3.)

Use R studio to calculate, show all codes.

In the data set LEAD.dat, children were classified according to blood-lead level in 1972 and 1973 by variable lead_grp, where 1 = blood lead level < 40/100 in both 1972 and 1973, 2 = blood lead level 40/100 in 1973, 3 = blood lead level 40/100 in 1972 but < 40/100 in 1973. a. Compute the mean, standard deviation, standard error, and 95%CI for the mean verbal IQ for children with specific values of the variable lead_grp. Provide a bosplot comparing the distribution of verbal IQ for subjects with lead_grp = 1,2,3. Summarize the findings concisely. b. Answer problem 3a for performance IQ. c. Answer problem 3b for full-scale IQ.

LEAD.DOC

VARIABLE COLUMN DESCRIPTION

id 1-3 IDENTIFICATION NUMBER

area 5 AREA - RESIDENCE ON AUG'72

1=0-1 MILES FROM SMELTER

2=1-2.5 MILES

3=2.5-4.1 MILES

ageyrs 7-11 AGE in years xx.xx

sex 13 SEX 1=MALE 2=FEMALE

IQ TEST RESULTS

iqv_inf 15-16 INF - INFORMATION SUBTEST IN WISC AND WPPSI

iqv_comp 18-19 COMP - COMPREHENSION SUBTEST IN WISC AND WPPSI

iqv_ar 21-22 AR - ARITHMETIC SUBTEST IN WISC AND WPPSI

iqv_ds 24-25 DS - DIGIT SPAN SUBTEST(WISC) AND SENTENCE

COMPLETION(WPPSI)

iqv_raw 27-28 V/RAW - RAW SCORE/VERBAL IQ

iqp_pc 30-31 PC - PICTURE COMPLETION SUBTEST IN WISC AND WPPSI

iqp_bd 33-34 BD - BLOCK DESIGN SUBTEST IN WISC AND WPPSI

iqp_oa 36-37 OA - OBJECT ASSEMBLY SUBTEST(WISC), ANIMAL HOUSE

SUBTEST(WPPSI)

iqp_cod 39-40 COD - CODING SUBTEST(WISC), GEOMETRIC DESIGN

SUBTEST(WPPSI)

iqp_raw 42-43 P/RAW - RAW SCORE/PERFORMANCE IQ (TOTAL OF SCORES

PC, BD, OA, & COD)

hh_index 45-46 HH/INDEX - HOLLINGSHEAD INDEX OF SOCIAL STATUS

iqv 48-50 IQV - VERBAL IQ

iqp 52-54 IQP - PERFORMANCE IQ

iqf 56-58 IQF - FULL SCALE IQ (NOT SUM OR AVERAGE OF IQV D IQP)

iq_type 60 TYPE OF IQ TEST 1=WISC 2=WPPSI

(WISC USUALLY GIVEN TO CHILDREN GE 5 YRS 1 MONTH OF AGE

WPPSI USUALLY GIVEN TO CHILDREN LE 5YRS OF AGE)

lead_grp 62 GROUP - BLOOD LEAD LEVEL GROUP

1=BLOOD LEAD LEVELS BELOW 40 MICROGRAMS/100ML IN

BOTH 1972 & 1973 (control group)

2=BLOOD LEAD LEVELS GREATER THAN OR EQUAL TO

40 MICROGRAMS/100ML

IN BOTH 72 & 73 OR A LEVEL GREATER THAN OR

EQUAL TO 40

IN 73 ALONE (3 CASES ONLY) (currently exposed

Group)

3=BLOOD LEAD LEVELS GREATER THAN OR EQUAL TO

40 MICROGRAMS/100ML

IN 72 AND LESS THAN 40 IN 73

(previously exposed group)

