Use this table to answer the question below

Sex	TVHrs	computer	Sleep	Seat	alcohol	height	momheight	dadheight	exercise	GPA	class	ReturnMoney
Female	13	10	3.5	Back	12	66	66	71	10	4	NonLib	No
Female	2	5	4	Back	0	64	62	68	5		NonLib	Yes
Male	20	7	9	Back	0	72	64	65	2	2.3	NonLib	No
Male	15	15	6	Back	0	68	62	74	3	2.6	NonLib	Yes
Male	8	20	6	Middle	0	68	59	70	6	2.8	NonLib	Yes
Female	2.5	10	5	Front	5	64	65	70	6.5	2.62	NonLib	Yes
Male	2	14	9	Middle	0	68.5	60	68	2	2.2	NonLib	Yes
Female	4	28	8.5	Front	1.5	69	66	76	3	3.78	NonLib	Yes
Female	8	10	7	Middle	4.5	66	63	70	4.5	3.2	NonLib	Yes
Male	1	15	8	Middle	1	70	68	71	3	3.31	NonLib	Yes
Male	8	25	4.5	Back	0	67	63	66	6	3.39	NonLib	No
Female	28	30	6.5	Front	0	63	61	68	1.5		NonLib	No
Male	3.5	9	8	Middle	7	68	62	64	8	3	NonLib
Female	11	20	5	Middle	3	68	64	69	0	2.5	NonLib	No
Male	10	14	8	Back	15	68	61	72	10	2.8	NonLib	No
Male	1	84	5	Front	2.5	61	62	62	3	2.34	NonLib	Yes
Female	10	11	9	Middle	1	65	62	66	5	2	NonLib	Yes
Female	10	1	9	Back	15	64	70	73	4	2.4	NonLib	Yes
Female	1	5	6.5	Middle	5	65	70	75	3	1.05	NonLib	Yes
Female	4	37.5	5.5	Middle	5	65			0	2.1	NonLib	Yes
Male	2	6	5	Middle	35	71	62	69	20	3.25	NonLib	Yes
Male	40	4	4	Middle	0	68	54	68	4.5	3.5	NonLib	No
Female	16	12	7	Back		66	63	70	14	3	NonLib	Yes
Male	10	10	8.5	Back	55	77	64	74	10	2.2	NonLib	No
Female	30	30	9.5	Front	0	68	68	69	1	2.5	NonLib	Yes
Male	10	15	5	Middle		64	59	60	6	2.52	NonLib	No
Male	1.5	8	8.5	Front	0	67	64	66	5	3.5	NonLib	Yes
Male	10	12	9	Middle	10	75	68	73	7	3	NonLib	No
Male	15	5	6	Back	30	72	67	71	6	3.6	NonLib	No
Male	4	5	6.5	Back	4	68	66	68	9	3.16	NonLib	Yes
Male	6	6	5	Back	20	72	62	70	10	2.4	NonLib	Yes
Female	100	2	7	Middle	0	66	60	77	3	2.65	NonLib	No
Female	6	8	6.5	Front	0	60	61	65	2		NonLib	Yes
Female	15	40	5	Front	0	60	59	62	10	2.6	NonLib	Yes
Female	1	14	6	Middle	0	60	62	63	2	0.548	NonLib	Yes
Male	2	25	6	Front	0				0	3.84	NonLib	Yes
Male	3.5	22.5	7	Front	2	66	60	64	3	3.4	NonLib	Yes
Male	10	20	8	Middle	0	75	64	67	5	4	NonLib	Yes
Male	1	14	7		0	69	64	69	10	3.2	NonLib	Yes
Male	1	10	6.5	Middle	0	73	60	67	8	3	NonLib	Yes
Male	4	3	6		10	70	60	65	3	2.2	NonLib	Yes
Female	1	3	7	Middle	1	64	60	72	3	3.5	NonLib	Yes
Female	6	3	7	Back	2	70	62	74	10	3.28	NonLib	Yes
Female	1.5	5.5	5.5	Front	0	64	61	70	1.5	3.2	NonLib	Yes
Female	4	1	7.5	Back	4	63	61	70	4	2.81	NonLib	Yes
Female	10	5	9	Middle	0	61	60	67	3	2.87	NonLib	Yes
Female	18	14	7	Middle	0	69	65	68	5	3.19	NonLib	Yes
Male	20	15	6.5	Middle	30	73	67	73	4	1.98	NonLib	No
Female	4	6	6	Middle	1	63	64	65	4	1.9	NonLib	Yes
