Week2Excel2.xlsx

Question 1

MBA Motivation and Salary Expectations
Age	Gender	Years Work Experience	Motivation	Pre-MBA Salary	Post-MBA Salary
30	M	More than 6	Career Advancement	$85,000	$105,000
34	F	More than 6	Career Advancement	$87,000	$100,000
28	M	4 to 6	Career Advancement	$70,000	$100,000
35	M	More than 6	Higher Financial Earnings	$95,000	$125,000
23	M	1 to 3	Career Advancement	$52,000	$60,000
28	F	4 to 6	Career Advancement	$47,000	$70,000
39	M	More than 6	Career Advancement	$70,000	$130,000
26	F	4 to 6	Career Advancement	$55,000	$75,000
30	M	More than 6	Career Change	$75,000	$110,000
24	M	1 to 3	Higher Financial Earnings	$50,000	$80,000
23	M	1 to 3	Higher Financial Earnings	$42,500	$85,000
28	M	4 to 6	Career Advancement	$70,000	$90,000
28	M	4 to 6	Career Advancement	$55,000	$70,000
27	F	4 to 6	Career Advancement	$60,000	$90,000
26	F	4 to 6	Career Change	$65,000	$80,000
31	M	More than 6	Career Advancement	$90,000	$110,000
35	M	More than 6	Higher Financial Earnings	$87,000	$105,000
39	F	More than 6	Genuine Interest	$110,000	$125,000
24	M	1 to 3	Higher Financial Earnings	$37,000	$70,000
30	M	4 to 6	Career Change	$60,000	$75,000
35	M	More than 6	Career Advancement	$73,000	$95,000
28	M	4 to 6	Career Advancement	$57,000	$75,000
23	F	None	Higher Financial Earnings	$45,000	$80,000
29	F	4 to 6	Career Advancement	$65,000	$90,000
33	M	More than 6	Higher Financial Earnings	$85,000	$100,000

Question 2

Syringe Samples
Sample	Sample Observations
Sample 1	4.9600	4.9460	4.9500	4.9560	4.9580
Sample 2	4.9580	4.9270	4.9350	4.9400	4.9500
Sample 3	4.9710	4.9290	4.9650	4.9520	4.9380
Sample 4	4.9400	4.9820	4.9700	4.9530	4.9600
Sample 5	4.9640	4.9500	4.9530	4.9620	4.9560
Sample 6	4.9690	4.9510	4.9550	4.9660	4.9540
Sample 7	4.9600	4.9440	4.9570	4.9480	4.9510
Sample 8	4.9690	4.9490	4.9630	4.9520	4.9620
Sample 9	4.9840	4.9280	4.9600	4.9430	4.9550
Sample 10	4.9700	4.9340	4.9610	4.9400	4.9650
Sample 11	4.9750	4.9590	4.9620	4.9710	4.9680
Sample 12	4.9450	4.9770	4.9500	4.9690	4.9540
Sample 13	4.9760	4.9640	4.9700	4.9680	4.9720
Sample 14	4.9700	4.9540	4.9640	4.9590	4.9680
Sample 15	4.9820	4.9620	4.9680	4.9750	4.9630

Question 4

Store and Regional Sales Database
ID	Store No.	Sales Region	Item No.	Item Description	Unit Price	Units Sold	Week Ending
1	1	South	2005	24" Monitor	$229.00	28	October
2	1	South	2005	24" Monitor	$229.00	30	November
3	1	South	2005	24" Monitor	$229.00	9	December
4	1	South	3006	Wireless Keyboard	$19.95	30	October
5	1	South	3006	Wireless Keyboard	$19.95	35	November
6	1	South	3006	Wireless Keyboard	$19.95	39	December
7	1	South	6050	PC Mouse	$8.95	28	October
8	1	South	6050	PC Mouse	$8.95	3	November
9	1	South	6050	PC Mouse	$8.95	38	December
10	1	South	8500	Laptop	$849.95	25	October
11	1	South	8500	Laptop	$849.95	27	November
12	1	South	8500	Laptop	$849.95	33	December
13	2	South	2005	24" Monitor	$229.00	8	October
14	2	South	2005	24" Monitor	$229.00	8	November
15	2	South	2005	24" Monitor	$229.00	10	December
16	2	South	3006	Wireless Keyboard	$19.95	8	October
17	2	South	3006	Wireless Keyboard	$19.95	8	November
18	2	South	3006	Wireless Keyboard	$19.95	8	December
19	2	South	6050	PC Mouse	$8.95	9	October
20	2	South	6050	PC Mouse	$8.95	9	November
21	2	South	6050	PC Mouse	$8.95	8	December
22	2	South	8500	Laptop	$849.95	18	October
23	2	South	8500	Laptop	$849.95	18	November
24	2	South	8500	Laptop	$849.95	20	December
25	3	South	2005	24" Monitor	$229.00	38	October
26	3	South	2005	24" Monitor	$229.00	30	November
27	3	South	2005	24" Monitor	$229.00	3	December
28	3	South	3006	Wireless Keyboard	$19.95	30	October
29	3	South	3006	Wireless Keyboard	$19.95	32	November
30	3	South	3006	Wireless Keyboard	$19.95	33	December
31	3	South	6050	PC Mouse	$8.95	25	October
32	3	South	6050	PC Mouse	$8.95	5	November
33	3	South	6050	PC Mouse	$8.95	26	December
34	3	South	8500	Laptop	$849.95	28	October
35	3	South	8500	Laptop	$849.95	27	November
36	3	South	8500	Laptop	$849.95	29	December
37	4	North	2005	24" Monitor	$229.00	18	October
38	4	North	2005	24" Monitor	$229.00	20	November
39	4	North	2005	24" Monitor	$229.00	4	December
40	4	North	3006	Wireless Keyboard	$19.95	12	October
41	4	North	3006	Wireless Keyboard	$19.95	24	November
42	4	North	3006	Wireless Keyboard	$19.95	36	December
43	4	North	6050	PC Mouse	$8.95	29	October
44	4	North	6050	PC Mouse	$8.95	11	November
45	4	North	6050	PC Mouse	$8.95	38	December
46	4	North	8500	Laptop	$849.95	21	October
47	4	North	8500	Laptop	$849.95	24	November
48	4	North	8500	Laptop	$849.95	30	December
49	5	North	2005	24" Monitor	$229.00	27	October
50	5	North	2005	24" Monitor	$229.00	25	November
51	5	North	2005	24" Monitor	$229.00	23	December
52	5	North	3006	Wireless Keyboard	$19.95	80	October
53	5	North	3006	Wireless Keyboard	$19.95	82	November
54	5	North	3006	Wireless Keyboard	$19.95	75	December
55	5	North	6050	PC Mouse	$8.95	65	October
56	5	North	6050	PC Mouse	$8.95	24	November
57	5	North	6050	PC Mouse	$8.95	55	December
58	5	North	8500	Laptop	$849.95	55	October
59	5	North	8500	Laptop	$849.95	57	November
60	5	North	8500	Laptop	$849.95	47	December
61	6	East	2005	24" Monitor	$229.00	24	October
62	6	East	2005	24" Monitor	$229.00	85	November
63	6	East	2005	24" Monitor	$229.00	56	December
64	6	East	3006	Wireless Keyboard	$19.95	52	October
65	6	East	3006	Wireless Keyboard	$19.95	58	November
66	6	East	3006	Wireless Keyboard	$19.95	69	December
67	6	East	6050	PC Mouse	$8.95	35	October
68	6	East	6050	PC Mouse	$8.95	39	November
69	6	East	6050	PC Mouse	$8.95	44	December
70	6	East	8500	Laptop	$849.95	78	October
71	6	East	8500	Laptop	$849.95	88	November
72	6	East	8500	Laptop	$849.95	99	December
73	7	East	2005	24" Monitor	$229.00	34	October
74	7	East	2005	24" Monitor	$229.00	36	November
75	7	East	2005	24" Monitor	$229.00	35	December
76	7	East	3006	Wireless Keyboard	$19.95	49	October
77	7	East	3006	Wireless Keyboard	$19.95	47	November
78	7	East	3006	Wireless Keyboard	$19.95	48	December
79	7	East	6050	PC Mouse	$8.95	45	October
80	7	East	6050	PC Mouse	$8.95	42	November
81	7	East	6050	PC Mouse	$8.95	45	December
82	7	East	8500	Laptop	$849.95	55	October
83	7	East	8500	Laptop	$849.95	57	November
84	7	East	8500	Laptop	$849.95	55	December
85	8	East	2005	24" Monitor	$229.00	18	October
86	8	East	2005	24" Monitor	$229.00	17	November
87	8	East	2005	24" Monitor	$229.00	23	December
88	8	East	3006	Wireless Keyboard	$19.95	22	October
89	8	East	3006	Wireless Keyboard	$19.95	18	November
90	8	East	3006	Wireless Keyboard	$19.95	22	December
91	8	East	6050	PC Mouse	$8.95	14	October
92	8	East	6050	PC Mouse	$8.95	16	November
93	8	East	6050	PC Mouse	$8.95	17	December
94	8	East	8500	Laptop	$849.95	32	October
95	8	East	8500	Laptop	$849.95	28	November
96	8	East	8500	Laptop	$849.95	30	December