Group 64 1=control group; 2=exposed group

ld72 66-67 LD72 - BLOOD LEAD VALUES (MICROGRAMS/100ML) IN72

MISSING=99

ld73 69-70 LD73 - BLOOD LEAD VALUES (MICROGRAMS/100ML) IN 73

fst2yrs 72 FST2YRS - DID CHILD LIVE FOR 1ST 2 YRS WITHIN

1 MILE OF SMELTER 1=YES 2=NO

totyrs 74-75 TOTYRS - TOTAL NUMBER OF YEARS SPENT WITHIN

4.1 MILES OF SMELTER

SYMPTOM DATA (AS REPORTED BY PARENTS)

pica 77 PICA 1=YES 2=NO

colic 79 COLIC 1=YES 2=NO

clumsi 81 CLUMSINESS 1=YES 2=NO

irrit 83 IRRITABILITY 1=YES 2=NO

convul 85 CONVULSIONS 1=YES 2=NO

CONTAIN NEUROLOGICAL TEST DATA

_2plat_r 87-88 # OF TAPS FOR RIGHT HAND IN THE 2-PLATE TAPPING

TEST (#TAPS IN ONE 10 SECOND TRIAL)

MISSING=99

_2plat_l 90-91 # OF TAPS FOR LEFT HAND IN THE 2-PLATE TAPPING TEST

(#TAPS IN ONE 10 SECOND TRIAL)

MISSING=99

visrea_r 93-94 VISUAL REACTION TIME RIGHT HAND (MILLISECONDS)

MISSING=99

visrea_l 96-97 VISUAL REATION TIME LEFT HAND (MILLISECONDS)

MISSING=99

audrea_r 99-100 AUDITORY REACTION TIME RIGHT HAND (MILLISECONDS)

MISSING=99

audrea_l 102-103 AUDITORY REACTION TIME LEFT HAND (MILLISECONDS)

MISSING=99

fwt_r 105-106 FINGER-WRIST TAPPING TEST RIGHT HAND

(# TAPS IN ONE 10 SECOND TRIAL)

MISSING=99

fwt_l 108-109 FINGER-WRIST TAPPING TEST LEFT HAND

(#TAPS IN ONE 10 SECOND TRIAL)

MISSING=99

hyperact 111-112 WWPS - WERRY-WEISS-PETERS SCALE FOR HYPERACTIVITY

0=NO ACTIVITY . . . . 4=SEVERLY HYPERACTIVE

(AS REPORTED BY PARENTS)

MISSING=99

maxfwt 114-115 Finger-wrist tapping test in dominant hand(max of

fwt_r,fwt_l)

Data:

id	area	ageyrs	sex	iqv_inf	iqv_comp	iqv_ar	iqv_ds	iqv_raw	iqp_pc	iqp_bd	iqp_oa	iqp_cod	iqp_raw	hh_index	iqv	iqp	iqf	iq_type	lead_grp	Group	ld72	ld73	fst2yrs	totyrs	pica	colic	clumsi	irrit	convul	_2plat_r	_2plar_l	visrea_r	visrea_l	audrea_r	audrea_l	fwt_r	fwt_l	hyperact	maxfwt
101	3	11.08	1	3	4	3	5	15	10	8	8	5	31	77	61	85	70	1	1	1	25	18	2	11	2	2	2	2	2	16	16	36	38	27	25	72	52	99	72
102	3	9.42	1	7	9	7	6	29	8	7	10	9	34	77	82	90	85	1	1	1	31	28	2	6	2	2	2	2	2	17	16	23	19	18	28	61	48	0	61
103	3	11.08	1	4	9	5	3	21	10	7	7	20	44	30	70	107	86	1	1	1	30	29	2	5	2	2	2	2	2	16	17	20	24	16	17	46	49	99	49
104	2	6.92	1	4	6	6	6	22	5	8	5	13	31	77	72	85	76	1	1	1	29	30	2	5	2	2	2	1	2	11	9	34	42	35	30	48	41	2	48
105	1	11.25	1	5	4	8	5	22	5	10	13	12	40	62	72	100	84	1	1	1	2	34	1	11	2	2	2	1	2	17	16	26	34	31	33	51	42	99	51
106	2	6.5	1	5	12	11	9	37	14	7	7	10	38	72	95	97	96	1	1	1	29	25	2	6	2	2	2	2	2	16	14	29	26	28	27	49	35	0	49
107	3	6.92	1	7	9	10	7	33	10	8	7	16	41	54	89	101	94	1	1	1	25	24	2	6	2	2	2	2	2	10	13	29	29	30	27	50	39	0	50
108	1	15	2	3	1	3	6	13	6	2	3	8	19	73	57	64	56	1	1	1	24	15	1	15	2	2	1	1	2	19	14	30	32	33	24	58	58	99	58
109	2	7.17	2	13	10	14	13	50	8	15	14	9	46	22	116	111	115	1	1	1	24	16	2	7	2	2	2	2	2	15	13	31	28	31	29	50	40	0	50
110	2	7.25	1	7	9	12	9	37	6	9	12	13	40	77	95	100	97	1	1	1	31	24	2	7	2	2	2	2	2	16	11	26	25	27	21	51	37	0	51
111	1	13.67	2	6	10	6	7	29	6	8	3	9	26	63	82	76	77	1	1	1	21	19	2	12	2	1	2	2	2	17	16	19	19	16	19	59	44	99	59
112	2	10.33	2	11	14	14	11	50	13	13	15	20	61	48	116	136	128	1	1	1	29	27	1	10	2	2	2	1	2	17	17	22	24	22	23	65	48	1	65
113	2	12.58	1	11	12	8	8	39	8	9	11	12	40	48	99	100	99	1	1	1	32	29	1	12	2	2	2	1	1	15	14	19	17	18	20	57	47	99	57
114	1	12.08	1	6	4	5	8	23	9	7	6	12	34	48	74	90	80	1	1	1	36	32	1	12	2	1	2	1	2	23	21	26	23	25	28	44	53	99	53
115	2	15	1	9	11	11	9	40	14	17	13	16	60	48	100	135	118	1	1	1	30	25	1	10	2	2	2	1	2	19	20	17	16	17	16	74	63	99	74
116	1	10.58	1	4	6	4	8	22	9	8	13	12	42	48	72	104	86	1	1	1	29	23	1	10	2	1	2	2	2	17	18	21	25	21	23	50	42	2	50
117	2	15.92	1	13	17	13	14	57	16	16	16	20	68	48	126	149	141	1	1	1	28	28	1	15	2	2	2	2	1	19	17	19	19	18	18	84	74	99	84
118	1	9.67	2	4	6	5	12	27	11	9	8	11	39	63	80	99	88	1	1	1	28	19	1	9	2	2	2	2	2	16	14	25	27	25	23	46	31	0	46
