotional	4	65.20	MasterCard	Female	Married	46
60	Promotional	4	113.00	Proprietary Card	Female	Single	50
61	Promotional	1	108.80	Proprietary Card	Female	Married	46
62	Promotional	3	59.91	Proprietary Card	Female	Single	30
63	Promotional	5	53.60	Proprietary Card	Female	Married	54
64	Promotional	1	31.60	Proprietary Card	Female	Single	42
65	Promotional	2	49.50	Proprietary Card	Female	Married	48
66	Promotional	1	39.60	Proprietary Card	Female	Married	62
67	Promotional	2	59.50	Proprietary Card	Female	Married	34
68	Promotional	5	146.80	Proprietary Card	Female	Married	28
69	Promotional	2	47.20	Proprietary Card	Male	Married	46
70	Promotional	8	95.05	Proprietary Card	Female	Married	54
71	Promotional	5	155.32	Proprietary Card	Female	Married	30
72	Promotional	4	58.00	MasterCard	Female	Married	32
73	Regular	1	69.00	Proprietary Card	Female	Single	22
74	Promotional	2	46.50	Proprietary Card	Female	Married	32
75	Promotional	2	45.22	Proprietary Card	Female	Married	74
76	Promotional	4	84.74	Proprietary Card	Female	Married	62
77	Regular	2	39.00	Proprietary Card	Female	Married	42
78	Promotional	4	111.14	Proprietary Card	Female	Married	28
79	Promotional	3	86.80	Proprietary Card	Female	Married	38
80	Regular	2	89.00	Discover	Female	Married	54
81	Promotional	2	78.00	MasterCard	Female	Married	68
82	Promotional	6	53.20	Proprietary Card	Female	Single	30
83	Promotional	4	58.50	Visa	Female	Married	36
84	Promotional	3	46.00	Proprietary Card	Female	Married	44
85	Regular	2	37.50	Visa	Female	Married	44
86	Promotional	1	20.80	Proprietary Card	Female	Married	62
87	Regular	6	144.00	MasterCard	Female	Single	48
88	Regular	4	107.00	Proprietary Card	Female	Married	36
89	Promotional	1	31.60	Proprietary Card	Female	Single	20
90	Promotional	6	57.60	Proprietary Card	Female	Married	42
91	Promotional	4	95.20	Proprietary Card	Female	Married	54
92	Promotional	1	22.42	Proprietary Card	Female	Married	54
93	Regular	5	159.75	Proprietary Card	Female	Married	72
94	Promotional	17	229.50	Proprietary Card	Female	Married	30
95	Regular	3	66.00	American Express	Female	Married	46
96	Regular	1	39.50	MasterCard	Female	Married	44
97	Promotional	9	253.00	Proprietary Card	Female	Married	30
98	Promotional	10	287.59	Proprietary Card	Female	Married	52
99	Promotional	2	47.60	Proprietary Card	Female	Married	30
100	Promotional	1	28.44	Proprietary Card	Female	Married	44

1. Is there any outlier observation(record?) for age and sales variables? Use the cutoff point of Z (2.5). You may expend or compress the table as needed.

Sales Outliers

ID	Actual values OF Z-Scores (not the absolute)

Age Outliers

ID	Actual values OF Z-Scores (not the absolute)