Question 5

Purchase Orders
Supplier	Order No.	Item No.	Item Description	Item Cost	Quantity	Cost per order	A/P Terms (Months)	Order Date	Arrival Date
Hulkey Fasteners	Aug11001	1122	Airframe fasteners	$4.25	19,500	$82,875.00	30	08/05/11	08/13/11
Alum Sheeting	Aug11002	1243	Airframe fasteners	$4.25	10,000	$42,500.00	30	08/08/11	08/14/11
Fast-Tie Aerospace	Aug11003	5462	Shielded Cable/ft.	$1.05	23,000	$24,150.00	30	08/10/11	08/15/11
Fast-Tie Aerospace	Aug11004	5462	Shielded Cable/ft.	$1.05	21,500	$22,575.00	30	08/15/11	08/22/11
Steelpin Inc.	Aug11005	5319	Shielded Cable/ft.	$1.10	17,500	$19,250.00	30	08/20/11	08/31/11
Fast-Tie Aerospace	Aug11006	5462	Shielded Cable/ft.	$1.05	22,500	$23,625.00	30	08/20/11	08/26/11
Steelpin Inc.	Aug11007	4312	Bolt-nut package	$3.75	4,250	$15,937.50	30	08/25/11	09/01/11
Durrable Products	Aug11008	7258	Pressure Gauge	$90.00	100	$9,000.00	45	08/25/11	08/28/11
Fast-Tie Aerospace	Aug11009	6321	O-Ring	$2.45	1,300	$3,185.00	30	08/25/11	09/04/11
Fast-Tie Aerospace	Aug11010	5462	Shielded Cable/ft.	$1.05	22,500	$23,625.00	30	08/25/11	09/02/11
Steelpin Inc.	Aug11011	5319	Shielded Cable/ft.	$1.10	18,100	$19,910.00	30	08/25/11	09/05/11
Hulkey Fasteners	Aug11012	3166	Electrical Connector	$1.25	5,600	$7,000.00	30	08/25/11	08/29/11
Hulkey Fasteners	Aug11013	9966	Hatch Decal	$0.75	500	$375.00	30	08/25/11	08/31/11
Steelpin Inc.	Aug11014	5234	Electrical Connector	$1.65	4,500	$7,425.00	30	08/28/11	09/05/11
Steelpin Inc.	Sep11001	4312	Bolt-nut package	$3.75	4,200	$15,750.00	30	09/01/11	09/10/11
Alum Sheeting	Sep11002	5417	Control Panel	$255.00	406	$103,530.00	30	09/01/11	09/10/11
Hulkey Fasteners	Sep11003	3166	Electrical Connector	$1.25	5,500	$6,875.00	30	09/01/11	09/06/11
Steelpin Inc.	Sep11004	5234	Electrical Connector	$1.65	4,850	$8,002.50	30	09/02/11	09/11/11
Steelpin Inc.	Sep11005	4312	Bolt-nut package	$3.75	4,150	$15,562.50	30	09/03/11	09/11/11
Hulkey Fasteners	Sep11006	1122	Airframe fasteners	$4.25	15,500	$65,875.00	30	09/04/11	09/12/11
Spacetime Technologies	Sep11007	4111	Bolt-nut package	$3.55	4,800	$17,040.00	25	09/05/11	09/20/11
Alum Sheeting	Sep11008	1243	Airframe fasteners	$4.25	9,000	$38,250.00	30	09/05/11	09/12/11
Durrable Products	Sep11009	7258	Pressure Gauge	$90.00	120	$10,800.00	45	09/05/11	09/09/11
Steelpin Inc.	Sep11010	5234	Electrical Connector	$1.65	4,750	$7,837.50	30	09/05/11	09/13/11
Hulkey Fasteners	Sep11011	1122	Airframe fasteners	$4.25	12,500	$53,125.00	30	09/05/11	09/11/11
Hulkey Fasteners	Sep11012	5066	Shielded Cable/ft.	$0.95	25,000	$23,750.00	30	09/05/11	09/12/11
Hulkey Fasteners	Sep11013	3166	Electrical Connector	$1.25	5,650	$7,062.50	30	09/05/11	09/10/11
Hulkey Fasteners	Sep11014	1122	Airframe fasteners	$4.25	15,000	$63,750.00	30	09/08/11	09/15/11
Spacetime Technologies	Sep11015	4111	Bolt-nut package	$3.55	4,585	$16,276.75	25	09/10/11	09/30/11
Hulkey Fasteners	Sep11016	3166	Electrical Connector	$1.25	5,425	$6,781.25	30	09/10/11	09/15/11
Fast-Tie Aerospace	Sep11017	6321	O-Ring	$2.45	1,200	$2,940.00	30	09/12/11	09/23/11
Steelpin Inc.	Sep11018	5319	Shielded Cable/ft.	$1.10	16,500	$18,150.00	30	09/15/11	10/05/11
Spacetime Technologies	Sep11019	4111	Bolt-nut package	$3.55	4,200	$14,910.00	25	09/15/11	10/15/11
Hulkey Fasteners	Sep11020	5066	Shielded Cable/ft.	$0.95	17,500	$16,625.00	30	09/15/11	09/22/11
Spacetime Technologies	Sep11021	9752	Gasket	$4.05	1,500	$6,075.00	25	09/20/11	09/25/11
Spacetime Technologies	Sep11022	4111	Bolt-nut package	$3.55	4,250	$15,087.50	25	09/20/11	10/10/11
Pylon Accessories	Sep11023	9764	Gasket	$3.75	1,980	$7,425.00	15	09/20/11	09/29/11
Pylon Accessories	Sep11024	9764	Gasket	$3.75	1,750	$6,562.50	15	09/20/11	09/25/11
Spacetime Technologies	Sep11025	9752	Gasket	$4.05	1,550	$6,277.50	25	09/25/11	10/05/11
Spacetime Technologies	Sep11026	4111	Bolt-nut package	$3.55	4,200	$14,910.00	25	09/25/11	10/25/11
Durrable Products	Sep11027	1369	Airframe fasteners	$4.20	15,000	$63,000.00	45	09/25/11	09/30/11
Manley Valve	Sep11028	6431	O-Ring	$2.85	1,300	$3,705.00	30	09/25/11	10/01/11
Fast-Tie Aerospace	Sep11029	6321	O-Ring	$2.45	2,500	$6,125.00	30	09/25/11	10/04/11
Pylon Accessories	Sep11030	9764	Gasket	$3.75	1,850	$6,937.50	15	09/25/11	10/05/11
Durrable Products	Sep11031	1369	Airframe fasteners	$4.20	14,000	$58,800.00	45	09/27/11	10/03/11
Hulkey Fasteners	Sep11032	1122	Airframe fasteners	$4.25	14,500	$61,625.00	30	09/28/11	10/03/11
Pylon Accessories	Sep11033	9764	Gasket	$3.75	1,800	$6,750.00	15	09/28/11	10/05/11
Durrable Products	Sep11034	1369	Airframe fasteners	$4.20	10,000	$42,000.00	45	09/29/11	10/04/11
Spacetime Technologies	Oct11001	5125	Shielded Cable/ft.	$1.15	15,000	$17,250.00	25	10/01/11	10/15/11
Durrable Products	Oct11002	9399	Gasket	$3.65	1,250	$4,562.50	45	10/01/11	10/06/11
Manley Valve	Oct11003	6431	O-Ring	$2.85	1,350	$3,847.50	30	10/01/11	10/07/11
Pylon Accessories	Oct11004	6433	O-Ring	$2.95	1,500	$4,425.00	15	10/01/11	10/10/11
Fast-Tie Aerospace	Oct11005	5166	Electrical Connector	$1.25	5,650	$7,062.50	30	10/01/11	10/06/11
Hulkey Fasteners	Oct11006	1122	Airframe fasteners	$4.25	18,000	$76,500.00	30	10/01/11	10/08/11
Durrable Products	Oct11007	9399	Gasket	$3.65	1,450	$5,292.50	45	10/03/11	10/08/11
Spacetime Technologies	Oct11008	6489	O-Ring	$3.00	1,100	$3,300.00	25	10/05/11	10/10/11
Durrable Products	Oct11009	9399	Gasket	$3.65	1,985	$7,245.25	45	10/05/11	10/11/11
Spacetime Technologies	Oct11010	4111	Bolt-nut package	$3.55	4,600	$16,330.00	25	10/05/11	10/19/11
Durrable Products	Oct11011	4569	Bolt-nut package	$3.50	3,900	$13,650.00	45	10/05/11	10/10/11
Manley Valve	Oct11012	6431	O-Ring	$2.85	1,250	$3,562.50	30	10/05/11	10/10/11
Durrable Products	Oct11013	9399	Gasket	$3.65	1,470	$5,365.50	45	10/07/11	10/12/11
Durrable Products	Oct11014	5454	Control Panel	$220.00	550	$121,000.00	45	10/09/11	10/14/11
Spacetime Technologies	Oct11015	6489	O-Ring	$3.00	900	$2,700.00	25	10/10/11	10/18/11
Alum Sheeting	Oct11016	1243	Airframe fasteners	$4.25	10,500	$44,625.00	30	10/10/11	10/17/11
Steelpin Inc.	Oct11017	8008	Machined Valve	$645.00	100	$64,500.00	30	10/10/11	10/21/11
Manley Valve	Oct11018	7258	Pressure Gauge	$100.50	90	$9,045.00	30	10/10/11	10/17/11
Manley Valve	Oct11019	8148	Machined Valve	$655.50	125	$81,937.50	30	10/10/11	10/17/11
Hulkey Fasteners	Oct11020	1122	Airframe fasteners	$4.25	17,000	$72,250.00	30	10/11/11	10/19/11
Fast-Tie Aerospace	Oct11021	6321	O-Ring	$2.45	1,250	$3,062.50	30	10/12/11	10/21/11
Alum Sheeting	Oct11022	4224	Bolt-nut package	$3.95	4,500	$17,775.00	30	10/15/11	10/20/11
Durrable Products	Oct11023	5454	Control Panel	$220.00	500	$110,000.00	45	10/15/11	10/20/11
Manley Valve	Oct11024	7258	Pressure Gauge	$100.50	100	$10,050.00	30	10/15/11	10/24/11
Steelpin Inc.	Oct11025	8008	Machined Valve	$645.00	150	$96,750.00	30	10/15/11	10/26/11
Alum Sheeting	Oct11026	5417	Control Panel	$255.00	500	$127,500.00	30	10/20/11	10/27/11
Manley Valve	Oct11027	7258	Pressure Gauge	$100.50	95	$9,547.50	30	10/20/11	10/29/11
Alum Sheeting	Oct11028	5634	Side Panel	$185.00	150	$27,750.00	30	10/25/11	11/03/11
Durrable Products	Oct11029	5275	Shielded Cable/ft.	$1.00	25,000	$25,000.00	45	10/25/11	10/30/11
Fast-Tie Aerospace	Oct11030	6321	O-Ring	$2.45	1,500	$3,675.00	30	10/25/11	11/02/11
Fast-Tie Aerospace	Oct11031	5689	Side Panel	$175.00	155	$27,125.00	30	10/25/11	11/03/11
Hulkey Fasteners	Oct11032	1122	Airframe fasteners	$4.25	17,500	$74,375.00	30	10/25/11	11/03/11
Steelpin Inc.	Oct11033	5677	Side Panel	$195.00	130	$25,350.00	30	10/28/11	11/07/11
Steelpin Inc.	Oct11034	8008	Machined Valve	$645.00	120	$77,400.00	30	10/28/11	11/04/11
Spacetime Technologies	Oct11035	6489	O-Ring	$3.00	1,050	$3,150.00	25	10/29/11	11/10/11
Alum Sheeting	Oct11036	5634	Side Panel	$185.00	140	$25,900.00	30	10/29/11	11/04/11
Manley Valve	Nov11001	9977	Panel Decal	$1.00	525	$525.00	30	11/01/11	11/07/11
Manley Valve	Nov11002	9955	Door Decal	$0.55	150	$82.50	30	11/01/11	11/06/11
Fast-Tie Aerospace	Nov11003	5689	Side Panel	$175.00	150	$26,250.00	30	11/01/11	11/09/11
Fast-Tie Aerospace	Nov11004	7268	Pressure Gauge	$95.00	110	$10,450.00	30	11/01/11	11/12/11
Steelpin Inc.	Nov11005	5677	Side Panel	$195.00	120	$23,400.00	30	11/02/11	11/13/11
Manley Valve	Nov11006	9967	Hatch Decal	$0.85	550	$467.50	30	11/05/11	11/11/11
Fast-Tie Aerospace	Nov11007	7268	Pressure Gauge	$95.00	105	$9,975.00	30	11/05/11	11/16/11
Fast-Tie Aerospace	Nov11008	5689	Side Panel	$175.00	175	$30,625.00	30	11/05/11	11/15/11
Steelpin Inc.	Nov11009	5677	Side Panel	$195.00	110	$21,450.00	30	11/05/11	11/17/11
Manley Valve	Nov11010	9955	Door Decal	$0.55	125	$68.75	30	11/05/11	11/10/11