119	1	8	1	5	8	9	9	31	8	13	12	11	44	63	86	107	96	1	1	1	34	22	1	8	2	2	2	2	2	14	13	25	26	23	28	52	41	1	52
120	1	11.08	1	8	7	9	12	36	10	9	10	10	39	63	94	99	96	1	1	1	21	22	1	11	2	2	2	2	2	15	14	22	20	15	18	64	50	99	64
121	1	7.75	1	10	8	12	10	40	9	13	16	9	47	55	100	113	107	1	1	1	35	27	1	7	2	2	2	2	2	14	13	26	25	32	27	59	51	0	59
122	1	11.33	2	6	3	9	4	22	12	9	7	14	42	63	72	104	86	1	1	1	39	38	2	10	2	2	2	2	2	15	14	26	25	20	21	55	43	99	55
123	2	6.67	1	2	4	6	5	17	11	5	11	14	41	70	63	101	80	1	1	1	36	31	2	5	2	2	2	2	2	99	99	99	99	99	99	99	99	1	99
124	1	6.08	1	9	13	12	7	41	7	12	15	12	46	70	101	111	107	1	1	1	19	25	2	2	2	2	2	1	2	9	8	41	41	33	38	46	31	1	46
125	2	9.42	1	8	7	7	8	30	9	15	15	11	50	63	85	118	101	1	1	1	29	24	2	2	1	1	2	2	2	15	15	23	21	22	19	52	44	0	52
126	1	13.5	2	6	5	9	10	30	6	11	10	12	39	77	85	99	91	1	1	1	1	24	2	2	1	2	1	2	2	21	15	20	23	22	21	63	52	99	63
127	2	9.58	2	12	11	13	19	55	11	12	13	17	53	44	124	122	125	1	1	1	22	20	2	9	2	1	2	2	1	17	18	28	25	20	23	52	45	0	52
128	2	6.17	1	11	12	8	12	43	7	12	9	5	33	41	105	87	96	1	1	1	23	18	2	1	2	2	2	2	2	9	11	40	37	28	36	42	31	0	42
129	2	13.33	1	7	6	8	7	28	11	9	12	18	50	41	81	118	99	1	1	1	21	18	2	1	2	2	2	2	2	16	13	16	15	19	16	57	50	99	57
130	1	6.58	1	7	13	7	5	32	14	10	13	10	47	77	87	113	99	1	1	1	32	26	1	5	2	2	2	1	2	11	12	31	27	30	29	23	23	2	23
131	1	12.75	2	9	10	11	10	40	11	15	15	15	56	77	100	128	115	1	1	1	26	27	2	5	2	2	2	1	2	21	18	18	21	17	17	65	62	99	65
132	1	8.17	2	7	9	9	9	34	11	16	11	14	52	77	91	121	106	1	1	1	20	24	2	5	2	2	2	2	2	16	12	29	27	25	21	38	32	1	38
133	1	9.92	1	7	12	12	13	39	9	14	13	10	46	70	99	111	105	1	1	1	2	22	2	6	2	2	2	2	2	15	18	25	20	24	21	59	51	0	59
134	2	7.33	2	5	11	11	12	33	10	10	11	11	42	58	89	104	96	1	1	1	36	31	1	6	2	2	1	2	2	14	11	32	29	40	26	26	25	0	26
135	2	12.83	1	2	4	4	3	13	2	1	4	5	12	91	57	51	50	1	1	1	24	34	2	12	2	2	2	2	2	14	11	24	21	20	18	53	49	99	53
136	2	6.33	2	10	9	9	10	39	15	8	9	8	40	91	99	100	99	1	1	1	38	37	2	6	2	2	2	2	2	12	12	29	19	25	25	50	38	0	50
137	1	9.33	2	4	7	7	5	17	11	11	10	15	47	77	58	113	85	1	1	1	14	25	2	2	2	2	2	2	2	13	16	21	21	18	19	56	47	0	56
138	2	14.25	2	6	10	10	13	38	9	8	5	7	29	77	97	82	88	1	1	1	18	20	2	11	2	2	2	2	2	17	11	27	24	20	21	49	44	99	49
139	3	15.42	1	9	7	7	11	36	16	20	16	14	66	70	94	146	120	1	1	1	24	16	2	9	2	2	2	2	2	23	18	18	18	15	17	76	62	99	76