Male	20	25	9	Middle	0	70	60	64	5	2.51	NonLib	No
Male	5	20	4	Middle	2	70	64	68	2	3.2	NonLib	Yes
Male	0	30	3.5	Middle	0	69	63	65	6	3.04	NonLib	Yes
Male	11	17	4.5	Front	20	76	66	72	4	2.5	NonLib	Yes
Female	0	30	8.5	Back	2.5	66	66	66	2	2	NonLib	Yes
Female	1	8.5	7	Back	10	65	64	70	4	2.6	NonLib	Yes
Female	2	10	11	Middle	0	64	62	68	2	3.06	NonLib	Yes
Female	8	7	8	Middle	0	66	64	73	6	2.8	NonLib	Yes
Female	1	5	4	Front	0	65	61	67	3	3	NonLib	Yes
Female	3	8	7	Front	0	63	60	67	2	3.3	NonLib	Yes
Female	6	3	4.5	Front	1	63	64	74	5.5	3.2	NonLib	Yes
Female	10	7	4	Middle	0	65	62	75	2	3.5	NonLib	Yes
Female	15	25	7	Middle	2	66	64	70	5	3	NonLib	Yes
Female	15	6	9.5	Back	0	67	64	70	2	2.5	NonLib	Yes
Male	12	12	5	Middle	2	69	60	67	6	2.4	NonLib	No
Female	2		9	Middle	3	67.5	69	69	5	2.02	NonLib	Yes
Female	4	17.5	9	Middle	1	62	60	60	2	2.14	NonLib	Yes
Male	15	30	8	Middle	0	68	65	66	10	3	NonLib	Yes
Female	21	3	8	Front	0	64	63	74	10	3.73	NonLib	Yes
Female	4	10	8.5	Front	0	63	62	68	2	3	NonLib	Yes
Female	4	21	6.5	Middle	0	64	62	69	3	2.23	NonLib	Yes
Female	8	20	5	Middle	2	63	58	74	2	2.3	NonLib	Yes
Male	2	7	7.5	Middle	3	69	65	68	6	2.58	NonLib	No
Male	4	10	8	Back	10	73	67	72	6	3.5	NonLib	No
Male	10	5	2	Middle	5	66	60	65	1	2.66	NonLib	No
Female	2	10	5.25	Middle	0	62.5	65	71.5	8	3	NonLib	Yes
Female	9	12.5	7.5	Back	17.5	65	64	72	4.5	3.25	NonLib	Yes
Female	7	15	8	Middle	4	66.5	63	74	1.5		NonLib	Yes
Male	14	28	9	Back	10	67	60	67	1.5	3.16	NonLib	Yes
Male	2	7.5	7.5	Middle	0	68	61	65	21.5	3	NonLib	Yes
Female	3.5	21	6.5	Middle	1	69.5	66	72	3.5	3.3	NonLib	Yes
Male	0	10	12	Middle	15	71	64	72	2	1.85	NonLib	Yes
Female	10	20	6	Middle	0	63.5	60	67	1	2.75	NonLib	Yes
Male	10	4	8	Front	2		67	69	3	3.975	NonLib	Yes
Male	25	10	5	Middle		73	64	68	20		NonLib	Yes
Female	5.5	20	10	Middle	6	69	64	74	4	3.12	NonLib	Yes
Male	14	14	5	Middle	0	70.5	62	74.75	1.5	3.24	NonLib	Yes
Male	0	1	6.5	Back	10	70	63	70	0	2.97	NonLib	Yes
Male	21	21	6.5	Back	0	66	64	64	1	3	NonLib	Yes
Male	14	20	7	Middle	0	65	66	55	2	3	NonLib	No
Female	11	7	7	Back	1	67	63	72	5	3.01	NonLib	Yes
Female	8	10	8	Middle	0	67	66	70	2	3.1	NonLib	Yes
Male	2	30	7	Front	3	70	64	70	4	3.4	LibArts	Yes
Female	1.5	20	8	Front	0	67	69	66	0	4	LibArts	Yes
Male	14	10	7	Middle	6	65	64	65	3	2.8	LibArts	No
Male	2	10	8	Middle	7	70	67	71	7	3.37	LibArts	Yes
Female	6	10	9	Front	0	61	61		2	3.4	LibArts	Yes
Male	20	0	8	Back	1	72	66	74	3	3.5	LibArts	Yes
Male	14	35	5.5	Middle		69	64	68	0	3.5	LibArts
Male	1	20	8	Middle	0	70	57	68	0	2.4	LibArts	No