Question 12

Purchase Orders
Supplier	Order No.	Item No.	Item Description	Item Cost	Quantity	Cost per order	A/P Terms (Months)	Order Date	Arrival Date
Hulkey Fasteners	Aug11001	1122	Airframe fasteners	$4.25	19,500	$82,875.00	30	08/05/11	08/13/11
Alum Sheeting	Aug11002	1243	Airframe fasteners	$4.25	10,000	$42,500.00	30	08/08/11	08/14/11
Fast-Tie Aerospace	Aug11003	5462	Shielded Cable/ft.	$1.05	23,000	$24,150.00	30	08/10/11	08/15/11
Fast-Tie Aerospace	Aug11004	5462	Shielded Cable/ft.	$1.05	21,500	$22,575.00	30	08/15/11	08/22/11
Steelpin Inc.	Aug11005	5319	Shielded Cable/ft.	$1.10	17,500	$19,250.00	30	08/20/11	08/31/11
Fast-Tie Aerospace	Aug11006	5462	Shielded Cable/ft.	$1.05	22,500	$23,625.00	30	08/20/11	08/26/11
Steelpin Inc.	Aug11007	4312	Bolt-nut package	$3.75	4,250	$15,937.50	30	08/25/11	09/01/11
Durrable Products	Aug11008	7258	Pressure Gauge	$90.00	100	$9,000.00	45	08/25/11	08/28/11
Fast-Tie Aerospace	Aug11009	6321	O-Ring	$2.45	1,300	$3,185.00	30	08/25/11	09/04/11
Fast-Tie Aerospace	Aug11010	5462	Shielded Cable/ft.	$1.05	22,500	$23,625.00	30	08/25/11	09/02/11
Steelpin Inc.	Aug11011	5319	Shielded Cable/ft.	$1.10	18,100	$19,910.00	30	08/25/11	09/05/11
Hulkey Fasteners	Aug11012	3166	Electrical Connector	$1.25	5,600	$7,000.00	30	08/25/11	08/29/11
Hulkey Fasteners	Aug11013	9966	Hatch Decal	$0.75	500	$375.00	30	08/25/11	08/31/11
Steelpin Inc.	Aug11014	5234	Electrical Connector	$1.65	4,500	$7,425.00	30	08/28/11	09/05/11
Steelpin Inc.	Sep11001	4312	Bolt-nut package	$3.75	4,200	$15,750.00	30	09/01/11	09/10/11
Alum Sheeting	Sep11002	5417	Control Panel	$255.00	406	$103,530.00	30	09/01/11	09/10/11
Hulkey Fasteners	Sep11003	3166	Electrical Connector	$1.25	5,500	$6,875.00	30	09/01/11	09/06/11
Steelpin Inc.	Sep11004	5234	Electrical Connector	$1.65	4,850	$8,002.50	30	09/02/11	09/11/11
Steelpin Inc.	Sep11005	4312	Bolt-nut package	$3.75	4,150	$15,562.50	30	09/03/11	09/11/11
Hulkey Fasteners	Sep11006	1122	Airframe fasteners	$4.25	15,500	$65,875.00	30	09/04/11	09/12/11
Spacetime Technologies	Sep11007	4111	Bolt-nut package	$3.55	4,800	$17,040.00	25	09/05/11	09/20/11
Alum Sheeting	Sep11008	1243	Airframe fasteners	$4.25	9,000	$38,250.00	30	09/05/11	09/12/11
Durrable Products	Sep11009	7258	Pressure Gauge	$90.00	120	$10,800.00	45	09/05/11	09/09/11
Steelpin Inc.	Sep11010	5234	Electrical Connector	$1.65	4,750	$7,837.50	30	09/05/11	09/13/11
Hulkey Fasteners	Sep11011	1122	Airframe fasteners	$4.25	12,500	$53,125.00	30	09/05/11	09/11/11
Hulkey Fasteners	Sep11012	5066	Shielded Cable/ft.	$0.95	25,000	$23,750.00	30	09/05/11	09/12/11
Hulkey Fasteners	Sep11013	3166	Electrical Connector	$1.25	5,650	$7,062.50	30	09/05/11	09/10/11
Hulkey Fasteners	Sep11014	1122	Airframe fasteners	$4.25	15,000	$63,750.00	30	09/08/11	09/15/11
Spacetime Technologies	Sep11015	4111	Bolt-nut package	$3.55	4,585	$16,276.75	25	09/10/11	09/30/11
Hulkey Fasteners	Sep11016	3166	Electrical Connector	$1.25	5,425	$6,781.25	30	09/10/11	09/15/11
Fast-Tie Aerospace	Sep11017	6321	O-Ring	$2.45	1,200	$2,940.00	30	09/12/11	09/23/11
Steelpin Inc.	Sep11018	5319	Shielded Cable/ft.	$1.10	16,500	$18,150.00	30	09/15/11	10/05/11
Spacetime Technologies	Sep11019	4111	Bolt-nut package	$3.55	4,200	$14,910.00	25	09/15/11	10/15/11
Hulkey Fasteners	Sep11020	5066	Shielded Cable/ft.	$0.95	17,500	$16,625.00	30	09/15/11	09/22/11
Spacetime Technologies	Sep11021	9752	Gasket	$4.05	1,500	$6,075.00	25	09/20/11	09/25/11
Spacetime Technologies	Sep11022	4111	Bolt-nut package	$3.55	4,250	$15,087.50	25	09/20/11	10/10/11
Pylon Accessories	Sep11023	9764	Gasket	$3.75	1,980	$7,425.00	15	09/20/11	09/29/11
Pylon Accessories	Sep11024	9764	Gasket	$3.75	1,750	$6,562.50	15	09/20/11	09/25/11
Spacetime Technologies	Sep11025	9752	Gasket	$4.05	1,550	$6,277.50	25	09/25/11	10/05/11
Spacetime Technologies	Sep11026	4111	Bolt-nut package	$3.55	4,200	$14,910.00	25	09/25/11	10/25/11
Durrable Products	Sep11027	1369	Airframe fasteners	$4.20	15,000	$63,000.00	45	09/25/11	09/30/11
Manley Valve	Sep11028	6431	O-Ring	$2.85	1,300	$3,705.00	30	09/25/11	10/01/11
Fast-Tie Aerospace	Sep11029	6321	O-Ring	$2.45	2,500	$6,125.00	30	09/25/11	10/04/11
Pylon Accessories	Sep11030	9764	Gasket	$3.75	1,850	$6,937.50	15	09/25/11	10/05/11
Durrable Products	Sep11031	1369	Airframe fasteners	$4.20	14,000	$58,800.00	45	09/27/11	10/03/11
Hulkey Fasteners	Sep11032	1122	Airframe fasteners	$4.25	14,500	$61,625.00	30	09/28/11	10/03/11
Pylon Accessories	Sep11033	9764	Gasket	$3.75	1,800	$6,750.00	15	09/28/11	10/05/11
Durrable Products	Sep11034	1369	Airframe fasteners	$4.20	10,000	$42,000.00	45	09/29/11	10/04/11
Spacetime Technologies	Oct11001	5125	Shielded Cable/ft.	$1.15	15,000	$17,250.00	25	10/01/11	10/15/11
Durrable Products	Oct11002	9399	Gasket	$3.65	1,250	$4,562.50	45	10/01/11	10/06/11
Manley Valve	Oct11003	6431	O-Ring	$2.85	1,350	$3,847.50	30	10/01/11	10/07/11
Pylon Accessories	Oct11004	6433	O-Ring	$2.95	1,500	$4,425.00	15	10/01/11	10/10/11
Fast-Tie Aerospace	Oct11005	5166	Electrical Connector	$1.25	5,650	$7,062.50	30	10/01/11	10/06/11
Hulkey Fasteners	Oct11006	1122	Airframe fasteners	$4.25	18,000	$76,500.00	30	10/01/11	10/08/11
Durrable Products	Oct11007	9399	Gasket	$3.65	1,450	$5,292.50	45	10/03/11	10/08/11
Spacetime Technologies	Oct11008	6489	O-Ring	$3.00	1,100	$3,300.00	25	10/05/11	10/10/11
Durrable Products	Oct11009	9399	Gasket	$3.65	1,985	$7,245.25	45	10/05/11	10/11/11
Spacetime Technologies	Oct11010	4111	Bolt-nut package	$3.55	4,600	$16,330.00	25	10/05/11	10/19/11
Durrable Products	Oct11011	4569	Bolt-nut package	$3.50	3,900	$13,650.00	45	10/05/11	10/10/11
Manley Valve	Oct11012	6431	O-Ring	$2.85	1,250	$3,562.50	30	10/05/11	10/10/11
Durrable Products	Oct11013	9399	Gasket	$3.65	1,470	$5,365.50	45	10/07/11	10/12/11
Durrable Products	Oct11014	5454	Control Panel	$220.00	550	$121,000.00	45	10/09/11	10/14/11
Spacetime Technologies	Oct11015	6489	O-Ring	$3.00	900	$2,700.00	25	10/10/11	10/18/11
Alum Sheeting	Oct11016	1243	Airframe fasteners	$4.25	10,500	$44,625.00	30	10/10/11	10/17/11
Steelpin Inc.	Oct11017	8008	Machined Valve	$645.00	100	$64,500.00	30	10/10/11	10/21/11
Manley Valve	Oct11018	7258	Pressure Gauge	$100.50	90	$9,045.00	30	10/10/11	10/17/11
Manley Valve	Oct11019	8148	Machined Valve	$655.50	125	$81,937.50	30	10/10/11	10/17/11
Hulkey Fasteners	Oct11020	1122	Airframe fasteners	$4.25	17,000	$72,250.00	30	10/11/11	10/19/11
Fast-Tie Aerospace	Oct11021	6321	O-Ring	$2.45	1,250	$3,062.50	30	10/12/11	10/21/11
Alum Sheeting	Oct11022	4224	Bolt-nut package	$3.95	4,500	$17,775.00	30	10/15/11	10/20/11
Durrable Products	Oct11023	5454	Control Panel	$220.00	500	$110,000.00	45	10/15/11	10/20/11
Manley Valve	Oct11024	7258	Pressure Gauge	$100.50	100	$10,050.00	30	10/15/11	10/24/11
Steelpin Inc.	Oct11025	8008	Machined Valve	$645.00	150	$96,750.00	30	10/15/11	10/26/11
Alum Sheeting	Oct11026	5417	Control Panel	$255.00	500	$127,500.00	30	10/20/11	10/27/11
Manley Valve	Oct11027	7258	Pressure Gauge	$100.50	95	$9,547.50	30	10/20/11	10/29/11
Alum Sheeting	Oct11028	5634	Side Panel	$185.00	150	$27,750.00	30	10/25/11	11/03/11
Durrable Products	Oct11029	5275	Shielded Cable/ft.	$1.00	25,000	$25,000.00	45	10/25/11	10/30/11
Fast-Tie Aerospace	Oct11030	6321	O-Ring	$2.45	1,500	$3,675.00	30	10/25/11	11/02/11
Fast-Tie Aerospace	Oct11031	5689	Side Panel	$175.00	155	$27,125.00	30	10/25/11	11/03/11
Hulkey Fasteners	Oct11032	1122	Airframe fasteners	$4.25	17,500	$74,375.00	30	10/25/11	11/03/11
Steelpin Inc.	Oct11033	5677	Side Panel	$195.00	130	$25,350.00	30	10/28/11	11/07/11
Steelpin Inc.	Oct11034	8008	Machined Valve	$645.00	120	$77,400.00	30	10/28/11	11/04/11
Spacetime Technologies	Oct11035	6489	O-Ring	$3.00	1,050	$3,150.00	25	10/29/11	11/10/11
Alum Sheeting	Oct11036	5634	Side Panel	$185.00	140	$25,900.00	30	10/29/11	11/04/11
Manley Valve	Nov11001	9977	Panel Decal	$1.00	525	$525.00	30	11/01/11	11/07/11
Manley Valve	Nov11002	9955	Door Decal	$0.55	150	$82.50	30	11/01/11	11/06/11
Fast-Tie Aerospace	Nov11003	5689	Side Panel	$175.00	150	$26,250.00	30	11/01/11	11/09/11
Fast-Tie Aerospace	Nov11004	7268	Pressure Gauge	$95.00	110	$10,450.00	30	11/01/11	11/12/11
Steelpin Inc.	Nov11005	5677	Side Panel	$195.00	120	$23,400.00	30	11/02/11	11/13/11
Manley Valve	Nov11006	9967	Hatch Decal	$0.85	550	$467.50	30	11/05/11	11/11/11
Fast-Tie Aerospace	Nov11007	7268	Pressure Gauge	$95.00	105	$9,975.00	30	11/05/11	11/16/11
Fast-Tie Aerospace	Nov11008	5689	Side Panel	$175.00	175	$30,625.00	30	11/05/11	11/15/11
Steelpin Inc.	Nov11009	5677	Side Panel	$195.00	110	$21,450.00	30	11/05/11	11/17/11
Manley Valve	Nov11010	9955	Door Decal	$0.55	125	$68.75	30	11/05/11	11/10/11