140	3	14.08	1	7	5	5	9	29	9	11	12	12	44	70	82	107	93	1	1	1	20	21	2	9	2	2	2	2	2	17	18	18	26	14	13	68	60	99	68
141	1	9.83	2	8	10	10	8	35	6	9	2	13	30	77	92	83	87	1	1	1	33	34	2	10	2	2	2	2	2	16	15	23	23	21	21	60	58	1	60
142	1	7.08	2	9	8	8	11	33	13	9	10	13	45	77	89	108	98	1	1	1	36	27	2	6	2	2	2	2	2	13	13	20	24	23	21	45	46	1	46
143	2	12.83	2	4	6	6	5	20	5	10	11	10	36	77	69	93	78	1	1	1	18	22	2	3	2	1	2	1	2	16	13	28	22	24	18	57	46	99	57
144	2	8.08	1	7	11	11	9	32	12	12	15	9	48	77	87	114	100	1	1	1	31	26	2	3	2	2	1	1	2	12	9	38	32	32	29	45	30	1	45
145	3	7.25	1	12	12	12	11	38	14	12	8	13	47	77	97	113	105	1	1	1	33	30	2	5	2	2	2	1	2	16	12	30	33	28	28	46	39	0	46
146	2	15.42	2	5	6	6	9	29	7	8	12	10	37	58	82	94	87	1	1	1	27	33	2	15	2	2	2	2	2	19	19	23	25	23	23	64	56	99	64
147	2	6.92	2	5	8	8	6	30	13	11	5	14	43	58	85	106	94	1	1	1	28	26	2	6	2	1	2	2	2	14	10	30	33	29	32	40	37	1	40
148	1	14.25	2	8	7	7	12	33	7	7	5	16	35	63	89	92	89	1	1	1	24	23	1	14	2	2	2	2	2	20	18	21	22	18	19	62	50	99	62
149	1	7.33	1	6	9	9	8	30	9	6	7	6	28	91	85	79	80	1	1	1	30	23	2	6	2	2	2	2	2	32	34	28	28	24	27	11	13	1	13
150	1	13.33	1	8	12	12	9	35	10	15	19	13	57	77	92	129	111	1	1	1	24	23	2	5	2	2	2	2	2	18	18	18	19	17	16	79	65	99	79
151	1	12.08	1	8	6	13	10	37	11	13	13	11	48	77	95	114	104	1	1	1	29	24	2	5	1	2	2	2	2	15	15	18	21	22	25	61	50	99	61
152	3	6.17	1	6	3	6	10	25	14	12	6	7	39	70	76	99	85	1	1	1	38	31	2	3	2	1	2	1	2	7	10	35	29	37	36	46	27	1	46
153	3	7.17	1	6	2	10	9	27	11	10	15	10	46	70	80	110	94	1	1	1	31	39	2	3	2	2	2	2	2	12	10	30	26	29	26	50	37	0	50
154	1	9.58	1	6	5	3	4	18	9	3	10	12	34	70	66	90	75	1	1	1	28	32	2	8	2	2	2	2	2	22	19	31	30	27	28	48	45	1	48
155	1	12.83	2	4	3	5	7	19	8	6	6	11	31	70	67	85	73	1	1	1	22	23	2	8	2	2	2	2	2	18	18	24	28	21	24	65	48	99	65
156	1	15.25	1	6	5	4	2	17	9	8	12	8	37	70	63	94	76	1	1	1	22	16	2	8	2	2	2	2	2	21	18	22	21	22	19	62	53	99	62
157	3	10.58	1	8	6	9	9	32	11	11	16	17	55	77	87	127	107	1	1	1	27	28	2	7	2	2	2	2	2	18	21	19	19	19	21	51	56	0	56
158	1	9.75	1	7	6	8	5	26	14	7	7	13	41	73	79	101	88	1	1	1	24	33	2	2	2	2	1	2	2	18	11	25	28	27	24	54	47	1	54
159	1	13.92	2	8	4	9	8	29	12	6	11	10	39	44	82	99	89	1	1	1	36	34	2	6	2	2	2	2	2	14	17	24	21	15	20	72	50	99	72
160	1	12.5	2	5	12	7	5	29	9	14	10	14	47	44	82	113	96	1	1	1	10	38	2	6	2	2	2	2	2	16	17	23	22	22	20	57	54	99	57