Male	14	2	9	Middle	18	70	69.25	69	3	2	LibArts	No
Female	10	5	8	Front	0	67	65	68	2.5	3.5	LibArts	Yes
Male	15	10	6	Middle	2	71	66	69	1	2.7	LibArts	No
Female	2	4	6.5	Middle	1	67	63	71	30	3	LibArts
Female	10	50	7	Middle	1	63	60	69	7	2.5	LibArts	Yes
Female	6	5	8.5	Middle	4	63	61	67	1	2.17	LibArts	No
Female	20	8	7	Front	0	60	60	66	0	3.1	LibArts	Yes
Male	20	30	6	Front	0	64	60	65	10	2.5	LibArts	Yes
Male	35	40	10	Back	5	63	65	64	2	3.43	LibArts	Yes
Male	15	15	6	Front	0	66	61	61	2	3.6	LibArts	Yes
Male	5	40	10	Middle	0	71	63	70	2.5	2.91	LibArts	Yes
Male	13.5	3	8	Back	0	70	65	69	7		LibArts	Yes
Female	35	21	10.5	Front	0	63	68	75	2.5	2.83	LibArts	No
Female	1	2	8	Middle	0	65.5	62	71	4.5	3.22	LibArts	Yes
Female	4	9	7	Middle	2	66	63	72	6	3.8	LibArts	Yes
Male	0	14	7.5	Front	0	72	67	74	4	2.1	LibArts	Yes
Female	14	21	6	Middle	0	60.8	60.8		1	3	LibArts	Yes
Female	5	5	8.5	Middle	10	68	67	70	0.5	2.87	NonLib	Yes
Female	5	15	6	Middle	0	63	61		0	2	NonLib	Yes
Female	5	5	7	Middle	0	65	62	67	2	3.91	NonLib	Yes
Female	0.5	3	4	Back	0	65	63.5	69	1.5	4	NonLib	Yes
Female	1	2	7	Middle	3	66	67	70	2.5	2.5	NonLib	Yes
Female	9	5	10	Back	0	62	63	69	3		NonLib	Yes
Female	15	10	8	Middle	3	66	65	68	2	3.5	NonLib	Yes
Female	5	6	7	Middle	3	67	64	71	5	3.42	NonLib	Yes
Female	8	8	6	Middle	3	63	61	70	4	3.3	NonLib	Yes
Male	1	37	7	Middle	0	69	64	71	1	3.6	NonLib	Yes
Female	10	14	10	Middle	3	66	60	69	10	2.26	NonLib	Yes
Male	2	28	7	Middle	3	70	60	78	2	3.18	NonLib	Yes
Male	7		7	Back	0	68	80	66	1	2	NonLib	No
Female	14	1	4.5	Front		67	62	71	11	3	NonLib	Yes
Female	1	7	6	Middle	0	61	63	69	7	3.2	NonLib	Yes
Female	1	13.5	3	Middle	0	62	60	68	3	3.9	NonLib	Yes
Male	2	4	6	Front	0	65	61	63	11	2	NonLib	Yes
Female	1	6	5	Middle	0	63.5	62	63	3	2	NonLib	Yes
Female	4	10	4.5	Middle	0	61	62	65	0	2.66	NonLib	No
Female	3	20	7	Middle	5	64	61	63	2	3.88	NonLib	No
Male	8	35	8	Back	15	57	61	66	25	2.5	NonLib	Yes
Male	1	17.5	5	Middle	0	69	62	72	3	3.15	NonLib	Yes
Female	3	5	9	Middle	2	61	65	69	7	2.7	NonLib	Yes
Male	12	25	6	Back	0	76	64	72	1.5	3.17	NonLib	Yes
Male	30	15	6	Front	10	69	62	69		2.47	NonLib	Yes
Male	15	20	7.5	Middle	12	72.5	66	72	4		NonLib	Yes
Male	0.5	10	5.5	Front	0	69	62	68	6.5	3.3	NonLib	No
Male	9	2	7	Middle	20	77	71	76	15	2.34	NonLib	Yes
Male	25	25	9	Back	45	75	63	77	3	2.4	NonLib
Female	2	6	8	Front	0	61	64	68	1	3	NonLib	Yes
Female	3	35	8	Middle	0	63	61	72	0	2.81	NonLib	Yes
Female	1	35	8	Middle	4	62	62	72	2	2.82	NonLib	Yes
Female	3.5	9	6.5	Front	9	64	64	74	5.5	3.88	NonLib	Yes
Female	30	24	6	Front	0	64	62	68	2	2.19	NonLib	Yes