Question 13

Sales Transactions: July 14
Cust ID	Region	Payment	Transaction Code	Source	Amount	Product	Time Of Day
10001	East	Paypal	93816545	Web	$20.19	DVD	22:19
10002	West	Credit	74083490	Web	$17.85	DVD	13:27
10003	North	Credit	64942368	Web	$23.98	DVD	14:27
10004	West	Paypal	70560957	Email	$23.51	Book	15:38
10005	South	Credit	35208817	Web	$15.33	Book	15:21
10006	West	Paypal	20978903	Email	$17.30	DVD	13:11
10007	East	Credit	80103311	Web	$177.72	Book	21:59
10008	West	Credit	14132683	Web	$21.76	Book	4:04
10009	West	Paypal	40128225	Web	$15.92	DVD	19:35
10010	South	Paypal	49073721	Web	$23.39	DVD	13:26
10011	South	Paypal	57398827	Email	$24.45	Book	14:17
10012	East	Credit	34400661	Web	$20.39	Book	1:01
10013	North	Paypal	54242587	Web	$19.54	DVD	10:04
10014	East	Credit	62597750	Web	$151.67	Book	9:09
10015	West	Credit	51555882	Web	$21.01	DVD	5:05
10016	West	Paypal	54332964	Web	$22.91	DVD	20:29
10017	West	Credit	26623353	Email	$19.51	Book	15:03
10018	West	Paypal	78594431	Web	$20.16	Book	18:54
10019	West	Credit	89385348	Web	$17.53	DVD	20:00
10020	West	Credit	69868417	Web	$17.74	DVD	12:37
10021	North	Paypal	59660276	Email	$17.16	Book	5:05
10022	West	Credit	25456590	Web	$205.58	Book	20:42
10023	South	Credit	93283893	Email	$18.12	Book	10:12
10024	West	Credit	45991123	Web	$20.04	DVD	16:27
10025	West	Paypal	79121745	Email	$23.21	DVD	20:22
10026	West	Credit	80685117	Email	$22.79	DVD	19:58
10027	West	Credit	56686474	Web	$16.91	DVD	19:44
10028	South	Credit	25270813	Web	$20.22	Book	19:28
10029	East	Paypal	59736137	Web	$18.36	DVD	15:48
10030	West	Paypal	79615191	Email	$206.80	Book	18:14
10031	North	Paypal	55365094	Email	$17.95	DVD	15:15
10032	East	Credit	79118930	Web	$18.29	Book	12:59
10033	South	Paypal	84470584	Web	$18.55	Book	17:38
10034	West	Credit	71097636	Web	$18.82	Book	2:02
10035	West	Credit	73290219	Web	$16.35	Book	14:05
10036	East	Credit	92093991	Web	$16.30	DVD	4:04
10037	South	Paypal	11165609	Web	$217	Book	0:00
10038	East	Credit	79944825	Web	$16.15	DVD	10:28
10039	North	Credit	59537977	Web	$18.78	DVD	5:05
10040	South	Credit	37870882	Web	$150.99	Book	7:07
10041	West	Credit	59747081	Web	$21.39	DVD	19:20
10042	West	Credit	33511221	Web	$16.60	DVD	16:23
10043	South	Paypal	69676186	Web	$23.81	Book	7:07
10044	South	Credit	72150231	Web	$15.87	Book	13:46
10045	West	Credit	64874923	Web	$20.82	DVD	9:09
10046	South	Credit	79755506	Web	$21.15	Book	6:06
10047	South	Paypal	43322747	Web	$19.66	DVD	18:50
10048	West	Paypal	57979095	Email	$21.02	DVD	3:03
10049	West	Credit	96485037	Web	$23.13	DVD	6:06
10050	West	Paypal	85636284	Web	$15.17	DVD	18:53
10051	East	Paypal	42519148	Web	$209.51	Book	9:09
10052	West	Credit	59845178	Web	$16.03	Book	17:28
10053	North	Credit	47961093	Email	$16.17	DVD	13:18
10054	East	Credit	32857450	Web	$18.37	DVD	8:08
10055	East	Credit	23437096	Web	$15.96	Book	8:08
10056	North	Paypal	23846199	Web	$19.29	Book	0:00
10057	West	Paypal	15630914	Email	$16.49	DVD	19:59
10058	East	Paypal	64471213	Web	$18.12	Book	17:35
10059	East	Credit	70288635	Web	$18.22	DVD	15:52
10060	East	Credit	46067931	Web	$18.32	Book	10:15
10061	West	Credit	73400603	Web	$23.77	DVD	19:53
10062	East	Paypal	31794035	Web	$24.35	Book	15:16
10063	South	Credit	72954240	Email	$20.13	DVD	13:55
10064	North	Credit	12364851	Email	$20.77	DVD	13:34
10065	North	Credit	19974213	Email	$16.98	DVD	19:21
10066	East	Credit	68753569	Email	$19.40	Book	15:02
10067	East	Paypal	77232784	Email	$23.49	Book	4:04
10068	South	Credit	94731015	Web	$15.58	Book	11:39
10069	South	Credit	49007475	Web	$21.94	DVD	20:19
10070	South	Credit	71384600	Email	$229.73	Book	1:01
10071	West	Credit	15282110	Web	$16.06	Book	10:31
10072	South	Credit	87012305	Web	$22.21	DVD	10:01
10073	West	Credit	27742544	Email	$21.58	DVD	0:00
10074	North	Paypal	97981670	Email	$16.09	Book	3:03
10075	East	Credit	83670405	Email	$16.10	DVD	10:13
10076	East	Credit	99063530	Web	$15.95	DVD	0:00
10077	South	Credit	25978103	Email	$17.77	Book	1:01
10078	North	Credit	81824666	Web	$19.30	DVD	11:24
10079	West	Paypal	86833489	Web	$21.75	Book	10:23
10080	West	Paypal	73512800	Web	$20.51	Book	11:29
10081	North	Credit	11673210	Web	$16.14	DVD	4:04
10082	West	Paypal	76787805	Email	$157.76	Book	19:02
10083	South	Credit	34610946	Web	$21.55	Book	9:09
10084	North	Paypal	69586073	Web	$21.85	DVD	12:24
10085	East	Credit	87017416	Web	$21.70	DVD	13:33
10086	East	Paypal	37371293	Web	$20.31	Book	19:26
10087	East	Credit	27497600	Email	$23.62	Book	22:20
10088	East	Credit	29510284	Web	$216.37	Book	10:20
10089	North	Paypal	40878208	Web	$21.99	DVD	3:03
10090	West	Credit	83375454	Email	$18.20	DVD	5:05
10091	East	Credit	61236522	Email	$17.31	Book	0:00
10092	West	Credit	68788857	Web	$23.94	Book	16:08
10093	West	Paypal	58309878	Email	$174.25	Book	18:31
10094	West	Paypal	84324439	Web	$20.26	DVD	4:04
10095	North	Credit	90647889	Web	$18.73	DVD	0:00
10096	North	Paypal	31225474	Web	$22.88	Book	13:09
10097	West	Paypal	79286039	Web	$19.15	DVD	14:44
10098	South	Credit	69628094	Email	$15.33	Book	1:01
10099	West	Paypal	19891764	Web	$20.82	DVD	18:01
10100	West	Credit	21992857	Web	$20.61	DVD	18:29
10101	East	Credit	40572972	Web	$16.43	DVD	11:23
10102	West	Credit	80218197	Web	$21.10	DVD	2:02
10103	North	Paypal	72072353	Email	$21.64	Book	22:40
10104	West	Paypal	44250706	Email	$18.06	Book	16:00
10105	East	Credit	31062653	Web	$19.35	Book	10:06
10106	North	Credit	84047393	Web	$23.70	DVD	19:02
10107	North	Credit	59891368	Web	$18.93	Book	9:09
10108	North	Credit	47234209	Email	$16.83	Book	16:20
10109	West	Credit	47893510	Web	$22.19	Book	18:52
10110	West	Credit	23513829	Web	$23.90	Book	19:40
10111	East	Credit	20993720	Web	$17.47	DVD	10:53
10112	West	Credit	58724265	Email	$209.37	Book	20:11
10113	North	Credit	47687764	Web	$18	DVD	8:08
10114	East	Credit	53008101	Web	$22.83	Book	10:17
10115	East	Credit	68494188	Email	$20.31	DVD	14:34
10116	South	Paypal	40357817	Web	$22.06	DVD	11:07
10117	North	Paypal	91328383	Web	$15.22	Book	10:39
10118	South	Paypal	51497241	Web	$20.60	DVD	20:46
10119	East	Credit	42829269	Web	$18.25	DVD	20:42
10120	East	Credit	56174714	Web	$174.18	Book	12:42
10121	North	Credit	17210514	Email	$19.58	DVD	22:31
10122	West	Paypal	40504819	Web	$17.91	Book	19:14
10123	West	Credit	58186991	Web	$22.90	Book	12:16
10124	North	Paypal	46376047	Web	$22.26	Book	17:50
10125	South	Credit	95760408	Web	$19.04	Book	15:23
10126	East	Credit	73024614	Web	$17.42	DVD	5:05
10127	West	Paypal	63167563	Web	$18.54	Book	19:30
10128	North	Credit	83800724	Web	$19.74	DVD	12:49
10129	West	Credit	11739665	Web	$22.03	DVD	14:49
10130	West	Paypal	74393415	Web	$236.49	Book	16:24
10131	South	Paypal	30372359	Email	$19.30	DVD	17:00
10132	East	Credit	47768495	Email	$23.73	DVD	16:57
10133	West	Paypal	74154714	Web	$19.96	Book	16:50
10134	East	Credit	33525138	Web	$20.75	DVD	15:02
10135	South	Paypal	84542864	Web	$22.37	DVD	8:08
10136	West	Credit	24537107	Email	$24.03	DVD	11:14
10137	West	Credit	74241899	Web	$24.59	DVD	4:04
10138	West	Paypal	33200655	Email	$155.91	Book	18:38
10139	East	Credit	89349547	Email	$16.43	Book	9:09
10140	South	Paypal	83528887	Web	$15.71	Book	16:44
10141	West	Paypal	21113649	Web	$15.19	Book	16:22
10142	West	Paypal	35126822	Web	$21.35	DVD	17:54
10143	West	Credit	98692914	Web	$19.47	DVD	18:17
10144	West	Credit	96105789	Web	$21.49	DVD	9:09
10145	East	Paypal	72991138	Web	$22.20	DVD	12:29
10146	East	Paypal	77775458	Web	$21.15	DVD	7:07
10147	East	Credit	71420485	Web	$15.16	DVD	11:19
10148	East	Credit	55498553	Email	$15.71	Book	9:09
10149	West	Paypal	93904863	Web	$24.65	Book	20:41
10150	West	Paypal	37998977	Email	$24.88	Book	15:23
10151	East	Paypal	24697741	Email	$17.49	Book	21:46
10152	West	Credit	77906388	Web	$19.71	DVD	7:07
10153	South	Credit	79915334	Web	$17.33	Book	2:02
10154	West	Credit	50624253	Web	$15.56	DVD	21:07
10155	East	Credit	32851119	Web	$18.94	DVD	20:00
10156	North	Credit	79812666	Web	$22.86	Book	16:02
10157	South	Paypal	45319579	Web	$15.18	Book	6:06
10158	South	Credit	44466808	Web	$22.46	Book	17:44
10159	West	Credit	26950438	Email	$21.39	Book	17:17
10160	South	Credit	66610830	Email	$22.17	DVD	10:23
10161	North	Paypal	45496161	Web	$234.63	Book	9:09
10162	North	Paypal	57085887	Web	$24.97	Book	22:11
10163	West	Credit	86987062	Web	$15.72	Book	10:53
10164	East	Credit	75029194	Web	$24.35	Book	8:08
10165	West	Paypal	16712886	Email	$16.09	Book	8:08
10166	West	Credit	39307303	Web	$23.51	Book	16:18
10167	North	Paypal	41334963	Web	$22.59	Book	16:51
10168	East	Credit	58630343	Web	$15.59	DVD	9:09
10169	West	Credit	87184105	Web	$190.81	Book	21:57
10170	West	Paypal	35358631	Web	$21.12	Book	16:40
10171	North	Credit	55749730	Web	$24.60	DVD	20:38
10172	North	Paypal	62374456	Web	$21.22	DVD	12:20
10173	West	Credit	84556568	Web	$21.78	DVD	7:07
10174	West	Credit	57605353	Web	$16.54	DVD	17:52
10175	East	Credit	45033697	Email	$177.32	Book	15:52
10176	South	Credit	33917941	Web	$21.50	Book	10:53
10177	West	Paypal	39654675	Web	$24.65	DVD	20:45
10178	North	Paypal	47532285	Web	$19.43	DVD	9:09
10179	West	Credit	85998809	Web	$21.12	DVD	20:13
10180	West	Credit	34960635	Web	$18.10	DVD	20:32
10181	East	Credit	85117076	Email	$24.40	Book	13:25
10182	South	Credit	67865323	Web	$19.37	Book	21:48
10183	West	Credit	55061563	Email	$19.17	DVD	0:00
10184	South	Credit	58022125	Email	$241.77	Book	9:09
10185	West	Paypal	25679000	Web	$19.65	Book	20:46
10186	West	Paypal	35078468	Web	$19.88	Book	8:08
10187	West	Paypal	75772325	Web	$15.18	DVD	12:30
10188	West	Paypal	25433486	Web	$15.08	Book	12:15
10189	North	Paypal	65056232	Web	$23.74	Book	5:05
10190	North	Credit	96077043	Web	$19.44	Book	9:09
10191	South	Credit	68380003	Web	$17.70	DVD	2:02
10192	West	Credit	92733708	Web	$16.99	DVD	17:34
10193	East	Paypal	17547620	Email	$16.13	Book	13:37
10194	West	Paypal	95291830	Web	$24.80	DVD	20:28
10195	West	Paypal	49471722	Web	$17.52	Book	20:35
10196	North	Paypal	70336893	Web	$23.63	Book	19:47
10197	West	Credit	44142213	Web	$23.03	DVD	11:27
10198	West	Paypal	69832322	Web	$21.03	DVD	19:18
10199	South	Credit	54284580	Web	$21.88	Book	3:03
10200	South	Credit	69967343	Email	$24.86	Book	17:27
10201	North	Credit	70932816	Email	$21.43	DVD	7:07
10202	South	Paypal	74082072	Web	$16.32	DVD	15:09
10203	East	Credit	92299116	Web	$17.20	DVD	0:00
10204	North	Paypal	33160396	Web	$17.87	DVD	7:07
10205	South	Credit	22141389	Web	$17.27	DVD	7:07
10206	South	Credit	43297905	Web	$19.76	Book	21:13
10207	East	Paypal	72307242	Web	$17.10	Book	6:06
10208	West	Credit	66131853	Email	$15.66	Book	11:18
10209	West	Credit	71755916	Web	$22.37	Book	16:21
10210	East	Credit	55102089	Web	$15.81	DVD	12:26
10211	South	Credit	25266837	Web	$18.75	DVD	2:02
10212	West	Credit	17246696	Email	$192.41	Book	20:23
10213	South	Credit	55149876	Email	$242.52	Book	9:09
10214	North	Credit	66024609	Web	$20.40	Book	0:00
10215	East	Credit	74962881	Web	$24.71	DVD	12:45
10216	East	Credit	66903731	Web	$21.49	DVD	8:08
10217	West	Paypal	71026884	Web	$22.26	DVD	5:05
10218	West	Credit	86140667	Web	$22.39	Book	16:16
10219	East	Credit	97905965	Email	$21.01	Book	8:08
10220	West	Credit	40197352	Web	$226.15	Book	16:41
10221	West	Paypal	43741856	Web	$20.67	Book	19:27
10222	West	Credit	78186031	Web	$21.72	DVD	20:04
10223	East	Credit	58045939	Email	$16.34	Book	17:53
10224	West	Credit	16151482	Web	$19.19	Book	19:08
10225	West	Credit	16578164	Email	$19.21	DVD	2:02
10226	West	Credit	96323938	Web	$16.06	Book	17:30
10227	South	Paypal	77228031	Web	$20.87	DVD	13:41
10228	West	Credit	10779898	Web	$15.33	DVD	5:05
10229	West	Credit	85174502	Web	$23.58	DVD	2:02
10230	North	Credit	73359370	Email	$15.34	Book	10:08
10231	North	Paypal	10400774	Web	$216.20	Book	10:33
10232	East	Credit	69035250	Email	$21.85	DVD	14:28
10233	West	Credit	45792515	Web	$23.59	Book	3:03
10234	North	Paypal	28433265	Web	$20.44	Book	11:52
10235	East	Credit	55311936	Web	$22.05	DVD	8:08