161	2	6.33	2	5	7	4	5	21	7	6	6	10	29	66	70	80	72	1	1	1	30	21	2	6	2	2	2	2	2	11	9	77	93	82	61	50	39	0	50
162	2	11.83	2	7	9	7	5	28	12	8	12	17	49	66	81	115	97	1	1	1	27	31	2	8	2	1	2	2	2	17	19	20	19	19	15	65	55	99	65
163	1	15	2	5	5	6	6	22	9	8	5	9	31	73	72	85	76	1	1	1	34	33	2	15	2	2	2	2	2	18	17	23	27	19	18	56	51	99	56
201	1	10.08	1	4	5	6	9	24	11	8	8	9	36	79	75	93	82	1	2	2	68	53	1	10	2	2	1	1	2	16	15	26	28	24	24	54	46	2	54
202	1	10.42	2	6	8	9	9	32	8	10	10	12	40	79	87	100	93	1	2	2	53	49	1	11	2	2	2	1	2	19	15	27	23	20	20	57	48	0	57
203	1	9.92	1	4	8	5	8	25	8	6	12	12	38	77	76	97	85	1	2	2	48	40	2	9	2	1	2	2	2	13	12	31	32	22	33	48	33	1	48
204	1	6.83	1	5	5	6	9	25	5	3	6	14	28	77	76	79	75	1	2	2	41	40	2	6	2	1	1	2	2	10	12	39	37	35	36	41	35	1	41
205	1	5.08	1	5	3	9	8	25	14	8	9	7	38	63	76	97	85	1	2	2	45	47	1	4	2	2	2	2	2	11	10	40	38	29	30	34	33	0	34
206	1	12.75	2	9	5	9	12	35	5	4	6	8	23	62	92	71	80	1	2	2	62	45	1	12	2	2	2	1	2	20	16	24	24	29	23	54	47	99	54
207	2	6.17	1	6	9	12	7	34	11	13	16	6	46	41	91	111	101	1	2	2	49	43	1	6	2	1	2	2	2	11	9	36	37	29	28	33	38	0	38
208	2	7.42	2	6	8	5	10	29	9	13	9	8	39	41	82	99	89	1	2	2	52	58	1	7	2	2	2	2	1	17	8	29	35	30	27	49	33	0	49
209	1	12	2	5	5	7	10	27	6	8	6	11	31	52	80	85	80	1	2	2	61	48	1	6	2	2	2	1	2	16	15	17	18	17	16	56	58	99	58
210	1	8.58	1	7	10	10	7	34	10	7	13	9	39	52	91	99	94	1	2	2	41	50	2	6	2	2	2	1	2	50	49	31	27	21	22	13	14	2	14
211	1	6.75	1	5	9	8	6	28	10	11	13	4	38	77	81	97	88	1	2	2	59	40	2	5	1	2	2	2	2	11	12	33	41	38	36	33	40	1	40
212	1	6.92	1	7	9	13	9	38	15	11	8	12	46	52	97	111	104	1	2	2	57	58	1	6	2	1	2	2	2	30	31	43	43	36	41	13	7	0	13
213	1	8.17	1	5	7	7	7	25	6	14	11	11	42	70	76	104	88	1	2	2	58	57	1	7	2	1	2	2	2	14	15	27	31	25	35	51	48	0	51
214	1	11.25	2	7	8	5	10	30	8	11	9	8	36	70	85	93	88	1	2	2	40	51	1	10	2	1	1	1	2	11	9	27	28	28	32	44	31	99	44
215	1	13.58	1	15	13	10	12	50	9	12	10	11	42	70	116	104	112	1	2	2	99	47	1	12	2	2	2	2	2	13	11	19	20	12	14	52	46	99	52
216	1	9.5	1	6	5	10	6	27	8	7	10	9	34	70	80	90	83	1	2	2	57	48	1	8	2	1	2	1	2	17	9	27	29	25	24	42	32	3	42
217	2	8.75	1	8	10	9	13	40	12	10	11	11	44	77	100	107	104	1	2	2	48	43	2	8	2	2	2	2	1	13	13	25	22	20	22	55	52	0	55
218	1	6.5	1	8	13	8	7	36	13	13	7	12	45	44	94	108	101	1	2	2	99	54	2	6	2	2	2	2	2	13	16	31	29	29	29	40	44	1	44