Male	20	7	7	Back	14	72	67	73	5	2.29	NonLib	No
Female	3	5	10	Middle	0	65	66	73	1	3.62	NonLib	Yes
Female	2	5	8	Middle	0	64	61	67	3	3.1	NonLib	Yes
Female	15	10	9	Middle	0	59	60	64	2	2.8	NonLib	No
Female	16	21	7	Front	1.5	65	67	68	2	2.74	NonLib	Yes
Female	5	10	8	Front	5	63	65	68	4.5	2.99	NonLib	Yes
Male	8	4	6	Middle	0	71	66	70	8	3	NonLib	Yes
Female	10	15	4.5	Middle	0	64.5	62	66.5	1	2.7	NonLib	Yes
Female	2	25	8	Front	2	64	63	71	2	3.1	NonLib	Yes
Male	8	1.5	6	Middle	5	72	63	74	10	3.4	NonLib
Male	10	2	5.5	Middle	20	68	63	68	8	2.4	NonLib	Yes
Male	10	25	7	Middle	0	69	64	67	2	2.76	NonLib	Yes
Female	6	12	9.5	Front	2	70	62	76	0	3	NonLib	Yes
Female	3.5	2	8	Front	0	60	61	65	2.5	3.86	NonLib	Yes
Female	8	12	8	Middle		69	68	73	4	3	NonLib	Yes
Male	3	20	5.5	Back	3	66	62	70	2	2.1	NonLib	Yes
Female	1	12	8	Back	0	62	63	68	2	3.45	NonLib	Yes
Female	5	35	5	Back	4	65	69	72	5	2.18	NonLib	Yes
Male	8	32	6	Back	3	72	65	71	1.5	2.8	NonLib	Yes
Male	2	25	4	Front	0	71			1.5		NonLib	Yes
Male	9	7	7	Middle	10	75	68	74	7	3.5	NonLib	Yes
Male	1	10	5	Front	5	72	60	74	3	4	NonLib	Yes
Female	5	2	6	Middle	0	64	62	66	6	4	NonLib	Yes

*Can you please use R-studio to answer the questions.*

Problem 5 Use the UCDavisl data for this problem. The variable 'Seat' is a response to the question, \"Where do you typically sit in a classroom?\" Possible responds were F, M, and B (for front, middle, and back]. Are females more likely to sit in the front than males? Run a hypothesis test to investigate this question. Let pf represent the population proportion of female students who choose to sit in the front and let pm represent the population proportion of male students who choose to sit in the front. 1. What hypotheses should be tested? State the null and alternative hypotheses. 2. What are pf and am? 3. What is the pvalue for this test? 4. Reach a conclusion using significance level 0.01. Problem 6 Use the UCDavisl data for this problem. Is there a difference in mean GPA for students who sit in the front versus the back ofthe classroom? Run a hypothesis test to investigate. Let ,u.F represent the population mean GPA for students who sit in the front of the class and let 2 pg represent the population mean GPA for students who sit in the back of the class. 1. What hypotheses should be tested? State the null and alternative hypotheses. 2. What are 2?; and 3? 3. Make grouped boxplots of GPA comparing students who sit in the front and students who sit in the back. Paste the figure below and comment on what you see