10236	West	Paypal	64115201	Email	$20.42	Book	0:00
10237	West	Credit	66071683	Email	$20.49	DVD	20:10
10238	West	Credit	97687340	Web	$161.46	Book	14:23
10239	South	Paypal	41078038	Web	$19.69	DVD	4:04
10240	South	Paypal	55142477	Web	$24.16	Book	2:02
10241	East	Credit	41419462	Web	$22.80	DVD	10:59
10242	East	Paypal	39303323	Web	$243.70	Book	20:26
10243	West	Paypal	95949085	Web	$210.38	Book	12:19
10244	West	Paypal	28911817	Email	$161.50	Book	16:15
10245	South	Credit	36561487	Email	$21.92	DVD	6:06
10246	West	Credit	71502183	Web	$23.75	DVD	20:34
10247	West	Credit	54077093	Email	$23.74	DVD	3:03
10248	West	Paypal	92266350	Web	$21.67	Book	12:41
10249	West	Paypal	60490288	Email	$22.04	Book	3:03
10250	North	Paypal	72701137	Email	$17.83	DVD	12:55
10251	South	Paypal	32435141	Web	$23.60	Book	2:02
10252	North	Credit	48330352	Web	$19.90	Book	14:04
10253	East	Credit	17689891	Email	$209.20	Book	17:19
10254	East	Credit	67182932	Email	$24	Book	11:52
10255	West	Credit	97950489	Web	$17.81	Book	12:36
10256	West	Paypal	50561229	Email	$24.77	DVD	0:00
10257	East	Credit	70759248	Web	$21	DVD	17:14
10258	North	Paypal	77616151	Web	$191.43	Book	16:36
10259	South	Paypal	79551499	Web	$24.52	DVD	21:59
10260	East	Credit	90656731	Web	$17.34	DVD	8:08
10261	East	Paypal	33909737	Web	$17.19	Book	3:03
10262	West	Credit	63841931	Web	$22.55	Book	11:43
10263	South	Credit	30506370	Web	$15.35	DVD	10:15
10264	South	Credit	81572757	Web	$23.20	Book	15:38
10265	West	Credit	70596149	Web	$241.65	Book	20:39
10266	West	Paypal	95125046	Email	$242.40	Book	17:19
10267	West	Paypal	10754185	Web	$23.01	DVD	17:44
10268	East	Credit	88506060	Email	$17.22	DVD	1:01
10269	North	Paypal	80319080	Web	$15.96	DVD	1:01
10270	East	Credit	27016365	Web	$15.45	DVD	9:09
10271	North	Credit	80034508	Email	$17.41	DVD	5:05
10272	East	Credit	76677689	Web	$21.64	Book	10:39
10273	South	Credit	96855830	Web	$157.86	Book	5:05
10274	West	Paypal	54775836	Web	$18.17	DVD	16:09
10275	West	Credit	18066842	Web	$18.73	Book	20:18
10276	West	Paypal	28240563	Web	$17.24	Book	20:47
10277	South	Credit	24796034	Web	$23.91	DVD	13:59
10278	South	Credit	60979466	Web	$22.12	Book	17:31
10279	West	Credit	44558261	Web	$15.25	DVD	19:11
10280	South	Credit	49683597	Web	$24.77	Book	0:00
10281	West	Paypal	70748780	Email	$20.28	Book	6:06
10282	South	Paypal	80637514	Email	$20.33	DVD	8:08
10283	South	Credit	77963353	Web	$16.90	Book	21:41
10284	South	Paypal	55003920	Web	$16.47	Book	16:22
10285	West	Paypal	66231568	Web	$21.18	Book	15:10
10286	West	Credit	49290839	Web	$15.86	Book	18:00
10287	West	Credit	65745301	Web	$24.42	Book	1:01
10288	South	Paypal	18744208	Web	$222.38	Book	18:53
10289	South	Paypal	52683186	Web	$188.85	Book	5:05
10290	East	Credit	87677897	Web	$15.32	Book	9:09
10291	West	Credit	78943440	Email	$24.71	Book	16:22
10292	East	Credit	92175770	Web	$20.97	Book	11:17
10293	West	Credit	32571506	Email	$21.92	DVD	19:17
10294	West	Paypal	11427628	Web	$15.40	Book	17:16
10295	East	Credit	92399789	Web	$23.08	Book	7:07
10296	East	Paypal	63645553	Web	$23.40	DVD	1:01
10297	North	Credit	11175481	Web	$22.65	Book	6:06
10298	East	Paypal	71269390	Email	$24.61	Book	13:08
10299	East	Credit	97215985	Web	$24.97	Book	16:53
10300	South	Credit	50531437	Web	$18.57	Book	12:45
10301	West	Credit	94922677	Email	$16.15	DVD	3:03
10302	West	Paypal	17454394	Web	$19.95	Book	19:35
10303	West	Paypal	84850536	Web	$15.61	DVD	22:02
10304	South	Credit	32164694	Email	$19.13	Book	22:55
10305	West	Credit	88979280	Web	$231.23	Book	0:00
10306	East	Credit	21059538	Email	$244.75	Book	10:13
10307	South	Paypal	12677778	Web	$21.36	DVD	20:25
10308	West	Credit	77758706	Web	$21.83	Book	1:01
10309	South	Credit	14512758	Email	$21.58	DVD	1:01
10310	North	Paypal	23076219	Email	$17.51	Book	20:19
10311	South	Paypal	71350323	Web	$23.29	DVD	4:04
10312	West	Paypal	60395312	Web	$18.35	Book	20:54
10313	West	Credit	38530736	Email	$23.06	DVD	11:48
10314	South	Credit	16039556	Web	$19.81	DVD	21:19
10315	East	Credit	93353650	Web	$162.74	Book	9:09
10316	East	Credit	14150787	Web	$16.86	DVD	9:09
10317	South	Credit	97279689	Web	$23.31	Book	16:23
10318	West	Credit	65882511	Email	$22.92	Book	0:00
10319	West	Credit	88066592	Email	$22.84	DVD	17:37
10320	North	Credit	82643293	Web	$16.97	DVD	4:04
10321	South	Credit	97730191	Email	$188.16	Book	19:21
10322	West	Credit	59686740	Web	$22.57	DVD	18:45
10323	North	Paypal	93594435	Web	$24.71	DVD	13:34
10324	South	Credit	82961120	Web	$246.67	Book	16:47
10325	South	Credit	97623213	Web	$20.97	Book	8:08
10326	East	Paypal	14765562	Email	$19.83	Book	4:04
10327	West	Paypal	85470735	Email	$19.09	Book	11:45
10328	South	Credit	55160635	Email	$16.52	Book	6:06
10329	South	Credit	90852426	Email	$22.31	Book	2:02
10330	North	Credit	15945216	Email	$19.52	DVD	0:00
10331	West	Credit	96688991	Web	$24.79	DVD	9:09
10332	West	Credit	31841597	Email	$18.84	DVD	22:04
10333	East	Credit	69450143	Web	$24.58	DVD	0:00
10334	North	Credit	43384272	Web	$17.19	Book	12:19
10335	East	Paypal	65292790	Web	$19.65	Book	6:06
10336	South	Credit	71336291	Web	$17.35	Book	21:37
10337	West	Paypal	99300859	Web	$22.92	DVD	16:23
10338	North	Credit	81921349	Email	$18.81	DVD	7:07
10339	West	Paypal	40237279	Web	$20.08	Book	3:03
10340	West	Credit	38167466	Email	$24.54	Book	4:04
10341	West	Paypal	88466601	Web	$24.81	Book	14:40
10342	West	Paypal	27965385	Email	$15.94	DVD	0:00
10343	North	Paypal	80215999	Web	$18.29	DVD	8:08
10344	East	Credit	12222505	Web	$15.55	DVD	6:06
10345	West	Paypal	64014515	Web	$19.20	DVD	20:52
10346	West	Credit	90818758	Email	$17.34	DVD	18:10
10347	East	Paypal	94873280	Email	$22.51	DVD	5:05
10348	South	Paypal	73200296	Email	$23.45	DVD	2:02
10349	East	Paypal	38960810	Web	$16.15	DVD	13:45
10350	West	Paypal	88326061	Web	$17.68	Book	0:00
10351	North	Credit	41691635	Email	$22.11	Book	11:28
10352	West	Credit	58121431	Web	$18.41	DVD	1:01
10353	West	Paypal	55259994	Web	$17.08	DVD	17:06
10354	South	Paypal	61072223	Web	$15.77	DVD	10:36
10355	East	Credit	17256670	Web	$22.41	Book	7:07
10356	North	Paypal	98206099	Web	$20.63	DVD	3:03
10357	South	Credit	43063718	Email	$18.14	Book	3:03
10358	North	Credit	67151337	Web	$20.18	Book	11:13
10359	West	Credit	39969279	Email	$177.30	Book	11:33
10360	South	Paypal	58790759	Web	$15.71	DVD	5:05
10361	North	Credit	45790914	Web	$21.75	DVD	17:22
10362	South	Credit	85351233	Email	$18.25	Book	5:05
10363	South	Credit	40331224	Web	$203.72	Book	14:29
10364	West	Paypal	13065288	Email	$15.54	Book	19:36
10365	West	Credit	30370343	Web	$17.50	DVD	5:05
10366	East	Credit	38342520	Web	$21.32	Book	2:02
10367	East	Paypal	37778643	Web	$150.86	Book	13:17
10368	West	Paypal	21005551	Web	$17.39	Book	4:04
10369	East	Credit	80160243	Web	$23.87	DVD	13:52
10370	North	Credit	70859272	Web	$21.53	Book	16:04
10371	North	Credit	41514905	Web	$19.64	DVD	16:14
10372	West	Paypal	68986646	Web	$18.27	Book	18:39
10373	West	Credit	51423763	Web	$19.27	DVD	6:06
10374	North	Credit	78615837	Web	$20.16	Book	14:38
10375	West	Credit	95641106	Web	$15.59	DVD	4:04
10376	South	Paypal	40892422	Email	$16.34	DVD	12:35
10377	East	Credit	70431710	Web	$199.18	Book	14:00
10378	South	Paypal	95673115	Web	$19.99	Book	20:29
10379	North	Credit	72527223	Email	$18.44	DVD	18:38
10380	West	Credit	77577648	Web	$23.75	Book	9:09
10381	West	Credit	26849225	Web	$20.88	DVD	0:00
10382	South	Credit	27508938	Web	$197.43	Book	10:43
10383	West	Credit	43095105	Web	$20.32	Book	18:33
10384	South	Credit	70978581	Web	$16.82	DVD	8:08
10385	West	Paypal	72898757	Web	$20.16	Book	13:40
10386	West	Credit	56976893	Web	$16.79	Book	21:27
10387	North	Credit	35119351	Email	$22.53	Book	11:41
10388	South	Paypal	65437162	Email	$21.68	Book	14:32
10389	North	Paypal	70003314	Email	$23.54	Book	6:06
10390	East	Paypal	54664522	Web	$17.67	DVD	9:09
10391	West	Credit	10325805	Web	$22.79	Book	0:00
10392	East	Paypal	28672617	Web	$24.80	Book	18:09
10393	South	Paypal	21364705	Email	$15.27	Book	8:08
10394	West	Credit	44719881	Email	$18.74	Book	22:41
10395	West	Credit	42164058	Web	$16.47	DVD	20:26
10396	West	Paypal	68675115	Web	$18.11	DVD	0:00
10397	West	Paypal	48712948	Web	$20.73	DVD	17:46
10398	West	Credit	93152672	Web	$21.64	DVD	16:11
10399	East	Credit	12824694	Web	$17.38	Book	16:14
10400	West	Credit	73484989	Web	$17.70	DVD	7:07
10401	West	Credit	79418802	Web	$24.66	Book	17:07
10402	West	Credit	85598102	Web	$24.24	DVD	19:16
10403	South	Paypal	81254753	Email	$19.79	Book	7:07
10404	North	Credit	97869460	Web	$16.86	DVD	8:08
10405	North	Credit	19446725	Web	$19.97	DVD	22:37
10406	East	Credit	12075708	Web	$22.99	Book	9:09
10407	North	Credit	87645248	Web	$153.83	Book	15:07
10408	South	Credit	88351358	Web	$15.20	DVD	15:03
10409	West	Credit	86741411	Web	$16.01	DVD	20:02
10410	West	Paypal	85689748	Web	$18.88	DVD	17:57
10411	South	Credit	39676844	Email	$21.54	Book	19:37
10412	East	Credit	59845402	Web	$24.11	Book	0:00
10413	North	Paypal	39267241	Web	$21.43	Book	8:08
10414	North	Credit	82025542	Web	$24.80	DVD	0:00
10415	West	Credit	16559991	Web	$19.76	DVD	20:15
10416	North	Credit	80278554	Web	$23.97	DVD	18:39
10417	North	Credit	30257860	Web	$19.96	DVD	11:25
10418	West	Credit	46744434	Web	$18.19	Book	1:01
10419	East	Credit	49155614	Web	$17.28	DVD	15:45
10420	West	Credit	53795790	Web	$24.84	Book	8:08
10421	South	Paypal	75332091	Email	$16.32	Book	13:50
10422	North	Credit	83194866	Web	$23.47	Book	17:00
10423	West	Credit	33911548	Email	$16.65	Book	19:19
10424	East	Paypal	20917768	Web	$22.64	Book	11:53
10425	North	Credit	63888401	Web	$16.66	Book	2:02
10426	North	Credit	99361092	Email	$21.78	Book	14:10
10427	West	Paypal	39373058	Web	$21.29	DVD	14:14
10428	North	Paypal	91945826	Web	$160.78	Book	14:47
10429	West	Credit	39442197	Web	$21.10	Book	14:38
10430	East	Credit	96995760	Web	$169.79	Book	20:13
10431	West	Paypal	99830378	Web	$16.99	Book	3:03
10432	North	Credit	97898924	Email	$23.64	DVD	8:08
10433	North	Credit	48100304	Email	$18.92	Book	13:23
10434	West	Paypal	61029935	Email	$23.96	Book	7:07
10435	South	Paypal	74335115	Web	$18.53	Book	21:20
10436	West	Credit	94386287	Web	$24.44	DVD	5:05
10437	South	Credit	94086275	Web	$21.81	DVD	5:05
10438	South	Paypal	59470574	Email	$18.25	DVD	15:54
10439	East	Credit	20030922	Web	$17.42	Book	1:01
10440	South	Credit	45769254	Web	$18.40	Book	10:25
10441	North	Paypal	94775848	Email	$23.88	DVD	3:03
10442	West	Credit	98078573	Web	$17.76	Book	14:37
10443	South	Credit	48152632	Email	$23.06	Book	11:57
10444	West	Paypal	44336631	Web	$18.87	Book	16:33
10445	West	Credit	74850396	Web	$17.87	DVD	16:11
10446	East	Credit	85688947	Web	$18.77	Book	15:09
10447	North	Credit	83549993	Web	$18.60	DVD	0:00
10448	North	Credit	62629771	Web	$152.27	Book	6:06
10449	North	Credit	76032910	Web	$20.83	Book	16:46
10450	West	Credit	78837536	Email	$21.47	Book	17:52
10451	West	Credit	61532595	Web	$218.60	Book	12:33
10452	North	Paypal	50289683	Web	$163.37	Book	16:55
10453	North	Paypal	56319779	Web	$24.78	Book	21:56
10454	West	Credit	26242351	Web	$17.01	Book	7:07
10455	South	Credit	80577738	Web	$231.23	Book	20:26
10456	East	Credit	81079401	Web	$22.57	DVD	15:02
10457	West	Paypal	17165782	Web	$24.16	DVD	11:02
10458	South	Paypal	90636722	Web	$20.68	Book	21:51
10459	South	Paypal	43626259	Web	$21.20	DVD	7:07
10460	West	Credit	61496170	Web	$247.14	Book	17:16
10461	South	Credit	16101751	Web	$19.10	Book	13:04
10462	South	Paypal	55348039	Web	$19.02	DVD	22:07
10463	East	Credit	50785284	Web	$19.66	Book	1:01
10464	West	Credit	92997267	Email	$168.10	Book	16:22
10465	West	Credit	30255549	Web	$16.83	Book	8:08
10466	East	Credit	85660114	Email	$23.89	Book	0:00
10467	South	Credit	43913307	Web	$16.73	DVD	19:20
10468	South	Credit	47286881	Email	$22.05	DVD	10:27
10469	North	Paypal	62265606	Email	$17.88	Book	6:06
10470	West	Credit	63133211	Email	$15.18	DVD	19:25
10471	West	Paypal	24646414	Web	$15.62	DVD	3:03
10472	North	Credit	65043803	Web	$20.58	DVD	18:02