219	1	15	2	6	8	5	9	28	11	12	10	10	43	44	81	106	92	1	2	2	99	52	2	8	1	2	2	2	2	19	14	25	22	18	17	48	44	99	48
301	2	14	1	4	6	6	6	22	8	5	6	8	27	58	72	78	72	1	3	2	42	38	2	14	2	2	2	2	2	20	19	23	20	13	17	53	62	99	62
302	2	7	2	7	11	6	6	30	11	7	8	12	38	73	85	97	90	1	3	2	40	34	2	7	2	2	2	2	2	12	13	31	34	32	32	37	34	1	37
303	3	7.5	1	5	9	7	6	27	14	11	11	8	44	91	80	107	92	1	3	2	40	34	2	5	1	2	2	1	2	14	12	42	33	29	27	46	40	1	46
304	1	13.33	2	5	5	6	3	19	3	7	10	9	29	79	67	80	71	1	3	2	41	33	1	12	2	1	1	1	2	13	18	24	24	17	17	55	59	99	59
305	2	6.17	1	6	7	10	7	30	7	12	9	6	34	77	85	90	86	1	3	2	41	32	2	6	2	2	2	2	1	10	12	29	31	30	29	35	31	0	35
306	3	15.25	1	7	5	4	10	26	5	8	10	7	30	77	79	83	79	1	3	2	41	30	2	15	2	2	2	2	2	22	18	24	27	22	20	70	64	99	70
307	3	12.08	1	4	5	5	7	21	13	7	13	8	41	91	70	101	83	1	3	2	43	32	2	12	2	1	1	2	2	14	17	27	24	22	24	56	44	99	56
308	1	9.58	1	13	5	12	13	43	9	16	14	13	52	77	105	121	114	1	3	2	66	25	2	5	2	2	2	2	2	17	13	19	18	23	22	45	45	0	45
309	3	9.08	2	5	11	11	8	35	12	9	8	16	45	58	92	108	100	1	3	2	51	39	2	9	2	2	2	2	2	15	15	29	24	27	24	50	41	0	50
310	2	8.17	1	5	10	11	7	33	11	14	5	10	40	70	89	100	93	1	3	2	44	31	2	8	2	2	2	1	2	14	14	18	28	24	24	52	44	0	52
311	3	14	2	4	6	7	6	23	9	11	14	12	46	51	74	110	91	1	3	2	64	38	2	1	2	2	2	2	2	18	16	22	21	23	22	52	47	99	52
312	2	9.33	1	4	10	7	10	31	8	14	11	13	46	70	86	111	98	1	3	2	43	32	2	3	2	2	2	2	2	15	15	26	26	23	25	83	54	0	83
313	1	11.17	2	7	8	8	9	32	6	5	9	18	38	73	87	97	91	1	3	2	43	24	1	11	2	2	2	2	2	17	15	22	22	18	15	57	55	99	57
314	2	7.17	1	2	0	4	3	9	4	0	6	2	12	70	51	51	46	1	3	2	40	37	2	6	2	2	2	2	2	6	5	48	47	29	30	38	37	1	38
315	3	9.5	2	7	4	8	8	27	10	7	8	12	37	48	80	94	85	1	3	2	40	35	2	9	1	2	2	1	2	11	15	26	24	24	24	40	32	1	40
401	3	4.33	1	6	13	13	9	41	11	11	11	14	47	48	101	112	107	2	1	1	35	34	2	3	2	2	2	1	2	99	99	99	99	99	99	99	99	1	99
402	2	4.83	2	9	7	13	8	37	11	12	12	12	47	66	95	112	104	2	1	1	27	27	2	4	2	2	2	1	2	99	99	99	99	99	99	99	99	1	99
403	1	3.92	1	5	6	10	7	28	12	8	6	9	35	63	81	92	85	2	1	1	23	26	1	3	2	2	2	2	2	99	99	99	99	99	99	99	99	0	99
404	1	4.58	1	6	3	4	2	15	12	7	7	12	38	70	61	97	76	2	1	1	27	20	1	4	2	2	2	2	2	99	99	99	99	99	99	99	99	1	99
405	1	4.5	1	6	9	9	12	36	8	9	8	13	38	77	94	97	95	2	1	1	2	27	1	4	2	2	2	2	2	99	99	99	99	99	99	99	99	0	99
406	2	3.75	1	9	4	10	7	30	8	11	6	9	34	29	85	91	86	2	1	1	32	28	2	4	2	1	2	1	2	99	99	99	99	99	99	99	99	3	99