Question 19

Credit Risk Data
Loan Purpose	Checking	Savings	Months Customer	Months Employed	Gender	Marital Status	Age	Housing	Years	Job	Credit Risk
Small Appliance	$0	$739	13	12	M	Single	23	Own	3	Unskilled	Low
Furniture	$0	$1,230	25	0	M	Divorced	32	Own	1	Skilled	High
New Car	$0	$389	19	119	M	Single	38	Own	4	Management	High
Furniture	$638	$347	13	14	M	Single	36	Own	2	Unskilled	High
Education	$963	$4,754	40	45	M	Single	31	Rent	3	Skilled	Low
Furniture	$2,827	$0	11	13	M	Married	25	Own	1	Skilled	Low
New Car	$0	$229	13	16	M	Married	26	Own	3	Unskilled	Low
Business	$0	$533	14	2	M	Single	27	Own	1	Unskilled	Low
Small Appliance	$6,509	$493	37	9	M	Single	25	Own	2	Skilled	High
Small Appliance	$966	$0	25	4	F	Divorced	43	Own	1	Skilled	High
Business	$0	$989	49	0	M	Single	32	Rent	2	Management	High
New Car	$0	$3,305	11	15	M	Single	34	Rent	2	Unskilled	Low
Business	$322	$578	10	14	M	Married	26	Own	1	Skilled	Low
New Car	$0	$821	25	63	M	Single	44	Own	1	Skilled	High
New Car	$396	$228	13	26	M	Single	46	Own	3	Unskilled	Low
Used Car	$0	$129	31	8	M	Divorced	39	Own	4	Management	Low
Furniture	$652	$732	49	4	F	Divorced	25	Own	2	Skilled	High
New Car	$708	$683	13	33	M	Single	31	Own	2	Skilled	Low
Repairs	$207	$0	28	116	M	Single	47	Own	4	Skilled	Low
Education	$287	$12,348	7	2	F	Divorced	23	Rent	2	Skilled	High
Furniture	$0	$17,545	34	16	F	Divorced	22	Own	4	Skilled	High
Furniture	$101	$3,871	13	5	F	Divorced	26	Rent	4	Skilled	High
Furniture	$0	$0	25	23	M	Married	19	Own	4	Skilled	High
Furniture	$0	$485	37	23	F	Divorced	27	Own	2	Management	High
New Car	$0	$10,723	11	15	M	Single	39	Rent	2	Unskilled	Low
Business	$141	$245	22	33	M	Single	26	Own	3	Skilled	Low
Used Car	$0	$0	19	58	M	Single	50	Other	4	Skilled	High
Used Car	$2,484	$0	49	46	M	Single	34	Other	1	Skilled	Low
Small Appliance	$237	$236	37	24	M	Single	23	Rent	4	Skilled	Low
Small Appliance	$0	$485	19	12	M	Single	23	Own	2	Skilled	Low
Education	$335	$1,708	37	7	M	Single	46	Other	4	Skilled	High
Small Appliance	$3,565	$0	31	32	M	Single	35	Own	3	Skilled	Low
Small Appliance	$0	$407	13	2	F	Divorced	28	Own	2	Skilled	Low
Business	$16,647	$895	16	34	M	Single	25	Rent	4	Skilled	Low
Business	$0	$150	49	46	F	Divorced	36	Rent	4	Skilled	High
Small Appliance	$0	$490	5	41	M	Single	41	Own	1	Unskilled	Low
Furniture	$0	$162	25	1	M	Divorced	54	Own	1	Skilled	High
Small Appliance	$940	$715	9	40	F	Divorced	43	Own	2	Unskilled	Low
Small Appliance	$0	$323	49	42	M	Married	33	Own	1	Skilled	High
New Car	$0	$128	13	74	M	Single	34	Own	3	Skilled	High
Other	$218	$0	49	0	M	Single	39	Other	4	Unemployed	Low
Used Car	$0	$109	25	26	M	Single	34	Own	3	Unskilled	Low
Small Appliance	$16,935	$189	37	60	M	Single	30	Own	2	Skilled	Low
Furniture	$664	$537	31	33	M	Single	48	Own	2	Skilled	High
Furniture	$150	$6,520	12	1	F	Divorced	19	Own	1	Skilled	Low
Small Appliance	$0	$138	7	119	M	Married	29	Rent	2	Skilled	Low
Furniture	$216	$0	19	3	F	Divorced	26	Rent	3	Skilled	High
New Car	$0	$660	17	75	M	Single	42	Rent	4	Skilled	High
Business	$0	$724	25	8	M	Single	30	Rent	2	Skilled	High
Small Appliance	$0	$897	19	5	M	Married	38	Own	4	Skilled	Low
Small Appliance	$265	$947	25	5	M	Married	21	Own	1	Skilled	High
Furniture	$4,256	$0	16	36	F	Divorced	32	Rent	4	Unskilled	Low
Business	$870	$917	28	6	M	Single	35	Own	2	Skilled	High
New Car	$162	$595	22	10	M	Divorced	46	Own	4	Skilled	Low
Used Car	$0	$789	25	28	M	Single	37	Own	3	Management	Low
Education	$0	$0	37	114	M	Single	39	Own	4	Management	High
Furniture	$0	$746	13	16	F	Divorced	29	Own	3	Skilled	Low
New Car	$461	$140	19	32	M	Single	27	Rent	3	Unskilled	Low
New Car	$0	$659	19	5	F	Divorced	22	Rent	3	Skilled	High
Furniture	$0	$717	37	60	M	Single	40	Own	2	Skilled	High
New Car	$0	$667	29	10	M	Single	44	Own	2	Unskilled	High
New Car	$580	$0	11	8	M	Single	26	Own	4	Unskilled	High
Small Appliance	$0	$763	13	46	F	Divorced	57	Own	3	Unskilled	Low
New Car	$0	$1,366	19	17	M	Single	34	Own	4	Unskilled	Low
Small Appliance	$0	$552	25	4	M	Married	47	Own	4	Skilled	High
Small Appliance	$0	$14,643	16	115	M	Single	46	Own	3	Skilled	Low
Business	$758	$2,665	13	31	M	Single	38	Own	4	Unskilled	Low
Used Car	$399	$0	31	0	F	Divorced	52	Own	1	Management	High
Furniture	$513	$442	7	0	M	Single	34	Own	1	Management	Low
Furniture	$0	$8,357	25	5	M	Single	29	Other	4	Skilled	High
New Car	$0	$0	22	9	M	Single	39	Own	2	Unskilled	High
Small Appliance	$565	$863	10	81	M	Single	36	Own	4	Unskilled	Low
Business	$0	$322	28	28	M	Single	25	Own	4	Skilled	Low
Furniture	$0	$800	13	69	M	Single	59	Own	3	Skilled	High
Small Appliance	$0	$656	37	85	M	Single	27	Own	2	Skilled	Low
New Car	$166	$922	13	2	F	Divorced	24	Rent	1	Skilled	High
Business	$9,783	$885	13	3	F	Divorced	25	Own	1	Unemployed	High
Business	$674	$2,886	49	32	M	Single	29	Own	2	Skilled	Low
Repairs	$0	$626	43	0	M	Single	64	Own	4	Unemployed	Low
Business	$15,328	$0	25	9	M	Single	31	Own	4	Skilled	Low
New Car	$0	$904	12	6	M	Single	38	Own	4	Unskilled	Low
Education	$713	$784	61	17	M	Single	41	Other	4	Skilled	High
New Car	$0	$806	19	3	F	Divorced	22	Own	2	Unskilled	High
Education	$0	$3,281	19	20	F	Divorced	29	Own	2	Skilled	High
New Car	$0	$759	16	59	M	Single	32	Rent	3	Skilled	High
Small Appliance	$0	$680	25	3	F	Divorced	34	Own	4	Skilled	High
Used Car	$0	$104	37	25	M	Single	23	Own	4	Skilled	High
Small Appliance	$303	$899	13	3	M	Single	21	Own	1	Skilled	High
Small Appliance	$900	$1,732	37	11	F	Divorced	49	Other	4	Skilled	High
Furniture	$0	$706	31	14	M	Divorced	31	Own	2	Skilled	Low
Education	$1,257	$0	10	65	F	Divorced	40	Rent	4	Unskilled	Low
Small Appliance	$0	$576	7	14	F	Divorced	28	Own	1	Skilled	Low
Repairs	$273	$904	7	2	M	Married	21	Own	1	Unskilled	Low
Business	$522	$194	25	79	M	Divorced	30	Own	4	Skilled	High
Small Appliance	$0	$710	25	1	F	Divorced	37	Own	3	Skilled	Low
Small Appliance	$0	$5,564	25	93	M	Single	33	Own	2	Skilled	Low
Small Appliance	$0	$192	46	13	M	Single	22	Other	4	Skilled	High
New Car	$0	$637	13	21	F	Divorced	23	Own	2	Unskilled	High
Small Appliance	$514	$405	49	13	F	Divorced	21	Own	2	Skilled	High
Furniture	$457	$318	19	108	M	Single	40	Own	1	Skilled	Low
Small Appliance	$5,133	$698	19	14	M	Single	36	Own	2	Skilled	High
New Car	$0	$369	10	16	M	Single	29	Own	1	Skilled	Low
Retraining	$644	$0	13	88	M	Single	37	Own	4	Skilled	Low
Furniture	$305	$492	19	1	F	Divorced	26	Own	1	Skilled	Low
New Car	$9,621	$308	25	41	M	Single	37	Other	3	Skilled	High
Education	$0	$127	13	22	M	Single	39	Rent	4	Unskilled	High
Business	$0	$565	19	14	M	Married	27	Own	2	Skilled	High
Furniture	$0	$12,632	16	9	F	Divorced	19	Rent	4	Skilled	Low
New Car	$0	$116	49	45	M	Single	45	Other	4	Skilled	High
Used Car	$0	$178	13	89	M	Single	34	Other	4	Skilled	High
Small Appliance	$6,851	$901	13	21	F	Divorced	43	Rent	2	Unskilled	Low
Furniture	$13,496	$650	19	20	M	Single	33	Own	1	Unskilled	High
Business	$509	$241	25	14	M	Single	35	Own	4	Unskilled	High
Used Car	$0	$609	37	6	M	Single	31	Other	2	Management	Low
Furniture	$19,155	$131	25	24	M	Single	25	Own	2	Skilled	Low
Furniture	$0	$544	19	15	F	Divorced	27	Own	2	Skilled	Low
Small Appliance	$0	$10,853	25	81	F	Divorced	56	Rent	4	Management	Low
Used Car	$374	$0	25	14	M	Single	45	Own	4	Management	Low
Large Appliance	$0	$409	49	15	M	Single	53	Own	4	Skilled	High
Furniture	$828	$391	9	12	F	Divorced	23	Own	4	Skilled	High
Furniture	$0	$322	13	9	F	Divorced	25	Own	1	Skilled	Low
Small Appliance	$829	$583	7	18	F	Divorced	63	Own	3	Skilled	Low
Small Appliance	$0	$12,242	25	53	M	Single	34	Own	2	Skilled	High
Furniture	$0	$479	19	0	M	Single	24	Own	1	Unemployed	High
New Car	$939	$496	19	56	M	Single	35	Own	4	Skilled	High
New Car	$0	$466	25	42	M	Single	30	Own	3	Skilled	High
New Car	$889	$1,583	37	79	M	Single	29	Other	3	Skilled	Low
Furniture	$876	$1,533	31	21	F	Divorced	20	Rent	4	Skilled	High
Small Appliance	$893	$0	16	94	M	Single	49	Own	4	Skilled	Low
Business	$12,760	$4,873	13	73	M	Single	56	Rent	4	Unskilled	Low
Furniture	$0	$0	13	94	M	Single	48	Rent	4	Skilled	Low
Small Appliance	$0	$717	22	10	F	Divorced	24	Own	2	Skilled	High
Small Appliance	$959	$7,876	28	20	M	Single	22	Own	2	Unskilled	High
Small Appliance	$0	$4,449	25	87	M	Single	30	Own	4	Skilled	High
Other	$0	$0	25	54	M	Single	39	Own	3	Management	High
Business	$0	$104	25	23	M	Married	20	Own	2	Unskilled	Low
Repairs	$0	$897	19	2	F	Divorced	22	Own	4	Skilled	High
New Car	$698	$4,033	16	20	M	Married	24	Rent	2	Skilled	High
Furniture	$0	$945	13	6	M	Divorced	41	Own	1	Skilled	Low
Furniture	$0	$836	25	99	M	Single	32	Own	4	Skilled	Low
Small Appliance	$0	$325	19	13	F	Divorced	23	Own	2	Skilled	High
Small Appliance	$12,974	$19,568	13	7	F	Divorced	41	Rent	3	Skilled	Low
Furniture	$0	$803	13	89	M	Single	52	Other	4	Management	High
Small Appliance	$317	$10,980	13	17	M	Single	65	Own	3	Unskilled	High
Business	$0	$265	13	10	F	Divorced	26	Own	2	Skilled	Low
Repairs	$0	$609	31	3	M	Divorced	33	Own	1	Unskilled	High
Small Appliance	$0	$1,851	12	0	F	Divorced	56	Own	4	Unskilled	Low
Furniture	$192	$199	25	5	F	Divorced	24	Own	4	Unskilled	High
New Car	$0	$500	28	7	F	Divorced	20	Rent	3	Skilled	High
New Car	$0	$509	16	3	M	Single	35	Own	3	Skilled	Low
Used Car	$0	$270	25	25	M	Single	34	Own	3	Skilled	Low
New Car	$0	$457	13	63	M	Single	38	Own	4	Management	Low
Used Car	$0	$260	25	78	M	Single	34	Own	4	Management	Low
New Car	$942	$3,036	25	36	M	Single	37	Own	3	Skilled	Low
Small Appliance	$0	$643	19	6	M	Single	31	Other	2	Management	Low
New Car	$3,329	$0	19	15	M	Single	67	Rent	4	Skilled	High
Used Car	$0	$6,345	25	19	M	Single	26	Own	2	Skilled	Low
Education	$0	$922	37	9	F	Divorced	24	Own	2	Management	High
Furniture	$0	$909	25	3	M	Single	21	Other	1	Skilled	Low
Large Appliance	$0	$775	19	8	M	Married	46	Own	3	Unskilled	High
Furniture	$0	$979	25	48	M	Single	22	Rent	4	Skilled	High
Furniture	$0	$948	19	2	F	Divorced	20	Rent	4	Skilled	Low
Business	$339	$2,790	22	55	M	Divorced	60	Rent	2	Unskilled	High
Used Car	$0	$309	49	37	M	Single	25	Own	3	Skilled	Low
Small Appliance	$0	$762	10	1	F	Divorced	21	Rent	4	Skilled	High
Small Appliance	$0	$970	13	14	F	Divorced	22	Own	1	Skilled	Low
Used Car	$105	$320	28	54	M	Single	29	Own	2	Management	Low
Small Appliance	$0	$861	13	111	M	Single	56	Own	4	Unskilled	High
Repairs	$216	$262	37	2	M	Single	32	Rent	1	Unskilled	High
Furniture	$113	$692	11	14	M	Divorced	30	Own	2	Unskilled	Low
Used Car	$109	$540	37	1	M	Married	27	Rent	4	Management	High
New Car	$0	$470	13	0	F	Divorced	37	Own	2	Unemployed	Low
New Car	$0	$192	7	2	M	Single	39	Own	4	Unskilled	Low
New Car	$8,176	$12,230	7	5	M	Married	26	Own	2	Unemployed	Low
Repairs	$0	$772	25	19	M	Divorced	32	Own	2	Skilled	Low
Furniture	$468	$14,186	22	24	M	Single	31	Own	2	Skilled	Low
Used Car	$7,885	$6,330	16	14	M	Single	35	Own	2	Skilled	Low
Small Appliance	$0	$18,716	19	93	M	Single	31	Own	3	Management	Low
New Car	$0	$886	22	96	M	Single	64	Own	4	Skilled	Low
Business	$0	$750	37	2	M	Divorced	27	Own	1	Skilled	High
Small Appliance	$0	$3,870	25	11	F	Divorced	31	Own	2	Unskilled	High
Small Appliance	$0	$3,273	13	4	M	Married	32	Own	3	Unskilled	High
Business	$0	$406	6	35	M	Single	73	Own	4	Unskilled	Low
Furniture	$0	$461	13	48	F	Divorced	30	Own	4	Unskilled	Low
Furniture	$0	$340	19	4	M	Married	42	Own	1	Unskilled	High
Small Appliance	$0	$6,490	19	85	M	Single	45	Own	4	Skilled	Low
Small Appliance	$734	$348	7	100	M	Single	27	Own	4	Skilled	Low
Furniture	$0	$506	25	3	F	Divorced	22	Rent	4	Unskilled	High
Used Car	$0	$14,717	28	7	M	Single	26	Own	2	Skilled	Low
Business	$172	$0	25	36	M	Single	33	Own	3	Skilled	Low
New Car	$644	$1,571	19	1	F	Divorced	27	Own	3	Skilled	High
New Car	$0	$0	25	19	F	Divorced	24	Rent	4	Skilled	High
Furniture	$617	$411	31	3	M	Married	21	Own	1	Skilled	Low
New Car	$0	$544	25	0	F	Divorced	28	Rent	4	Unemployed	High
Small Appliance	$586	$0	13	0	M	Single	51	Own	1	Management	High
Furniture	$0	$835	19	42	F	Divorced	21	Own	1	Skilled	High
Small Appliance	$0	$823	25	47	M	Single	27	Own	2	Skilled	Low
Business	$0	$5,180	22	4	M	Single	40	Own	2	Unskilled	High
Small Appliance	$0	$408	16	12	M	Single	34	Other	4	Skilled	Low
New Car	$0	$821	48	5	F	Divorced	34	Own	1	Unskilled	Low
Education	$522	$385	10	66	M	Single	63	Own	4	Unskilled	Low
New Car	$585	$2,223	16	0	M	Single	33	Own	2	Management	High
New Car	$5,588	$0	22	10	F	Divorced	28	Own	4	Skilled	High
New Car	$0	$605	37	20	F	Divorced	24	Own	2	Skilled	High
Furniture	$352	$7,525	13	4	F	Divorced	18	Rent	4	Unskilled	Low
Small Appliance	$0	$3,529	14	0	F	Divorced	63	Own	4	Skilled	Low
Business	$2,715	$1,435	49	14	M	Divorced	37	Own	2	Skilled	High
Other	$560	$887	25	20	M	Single	38	Own	3	Management	High
Small Appliance	$895	$243	13	4	M	Married	22	Rent	1	Skilled	High
New Car	$305	$4,553	7	2	F	Divorced	31	Own	1	Unskilled	High
Small Appliance	$0	$418	19	4	M	Single	31	Own	2	Skilled	Low
New Car	$0	$771	25	0	M	Single	42	Other	2	Skilled	High
Furniture	$0	$463	11	13	M	Single	24	Rent	2	Unskilled	High
Business	$8,948	$110	31	90	M	Single	65	Own	4	Management	High
Used Car	$0	$10,099	16	108	M	Single	22	Rent	4	Skilled	Low
Used Car	$0	$13,428	7	0	F	Divorced	22	Rent	2	Unemployed	Low
Small Appliance	$0	$208	13	23	M	Single	51	Own	4	Skilled	Low
Small Appliance	$0	$552	13	15	F	Divorced	23	Own	4	Unskilled	High
Education	$0	$3,105	16	19	F	Divorced	30	Own	3	Skilled	Low
Small Appliance	$483	$415	19	6	M	Married	32	Own	2	Skilled	High
Large Appliance	$0	$1,238	13	0	F	Divorced	21	Own	3	Skilled	High
Education	$0	$238	13	2	F	Divorced	52	Own	4	Skilled	High
Furniture	$0	$127	31	35	F	Divorced	22	Rent	4	Skilled	High
Business	$663	$0	19	57	M	Single	41	Own	2	Skilled	Low
New Car	$624	$785	37	9	F	Divorced	53	Rent	2	Skilled	Low
Repairs	$0	$718	19	0	F	Divorced	54	Other	4	Unemployed	High
Furniture	$0	$493	13	21	M	Single	37	Own	3	Unskilled	Low
Small Appliance	$152	$757	49	45	M	Single	27	Own	4	Skilled	High
New Car	$0	$9,125	13	24	F	Divorced	25	Own	2	Skilled	High
Small Appliance	$0	$364	13	12	F	Divorced	34	Own	2	Skilled	Low
Business	$498	$598	37	14	M	Divorced	29	Own	2	Management	High
New Car	$0	$374	10	19	M	Single	27	Own	3	Unskilled	High
Small Appliance	$156	$0	13	58	F	Divorced	32	Own	3	Unskilled	High
Used Car	$1,336	$0	37	11	M	Single	29	Own	2	Management	Low
New Car	$0	$508	13	3	M	Single	32	Own	1	Unskilled	High
Small Appliance	$0	$956	25	4	F	Divorced	28	Rent	2	Unskilled	High
Furniture	$0	$636	22	41	F	Divorced	25	Rent	4	Unskilled	Low
New Car	$2,641	$0	13	71	F	Divorced	51	Other	4	Management	Low
Used Car	$0	$1,519	40	74	M	Single	44	Own	2	Management	Low
Business	$0	$922	19	29	M	Single	33	Own	1	Skilled	Low
Furniture	$0	$180	5	2	F	Divorced	22	Rent	3	Unskilled	Low
Used Car	$0	$701	22	108	M	Single	35	Own	4	Management	Low
Small Appliance	$0	$296	16	8	M	Single	30	Own	2	Skilled	Low
Small Appliance	$887	$519	7	42	M	Married	27	Own	3	Unskilled	Low
Business	$0	$800	49	2	F	Divorced	23	Rent	4	Skilled	High
Furniture	$0	$736	13	6	F	Divorced	19	Rent	4	Skilled	High
Small Appliance	$0	$11,838	7	70	M	Single	44	Own	4	Unskilled	Low
Small Appliance	$0	$364	5	35	M	Single	41	Own	1	Unskilled	Low
New Car	$18,408	$212	13	9	F	Divorced	35	Own	2	Skilled	Low
New Car	$497	$888	16	3	F	Divorced	25	Rent	1	Unemployed	High
Used Car	$0	$999	25	0	M	Single	28	Other	2	Management	Low
Small Appliance	$946	$0	16	83	M	Single	34	Own	2	Skilled	Low
Business	$986	$578	28	1	F	Divorced	31	Own	1	Skilled	Low
Education	$8,122	$136	22	4	M	Divorced	32	Rent	1	Skilled	High
Furniture	$0	$734	37	111	M	Single	41	Own	2	Skilled	High
Business	$778	$861	49	21	M	Single	22	Own	2	Skilled	High
Other	$645	$855	25	17	M	Single	28	Own	3	Management	High
Furniture	$0	$4,486	10	3	F	Divorced	21	Rent	4	Skilled	Low
New Car	$682	$2,017	37	85	M	Single	41	Own	4	Management	High
New Car	$19,812	$0	25	37	M	Single	36	Own	2	Unskilled	High
Business	$0	$500	25	1	M	Single	26	Own	2	Skilled	High
Used Car	$0	$859	31	89	M	Single	37	Other	4	Management	Low
Business	$859	$3,305	25	26	M	Single	35	Rent	4	Management	Low
Small Appliance	$0	$1,218	13	38	M	Single	34	Own	1	Skilled	Low
New Car	$0	$9,016	49	22	M	Single	43	Other	2	Skilled	High
New Car	$0	$11,587	22	46	F	Divorced	30	Own	2	Management	Low
Furniture	$0	$8,944	25	66	M	Single	31	Rent	3	Skilled	Low
Repairs	$0	$807	25	75	M	Single	43	Other	4	Skilled	Low
Small Appliance	$0	$867	31	27	F	Divorced	24	Own	2	Skilled	Low
Small Appliance	$795	$16,804	49	40	M	Single	26	Own	2	Skilled	High
Furniture	$0	$347	16	5	F	Divorced	45	Rent	1	Skilled	Low
Furniture	$0	$836	16	4	M	Single	26	Own	3	Unskilled	Low
Furniture	$0	$142	7	53	F	Divorced	48	Own	1	Skilled	Low
Furniture	$0	$169	19	6	M	Single	43	Own	3	Skilled	High
Other	$852	$3,613	61	83	F	Divorced	59	Other	4	Management	High
Education	$0	$403	7	5	F	Divorced	55	Own	2	Skilled	Low
Small Appliance	$0	$836	25	0	M	Single	29	Own	2	Management	High
New Car	$425	$0	19	7	F	Divorced	32	Own	2	Skilled	High
Business	$0	$11,481	25	18	M	Single	53	Own	3	Management	High
Business	$0	$3,285	7	21	M	Single	33	Own	2	Unskilled	Low
Education	$0	$164	13	65	F	Divorced	56	Other	4	Unskilled	Low
New Car	$11,072	$891	61	17	M	Single	33	Other	4	Skilled	Low
Used Car	$0	$0	37	49	M	Single	46	Other	4	Skilled	High
Used Car	$219	$841	43	0	M	Single	54	Other	2	Management	Low
New Car	$8,060	$607	19	71	F	Divorced	22	Own	2	Management	Low
New Car	$0	$486	12	22	M	Single	35	Rent	2	Skilled	Low
New Car	$0	$108	25	52	M	Single	46	Own	4	Unskilled	High
Small Appliance	$0	$0	43	28	F	Divorced	29	Own	3	Management	High
New Car	$0	$113	25	31	F	Divorced	22	Rent	4	Skilled	High
New Car	$1,613	$0	25	118	M	Married	53	Own	4	Skilled	Low
Furniture	$757	$208	25	36	M	Divorced	42	Own	3	Skilled	High
Retraining	$0	$603	13	35	M	Married	20	Rent	4	Skilled	High
New Car	$0	$343	19	22	F	Divorced	35	Own	3	Skilled	Low
Education	$977	$463	10	61	F	Divorced	33	Own	3	Management	High
Education	$197	$0	37	17	M	Married	26	Own	2	Skilled	Low
Furniture	$0	$299	19	11	M	Single	46	Other	4	Skilled	Low
New Car	$0	$490	13	15	F	Divorced	28	Own	2	Skilled	High
Small Appliance	$0	$6,628	37	65	M	Single	38	Own	4	Skilled	Low
Business	$0	$859	19	23	M	Single	35	Own	2	Skilled	High
New Car	$0	$750	13	14	M	Single	47	Own	4	Skilled	High
Small Appliance	$256	$954	10	13	M	Single	23	Own	3	Skilled	Low
New Car	$296	$591	37	103	M	Single	56	Other	4	Skilled	High
Furniture	$0	$13,970	13	24	F	Divorced	28	Rent	4	Unskilled	High
New Car	$0	$857	11	34	M	Single	48	Own	3	Skilled	Low
Furniture	$0	$5,857	19	20	M	Single	27	Own	2	Skilled	Low
Small Appliance	$298	$3,326	73	15	M	Married	23	Own	2	Skilled	High
Small Appliance	$0	$726	19	7	F	Divorced	24	Rent	4	Skilled	High
Furniture	$8,636	$214	11	3	F	Divorced	22	Own	2	Skilled	Low
New Car	$0	$207	13	119	M	Single	42	Rent	4	Skilled	High
New Car	$0	$713	13	29	M	Single	25	Own	2	Skilled	High
New Car	$19,766	$2,141	11	54	F	Divorced	47	Other	4	Unskilled	High
New Car	$0	$483	19	90	F	Divorced	32	Rent	4	Skilled	High
New Car	$0	$127	7	13	M	Single	25	Rent	3	Skilled	Low
Furniture	$0	$367	37	22	M	Single	36	Own	2	Skilled	Low
Small Appliance	$0	$813	43	28	M	Single	25	Own	2	Skilled	High
Furniture	$4,089	$0	7	14	M	Married	26	Own	2	Skilled	Low
New Car	$0	$102	7	0	F	Divorced	53	Own	4	Unemployed	Low
Repairs	$271	$759	19	0	F	Divorced	66	Own	4	Skilled	Low
New Car	$949	$0	49	36	F	Divorced	23	Own	2	Skilled	Low
Small Appliance	$0	$503	13	62	M	Single	25	Own	2	Skilled	Low
Small Appliance	$911	$823	46	4	M	Single	24	Own	2	Unskilled	High
New Car	$0	$693	19	28	M	Single	31	Other	4	Unskilled	High
Used Car	$0	$973	49	81	F	Divorced	57	Other	4	Unskilled	High
New Car	$0	$648	15	57	M	Divorced	44	Own	4	Management	High
Other	$0	$523	37	0	M	Divorced	42	Own	3	Management	Low
Used Car	$271	$7,090	25	2	F	Divorced	27	Rent	4	Skilled	High
Small Appliance	$0	$596	13	67	M	Single	51	Own	4	Skilled	Low
Used Car	$0	$904	49	119	M	Single	23	Other	4	Skilled	High
New Car	$0	$541	19	13	M	Single	31	Own	2	Skilled	High
Furniture	$0	$154	37	2	F	Divorced	22	Rent	4	Skilled	High
New Car	$4,802	$0	37	12	M	Single	35	Own	4	Skilled	Low
Business	$177	$0	49	9	M	Single	37	Other	4	Skilled	Low
Small Appliance	$0	$337	25	107	M	Single	35	Own	1	Management	Low
New Car	$0	$716	19	33	M	Single	30	Own	2	Skilled	High
Education	$996	$837	49	83	M	Single	49	Other	4	Skilled	High
Education	$705	$0	25	24	F	Divorced	32	Own	2	Skilled	Low
Furniture	$0	$7,710	25	114	M	Single	52	Own	4	Skilled	Low
New Car	$0	$531	13	5	M	Single	45	Own	2	Skilled	High
Small Appliance	$5,960	$129	13	16	M	Married	23	Own	1	Skilled	Low
Furniture	$0	$941	13	111	M	Single	41	Own	4	Skilled	Low
Furniture	$759	$596	10	18	F	Divorced	28	Own	2	Skilled	High
Furniture	$0	$987	37	101	M	Single	30	Own	4	Skilled	High
Small Appliance	$651	$0	37	102	M	Single	50	Own	2	Skilled	Low
Business	$257	$460	49	75	F	Divorced	58	Rent	3	Skilled	High
Small Appliance	$955	$0	49	29	M	Single	36	Own	3	Skilled	Low
Small Appliance	$0	$798	25	42	M	Single	23	Rent	4	Unskilled	High
Small Appliance	$8,249	$0	31	77	M	Single	48	Own	4	Unskilled	Low
Small Appliance	$0	$959	11	21	M	Single	37	Own	4	Skilled	Low
Small Appliance	$956	$1,482	46	19	M	Single	20	Rent	4	Skilled	High
New Car	$382	$883	31	20	F	Divorced	23	Own	2	Skilled	High
Furniture	$0	$12,721	37	31	F	Divorced	39	Own	4	Skilled	Low
Education	$842	$0	37	9	M	Single	34	Other	4	Unskilled	Low
Repairs	$3,111	$0	13	27	F	Divorced	22	Own	4	Skilled	Low
Small Appliance	$0	$302	10	30	M	Single	21	Own	2	Skilled	High
Furniture	$0	$538	25	59	M	Single	38	Rent	2	Management	High
Small Appliance	$2,846	$0	13	14	M	Single	36	Other	4	Skilled	Low
Small Appliance	$231	$702	10	99	M	Single	26	Own	4	Unskilled	Low
Repairs	$0	$2,688	10	89	M	Single	47	Own	4	Skilled	Low
Small Appliance	$17,366	$0	16	21	M	Single	38	Other	4	Skilled	High
Small Appliance	$0	$425	13	10	M	Single	27	Rent	2	Skilled	High
New Car	$332	$214	25	2	M	Single	25	Own	1	Skilled	Low
Small Appliance	$242	$0	19	6	M	Single	28	Own	3	Skilled	Low
New Car	$0	$272	7	90	M	Single	67	Own	4	Management	High
Business	$929	$124	9	1	M	Married	25	Own	2	Skilled	Low
Small Appliance	$0	$17,124	13	95	M	Married	34	Own	1	Skilled	Low
Used Car	$0	$612	49	32	M	Single	38	Other	4	Skilled	High
New Car	$0	$862	49	62	M	Single	41	Other	4	Management	High
Furniture	$0	$146	25	46	M	Single	26	Own	4	Skilled	High
New Car	$0	$14,190	37	92	M	Single	35	Own	4	Skilled	Low
Used Car	$0	$396	49	73	M	Single	45	Other	4	Skilled	High
Small Appliance	$0	$519	31	23	F	Divorced	32	Own	2	Skilled	Low
Used Car	$646	$0	25	9	M	Divorced	47	Other	4	Skilled	Low
New Car	$538	$344	13	40	M	Married	24	Own	3	Unskilled	High
Furniture	$0	$204	31	5	M	Divorced	30	Own	4	Unskilled	High
Small Appliance	$0	$148	43	2	M	Single	33	Own	3	Skilled	High
Furniture	$0	$435	19	16	F	Divorced	23	Rent	4	Skilled	High
Small Appliance	$0	$914	19	0	F	Divorced	21	Rent	4	Skilled	High
New Car	$135	$0	37	7	M	Single	36	Other	4	Skilled	High
Used Car	$2,472	$0	37	41	M	Single	30	Own	2	Management	Low
New Car	$0	$412	25	22	M	Single	52	Other	4	Skilled	High
New Car	$10,417	$19,811	13	27	M	Married	27	Own	2	Skilled	High
Small Appliance	$211	$822	8	5	F	Divorced	44	Own	1	Skilled	Low
Small Appliance	$16,630	$0	11	47	M	Single	26	Own	2	Skilled	Low
Furniture	$0	$3,369	25	17	M	Single	24	Own	1	Skilled	Low
Furniture	$642	$0	13	65	F	Divorced	24	Own	2	Skilled	High
Small Appliance	$0	$707	7	26	M	Single	50	Own	2	Skilled	Low
Small Appliance	$296	$818	19	93	M	Married	31	Own	2	Unskilled	Low
Business	$898	$177	22	105	F	Divorced	38	Own	4	Skilled	High
New Car	$478	$4,071	10	40	M	Single	28	Own	3	Skilled	High
New Car	$315	$466	13	3	M	Single	48	Own	3	Unskilled	Low
New Car	$122	$460	37	109	M	Single	56	Other	2	Management	High
Furniture	$0	$991	7	3	F	Divorced	31	Own	4	Skilled	High
Small Appliance	$0	$17,653	22	4	F	Divorced	28	Own	2	Skilled	Low
Education	$0	$497	41	24	M	Single	26	Own	3	Skilled	High
Business	$670	$4,014	31	21	F	Divorced	25	Rent	4	Unskilled	High
Business	$444	$921	28	51	F	Divorced	41	Other	4	Management	High
New Car	$3,880	$0	23	37	F	Divorced	24	Rent	4	Skilled	Low
Used Car	$819	$0	13	23	M	Single	29	Own	2	Skilled	Low
Used Car	$0	$607	37	17	M	Single	25	Own	2	Skilled	High
Large Appliance	$0	$15,800	16	40	M	Single	35	Own	3	Skilled	Low
Furniture	$0	$369	7	23	M	Single	35	Own	2	Unskilled	Low
Business	$0	$4,973	25	17	M	Single	26	Own	3	Unskilled	Low
Furniture	$0	$0	40	30	M	Single	29	Own	4	Management	Low
New Car	$0	$761	25	92	M	Single	59	Own	4	Unskilled	High
Education	$0	$471	7	52	F	Divorced	34	Other	4	Skilled	High
Used Car	$0	$674	37	69	M	Single	41	Other	4	Skilled	Low
New Car	$0	$547	13	40	M	Divorced	35	Own	3	Skilled	High
Furniture	$161	$524	13	106	M	Single	27	Rent	4	Skilled	Low
Furniture	$0	$815	19	13	M	Single	41	Own	3	Skilled	High
Used Car	$0	$0	11	4	F	Divorced	30	Rent	4	Skilled	Low
New Car	$789	$989	31	0	M	Married	27	Own	2	Management	High
Small Appliance	$765	$10,406	10	24	F	Divorced	65	Own	3	Unskilled	Low
Furniture	$0	$957	19	11	F	Divorced	19	Rent	4	Skilled	High
New Car	$0	$770	37	3	F	Divorced	33	Own	4	Skilled	High
Furniture	$983	$950	13	5	F	Divorced	24	Rent	3	Skilled	High
Used Car	$0	$160	13	7	M	Married	40	Rent	4	Skilled	Low
Used Car	$0	$276	25	91	M	Single	62	Own	4	Skilled	Low
Education	$798	$137	25	25	F	Divorced	33	Other	4	Unskilled	High
New Car	$0	$579	22	70	M	Married	29	Own	3	Skilled	Low
New Car	$193	$2,684	13	5	F	Divorced	22	Own	2	Unskilled	High
Small Appliance	$497	$0	7	51	M	Single	35	Other	4	Skilled	Low
Furniture	$0	$0	31	53	M	Single	30	Own	4	Skilled	High
New Car	$0	$0	25	103	F	Divorced	28	Own	2	Skilled	High
New Car	$0	$712	16	6	F	Divorced	28	Own	2	Skilled	High
New Car	$0	$912	7	39	M	Single	44	Own	3	Management	Low