407	3	4.25	1	7	4	8	6	25	10	12	10	11	43	62	76	105	89	2	1	1	33	31	2	4	1	2	1	1	2	99	99	99	99	99	99	99	99	3	99
408	3	4.33	1	7	6	4	5	22	9	6	7	8	30	62	72	84	76	2	1	1	32	28	2	4	2	2	2	2	2	99	99	99	99	99	99	99	99	1	99
409	2	4.33	2	8	8	11	11	38	11	9	6	11	37	91	97	95	96	2	1	1	35	37	2	4	2	2	2	2	2	99	99	99	99	99	99	99	99	0	99
410	2	5.58	1	7	12	8	10	37	12	11	11	11	45	73	95	108	101	2	1	1	35	34	2	3	2	1	2	1	2	10	11	34	27	27	28	48	46	1	48
411	2	4.33	2	8	9	14	7	38	14	9	13	14	50	66	97	118	108	2	1	1	30	34	2	4	2	2	2	1	2	99	99	99	99	99	99	99	99	0	99
412	3	4.75	2	7	7	10	8	32	13	13	7	17	50	77	87	118	102	2	1	1	34	23	2	4	2	2	2	2	2	99	99	99	99	99	99	99	99	0	99
413	1	5.42	2	6	6	9	2	23	6	7	9	9	31	91	74	86	77	2	1	1	18	25	2	5	2	2	2	2	2	99	99	99	99	99	99	99	99	1	99
414	1	4.5	1	6	3	7	2	18	6	8	8	11	33	91	66	89	74	2	1	1	38	25	2	4	2	2	2	1	2	99	99	99	99	99	99	99	99	1	99
415	2	6.5	2	10	5	8	8	31	8	9	11	12	40	91	86	100	92	2	1	1	36	23	2	6	2	2	2	2	2	15	12	31	31	32	32	50	41	0	50
501	1	4.17	1	11	7	8	5	31	11	10	11	13	45	79	86	108	96	2	2	2	57	43	1	4	2	2	2	1	2	99	99	99	99	99	99	99	99	2	99
502	3	4.58	1	7	7	9	3	26	10	3	7	7	27	58	79	78	76	2	2	2	51	49	2	4	2	2	2	2	2	99	99	99	99	99	99	99	99	0	99
503	2	4	1	6	4	8	3	21	9	13	5	10	37	41	70	95	80	2	2	2	59	47	1	4	2	2	2	1	2	99	99	99	99	99	99	99	99	2	99
504	2	3.75	1	8	7	8	7	30	8	7	5	7	27	58	84	78	79	2	2	2	44	45	2	3	1	1	2	1	2	99	99	99	99	99	99	99	99	1	99
505	2	3.75	2	6	5	6	3	20	8	12	3	9	32	91	69	86	75	2	2	2	42	45	2	3	2	2	2	1	2	99	99	99	99	99	99	99	99	0	99
601	2	4.33	1	9	6	9	8	32	8	9	1	10	28	77	87	80	82	2	3	2	47	22	2	4	1	2	2	2	2	99	99	99	99	99	99	99	99	2	99
602	2	3.75	2	6	11	8	11	36	11	10	10	10	41	77	94	101	97	2	3	2	44	34	2	3	2	2	2	1	2	99	99	99	99	99	99	99	99	1	99
603	1	5.58	2	5	9	10	10	34	8	8	10	9	35	58	91	92	91	2	3	2	45	29	2	5	2	2	2	2	2	99	99	99	99	99	99	99	99	1	99
604	2	4.58	1	7	10	6	12	35	9	11	6	14	40	77	92	100	92	2	3	2	41	34	2	3	1	1	2	2	2	99	99	99	99	99	99	99	99	1	99
605	2	5.17	2	6	7	7	8	28	8	0	8	10	26	58	81	77	77	2	3	2	51	30	2	5	2	1	2	1	2	8	6	64	56	61	63	42	27	1	42
606	3	3.83	1	12	9	18	8	47	12	10	13	10	45	70	111	108	111	2	3	2	42	32	2	3	2	2	2	2	2	99	99	99	99	99	99	99	99	0	99
607	1	3.92	1	8	4	11	1	24	13	7	7	4	31	73	75	85	78	2	3	2	50	36	1	4	2	2	2	1	2	99	99	99	99	99	99	99	99	1	99