Question 20

President's Inn Guest Database
ID	Guest First Name	Guest Last Name	Room	Room Type	Arrival Date	Departure Date	No of Guests	Daily Rate
1	Barry	Lloyd	Hayes	Bay-window	12/1/14	12/4/14	2	$150.00
2	Michael	Lunsford	Cleveland	Ocean	12/1/14	12/9/14	3	$112.50
3	Kim	Kyuong	Coolidge	Bay-window	12/4/14	12/7/14	1	$150.00
4	Edward	Holt	Washington	Ocean	12/1/14	12/3/14	4	$325.00
5	Thomas	Collins	Lincoln	Ocean	12/9/14	12/13/14	2	$300.00
6	Paul	Bodkin	Coolidge	Bay-window	12/1/14	12/3/14	2	$150.00
7	Randall	Battenburg	Washington	Ocean	12/4/14	12/12/14	2	$292.50
8	Calvin	Nowotney	Lincoln	Ocean	12/2/14	12/4/14	1	$300.00
9	Homer	Gonzalez	Lincoln	Ocean	12/5/14	12/7/14	5	$320.00
10	David	Sanchez	Jefferson	Bay-window	12/5/14	12/7/14	2	$175.00
11	Buster	Whisler	Jackson	Ocean	12/5/14	12/8/14	2	$250.00
12	Julia	Martines	Reagan	Bay-window	12/10/14	12/15/14	1	$150.00
13	Samuel	Kim	Truman	Side	12/20/14	12/30/14	3	$112.50
14	Arthur	Gottfried	Garfield	Side	12/13/14	12/15/14	2	$125.00
15	Darlene	Shore	Arthur	Ocean	12/24/14	12/31/14	5	$198.00
16	Carlyle	Charleston	Quincy Adams	Bay-window	12/3/14	12/6/14	2	$150.00
17	Albert	Goldstone	Johnson	Ocean	12/5/14	12/7/14	3	$250.00
18	Charlene	Tilson	Van Buren	Bay-window	12/5/14	12/7/14	1	$150.00
19	Everett	Chad	Madison	Ocean	12/10/14	12/14/14	2	$275.00
20	Gerald	Pittsfield	Roosevelt	Ocean	12/5/14	12/7/14	2	$275.00
21	Jamal	Smith	Tyler	Bay-window	12/20/14	12/23/14	2	$150.00
22	Louis	Paris	Jackson	Ocean	12/10/14	12/14/14	1	$250.00
23	Nigel	Stratford	Eisenhower	Ocean	12/14/14	12/16/14	2	$200.00
24	Peter	Willington	Grant	Ocean	12/19/14	12/21/14	1	$200.00
25	Ronald	Cartier	Jefferson	Bay-window	12/24/14	12/28/14	4	$175.00
26	Trista	Leven	Eisenhower	Ocean	12/17/14	12/20/14	1	$200.00
27	Valerie	Snell	Adams	Bay-window	12/3/14	12/6/14	1	$150.00
28	Walter	Acton	Polk	Side	12/24/14	12/31/14	6	$148.50
29	Xavier	Trezza	McKinley	Side	12/14/14	12/17/14	2	$125.00
30	Zachary	Miller	Washington	Ocean	12/13/14	12/16/14	2	$325.00